{"id":21986,"date":"2024-11-17T09:55:10","date_gmt":"2024-11-17T01:55:10","guid":{"rendered":"http:\/\/139.9.1.231\/?p=21986"},"modified":"2024-11-19T19:54:17","modified_gmt":"2024-11-19T11:54:17","slug":"omniflatten-auido-llm","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/11\/17\/omniflatten-auido-llm\/","title":{"rendered":"OmniFlatten |\u4e00\u79cd\u57fa\u4e8eQwen2-0.5B\u7684\u7aef\u5230\u7aef\u65e0\u7f1d\u5bf9\u8bdd\u5927\u6a21\u578b\uff0c\u89e3\u51b3\u5bf9\u8bdd\u4e2d\u65ad\u3001\u56de\u8bdd\u7b49\u95ee\u9898"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"766\" height=\"156\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-41.png\" alt=\"\" class=\"wp-image-21991\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-41.png 766w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-41-300x61.png 300w\" sizes=\"(max-width: 766px) 100vw, 766px\" \/><\/figure>\n\n\n\n<ul class=\"has-light-gray-background-color has-background\"><li><strong><a href=\"https:\/\/omniflatten.github.io\/\">https:\/\/omniflatten.github.io\/<\/a><\/strong><\/li><li><strong><a href=\"https:\/\/arxiv.org\/abs\/2410.17799\">https:\/\/arxiv.org\/abs\/2410.17799<\/a><\/strong><\/li><li><strong>\u4ee3\u7801\u5b9e\u73b0\u53c2\u8003\u3010NanoGPT\u3011\uff1a<em><a href=\"https:\/\/github.com\/karpathy\/nanoGPT\/tree\/master\">https:\/\/github.com\/karpathy\/nanoGPT\/tree\/master<\/a><\/em><\/strong><\/li><\/ul>\n\n\n\n\n\n<p>\u5168\u53cc\u5de5\u53e3\u8bed\u5bf9\u8bdd\u7cfb\u7edf\u5728\u663e\u8457\u8d85\u8d8a\u4f20\u7edf\u7684\u5355\u8f6e\u5bf9\u8bdd\u7cfb\u7edf\u65b9\u9762\u53d6\u5f97\u4e86\u91cd\u8981\u8fdb\u5c55\uff0c\u56e0\u4e3a\u5b83\u4eec\u5141\u8bb8\u591a\u5411\u7684\u540c\u65f6\u901a\u4fe1\uff0c closely \u5730\u6a21\u62df\u4e86\u4eba\u9645\u4ea4\u6d41\u3002\u7136\u800c\uff0c\u5728\u5168\u53cc\u5de5\u5bf9\u8bdd\u7cfb\u7edf\u4e2d\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u548c\u81ea\u7136\u4ea4\u4e92\u4ecd\u7136\u662f\u4e00\u4e2a\u91cd\u5927\u6311\u6218\uff0c\u5c24\u5176\u662f\u8003\u8651\u5230\u4eba\u7c7b\u5bf9\u8bdd\u4e2d\u7684\u4e2d\u65ad\u3001\u56de\u8bdd\u4ee5\u53ca\u91cd\u53e0\u8bed\u97f3\u7b49\u52a8\u6001\u56e0\u7d20\u3002\u5728\u672c\u6587\u4e2d\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a<strong> Omni-Flatten<\/strong> \u7684\u65b0\u578b\u7aef\u5230\u7aef\u57fa\u4e8e GPT \u7684\u6a21\u578b\uff0c\u7528\u4e8e\u5168\u53cc\u5de5\u5bf9\u8bdd\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u6709\u6548\u5730\u5efa\u6a21\u81ea\u7136\u5bf9\u8bdd\u4e2d\u56fa\u6709\u7684\u590d\u6742\u884c\u4e3a\uff0c\u5e76\u4e14\u5177\u6709\u8f83\u4f4e\u7684\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u5168\u53cc\u5de5\u901a\u4fe1\u80fd\u529b\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u591a\u9636\u6bb5\u7684\u540e\u8bad\u7ec3\u65b9\u6848\uff0c\u9010\u6b65\u5c06\u57fa\u4e8e\u6587\u672c\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09 Qwen2-0.5B \u4e3b\u5e72\u8c03\u6574\u4e3a\u80fd\u591f<strong>\u5b9e\u65f6\u751f\u6210\u6587\u672c\u548c\u8bed\u97f3\u7684\u8bed\u97f3-\u6587\u672c\u5bf9\u8bdd LLM<\/strong>\uff0c\u800c\u65e0\u9700\u4fee\u6539\u4e3b\u5e72 LLM \u7684\u67b6\u6784\u3002\u8bad\u7ec3\u8fc7\u7a0b\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a<strong>\u6a21\u6001\u5bf9\u9f50<\/strong>\u3001<strong>\u534a\u53cc\u5de5\u5bf9\u8bdd\u5b66\u4e60<\/strong>\u548c<strong>\u5168\u53cc\u5de5\u5bf9\u8bdd\u5b66\u4e60<\/strong>\u3002\u5728\u6574\u4e2a\u8bad\u7ec3\u9636\u6bb5\u4e2d\uff0c<strong>\u4f5c\u8005\u901a\u8fc7\u6241\u5e73\u5316\u64cd\u4f5c\u6807\u51c6\u5316\u6570\u636e<\/strong>\uff0c\u8fd9\u4f7f\u5f97\u4f5c\u8005\u53ef\u4ee5\u7edf\u4e00\u4e0d\u540c\u6a21\u6001\u548c\u4efb\u52a1\u7684\u8bad\u7ec3\u65b9\u6cd5\u548c\u6a21\u578b\u67b6\u6784\u3002<\/p>\n\n\n\n<p>Omni-Flatten\u63d0\u4f9b\u4e86\u4e00\u79cd\u7b80\u660e\u7684\u5efa\u6a21\u6280\u672f\uff0c\u5e76\u4e3a\u5f00\u53d1\u9ad8\u6548\u4e14\u81ea\u7136\u7684\u7aef\u5230\u7aef\u5168\u53cc\u5de5\u53e3\u8bed\u5bf9\u8bdd\u7cfb\u7edf\u6307\u660e\u4e86\u6709\u524d\u666f\u7684\u7814\u7a76\u65b9\u5411\u3002\u53ef\u4ee5\u5728\u8be5\u7f51\u9875\u4e0a\u627e\u5230\u7531 Omni-Flatten \u751f\u6210\u7684\u5bf9\u8bdd\u97f3\u9891\u793a\u4f8b\u3002<\/p>\n\n\n\n<h2><strong>\u7b80\u4ecb<\/strong><\/h2>\n\n\n\n<p>\u4f20\u7edf\u7684\u8f6e\u8f6c\u5f0f\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u4ec5\u652f\u6301\u534a\u53cc\u5de5\u901a\u4fe1\uff0c\u5373\u7528\u6237\u548c\u7cfb\u7edf\u7684\u901a\u4fe1\u662f\u53cc\u5411\u8fdb\u884c\u4f46\u4e0d\u80fd\u540c\u65f6\u8fdb\u884c\u3002\u8fd9\u7c7b\u7cfb\u7edf\u5728\u8bb8\u591a\u5b9e\u9645\u5e94\u7528\u4e2d\u867d\u6709\u6548\uff0c\u4f46\u5728\u5904\u7406\u4e2d\u65ad\u3001\u56de\u58f0\u901a\u9053\u548c\u91cd\u53e0\u8bed\u97f3\u65f6\u5f80\u5f80\u663e\u5f97\u4e0d\u8db3\uff0c\u8fd9\u53cd\u6620\u4e86\u4eba\u7c7b\u9762\u5bf9\u9762\u4ea4\u6d41\u7684\u81ea\u53d1\u6027\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u5141\u8bb8\u540c\u65f6\u8fdb\u884c\u53cc\u5411\u901a\u4fe1\uff0c\u66f4\u8d34\u8fd1\u4eba\u7c7b\u9762\u5bf9\u9762\u4ea4\u6d41\u7684\u52a8\u529b\u5b66\u7279\u5f81\u3002\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u80fd\u591f\u901a\u8fc7\u540c\u65f6\u8bf4\u8bdd\u3001\u542c\u548c\u601d\u8003\u4fc3\u8fdb\u66f4\u4e3a\u81ea\u7136\u548c\u9ad8\u6548\u7684\u4ea4\u4e92\u3002\u7136\u800c\uff0c\u5728\u5168\u53cc\u5de5\u7cfb\u7edf\u4e2d\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u548c\u81ea\u7136\u4ea4\u4e92\u4ecd\u7136\u662f\u4e00\u4e2a\u91cd\u5927\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u5f00\u53d1\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u7684\u5de5\u4f5c\u53d7\u5230\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8fdb\u5c55\u7684\u9a71\u52a8\uff0c\u5e76\u5927\u81f4\u53ef\u4ee5\u5206\u4e3a\u534f\u4f5c\u7cfb\u7edf\u548c\u7aef\u5230\u7aef\u7cfb\u7edf\u4e24\u7c7b\u3002\u534f\u4f5c\u7cfb\u7edf\u901a\u8fc7\u5bf9\u63a5\u57fa\u4e8eLLM\u7684\u5bf9\u8bdd\u6a21\u5757\u4e0e\u5916\u90e8ASR\u6216TTS\u6a21\u5757\u6765\u5b9e\u73b0\u8bed\u97f3\u7406\u89e3\u548c\u8bed\u97f3\u751f\u6210\u3002\u4f8b\u5982\uff0cQwen-audio\u5904\u7406