{"id":16542,"date":"2024-08-08T14:52:35","date_gmt":"2024-08-08T06:52:35","guid":{"rendered":"http:\/\/139.9.1.231\/?p=16542"},"modified":"2024-12-20T15:22:46","modified_gmt":"2024-12-20T07:22:46","slug":"funaudiollm-2","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/08\/08\/funaudiollm-2\/","title":{"rendered":"FunAudioLLM\uff1a\u4eba\u7c7b\u548cLLMs\u4e4b\u95f4\u81ea\u7136\u4ea4\u4e92\u7684\u8bed\u97f3\u7406\u89e3\u548c\u751f\u6210\u57fa\u7840\u6a21\u578b"},"content":{"rendered":"\n\n\n<pre class=\"wp-block-preformatted\">https:\/\/funaudiollm.github.io\/  [\u963f\u91cc\u56e2\u961f]\narxiv.org\/abs\/2407.04051<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/funaudiollm.github.io\/pics\/highlight.png\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-light-gray-background-color has-background\">[<a href=\"https:\/\/arxiv.org\/abs\/2407.04051\" target=\"_blank\" rel=\"noreferrer noopener\">Paper<\/a>] [<a href=\"https:\/\/github.com\/FunAudioLLM\">Code<\/a>] [Modelscope:<a href=\"https:\/\/www.modelscope.cn\/studios\/iic\/SenseVoice\">SenseVoice<\/a><a href=\"https:\/\/www.modelscope.cn\/studios\/iic\/CosyVoice-300M\">CosyVoice<\/a>]  [HuggingFace:&nbsp;<a href=\"https:\/\/huggingface.co\/FunAudioLLM\/SenseVoiceSmall\">SenseVoice<\/a>]<\/p>\n\n\n\n<p>\u6211\u4eec\u4ecb\u7ecdFunAudioLLM\uff0c\u672c\u62a5\u544a\u4ecb\u7ecd<strong>\u4e86FunAudioLLM<\/strong>\uff0c\u8fd9\u662f\u4e00\u4e2a\u65e8\u5728\u589e\u5f3a\u4eba\u7c7b\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e4b\u95f4\u7684\u81ea\u7136\u8bed\u97f3\u4ea4\u4e92\u7684\u6846\u67b6\uff08LLMs\uff09\u3002\u5176\u6838\u5fc3\u662f\u4e24\u4e2a\u521b\u65b0\u6a21\u578b\uff1a<strong>SenseVoice<\/strong>\u7528\u4e8e\u9ad8\u7cbe\u5ea6\u591a\u8bed\u8a00\u8bed\u97f3\u8bc6\u522b\uff0c\u60c5\u611f\u8bc6\u522b\u548c\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b;<strong>CosyVoice<\/strong>\u7528\u4e8e\u591a\u8bed\u8a00\uff0c\u97f3\u8272\u548c\u60c5\u611f\u63a7\u5236\u7684\u81ea\u7136\u8bed\u97f3\u751f\u6210\u3002SenseVoice\u5177\u6709\u6781\u4f4e\u7684\u5ef6\u8fdf\u5e76\u652f\u630150\u591a\u79cd\u8bed\u8a00\uff0c\u800cCosyVoice\u5728\u591a\u8bed\u8a00\u8bed\u97f3\u751f\u6210\u3001\u96f6\u89e6\u53d1\u8bed\u97f3\u751f\u6210\u3001\u8de8\u8bed\u8a00\u8bed\u97f3\u514b\u9686\u548c\u6307\u4ee4\u9075\u5faa\u529f\u80fd\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002\u4e0eSenseVoice\u548cCosyVoice\u76f8\u5173\u7684\u6a21\u578b\u5df2\u7ecf\u5728Modelscope\u548cHuggingface\u4e0a\u5f00\u6e90\uff0c\u6cbf\u7740\u76f8\u5e94\u7684\u8bad\u7ec3\uff0c\u63a8\u7406\u548c\u5fae\u8c03\u4ee3\u7801\u53d1\u5e03\u5728GitHub\u4e0a\u3002 \u901a\u8fc7\u5c06\u8fd9\u4e9b\u6a21\u578b\u4e0eLLMs\u96c6\u6210\uff0cFunAudioLLM\u53ef\u4ee5\u5b9e\u73b0\u8bed\u97f3\u7ffb\u8bd1\u3001\u60c5\u611f\u8bed\u97f3\u804a\u5929\u3001\u4ea4\u4e92\u5f0f\u64ad\u5ba2\u548c\u5bcc\u6709\u8868\u73b0\u529b\u7684\u6709\u58f0\u8bfb\u7269\u53d9\u8ff0\u7b49\u5e94\u7528\uff0c\u4ece\u800c\u63a8\u52a8\u8bed\u97f3\u4ea4\u4e92\u6280\u672f\u7684\u53d1\u5c55\u3002<\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\">       