\u8bed\u97f3\u8f93\u5165\uff0c\u8f93\u51fa\u6587\u672c\u5e76\u901a\u8fc7TTS\u5c06\u5176\u8f6c\u6362\u4e3a\u53e3\u5934\u56de\u5e94\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4e00\u4e9b\u7aef\u5230\u7aef\u7cfb\u7edf\u76f4\u63a5\u57fa\u4e8e\u8bed\u97f3-\u6587\u672c\u591a\u6a21\u6001\u6a21\u578b\u5efa\u6a21\u8bed\u97f3\u5230\u8bed\u97f3\u7684\u5bf9\u8bdd\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u5927\u591a\u662f\u56de\u5408\u5236\u5bf9\u8bdd\u6a21\u578b\uff0c\u4e0d\u652f\u6301\u5168\u53cc\u5de5\u5bf9\u8bdd\u3002\u6700\u8fd1\u5728\u5f00\u53d1\u7aef\u5230\u7aef\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u65b9\u9762\u53d6\u5f97\u7684\u8fdb\u6b65\u5305\u62ecSyncLM\u548c\u5f00\u6e90\u7684Moshi\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0cMoshi\u5e76\u884c\u6a21\u578b\u4e86\u7528\u6237\u7684\u591a\u6761\u8bed\u97f3\u8f93\u5165\u6d41\u548c\u7cfb\u7edf\u7684\u6587\u672c\u53ca\u8bed\u97f3\u8f93\u51fa\u6d41\uff0c\u7b80\u5316\u4e86\u5168\u53cc\u5de5\u5bf9\u8bdd\u7684\u5904\u7406\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u5e76\u884c\u6846\u67b6\u5e76\u4e0d\u88ab\u57fa\u4e8eGPT\u7684\u6a21\u578b\u5929\u7136\u652f\u6301\uff0c\u56e0\u6b64\u9700\u8981\u590d\u6742\u7684\u7b56\u7565\u5982\u58f0\u5b66\u5ef6\u8fdf\u548c\u5185\u5fc3\u72ec\u767d\u7b49\u8bbe\u8ba1\u3002\u7c7b\u4f3cOmni-Flatten\uff0cSyncLM\u4e5f\u662f\u8bad\u7ec3\u6765\u9884\u6d4b\u7528\u6237\u7684\u8bed\u97f3\u5355\u5143\u548c\u52a9\u624b\u7684\u4ea4\u66ff\u7247\u6bb5\u4ee5\u83b7\u5f97\u5b9e\u65f6\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u80fd\u529b\u3002\u7136\u800c\uff0c\u4ed6\u4eec\u5f15\u5165\u4e86\u4e00\u79cd\u53bb\u91cd\u7b56\u7565\u6765\u51cf\u8f7b\u9759\u9ed8\u8bed\u97f3\u5bf9\u6a21\u578b\u8bed\u4e49\u80fd\u529b\u7684\u5f71\u54cd\uff0c<strong>\u800c\u4f5c\u8005\u5219\u662f\u901a\u8fc7\u663e\u5f0f\u6587\u672c Token \u9884\u6d4b\u589e\u5f3a\u5bf9\u8bdd\u6a21\u578b\u7684\u8bed\u4e49\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86<strong>\u5e94\u5bf9\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u7cfb\u7edf\u4e2d\u5b9e\u73b0\u81ea\u7136\u4ea4\u4e92\u548c\u4f4e\u5ef6\u8fdf\u6240\u9762\u4e34\u7684\u6311\u6218\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8eGPT\u7684\u65b0\u9896\u7aef\u5230\u7aef\u6a21\u578bOmni-Flatten\uff0c\u7528\u4e8e\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd<\/strong>\u3002Omni-Flatten\u80fd\u591f\u6709\u6548\u5b66\u4e60\u81ea\u7136\u5bf9\u8bdd\u4e2d\u56fa\u6709\u7684\u590d\u6742\u884c\u4e3a\uff0c\u5e76\u901a\u8fc7\u4f4e\u5ef6\u8fdf\u4fc3\u8fdb\u7c7b\u4f3c\u4eba\u7c7b\u7684\u5bf9\u8bdd\u3002\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u591a\u9636\u6bb5\u6e10\u8fdb\u5f0f\u540e\u8bad\u7ec3\u65b9\u6848\uff0c\u901a\u8fc7\u9996\u5148\u8fdb\u884c\u6a21\u6001\u5bf9\u9f50\uff0c\u7136\u540e\u4ea4\u66ff\u548c\u5c55\u5e73\u5bf9\u8bdd\u4e2d\u7684\u591a\u4e2a\u8bed\u97f3\u548c\u6587\u672c\u6d41\uff0c\u5c06\u57fa\u4e8e\u6587\u672c\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09 Qwen2-0.5B \u9aa8\u67b6\u9002\u5e94\u4e3a\u4e00\u4e2a\u5065\u58ee\u7684\u8bed\u97f3-\u6587\u672c\u5bf9\u8bdd\u6a21\u578b\u3002<strong>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cOmni-Flatten\u5e76\u672a\u6539\u53d8\u57fa\u4e8e\u6587\u672c\u7684 Backbone \u67b6\u6784\uff0c\u4e5f\u672a\u4f9d\u8d56\u4e8e\u8ba1\u7b97\u5bc6\u96c6\u578b\u7684\u9884\u8bad\u7ec3\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u591a\u9636\u6bb5\u540e\u8bad\u7ec3\u8fc7\u7a0b\u59cb\u4e8e\u5bf9\u6587\u672c\u5927\u8bed\u8a00\u6a21\u578b Backbone \u7f51\u7edc\u8fdb\u884c\u76d1\u7763\u591a\u4efb\u52a1\u5fae\u8c03\uff0c\u4ee5\u5b9e\u73b0\u8bed\u97f3-\u6587\u672c\u6a21\u6001\u5bf9\u9f50\uff0c\u5e76\u83b7\u5f97\u4e00\u79cd\u8de8\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4f7f\u7528\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u548c\u6587\u672c\u5230\u8bed\u97f3\u5408\u6210\u529f\u80fd\uff08TTS\uff09\u3002<\/strong>\u8fd9\u4e00\u9636\u6bb5\u5bf9\u4e8e\u786e\u4fdd\u7cfb\u7edf\u80fd\u591f\u51c6\u786e\u5730\u7406\u89e3\u548c\u751f\u6210\u8bed\u97f3\u53ca\u6587\u672c\uff0c\u4ece\u800c\u5f62\u6210\u4eba\u673a\u4ea4\u4e92\u7684\u65e0\u7f1d\u754c\u9762\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u5728\u83b7\u5f97<strong>\u8bed\u97f3-\u6587\u672c\u5927\u8bed\u8a00\u6a21\u578b\u540e<\/strong>\uff0c\u4f5c\u8005\u901a\u8fc7<strong>\u4e09\u4e2a\u6e10\u8fdb\u9636\u6bb5<\/strong>\uff0c\u4f7f\u7528\u4ea4\u9519\u548c\u5e8f\u5217\u5316\u7684\u5bf9\u8bdd\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03\uff1a<\/p>\n\n\n\n<ol><li>\u5728\u7b2c\u4e00\u4e2a\u9636\u6bb5\uff0c\u4f5c\u8005\u4f7f\u7528\u6241\u5e73\u5316\u6280\u672f\uff0c\u5c06\u7528\u6237\u8f93\u5165\u548c\u7cfb\u7edf\u8f93\u51fa\u7684\u6587\u672c\u6d41\u548c\u8bed\u97f3\u6d41\u5747\u644a\u5e73\u4e3a\u5355\u4e00\u5e8f\u5217\uff08\u5373\u5904\u7406\u56db\u6d41\u6570\u636e\uff09\u3002\u8fd9\u4e00\u9636\u6bb5\u4f5c\u4e3a\u521d\u6b65\u6b65\u9aa4\uff0c\u65e8\u5728\u8bad\u7ec3\u6a21\u578b\u5b66\u4e60\u534a\u53cc\u5de5\u5bf9\u8bdd\u80fd\u529b\u3002<\/li><li>\u5728\u7b2c\u4e8c\u4e2a\u9636\u6bb5\uff0c\u4f5c\u8005\u8fdb\u4e00\u6b65<strong>\u79fb\u9664\u7528\u6237\u8f93\u5165\u6587\u672c\u6d41<\/strong>\uff0c\u5bf9\u5269\u4f59\u7684\u4e09\u6d41\u8fdb\u884c<strong>\u7ec6\u7c92\u5ea6\u5207\u5206\u548c\u5bf9\u9f50<\/strong>\uff0c\u5c06\u8fd9\u4e9b\u5207\u5206\u90e8\u5206\u6241\u5e73\u5316\uff0c\u5e76\u7ee7\u7eed<strong>\u4f7f\u7528\u6241\u5e73\u5316\u7684\u4e09\u6d41\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3<\/strong>\u3002\u8fd9\u4e00\u6b65\u9aa4\u7684\u76ee\u6807\u662f\u8bad\u7ec3\u6a21\u578b<strong>\u5b66\u4e60\u5b9e\u65f6\u591a\u6d41\u9884\u6d4b\u80fd\u529b\uff0c\u4ece\u800c\u5b9e\u73b0\u5168\u53cc\u5de5\u901a\u4fe1<\/strong>\u3002<\/li><li>\u6700\u540e\uff0c\u4f5c\u8005<strong>\u6784\u5efa\u4ec5\u5305\u542b\u8f93\u5165\u548c\u8f93\u51fa\u8bed\u97f3\u7684\u4e24\u6d41\u6570\u636e\uff0c\u5e76\u7ee7\u7eed\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3<\/strong>\uff0c\u4ee5\u4e13\u6ce8\u4e8e\u8bed\u97f3\u5230\u8bed\u97f3\u7684\u751f\u6210\u4efb\u52a1\uff0c\u4ece\u800c<strong>\u6d88\u9664\u5bf9\u4e2d\u95f4\u6587\u672c\u7684\u4f9d\u8d56\uff0c\u51cf\u5c11\u5ef6\u8fdf\uff0c\u5e76\u4f7f\u7cfb\u7edf\u66f4\u63a5\u8fd1\u5b9e\u65f6\u4ea4\u4e92\u3002<\/strong><\/li><\/ol>\n\n\n\n<p>Omni-Flatten\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u800c\u521b\u65b0\u7684\u5efa\u6a21\u6280\u672f\uff0c\u4e3a\u5f00\u53d1\u9ad8\u6548\u4e14\u81ea\u7136\u7684\u7aef\u5230\u7aef\u5168\u53cc\u5de5\u5bf9\u8bdd\u7cfb\u7edf\u63d0\u4f9b\u4e86\u6709\u524d\u666f\u7684\u7814\u7a76\u65b9\u5411\u3002<\/p>\n\n\n\n<p>\u672c\u9879\u5de5\u4f5c\u7684\u4e3b\u8981\u8d21\u732e\u53ef\u4ee5\u603b\u7ed3\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol><li>\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u4e00\u6b21\u6027\u57fa\u4e8eGPT\u7684\u6a21\u578bOmni-Flatten\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u6709\u6548\u5efa\u6a21\u81ea\u7136\u4eba\u7c7b\u5bf9\u8bdd\u4e2d\u56fa\u6709\u7684\u590d\u6742\u884c\u4e3a\uff0c\u540c\u65f6\u5177\u6709\u4f4e\u5ef6\u8fdf\u3002\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u591a\u9636\u6bb5\u7684\u540e\u8bad\u7ec3\u65b9\u6848\uff0c\u901a\u8fc7\u57fa\u4e8eAs Rand TT S\u7684\u6709\u76d1\u7763\u591a\u4efb\u52a1\u5fae\u8c03\u5b9e\u73b0\u6587\u672c\u57fa\u7840\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5411\u7a33\u5065\u7684\u8bed\u97f3-\u6587\u672c\u5bf9\u8bdd\u6a21\u578b\u7684\u6210\u529f\u9002\u5e94\uff0c\u7136\u540e\u5bf9\u5bf9\u8bdd\u4e2d\u7684\u8bed\u97f3\u548c\u6587\u672c\u6d41\u8fdb\u884c\u7ec6\u7c92\u5ea6\u5206\u5757\uff0c\u5e76\u5c06\u5b83\u4eec\u6241\u5e73\u5316\u4e3a\u5355\u4e00\u5e8f\u5217\uff0c\u9010\u6b65\u8bad\u7ec3\u6a21\u578b\u4ee5\u83b7\u5f97\u534a\u53cc\u5de5\u548c\u5168\u53cc\u5de5\u901a\u4fe1\u80fd\u529b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c<strong>Omni-Flatten \u5e76\u672a\u5bf9\u8be5GPT\u6a21\u578b\u8fdb\u884c\u4efb\u4f55\u7ed3\u6784\u4e0a\u7684\u4fee\u6539\uff0c\u4e5f\u4e0d\u4f9d\u8d56\u4e8e\u8ba1\u7b97\u91cf\u5927\u7684\u9884\u8bad\u7ec3\u3002<\/strong><\/li><li>\u4f5c\u8005\u7684<strong>\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u6a21\u6001\u5bf9\u9f50\u9636\u6bb5\u7684\u6709\u6548\u6027<\/strong>\uff0c\u56e0\u4e3a\u6700\u7ec8\u6a21\u578b\u5728ASR\u548cTTS\u65b9\u9762\u7684\u8868\u73b0\u8fbe\u5230\u4e86\u53ef\u63a5\u53d7\u7684\u6c34\u5e73\u3002\u4f5c\u8005\u4f7f\u7528\u9ad8\u6027\u80fd\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u8bc4\u4f30\u5668\uff0c\u8bc4\u4f30\u7531Omni-Flatten\u751f\u6210\u7684\u5bf9\u8bdd\u8d28\u91cf\uff0c\u5e76\u8bc4\u4f30\u4e86\u5bf9\u8bdd\u8f6e\u6362\u6027\u80fd\uff0c\u5305\u62ec\u7cfb\u7edf\u8f6e\u6362\u548c\u7528\u6237\u8f6e\u6362\uff0c\u4ee5\u53ca\u8fd0\u884c\u65f6\u6548\u7387\u3002\u7ed3\u679c\u663e\u793a\uff0cOmni-Flatten\u751f\u6210\u7684\u5bf9\u8bdd\u5177\u6709\u5408\u7406\u7684\u8d28\u91cf\uff0c\u6a21\u6001\u5bf9\u9f50\u548c\u534a\u53cc\u5de5\u5b66\u4e60\u9636\u6bb5\u5747\u63d0\u5347\u4e86\u6a21\u578b\u7684\u5168\u53cc\u5de5\u5bf9\u8bdd\u80fd\u529b\u3002\u76f8\u5bf9\u4e8e<strong>\u7528\u6237\u8f6e\u6362\uff0cOmni-Flatten\u5728\u5904\u7406\u7cfb\u7edf\u8f6e\u6362\u65b9\u9762\u66f4\u4e3a\u51fa\u8272\uff0c\u7cfb\u7edf\u8f6e\u6362\u7684\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u4e3a160\u6beb\u79d2\uff0c\u800c\u7528\u6237\u8f6e\u6362\u7684\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u5219\u4e3a805\u6beb\u79d2\u3002<\/strong><\/li><\/ol>\n\n\n\n<h2><strong>\u65b9\u6cd5\u8bba<\/strong><\/h2>\n\n\n\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u4f5c\u8005\u4ecb\u7ecd\u4e86\u4f5c\u8005\u7684\u7aef\u5230\u7aef\u5168\u53cc\u5de5\u5bf9\u8bdd\u6a21\u578bOmni-Flatten\u3002\u5982\u56fe1\u6240\u793a\uff0c\u4f5c\u8005\u4f7f\u7528\u97f3\u9891\u5206\u8bcd\u5668\u5c06\u5bf9\u8bdd\u4e2d\u7684\u6bcf\u4e2a\u8f93\u5165\u548c\u8f93\u51fa\u8bed\u97f3\u6d41\u79bb\u6563\u5316\u4e3a\u4e00\u4e2a\u79bb\u6563\u7684\u8bed\u97f3Token\u5e8f\u5217\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"668\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-structure-1024x668.png\" alt=\"\" class=\"wp-image-22013\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-structure-1024x668.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-structure-300x196.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-structure-768x501.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-structure-1536x1002.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-structure.png 1916w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>OmniFlatten\uff1a\u7aef\u5230\u7aef\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u6a21\u578b\u6982\u8ff0<\/strong>\uff1a\u8be5\u6a21\u578b\u80fd\u591f\u6301\u7eed\u63a5\u6536\u7528\u6237\u8f93\u5165\u7684\u8bed\u97f3\uff0c\u540c\u65f6\u751f\u6210\u52a9\u624b\u7684\u8bed\u97f3\u548c\u6587\u672c\u8f93\u51fa\u3002\u8bed\u97f3\u5206\u8bcd\u5668\u5c06\u7528\u6237\u7684\u8bed\u97f3\uff08\u5305\u62ec\u9759\u97f3\u6bb5\uff09\u8f6c\u6362\u4e3a\u8f93\u5165\u8bed\u97f3\u7684\u5206\u8bcd\u5e8f\u5217\uff08\u8868\u793a\u4e3a\u7ea2\u8272\u65b9\u5757\u5e8f\u5217\uff1aS0, S1, S2, S3, S4, &#8230;\uff09\u3002\u6211\u4eec\u5c06\u4e00\u6bb5\u8f93\u5165\u8bed\u97f3\u5206\u8bcd\uff08\u7528\u5b9e\u7ebf\u6846\u62ec\u8d77\u6765\u7684\u5206\u8bcd\uff09\u8f93\u5165\u5230OmniFlatten\u4e2d\uff0c\u4ee5\u89e3\u7801\u751f\u6210\u4e00\u6bb5\u8f93\u51fa\u5206\u8bcd\uff08\u7528\u865a\u7ebf\u6846\u62ec\u8d77\u6765\u7684\u5206\u8bcd\uff09\u3002\u8f93\u51fa\u5206\u8bcd\u5305\u62ec\u8bed\u97f3\u5206\u8bcd\uff08\u84dd\u8272\u65b9\u5757\u5e8f\u5217\uff1aS0, S1, S2, S3, S4, &#8230;\uff09\u548c\u6587\u672c\u5206\u8bcd\uff08\u7eff\u8272\u5706\u5708\u5e8f\u5217\uff1aT0, T1, T2, &#8230;\uff09\u3002\u6211\u4eec\u5c06\u8f93\u51fa\u6587\u672c\u5206\u8bcd\u6309\u7167\u56fa\u5b9a\u7684\u6587\u672c\u5757\u5927\u5c0f\u7ec4\u7ec7\uff0c\u5e76\u6309\u7167\u56fa\u5b9a\u7684\u8bed\u97f3\u5757\u5927\u5c0f\u751f\u6210\u8f93\u51fa\u8bed\u97f3\u5206\u8bcd\uff0c\u4ece\u800c\u5229\u7528\u9884\u6d4b\u7684\u6587\u672c\u6307\u5bfc\u8bed\u97f3\u751f\u6210\u3002\u7528\u6237\u7684\u8bed\u97f3\u5206\u8bcd\u4e0e\u9884\u6d4b\u751f\u6210\u7684\u52a9\u624