SenseVoice\u652f\u6301\u591a\u8bed\u8a00\u8bed\u97f3\u8bc6\u522b\uff0c\u5176\u8bad\u7ec3\u65f6\u95f4\u8d85\u8fc730\u4e07\u5c0f\u65f6\u3002\u5177\u4f53\u6765\u8bf4\uff0cSenseVoice-Small\u5728\u63a8\u7406\u65b9\u9762\u975e\u5e38\u9ad8\u6548\uff0c\u5176\u4e2d\u8bc6\u522b\u5ef6\u8fdf\u5c0f\u4e8e80 ms\uff0c\u5206\u522b\u6bd4Whisper-Small\u548cWhisper-large\u5feb5\u500d\u548c15\u500d\u4ee5\u4e0a\uff0cSenseVoice-Large\u652f\u630150\u591a\u79cd\u8bed\u8a00\u7684\u9ad8\u7cbe\u5ea6ASR\u3002\u6b64\u5916\uff0cSenseVoice\u652f\u6301\u4e30\u5bcc\u7684\u8f6c\u5f55\uff0c\u5305\u62ec\u6700\u5148\u8fdb\u7684\u60c5\u611f\u8bc6\u522b\u3001\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b\u3001\u53cd\u5411\u6587\u672c\u6807\u51c6\u5316\uff08Pusateri&nbsp;\u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2407.04051v3#bib.bib41\">2017<\/a>\uff09\u548c\u6807\u70b9\u7b26\u53f7\uff08Chen&nbsp;\u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2407.04051v3#bib.bib9\">2020\u5e74<\/a>\uff09\u3002<\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\">      \u8bed\u97f3\u751f\u6210\u6a21\u578b\uff0cCosyVoice\uff0c\u53ef\u4ee5\u751f\u6210\u591a\u8bed\u8a00\u7684\u8bed\u97f3\uff0c\u8fd9\u662f\u8d85\u8fc717\u4e07\u5c0f\u65f6\u548c\u4e94\u79cd\u8bed\u8a00\uff0c\u5305\u62ec\u4e2d\u6587\uff08ZH\uff09\uff0c\u82f1\u8bed\uff08EN\uff09\uff0c\u65e5\u8bed\uff08JP\uff09\uff0c\u5e7f\u4e1c\u8bdd\uff08Yue\uff09\u548c\u97e9\u8bed\uff08KO\uff09\u7684\u8bad\u7ec3\u3002CosyVoice\u751f\u6210\u7684\u6837\u672c\u53ef\u4ee5\u5b9e\u73b0\u4f4e\u4e8e2%\u7684WER\u548c\u8d85\u8fc775%\u7684\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u5ea6\uff0c\u8fbe\u5230\u4eba\u7c7b\u5e73\u4ef7\u7684\u8d28\u91cf\u6c34\u5e73\u3002CosyVoice\u652f\u6301\u96f6\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u8fd9\u4f7f\u5f97\u8bed\u97f3\u514b\u9686\u53ea\u9700\u89813\u79d2\u7684\u63d0\u793a\u8bed\u97f3\u3002\u97f3\u8272\u3001\u60c5\u611f\u3001\u97f5\u5f8b\u548c\u98ce\u683c\u53ef\u4ee5\u5728\u8bed\u8a00\u5185\u90e8\u6216\u8de8\u8bed\u8a00\u590d\u5236\u3002\u6211\u4eec\u8fd8\u53d1\u5e03\u4e86\u4e00\u4e2a\u6307\u4ee4\u6a21\u578b\uff0c\u5b83\u53ef\u4ee5\u63a7\u5236\u8bf4\u8bdd\u8005\u8eab\u4efd\uff0c\u8bf4\u8bdd\u98ce\u683c\uff08\u4f8b\u5982\uff0c\u60c5\u611f\uff09\u548c\u5176\u4ed6\u5177\u6709\u81ea\u7136\u7eb9\u7406\u6307\u4ee4\u7684\u7ec6\u7c92\u5ea6\u8bed\u8a00\u7279\u5f81\u3002<\/p>\n\n\n\n<p>Speech-to-Speech Translation:<\/p>\n\n\n\n<p>  \u901a\u8fc7\u96c6\u6210SenseVoice\u3001LLMs\u548cCosyVoice\uff0c\u6211\u4eec\u53ef\u4ee5\u6beb\u4e0d\u8d39\u529b\u5730\u6267\u884c\u8bed\u97f3\u5230\u8bed\u97f3\u7ffb\u8bd1\uff08S2ST\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"220\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/S2ST-1024x220.png\" alt=\"\" class=\"wp-image-16921\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/S2ST-1024x220.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/S2ST-300x64.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/S2ST-768x165.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/S2ST-1536x329.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/S2ST-2048x439.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Emotional VoiceChat&nbsp;\u60c5\u611f\u8bed\u97f3\u804a\u5929:<\/p>\n\n\n\n<p>\u901a\u8fc7\u96c6\u6210SenseVoice\u3001LLMs\u548cCosyVoice\uff0c\u6211\u4eec\u53ef\u4ee5\u5f00\u53d1\u4e00\u4e2a\u60c5\u611f\u8bed\u97f3\u804a\u5929\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"236\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/EmotionalVoiceChat-1024x236.png\" alt=\"\" class=\"wp-image-16923\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/EmotionalVoiceChat-1024x236.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/EmotionalVoiceChat-300x69.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/EmotionalVoiceChat-768x177.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/EmotionalVoiceChat-1536x353.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/EmotionalVoiceChat-2048x471.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Interactive Podcast&nbsp;\u4e92\u52a8\u64ad\u5ba2:\u901a\u8fc7\u96c6\u6210SenseVoice\uff0c\u4e00\u4e2a\u57fa\u4e8eLLM\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5177\u6709\u5b9e\u65f6\u4e16\u754c\u77e5\u8bc6\uff0c\u4ee5\u53caCosyVoice\uff0c\u6211\u4eec\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u64ad\u5ba2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"250\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/InteractivePodcast-1024x250.png\" alt=\"\" class=\"wp-image-16926\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/InteractivePodcast-1024x250.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/InteractivePodcast-300x73.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/InteractivePodcast-768x187.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/InteractivePodcast-1536x375.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/InteractivePodcast-2048x499.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6709\u58f0\u4e66\uff1a\u901a\u8fc7LLMs\u7684\u5206\u6790\u80fd\u529b\u6765\u6784\u5efa\u548c\u8bc6\u522b\u4e66\u7c4d\u4e2d\u7684\u60c5\u611f\uff0c\u5e76\u5c06\u5176\u4e0eCosyVoice\u5408\u6210\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u5177\u6709\u589e\u5f3a\u8868\u73b0\u529b\u7684\u6709\u58f0\u8bfb\u7269\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"224\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/AudioBook-1024x224.png\" alt=\"\" class=\"wp-image-16929\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/AudioBook-1024x224.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/AudioBook-300x66.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/AudioBook-768x168.