b\u6587\u672c\u548c\u8bed\u97f3\u5206\u8bcd\u6839\u636e\u8bf4\u8bdd\u4eba\u8f6e\u6b21\u4ea4\u9519\u6392\u5217\uff0c\u6700\u7ec8\u5c55\u5e73\u4e3a\u4e00\u4e2a\u5355\u4e00\u5e8f\u5217\u3002\u6700\u540e\uff0c\u8f93\u51fa\u7684\u8bed\u97f3\u5206\u8bcd\u548c\u6587\u672c\u5206\u8bcd\u5206\u522b\u8f93\u5165\u5230\u8bed\u97f3\u53bb\u5206\u8bcd\u5668\u548c\u6587\u672c\u53bb\u5206\u8bcd\u5668\u4e2d\uff0c\u4ee5\u751f\u6210\u52a9\u624b\u7684\u8f93\u51fa\u8bed\u97f3\u548c\u6587\u672c\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u4f5c\u8005\u7136\u540e\u4ea4\u66ff\u6392\u5217\u8bed\u97f3Token\u5e8f\u5217\u548c\u6587\u672cToken\u5e8f\u5217\uff0c\u5e76\u5c06\u5b83\u4eec\u5c55\u5e73\u6210\u4e00\u4e2a\u5355\u4e00\u5e8f\u5217\u3002Omni-Flatten\u91c7\u7528\u591a\u9636\u6bb5\u6e10\u8fdb\u5f0f\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5c06\u57fa\u4e8e\u6587\u672c\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8f6c\u5316\u4e3a\u5177\u5907\u6a21\u6001\u5bf9\u9f50\u548c\u5bf9\u8bdd\u5b66\u4e60\u80fd\u529b\u7684 robust \u7684\u7aef\u5230\u7aef\u5168\u53cc\u5de5\u53e3\u8bed\u5bf9\u8bdd\u6a21\u578b\u3002\u5728\u63a5\u4e0b\u6765\u7684\u5b50\u8282\u4e2d\uff0c\u4f5c\u8005\u5c06\u8be6\u7ec6\u9610\u8ff0\u4f5c\u8005\u65b9\u6cd5\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\uff0c\u5305\u62ec\u97f3\u9891Token\u5316\u4e0e\u53cdToken\u5316\u3001\u6a21\u6001\u5bf9\u9f50\u4ee5\u53ca\u5bf9\u8bdd\u5b66\u4e60\u3002<\/p>\n\n\n\n<h3><strong>\u97f3\u9891\u6807\u8bb0\u5316\u548c\u53bb\u6807\u8bb0\u5316<\/strong><\/h3>\n\n\n\n<p>\u4e3a\u4e86\u5c06\u8fde\u7eed\u7684\u8bed\u97f3\u4fe1\u53f7\u8f6c\u6362\u4e3a\u79bb\u6563\u7684Token\u5e8f\u5217\uff0c\u4f5c\u8005\u91c7\u7528\u4e86\u5728CosyVoice\u4e2d\u4f7f\u7528\u7684\u8bed\u97f3Tokenizer\u3002\u7531\u4e8e\u901a\u8fc7\u591a\u8bed\u79cdASR\u7684\u76d1\u7763\uff0c\u8fd9\u79cd\u8bed\u97f3Tokenizer\u80fd\u591f\u5c06\u8bed\u97f3\u8f6c\u6362\u4e3a\u8bed\u4e49Token\uff0c\u4ece\u800c\u6709\u52a9\u4e8e\u63d0\u5347\u8bed\u97f3\u7406\u89e3\u5e76\u4fdd\u8bc1\u751f\u6210\u8bed\u97f3\u7684\u5185\u5bb9\u4e00\u81f4\u6027\u3002\u8be5Tokenizer\u5229\u7528\u4e86\u4e00\u4e2a\u7f16\u7801\u5668\u548c\u4e00\u4e2a\u5411\u91cf\u91cf\u5316\uff08VQ\uff09\u5c42\uff0c\u5c06\u97f3\u9891\u4fe1\u53f7\u79bb\u6563\u5316\u4e3a\u5177\u67094096\u4e2aCodebook\u4ee3\u7801\u7684\u8bed\u97f3Token\u5e8f\u5217\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"525\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-48-1024x525.png\" alt=\"\" class=\"wp-image-22063\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-48-1024x525.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-48-300x154.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-48-768x394.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-48.png 1462w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>Cosyvoice\u6a21\u578b\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u5c06\u79bb\u6563\u7684\u8bed\u97f3Token\u91cd\u65b0\u8f6c\u6362\u56de\u97f3\u9891\u65f6\uff0c\u4f5c\u8005\u540c\u6837\u4f7f\u7528\u4e86\u4e0eCosyVoice\u4e2d\u76f8\u540c\u7684Optimal Transport Conditional Flow Matching\u6a21\u578b\uff08OTCFM\uff09\u3002OTCFM\u5c06\u8bed\u97f3Token\u5e8f\u5217\u8f6c\u5316\u4e3aMel\u9891\u8c31\u56fe\uff0c\u7136\u540e\u4f7f\u7528HifiGAN\u8bed\u97f3\u751f\u6210\u5668\u751f\u6210\u6700\u7ec8\u7684\u97f3\u9891\u8f93\u51fa\u3002\u5148\u524d\u7684\u7814\u7a76\u8868\u660e\uff0c\u76f8\u6bd4\u4e8e\u66f4\u7b80\u5355\u7684\u68af\u5ea6\u6269\u6563\u6982\u7387\u6a21\u578b\uff08DPM\uff09\uff0cOTCFM\u5728\u8bad\u7ec3\u66f4\u5bb9\u6613\u4e14\u751f\u6210\u66f4\u5feb\u65b9\u9762\u8868\u73b0\u66f4\u4f18\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528HifiGAN\u5c06mel\u8c31\u8f6c\u6362\u4e3a\u97f3\u9891\uff1a    \n     \u7406\u8bba\u4e0a\uff0c\u6885\u5c14\u8bed\u8c31\u56fe\uff08Mel-spectrogram\uff09\u53ef\u4ee5\u76f4\u63a5\u8f6c\u6362\u56de\u97f3\u9891\u6ce2\u5f62\uff0c\u4f46\u8fd9\u4e2a\u8fc7\u7a0b\u901a\u5e38\u5e76\u4e0d\u50cf\u7b80\u5355\u7684\u9006\u53d8\u6362\u90a3\u6837\u76f4\u63a5\u548c\u7cbe\u786e\u3002\u539f\u56e0\u5728\u4e8e\uff0c<strong>\u6885\u5c14\u8bed\u8c31\u56fe\u53ea\u662f\u97f3\u9891\u7684\u4e00\u4e2a\u4f4e\u7ef4\u8868\u793a\uff0c\u4e22\u5931\u4e86\u5f88\u591a\u539f\u59cb\u97f3\u9891\u4e2d\u7684\u7ec6\u8282\u4fe1\u606f\uff0c\u5c24\u5176\u662f\u76f8\u4f4d\u4fe1\u606f\u3002\u800c\u8bed\u97f3\u5408\u6210\u4e2d\u7684\u9ad8\u8d28\u91cf\u6ce2\u5f62\u751f\u6210\u901a\u5e38\u9700\u8981\u66f4\u590d\u6742\u7684\u6a21\u578b\u6765\u91cd\u5efa\u8fd9\u4e9b\u7ec6\u8282\u3002HiFiGAN \u548c\u5176\u4ed6\u7c7b\u4f3c\u7684\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u6548\u7684\u6846\u67b6\u6765\u5b9e\u73b0\u8fd9\u79cd\u91cd\u5efa\u3002<\/strong>\n\n1. \u6885\u5c14\u8c31\u56fe\u5230\u6ce2\u5f62\u7684\u8f6c\u6362\u95ee\u9898\n\u6885\u5c14\u8bed\u8c31\u56fe\u662f\u901a\u8fc7\u5c06\u97f3\u9891\u4fe1\u53f7\u8f6c\u6362\u5230\u6885\u5c14\u9891\u7387\u523b\u5ea6\u540e\u63d0\u53d6\u7684\u7279\u5f81\u3002\u5b83\u662f\u901a\u8fc7\u5085\u91cc\u53f6\u53d8\u6362\u5c06\u97f3\u9891\u4fe1\u53f7\u8f6c\u6362\u6210\u9891\u8c31\u56fe\u540e\uff0c\u518d\u901a\u8fc7\u6885\u5c14\u6ee4\u6ce2\u5668\u7ec4\u5bf9\u9891\u8c31\u8fdb\u884c\u538b\u7f29\u5f97\u5230\u7684\u3002\u6885\u5c14\u8bed\u8c31\u56fe\u901a\u5e38\u53ea\u4fdd\u7559\u4e86\u97f3\u9891\u7684\u9891\u7387\u4fe1\u606f\uff0c\u800c\u6ca1\u6709\u5305\u542b\u5173\u4e8e\u65f6\u95f4\u548c\u76f8\u4f4d\u3010\u6ce2\u5f62\u3011\u7684\u7ec6\u8282\u3002\u7531\u4e8e\u76f8\u4f4d\u4fe1\u606f\u5bf9\u97f3\u9891\u6ce2\u5f62\u7684\u91cd\u5efa\u81f3\u5173\u91cd\u8981\uff0c\u76f4\u63a5\u5c06\u6885\u5c14\u8c31\u56fe\u8f6c\u6362\u56de\u6ce2\u5f62\u5f80\u5f80\u4f1a\u5bfc\u81f4\u5931\u771f\u6216\u4e0d\u81ea\u7136\u7684\u58f0\u97f3\u3002\n\n2. \u4e3a\u4ec0\u4e48\u9700\u8981 HiFi-GAN \u8fd9\u6837\u7684\u6a21\u578b\uff1f\nHiFi-GAN \u548c\u7c7b\u4f3c\u7684\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u6a21\u578b\u662f\u4e3a\u4e86\u5e94\u5bf9\u6885\u5c14\u8c31\u56fe\u5230\u6ce2\u5f62\u8f6c\u6362\u7684\u6311\u6218\u800c\u8bbe\u8ba1\u7684\u3002\u6885\u5c14\u8c31\u56fe\u63d0\u4f9b\u4e86\u97f3\u9891\u7684\u9891\u8c31\u4fe1\u606f\uff0c\u4f46\u7f3a\u5c11\u7ec6\u8282\uff0c\u5982\u76f8\u4f4d\u4fe1\u606f\u3001\u97f3\u8d28\u548c\u65f6\u95f4\u7ed3\u6784\u7b49\u3002\u800c