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/AudioBook-1536x336.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/AudioBook-2048x448.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>CosyVoice:<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"796\" height=\"231\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-2.png\" alt=\"\" class=\"wp-image-16550\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-2.png 796w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-2-300x87.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-2-768x223.png 768w\" sizes=\"(max-width: 796px) 100vw, 796px\" \/><\/figure>\n\n\n\n<p>\u5728\u63a8\u7406\u9636\u6bb5\u6982\u8ff0CosyVoice\u6a21\u578b\u3002\u6982\u62ec\u5730\u8bf4\uff0cCosyVoice\u5305\u62ec\u4e00\u4e2a\u81ea\u56de\u5f52Transformer\uff0c\u7528\u4e8e\u4e3a\u8f93\u5165\u6587\u672c\u751f\u6210\u76f8\u5e94\u7684\u8bed\u97f3\u6807\u8bb0\uff0c\u4e00\u4e2a\u57fa\u4e8eODE\u7684\u6269\u6563\u6a21\u578b\uff0c\u6d41\u5339\u914d\uff0c\u7528\u4e8e\u4ece\u751f\u6210\u7684\u8bed\u97f3\u6807\u8bb0\u91cd\u5efaMel\u9891\u8c31\uff0c\u4ee5\u53ca\u4e00\u4e2a\u57fa\u4e8eHiFiGAN\u7684\u58f0\u7801\u5668\uff0c\u7528\u4e8e\u5408\u6210\u6ce2\u5f62\u3002\u865a\u7ebf\u6a21\u5757\u5728\u7279\u5b9a\u6a21\u578b\u7528\u9014\u4e2d\u662f\u53ef\u9009\u7684\uff0c\u4f8b\u5982\u8de8\u8bed\u8a00\u3001SFT\u63a8\u7406\u7b49\u3002<strong>[<a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2407.05407\" target=\"_blank\">\u8bba\u6587<\/a>]<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"375\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x1-1-1024x375.png\" alt=\"\" class=\"wp-image-16932\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x1-1-1024x375.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x1-1-300x110.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x1-1-768x282.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x1-1-1536x563.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x1-1.png 1661w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u56fe1\uff1a\u6240\u63d0\u51fa\u7684CosyVoice\u6a21\u578b\u7684\u6982\u8ff0\u3002(a)\u6f14\u793a\u4e86&nbsp;\ud835\udcae3<br>\u6807\u8bb0\u5668\uff0c\u5176\u4e2d\u865a\u7ebf\u6a21\u5757\u4ec5\u5728\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u3002(b)\u662fCosyVoice\u7684\u793a\u610f\u56fe\uff0c\u7531\u6587\u672c\u5230\u4ee4\u724cLLM\u548c\u4ee4\u724c\u5230\u8bed\u97f3\u6d41\u5339\u914d\u6a21\u578b\u7ec4\u6210\u3002 S\u3001E\u548cT\u8868\u793a\u201cstart of sequence\u201d\u3001\u201cend of sequence\u201d\u548c\u201cturn of speech\u201d\u6807\u8bb0\u3002\u865a\u7ebf\u8868\u793a\u63a8\u7406\u9636\u6bb5\u7684\u81ea\u56de\u5f52\u89e3\u7801\u3002(c)\u63d0\u4f9b\u4e86\u6211\u4eec\u7684\u6d41\u5339\u914d\u6a21\u578b\u7684\u653e\u5927\u89c6\u56fe\uff0c\u8be5\u6a21\u578b\u4ee5\u6982\u7387\u5bc6\u5ea6\u8def\u5f84\u4e0a\u7684\u65f6\u95f4\u6b65\u957f&nbsp;t\u5904\u7684\u8bf4\u8bdd\u8005\u5d4c\u5165&nbsp;\ud835\udc2f\u3001\u8bed\u4e49\u6807\u8bb0&nbsp;\u03bc\u3001\u63a9\u853d\u8bed\u97f3\u7279\u5f81&nbsp;X~\u548c\u4e2d\u95f4\u72b6\u6001&nbsp;Xt\u4e3a\u6761\u4ef6\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"370\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x2-1024x370.png\" alt=\"\" class=\"wp-image-16934\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x2-1024x370.