HiFi-GAN \u7b49\u6a21\u578b\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5f25\u8865\u4e86\u8fd9\u4e2a\u7f3a\u5931\uff1a\n\n\u76f8\u4f4d\u91cd\u5efa\uff1aHiFi-GAN \u7b49\u6a21\u578b\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u7684\u53cd\u53d8\u6362\uff0c\u5b83\u4eec\u901a\u8fc7\u5b66\u4e60\u6885\u5c14\u8c31\u56fe\u4e0e\u771f\u5b9e\u97f3\u9891\u6ce2\u5f62\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\uff0c\u80fd\u591f\u901a\u8fc7\u751f\u6210\u6a21\u578b\u6709\u6548\u5730\u91cd\u5efa\u97f3\u9891\u7684\u76f8\u4f4d\u4fe1\u606f\uff0c\u4ece\u800c\u5f97\u5230\u66f4\u9ad8\u8d28\u91cf\u7684\u6ce2\u5f62\u3002\n\n\u751f\u6210\u5bf9\u6297\u8bad\u7ec3\uff1aHiFi-GAN \u4f7f\u7528\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\uff0c\u901a\u8fc7\u751f\u6210\u5668\u548c\u5224\u522b\u5668\u7684\u5bf9\u6297\u8bad\u7ec3\uff0c\u80fd\u591f\u66f4\u597d\u5730\u6355\u6349\u5230\u97f3\u9891\u4fe1\u53f7\u7684\u81ea\u7136\u6027\u548c\u7ec6\u8282\u3002\u751f\u6210\u5668\u4ece\u6885\u5c14\u8c31\u56fe\u51fa\u53d1\u751f\u6210\u6ce2\u5f62\uff0c\u5224\u522b\u5668\u5219\u5224\u65ad\u751f\u6210\u7684\u6ce2\u5f62\u662f\u5426\u4e0e\u771f\u5b9e\u7684\u97f3\u9891\u6ce2\u5f62\u76f8\u4f3c\u3002\u7ecf\u8fc7\u591a\u6b21\u8bad\u7ec3\uff0c\u751f\u6210\u5668\u5b66\u4f1a\u4e86\u5982\u4f55\u4ea7\u751f\u9ad8\u8d28\u91cf\u7684\u6ce2\u5f62\u3002\n\n\u9ad8\u8d28\u91cf\u8f93\u51fa\uff1a\u76f4\u63a5\u4ece\u6885\u5c14\u8c31\u56fe\u5230\u6ce2\u5f62\u7684\u4f20\u7edf\u65b9\u6cd5\uff08\u5982 Griffin-Lim \u7b97\u6cd5\uff09\u901a\u5e38\u4f1a\u4ea7\u751f\u8f83\u4f4e\u8d28\u91cf\u7684\u6ce2\u5f62\uff0c\u5c24\u5176\u662f\u5728\u7ec6\u8282\u548c\u81ea\u7136\u6027\u4e0a\u6709\u6240\u6b20\u7f3a\u3002HiFi-GAN \u53ef\u4ee5\u751f\u6210\u975e\u5e38\u9ad8\u8d28\u91cf\u7684\u6ce2\u5f62\uff0c\u751a\u81f3\u63a5\u8fd1\u4eba\u7c7b\u8bed\u97f3\u7684\u771f\u5b9e\u611f\u3002<\/pre>\n\n\n\n<h3><strong>\u6a21\u6001\u5bf9\u9f50<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u4ece\u5bf9\u9884\u8bad\u7ec3\u7684\u6587\u672c\u5927\u8bed\u8a00\u6a21\u578b\uff08Text-Based LLM Backbone\uff09\u8fdb\u884c\u540e\u8bad\u7ec3\u5f00\u59cb\uff0c\u4ee5\u83b7\u5f97\u9002\u7528\u4e8e\u8bed\u97f3\u7406\u89e3\u4e0e\u751f\u6210\u7684\u8bed\u97f3-\u6587\u672c\u5927\u8bed\u8a00\u6a21\u578b\uff08Speech-Text LLM\uff09\u3002\u7531\u4e8eQwen2-0.5B\u5177\u6709\u8f83\u5c0f\u7684\u89c4\u6a21\uff0c\u9002\u5408\u4f4e\u8ba1\u7b97\u8d44\u6e90\u8981\u6c42\uff0c\u5e76\u4e14\u5bf9\u4e8e\u8fd9\u79cd\u89c4\u6a21\u7684\u6a21\u578b\u800c\u8a00\u8868\u73b0\u529b\u8f83\u5f3a\uff0c\u56e0\u6b64\u4f5c\u8005\u9009\u62e9\u5b83\u4f5c\u4e3a\u57fa\u6a21\u578b\u3002\u4f5c\u8005\u4f7f\u7528\u914d\u5bf9\u7684\u8bed\u97f3-\u6587\u672c\u6570\u636e\uff08ASR\u548cTTS\u4efb\u52a1\uff09\u8fdb\u884c\u76d1\u7763\u5fae\u8c03\uff08Supervised Fine-Tuning, SFT\uff09\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u4f7f\u9884\u8bad\u7ec3\u7684\u6587\u672c\u5927\u8bed\u8a00\u6a21\u578b\u9002\u5e94\u4e86\u8bed\u97f3-\u6587\u672c\u591a\u6a21\u6001\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u6bcf\u4e2a\u8bed\u97f3-\u6587\u672c\u5bf9\uff0c\u4f5c\u8005\u6784\u5efa\u5982\u4e0b\u8bad\u7ec3\u6837\u672c\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-42.png\" alt=\"\" class=\"wp-image-22022\" width=\"301\" height=\"35\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-42.png 469w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-42-300x35.png 300w\" sizes=\"(max-width: 301px) 100vw, 301px\" \/><\/figure><\/div>\n\n\n\n<p>TTS \u6837\u672c:<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-43.png\" alt=\"\" class=\"wp-image-22023\" width=\"311\" height=\"27\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-43.png 595w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-43-300x26.png 300w\" sizes=\"(max-width: 311px) 100vw, 311px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d\uff0c[ASR]\u548c[TT S]\u5206\u522b\u8868\u793aASR\u4efb\u52a1\u548cTT S\u4efb\u52a1\u7684ID\uff1b[SOS]\u3001[EOS]\u3001[SOT]\u3001[EOT]\u662f\u7279\u6b8a\u7684Token\uff0c\u5206\u522b\u8868\u793a\u8bed\u97f3\u53e5\u5b50\u6216\u6587\u672c\u53e5\u5b50\u7684\u5f00\u59cb\u548c\u7ed3\u675f\u3002\u4f5c\u8005\u4f7f\u7528\u8fd9\u4e2a\u5bf9\u9f50\u7684\u8bed\u97f3-\u6587\u672c\u591a\u6a21\u6001\u6a21\u578b\u8fdb\u884c\u540e\u7eed\u7684\u5bf9\u8bdd\u5b66\u4e60<strong>\u3002\u8fd9\u91cc\u7684S_seq \u662f\u8bed\u97f3\u8fdb\u884c CosyVoice  Tokenizer \u6765\u83b7\u5f97\u7684\uff0cT_seq\u662f\u6587\u672c\u5e8f\u5217\u3002<\/strong> <strong>S_seq <\/strong>\u7ecf\u8fc7 OTCFM 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class=\"has-light-pink-background-color has-background\"><strong>\u5728\u6574\u4e2a\u4e09\u4e2a\u9636\u6bb5\u4e2d\uff0c\u4f5c\u8005\u5c06\u591a\u6d41\u5bf9\u8bdd\u6570\u636e\u4ea4\u9519\u5e76\u538b\u5e73\u6210\u5355\u4e00\u5e8f\u5217\u3002<\/strong>\u3010moshi\u505a\u6cd5\u662f\u5c06\u591a\u6d41\u5e76\u884c\u5efa\u6a21\u3011<\/p>\n\n\n\n<h4><strong>\u534a\u53cc\u5de5\u5bf9\u8bdd\u8bad\u7ec3<\/strong><\/h4>\n\n\n\n<p>\u534a\u53cc\u5de5\u5bf9\u8bdd\u667a\u80fd\u4f53\u662f\u5168\u53cc\u5de5\u5bf9\u8bdd\u667a\u80fd\u4f53\u7684\u7279\u6b8a\u4e14\u7b80\u5316\u6848\u4f8b\uff0c\u5176\u4e2d\u4eba\u7c7b\u548c\u52a9\u624b\u4ea4\u66ff\u53d1\u8a00\uff0c\u4e14\u4e0d\u5b58\u5728\u91cd\u53e0\u8bf4\u8bdd\u7684\u60c5\u51b5\uff0c\u5373\u5728\u53d1\u8a00\u4eba\u7684\u53d1\u8a00\u671f\u95f4\uff0c\u8046\u542c\u8005\u5b8c\u5168\u9759\u9ed8\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e\u7528\u4e8e\u5b66\u4e60\u6a21\u6001\u5bf9\u9f50\u7684\u8bed\u97f3\u8bc6\u522b(ASR)\u548c\u6587\u672c\u5230\u8bed\u97f3(TTS)\u6570\u636e\u4e2d\u4e0d\u5b58\u5728\u91cd\u53e0\u8bf4\u8bdd\u7684\u60c5\u51b5\uff0c\u56e0\u6b64\u534a\u53cc\u5de5\u5bf9\u8bdd\u8bad\u7ec3\u6bd4\u9700\u8981\u6a21\u578b\u5904\u7406\u8f6e\u6d41\u53d1\u8a00\u3001\u526f\u901a\u9053\u53cd\u9988\u4ee5\u53ca\u91cd\u53e0\u8bf4\u8bdd\u7684\u5168\u53cc\u5de5\u5bf9\u8bdd\u8bad\u7ec3\u66f4\u7b26\u5408\u5df2\u5bf9\u9f50\u7684\u591a\u6a21\u6001\u6a21\u578b\u3002\u4f5c\u8005\u91c7\u7528\u5faa\u5e8f\u6e10\u8fdb\u7684\u5b66\u4e60\u7406\u5ff5\uff0c\u5728\u9996\u5148\u8fdb\u884c\u534a\u53cc\u5de5\u5bf9\u8bdd\u8bad\u7ec3\u4e4b\u540e\u518d\u8fdb\u884c\u5168\u53cc\u5de5\u5bf9\u8bdd\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>\u56db\u6d41\u8bad\u7ec3\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"283\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch4-1024x283.png\" alt=\"\" class=\"wp-image-22032\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch4-1024x283.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch4-300x83.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch4-768x212.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch4.png 1216w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u57fa\u4e8e\u56db\u79cd\u6d41\uff08\u8bed\u97f3\u548c\u6587\u672c\u5206\u8bcd\uff09\u7684\u534a\u53cc\u5de5\u5bf9\u8bdd\u8bad\u7ec3<\/strong>\u5982\u56fe\u6240\u793a\uff0c\u6a21\u578b\u5728\u6839\u636e\u5bf9\u8bdd\u4e2d\u5b9e\u9645\u8bf4\u8bdd\u4eba\u8f6e\u6b21\u7ec4\u7ec7\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002\u6211\u4eec\u5c06\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u7684\u8bed\u97f3\u548c\u6587\u672c\u5206\u8bcd\u5c55\u5e73\u6210\u4e00\u4e2a\u5355\u4e00\u5e8f\u5217\uff0c\u6309\u7167\u4ee5\u4e0b\u6a21\u5f0f\u8fdb\u884c\u6392\u5217\uff1a<\/p>\n\n\n\n<ul><li>\u7b2c N\u22121 \u8f6e\u4e2d\u5305\u542b\u7528\u6237\u8bed\u97f3\u5206\u8bcd\uff08\u7ea2\u8272\u65b9\u5757\u8868\u793a\uff09\u548c\u7528\u6237\u6587\u672c\u5206\u8bcd\uff08\u7ea2\u8272\u5706\u5708\u8868\u793a\uff09\uff1b<\/li><li>\u7b2c N \u8f6e\u4e2d\u5305\u542b\u52a9\u624b\u6587\u672c\u5206\u8bcd\uff08\u84dd\u8272\u5706\u5708\u8868\u793a\uff09\u548c\u52a9\u624b\u8bed\u97f3\u5206\u8bcd\uff08\u84dd\u8272\u65b9\u5757\u8868\u793a\uff09\u3002<\/li><\/ul>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u79cd\u5c55\u5e73\u65b9\u6cd5\uff0c\u6a21\u578b\u80fd\u591f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6355\u6349\u591a\u8f6e\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u540c\u65f6\u4fdd\u6301\u4e0d\u540c\u6d41\u6570\u636e\u7684\u5173\u8054\u6027\u3002<\/p>\n\n\n\n<p>\u5728\u534a\u53cc\u5de5\u5bf9\u8bdd\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f5c\u8005\u8bad\u7ec3\u6a21\u578b\u4e3b\u8981\u6267\u884c\u7528\u6237\u8bed\u97f3\u7247\u6bb5\u7684\u8bed\u97f3\u8bc6\u522b(ASR)\uff0c\u4ee5\u83b7\u53d6\u6587\u672c\u5185\u5bb9\uff0c\u63a5\u7740\u57fa\u4e8e\u7528\u6237\u6587\u672c\u5185\u5bb9\u751f\u6210\u52a9\u624b\u7684\u6587\u672c\u56de\u5e94\uff0c\u7136\u540e\u901a\u8fc7\u57fa\u672c\u4e0a\u6267\u884cTTS\u4efb\u52a1\u6765\u9884\u6d4b\u52a9\u624b\u6587\u672c\u56de\u5e94\u7684\u8bed\u97f3\u7247\u6bb5\u3002\u8fd9\u79cd\u6a21\u5f0f\u5728\u4e00\u6b21\u5bf9\u8bdd\u7684\u591a\u4e2a\u56de\u5408\u4e2d\u5f97\u4ee5\u6269\u5c55\uff0c\u5982\u56fe2\u6240\u793a\u3002<\/p>\n\n\n\n<h4><strong>\u5168\u53cc\u5de5\u5bf9\u8bdd\u8bad\u7ec3<\/strong><\/h4>\n\n\n\n<p>\u57fa\u4e8e\u4e09\u6d41\u6570\u636e\u7684\u8bad\u7ec3\u4e3a\u4e86\u5f00\u53d1\u51fa\u80fd\u591f\u8fdb\u884c\u4f4e\u5ef6\u8fdf\u53cc\u5de5\u5bf9\u8bdd\u7684\u4eba\u7c7b Level \u7684\u5168\u53cc\u5de5\u4f1a\u8bdd\u667a\u80fd\u4f53\uff0c\u4f5c\u8005\u9700\u6ee1\u8db3\u5b9e\u65f6\u8981\u6c42\u3002\u4e3a\u6b64\uff0c\u4f5c\u8005\u4ece\u56db\u79cd\u6570\u636e\u6d41\u4e2d\u79fb\u9664\u4e86\u7528\u6237\u6587\u672c\u6d41\uff0c\u5e76\u4f7f\u7528\u5269\u4f59\u7684\u4e09\u79cd\u6570\u636e\u6d41\u8fdb\u884c\u8bad\u7ec3\u3002<strong>\u4e3a\u4e86\u5904\u7406\u91cd\u53e0\u8bed\u97f3\uff0c\u4f5c\u8005\u5728\u57fa\u4e8e\u7247\u6bb5\u7684\u57fa\u7840\u4e0a\u5f15\u5165\u4e86\u5206\u5757\u548c\u5bbd\u677e\u8bed\u97f3-\u6587\u672c Token \u5bf9\u9f50\u7684\u65b9\u5f0f\uff0c\u8fd9\u6837\u4e00\u6765\uff0c\u4f5c\u8005\u5c31\u65e0\u9700\u5728\u8bed\u97f3token\u548c\u6587\u672ctoken\u4e4b\u95f4\u5b9e\u73b0\u4e25\u683c\u7684 Token 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\u5e8f\u5217\u5206\u5757\uff0c\u7136\u540e<strong>\u4ea4\u9519\u6392\u5217\u8fd9\u4e09\u79cd\u6570\u636e\u6d41\u5e76\u5c55\u5e73\u6210\u5355\u4e00\u5e8f\u5217\u7528\u4e8e\u8bad\u7ec3\uff0c\u9075\u5faa\u8f93\u5165\u8bed\u97f3\u3001\u8f93\u51fa\u6587\u672c\u3001\u8f93\u51fa\u8bed\u97f3\u7684\u987a\u5e8f<\/strong>\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u7531\u4e8e\u6587\u672c\u6548\u7387\u66f4\u9ad8\uff0c<strong>\u6587\u672c\u7247\u6bb5\u7684\u5927\u5c0f\u901a\u5e38\u5c0f\u4e8e\u8bed\u97f3\u7247\u6bb5\u7684\u5927\u5c0f\u3002<\/strong><\/p>\n\n\n\n<p>\u4e09\u6d41\u8bad\u7ec3\uff1a<\/p>\n\n\n\n<p>\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u4f5c\u8005\u5c06\u6587\u672c\u7247\u6bb5\u7684\u5927\u5c0f\u8bbe\u7f6e\u4e3a 2 \u4e2a Token \uff0c\u5c06\u8bed\u97f3\u7247\u6bb5\u7684\u5927\u5c0f\u8bbe\u7f6e\u4e3a10\u4e2a Token \u3002\u8fd9\u79cd\u65b9\u6cd5<strong>\u786e\u4fdd\u4e86\u8f93\u51fa\u6587\u672c\u4e0d\u4f1a\u8fc7\u5ea6\u63d0\u524d\u51fa\u73b0\uff0c<\/strong>\u4ece\u800c\u5728\u6700\u5c0f\u5316\u4e0e\u4e0a\u8ff0\u56db\u6d41\u6570\u636e\u683c\u5f0f\u4e4b\u95f4\u7684\u5dee\u5f02\u7684\u540c\u65f6\u6700\u5927\u5316\u4fdd\u7559TTS\u4efb\u52a1\u7684\u76ee\u6807\u3002\u5728<strong>\u6587\u672c\u5185\u5bb9\u7ed3\u675f\u540e\uff0c\u4f5c\u8005\u4f7f\u7528\u7279\u6b8a\u7684\u9759\u9ed8\u7ec8\u6b62 Token \u586b\u5145\u6587\u672c\u6d41<\/strong>\uff0c<strong>\u4f7f\u7528\u9759\u9ed8\u8bed\u97f3 Token \u586b\u5145\u8f93\u51fa\u8bed\u97f3\u6d41\u4e2d\u7684\u9759\u9ed8\u533a\u57df<\/strong>\u3002\u57fa\u4e8e\u5206\u5757\u7684\u4e09\u6d41\u6570\u636e\u7684\u8fd9\u79cd\u8bad\u7ec3\u8fc7\u7a0b\u5982\u56fe3\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"366\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch3-1024x366.png\" alt=\"\" class=\"wp-image-22038\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch3-1024x366.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch3-300x107.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch3-768x275.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch3.png 1320w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"341\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch2-1024x341.png\" alt=\"\" class=\"wp-image-22040\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch2-1024x341.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch2-300x100.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch2-768x255.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/gpt-ch2.png 1356w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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Mask \uff0c\u56e0\u4e3a\u4f5c\u8005\u89c2\u5bdf\u5230\u8fd9\u9879\u64cd\u4f5c\u589e\u5f3a\u4e86\u6a21\u578b\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\uff0c\u53ef\u80fd\u662f\u56e0\u4e3aUser\u901a\u9053\u4e2d\u542b\u6709\u566a\u58f0\u97f3\u9891\u8f93\u5165<\/strong>\u3002\u4f5c\u8005\u91c7\u7528AdamW\u4f18\u5316\u5668\uff0c\u6743\u91cd\u8870\u51cf\u8bbe\u7f6e\u4e3a0.1\uff0c\u8bbe\u4e3a0.9\uff0c\u8bbe\u4e3a0.95\u3002\u6700\u5927\u5b66\u4e60\u7387\u8bbe\u4e3a2e-05\uff0c\u5e76\u91c7\u7528Warm Up\u548c\u4f59\u5f26\u8870\u51cf\u7b56\u7565\u3002\u4f5c\u8005\u75285\u4e2aepochs\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u57fa\u4e8e\u9a8c\u8bc1\u96c6\u4e0a\u7684\u635f\u5931\u9009\u62e9\u6700\u4f73\u6a21\u578b\u3002\u6279\u91cf\u5927\u5c0f\u8bbe\u4e3a1\u4ebf\u4e2aToken\u3002\u4f5c\u8005\u7684\u4ee3\u7801\u5b9e\u73b0\u57fa\u4e8eNanoGPT\u9879\u76ee4\u3002<\/p>\n\n\n\n<p>\u5728<strong>\u63a8\u7406\u8fc7\u7a0b<\/strong>\u4e2d\uff0c\u4e3a\u4e86\u4ece\u6a21\u578b\u4e2d\u83b7\u5f97Assistant\u6587\u672c\u54cd\u5e94\u7684\u9884\u6d4b\uff0c\u4f5c\u8005\u4f7f\u7528\u6d4b\u8bd5\u96c6\u4e2d\u56fa\u5b9a\u7684\u7528\u6237\u8bed\u97f3<strong>\u901a\u9053\u8bed\u97f3\u4f5c\u4e3a\u56fa\u5b9a\u8bed\u97f3\u8f93\u5165\uff0c\u5e76\u4ea4\u66ff\u586b\u5145\u9884\u6d4b\u7684Assistant\u8bed\u97f3\u548c\u6587\u672c<\/strong>\u3002<\/p>\n\n\n\n<h3><strong>\u8bc4\u4ef7<\/strong><\/h3>\n\n\n\n<p><strong>\u6a21\u6001\u5bf9\u9f50\u540e\u7684ASR\u548cTTS\u4efb\u52a1\u6027\u80fd\u6539\u5584\u60c5\u51b5<\/strong><\/p>\n\n\n\n<p>\u5728\u6a21\u6001\u5bf9\u9f50\u8bad\u7ec3\u9636\u6bb5\uff08\u7b2c3.2\u8282\uff09\uff0c\u76ee\u6807\u662f\u5e2e\u52a9\u6a21\u578b\u5b66\u4e60\u8bed\u97f3Token\u548c\u6587\u672cToken\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb\uff0c\u5e76\u83b7\u5f97ASR\u548cTTS\u80fd\u529b\uff1b\u56e0\u6b64\uff0c\u4f5c\u8005\u901a\u8fc7\u8bc4\u4f30\u6700\u7ec8\u5bf9\u9f50\u7684\u591a\u6a21\u6001\u6a21\u578b\u7684ASR\u548cTTS\u6027\u80fd\u6765\u8bc4\u4ef7\u6b64\u8bad\u7ec3\u9636\u6bb5\u7684\u6709\u6548\u6027\u3002\u5bf9\u4e8eASR\u8bc4\u4f30\uff0c\u4f5c\u8005\u4f7f\u7528\u8be5\u6a21\u578b\u5c06\u8f93\u5165\u8bed\u97f3\u5bf9\u5e94\u7684\u79bb\u6563\u8bed\u97f3Token\u89e3\u7801\u4e3a\u6587\u672c\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8eTTS\u8bc4\u4f30\uff0c\u4f5c\u8005\u57fa\u4e8e\u8f93\u5165\u6587\u672c\u751f\u6210\u8bed\u97f3Token\uff0c\u7136\u540e\u4f7f\u7528CosyVoice\u7684\u968f\u673a\u82f1\u8bed\u5973\u6027\u58f0\u97f3\u5408\u6210\u4e3a\u97f3\u9891\u3002\u5408\u6210\u7684\u97f3\u9891\u968f\u540e\u4f7f\u7528Whisper Large V3\u6a21\u578b\u8fdb\u884c\u8bc6\u522b\uff0cASR\u7684\u8f93\u51fa\u5219\u4e0e\u8f93\u5165\u6587\u672c\u8fdb\u884c\u5bf9\u6bd4\u8bc4\u5206\u3002ASR\u548cTTS\u8bc4\u4f30\u5747\u5728\u516c\u5f00\u53ef\u7528\u7684LibriSpeech\u548cVoNet Speech\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\uff0c\u91c7\u7528\u5b57\u7b26\u9519\u8bef\u7387\uff08CER\uff09\u4f5c\u4e3a\u8bc4\u4f30\u6307\u6807\u3002<\/p>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cCER\u4e0d\u4ec5\u80fd\u591f\u8861\u91cf\u6a21\u578bTTS\u80fd\u529b\u7684\u5408\u6210\u51c6\u786e\u5ea6\u548c\u9c81\u68d2\u6027\uff0c\u8fd8\u80fd\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53cd\u6620\u51fa\u97f3\u9891\u8d28\u91cf\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u672c\u5de5\u4f5c\u7684\u4e3b\u8981\u76ee\u6807\u662f\u7814\u7a76\u5168\u53cc\u5de5\u8bed\u97f3\u804a\u5929\u4e2d\u7684\u5bf9\u8bdd\u52a8\u6001\uff0c\u56e0\u6b64\u672c\u6587\u672a\u91c7\u7528\u4f20\u7edf\u7684\u8bed\u97f3\u8d28\u91cf\u6807\u51c6\u8bc4\u4f30\u6307\u6807\uff0c\u5982\u4e3b\u89c2\u610f\u89c1\u5f97\u5206\uff08MOS\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"358\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-44-1024x358.png\" alt=\"\" class=\"wp-image-22044\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-44-1024x358.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-44-300x105.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-44-768x269.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-44.png 1383w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5bf9\u4e8eASR\u8bc4\u4f30\uff0c\u4f5c\u8005\u5bf9\u6bd4\u4e86Modality Alignment\u8bad\u7ec3\u9636\u6bb5\u540e\u7684\u8bed\u97f3\u6587\u672c\u5bf9\u9f50\u591a\u6a21\u6001\u6a21\u578b\uff08\u79f0\u4e3aOmniFlatten\uff09\u4e0eWhisper Large V3\u6a21\u578b\u3002\u5bf9\u4e8eTTS\u8bc4\u4f30\uff0c\u4f7f\u7528GT Speech Tokens\u8868\u793a\u5c06 GT \u6ce2\u5f62\u5206\u5272\u6210\u8bed\u97f3Token\uff0c\u5e76\u4f7f\u7528\u76f8\u540c\u7684\u82f1\u5973\u6027\u97f3\u5c06\u5176\u53cd\u5411\u8f6c\u6362\u4e3a\u8bed\u97f3\u3002\u5982\u88681\u6240\u793a\uff0cOmniFlatten\u5728ASR\u548cTTS\u4efb\u52a1\u4e0a\u5747\u8868\u73b0\u51fa\u663e\u8457\u7684\u6027\u80fd\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0cModality Alignment\u8bad\u7ec3\u9636\u6bb5\u6709\u6548\u5730\u5c06\u5355\u4e00\u6a21\u6001\u7684\u6587\u672c\u57fa\u7840\u5927\u8bed\u8a00\u6a21\u578b\u8f6c\u53d8\u4e3a\u5177\u6709\u5408\u7406\u8bed\u97f3\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u7684\u8bed\u97f3-\u6587\u672c\u591a\u6a21\u6001\u6a21\u578b\uff0c\u4e3a\u8fdb\u4e00\u6b65\u7684\u5bf9\u8bdd\u5b66\u4e60\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n\n\n\n<p><strong>\u5168\u53cc\u5de5\u5bf9\u8bdd\u80fd\u529b\u53d7\u6a21\u6001\u5bf9\u9f50\u548c\u534a\u53cc\u5de5\u5bf9\u8bdd\u5b66\u4e60\u7684\u5f71\u54cd\u5206\u6790<\/strong><\/p>\n\n\n\n<p>\u6b63\u5982\u7b2c3.3.2\u8282\u6240\u8ff0\uff0c\u9488\u5bf9\u4e09\u6d41\u6570\u636e\u8fdb\u884c\u5168\u53cc\u5de5\u5bf9\u8bdd\u5b66\u4e60\u7684\u8bad\u7ec3\u9636\u6bb5\u6709\u52a9\u4e8e\u6a21\u578b\u83b7\u5f97\u5168\u53cc\u5de5\u5bf9\u8bdd\u80fd\u529b\uff0c\u5e76\u4e14\u8be5\u6a21\u578b\u80fd\u591f\u751f\u6210\u8bed\u97f3\u548c\u6587\u672c\u7528\u4e8e\u52a9\u624b\u3002\u524d\u671f\u7814\u7a76\u8868\u660e\uff0c\u7ade\u4e89\u6027\u7684\u6587\u672c\u57fa\u7840\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u4f5c\u4e3a\u591a\u79cd\u81ea\u7136\u8bed\u8a00\u751f\u6210\u4efb\u52a1\u7684\u53ef\u9760\u8bc4\u4f30\u5de5\u5177\uff0c\u56e0\u4e3a\u7531\u5927\u8bed\u8a00\u6a21\u578b\u8bc4\u4f30\u8005\u4e3a\u751f\u6210\u6587\u672c\u5206\u914d\u7684\u5206\u6570\u4e0e\u4eba\u7c7b\u8bc4\u4f30\u9ad8\u5ea6\u76f8\u5173\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u4f5c\u8005\u901a\u8fc7 Prompt \u4e00\u4e2a\u7ade\u4e89\u6027\u7684\u6587\u672c\u5927\u8bed\u8a00\u6a21\u578b\u6765\u8bc4\u4f30OmniFlatten\u7684\u5168\u53cc\u5de5\u5bf9\u8bdd\u80fd\u529b\uff0c\u8ba9\u5176\u8bc4\u4f30\u5bf9\u8bdd\u7684\u610f\u4e49\u5e76\u4e3a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u751f\u6210\u7684\u9884\u6d4b\u52a9\u624b\u6587\u672c\u54cd\u5e94\u8d4b\u5206\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c<strong>\u5728\u4ec5\u9488\u5bf9\u4e24\u6d41\u6570\u636e\u5b8c\u6210\u6700\u7ec8\u8bad\u7ec3\u9636\u6bb5\u540e\uff0cOmniFlatten\u4ec5\u8f93\u51fa\u52a9\u624b\u7684\u8bed\u97f3<\/strong>\uff0c\u8fd9\u7ed9\u57fa\u4e8e\u6587\u672c\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5e26\u6765\u4e86\u8bc4\u4f30\u4e0a\u7684\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u8bc4\u5206\u673a\u5236\u6d89\u53ca\u8bbe\u8ba1\u7279\u5b9a\u7684 Prompt \u8bcd\uff0c\u5e76\u5229\u7528\u7ade\u4e89\u6027\u7684\u6587\u672c\u5927\u8bed\u8a00\u6a21\u578bQwen-max\u6a21\u578b6\u6765\u5bf9\u6a21\u578b\u751f\u6210\u7684\u56de\u7b54\u8fdb\u884c1\u523010\u5206\u7684\u8bc4\u5206\u3002\u4f5c\u8005\u7528\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u8bc4\u5206\u7684\u5177\u4f53 Prompt \u8bcd\u8be6\u89c1\u9644\u5f55A\u3002\u4f5c\u8005\u7cbe\u5fc3\u8bbe\u8ba1\u8be5 Prompt \u8bcd\u4ee5\u8bc4\u4f30\u9884\u6d4bAssistant\u6587\u672c\u54cd\u5e94\u7684\u6d41\u7545\u6027\u548c\u8fde\u8d2f\u6027\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u8fd8\u5728\u6d4b\u8bd5\u96c6\u4e0a\u62a5\u544a\u4e86\u8be5\u6a21\u578b\u7684CE\u635f\u5931\u503c\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5206\u6790\u6a21\u6001\u5bf9\u9f50\u8bad\u7ec3\u9636\u6bb5\uff08\u7b2c3.2\u8282\uff09\u548c\u534a\u53cc\u5de5\u5bf9\u8bdd\u5b66\u4e60\u9636\u6bb5\uff08\u7b2c3.3\u8282\uff09\u5728\u57fa\u4e8e\u4e09\u6d41\u6570\u636e\u8bad\u7ec3\u540e\u5bf9Omni-Flatten\u5168\u53cc\u5de5\u5bf9\u8bdd\u80fd\u529b\u7684\u5f71\u54cd\uff0c\u4f5c\u8005\u5bf9\u6bd4\u4e86\u4ee5\u4e0b\u6a21\u578b\u9884\u6d4b\u7684Assistant\u6587\u672c\u54cd\u5e94\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8bc4\u5206\uff1a<\/p>\n\n\n\n<ul><li>QWen2-0.5 \u6a21\u578b\u76f4\u63a5\u5728\u4e09\u6d41\u6570\u636e\u4e0a\u8bad\u7ec3\uff08\u8868\u793a\u4e3a Omni-Flatten\uff0c\u5177\u6709\u8de8\u6a21\u6001\u5bf9\u9f50\u4f46\u4e0d\u91c7\u7528\u534a\u53cc\u5de5\u8bad\u7ec3\uff09\u3002<\/li><\/ul>\n\n\n\n<ul><li>QWen2-0.5B \u5728\u4e09\u6d41\u6570\u636e\uff08 Token \u4e3a Omni-Flatten \u4e14\u4e0d\u5305\u542b\u534a\u53cc\u5de5\u8bad\u7ec3\uff09\u4e0a\u8fdb\u884c\u4e86\u6a21\u6001\u5bf9\u9f50\u548c\u5168\u53cc\u5de5\u5bf9\u8bdd\u8bad\u7ec3\u3002<\/li><li>QWen2-0.5B \u5728\u4e09\u6d41\u6570\u636e\u4e0a\u8fdb\u884c\u4e86\u6a21\u6001\u5bf9\u9f50\u3001\u534a\u53cc\u5de5\u5bf9\u8bdd\u8bad\u7ec3\u548c\u5168\u53cc\u5de5\u5bf9\u8bdd\u8bad\u7ec3\uff08 Token \u4e3a Omni-Flatten\uff09\u3002<\/li><li>\u6d4b\u8bd5\u96c6\u4e2d\u7684\u771f\u5b9e\u6587\u672c\u54cd\u5e94\uff08\u7528GT\u54cd\u5e94\u8868\u793a\uff09.<\/li><\/ul>\n\n\n\n<p>\u88682\u7684\u7ed3\u679c\u663e\u793a\uff0c\u6a21\u6001\u5bf9\u9f50\u548c\u534a\u53cc\u5de5\u8bad\u7ec3\u9636\u6bb5\u5747\u63d0\u9ad8\u4e86\u9884\u6d4b\u52a9\u624b\u6587\u672c\u54cd\u5e94\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5f97\u5206\uff0c\u8fd9\u8868\u660e\u8fd9\u4e24\u4e2a\u9636\u6bb5\u90fd\u4fc3\u8fdb\u4e86\u6a21\u578b\u5168\u53cc\u5de5\u5bf9\u8bdd\u6027\u80fd\u7684\u63d0\u5347\uff0c\u5e76\u4e14\u591a\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\u6709\u6548\u5730\u589e\u5f3a\u4e86\u6a21\u578b\u7aef\u5230\u7aef\u5168\u53cc\u5de5\u8bed\u97f3\u5bf9\u8bdd\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"291\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-45-1024x291.png\" alt=\"\" class=\"wp-image-22045\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-45-1024x291.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-45-300x85.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-45-768x218.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-45.png 1351w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" 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Omni-Flatten: An End-to-end GPT Model for Seamless Voice Conversation.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>https:\/\/omniflatten.github.io\/ https:\/\/arxiv.org\/abs\/24 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/11\/17\/omniflatten-auido-llm\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">OmniFlatten |\u4e00\u79cd\u57fa\u4e8eQwen2-0.5B\u7684\u7aef\u5230\u7aef\u65e0\u7f1d\u5bf9\u8bdd\u5927\u6a21\u578b\uff0c\u89e3\u51b3\u5bf9\u8bdd\u4e2d\u65ad\u3001\u56de\u8bdd\u7b49\u95ee\u9898<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[21,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/21986"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=21986"}],"version-history":[{"count":104,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/21986\/revisions"}],"predecessor-version":[{"id":22116,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/21986\/revisions\/22116"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=21986"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=21986"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=21986"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}