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x2-300x108.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x2-768x277.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x2-1536x555.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x2.png 1661w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u56fe2\uff1a\uff08a\uff09\u96f6\u89e6\u53d1\u4e0a\u4e0b\u6587\u5b66\u4e60\u548c\uff08B\uff09\u8de8\u8bed\u8a00\u8bed\u97f3\u514b\u9686\u7684\u5e8f\u5217\u6784\u5efa\u3002LID\u8868\u793a\u76ee\u6807\u8bed\u8a00\u6807\u8bc6\u7b26\u3002<\/figcaption><\/figure>\n\n\n\n<p>       CosyVoice\u7531\u56db\u4e2a\u7ec4\u4ef6\u7ec4\u6210\uff0c\u5373\u6587\u672c\u7f16\u7801\u5668\u3001\u8bed\u97f3\u5206\u8bcd\u5668[&nbsp;speech tokenizer]\u3001\u5927\u8bed\u8a00\u6a21\u578b\u548c\u6761\u4ef6\u6d41\u5339\u914d\u6a21\u578b\u3002\u5177\u4f53\u5730\u8bf4\uff0c\u6587\u672c\u7f16\u7801\u5668\u7528\u4e8e\u5bf9\u9f50\u6587\u672c\u548c\u8bed\u97f3token\u7684\u8bed\u4e49\u7a7a\u95f4\uff0c\u800c &nbsp;speech tokenizer \u7528\u4e8e\u63d0\u53d6\u8bed\u4e49\u8bb0\u53f7\uff0c\u5982\u56fe1\uff08a\uff09\u6240\u793a\u3002\u6211\u4eec\u91c7\u7528\u4e00\u4e2a\u5927\u7684\u8bed\u8a00\u6a21\u578b\u6765\u5b66\u4e60\u6574\u4e2a\u6587\u672c\u7f16\u7801\u548c\u8bed\u97f3\u6807\u8bb0\u5e8f\u5217\uff0c\u5c06TTS\u91cd\u65b0\u8868\u8ff0\u4e3a\u4e00\u4e2a\u7ed9\u5b9a\u6587\u672c\u4f5c\u4e3a\u63d0\u793a\u7684\u81ea\u56de\u5f52\u5e8f\u5217\u751f\u6210\u95ee\u9898\u3002\u7136\u540e\uff0c\u5982\u56fe1\uff08c\uff09\u6240\u793a\uff0c\u5229\u7528\u6761\u4ef6\u6d41\u5339\u914d\u6a21\u578b\uff0c\u901a\u8fc7\u6700\u4f73\u8def\u5f84\u4e0a\u7684\u53bb\u566a\u8fc7\u7a0b\u5c06\u8bed\u97f3\u4ee4\u724c\u8f6c\u6362\u4e3aMel\u9891\u8c31\u56fe&nbsp;\u30022020\uff09\u7528\u4e8e\u4ee5\u6240\u751f\u6210\u7684Mel\u9891\u8c31\u56fe\u4f5c\u4e3a\u8f93\u5165\u6765\u5408\u6210\u6ce2\u5f62\u3002<\/p>\n\n\n\n<h3>\u8bed\u97f3\u7684\u53d7\u76d1\u7763\u8bed\u4e49\u4ee4\u724c [&nbsp;speech tokenizer] :<\/h3>\n\n\n\n<p>     \u91c7\u7528\u6709\u76d1\u7763\u7684\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u6a21\u578b\u6765\u5bfc\u51fa\u7528\u4e8e\u8bed\u97f3\u7684\u6709\u76d1\u7763\u7684\u8bed\u4e49\u8bed\u97f3\uff08&nbsp;\ud835\udcae3&nbsp;\uff09\u5206\u8bcd\u5668\u3002\u8be5\u6a21\u578b\u662f\u6211\u4eec\u4e13\u6709\u7684SenseVoice ASR\u6a21\u578b\u7684\u5fae\u8c03\u7248\u672c\u3002\u5b83\u63a5\u53d7\u4e86\u591a\u8bed\u8a00\u97f3\u9891\u6570\u636e\u7684\u8bad\u7ec3\uff0c\u5e76\u5177\u6709\u4e30\u5bcc\u7684\u97f3\u9891\u5185\u5bb9\u7406\u89e3\u80fd\u529b\u3002 \u4e0e\u539f\u59cbASR\u6a21\u578b\u4e0d\u540c\uff0c\u6211\u4eec\u5c06\u7f16\u7801\u5668\u5206\u4e3a\u4e24\u90e8\u5206\uff0c\u5e76\u5728\u5b83\u4eec\u4e4b\u95f4\u63d2\u5165\u77e2\u91cf\u91cf\u5316\u5c42\u3002\u7ed9\u5b9aMel\u9891\u8c31\u56fe&nbsp;X&nbsp;\u4f5c\u4e3a\u8f93\u5165\uff0c\u5176\u7ecf\u5386\u4f4d\u7f6e\u7f16\u7801\u548c&nbsp;Encoder1&nbsp;\u4ee5\u83b7\u5f97\u4e0a\u4e0b\u6587\u611f\u77e5\u8868\u793a&nbsp;H&nbsp;\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"234\" height=\"34\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-20.png\" alt=\"\" class=\"wp-image-17046\"\/><\/figure><\/div>\n\n\n\n<p>\u7136\u540e\uff0c\u4e00\u4e2a\u77e2\u91cf\u91cf\u5316\u5668\uff08VQ\uff09\u53c2\u4e0e\u83b7\u5f97\u79bb\u6563\u4ee4\u724c\u3002 \u5bf9\u4e8e\u5e27&nbsp;l&nbsp;\u5904\u7684\u9690\u85cf\u8868\u793a&nbsp;\ud835\udc21l&nbsp;\uff0c\u7801\u672c&nbsp;C&nbsp;\u4e2d\u7684\u6700\u8fd1\u5d4c\u5165\u7684\u7d22\u5f15\u88ab\u89c6\u4e3a\u8be5\u65f6\u95f4\u6b65\u5904\u7684\u8bed\u97f3\u4ee4\u724c&nbsp;\u03bcl&nbsp;\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"292\" height=\"39\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-21.png\" alt=\"\" class=\"wp-image-17047\"\/><\/figure><\/div>\n\n\n\n<p>\u8bed\u97f3\u4ee4\u724c\u7684\u5bf9\u5e94\u7801\u672c\u5d4c\u5165\u88ab\u7528\u4f5c\u91cf\u5316\u7684\u9690\u85cf\u8868\u793a&nbsp;H\u00af={\ud835\udc1c\u03bc1,\ud835\udc1c\u03bc2,\u2026,\ud835\udc1c\u03bcL}&nbsp;\uff0c\u5e76\u901a\u8fc7\u5269\u4f59\u7684\u7f16\u7801\u5668\u5c42&nbsp;Encoder2&nbsp;\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\/08\/image-24.png\" alt=\"\" class=\"wp-image-17059\" width=\"231\" height=\"27\"\/><\/figure><\/div>\n\n\n\n<p>&nbsp;\u5728&nbsp;Encoder2&nbsp;\u4e4b\u540e\uff0c\u63a5\u4e0b\u6765\u662f\u57fa\u4e8etransformer\u7684ASR\u89e3\u7801\u5668\uff0c\u9884\u6d4b\u6587\u672c\u6807\u7b7e\u7684\u540e\u9a8c\u6982\u7387\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"286\" height=\"30\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-25.png\" alt=\"\" class=\"wp-image-17062\"\/><\/figure><\/div>\n\n\n\n<h3>TTS\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b:<\/h3>\n\n\n\n<p>\u6211\u4eec\u5c06TTS\u4efb\u52a1\u8868\u8ff0\u4e3a\u5177\u6709\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u56de\u5f52\u8bed\u97f3\u4ee4\u724c\u751f\u6210\u95ee\u9898\uff08LLM\uff09\u3002\u5bf9\u4e8eLLM\uff0c\u5e8f\u5217\u6784\u5efa\u662f\u6700\u91cd\u8981\u7684\u4e8b\u9879\uff0c\u5176\u6784\u5efa\u5982\u4e0b\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"298\" height=\"63\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-22.png\" alt=\"\" class=\"wp-image-17052\"\/><\/figure><\/div>\n\n\n\n<p>S and&nbsp;E&nbsp;denote the start and end of sequence, respectively.T is \u201cturn of speech\u201d tokens.&nbsp;\ud835\udc2f&nbsp;is a speaker embedding vector extracted from the speech&nbsp;X&nbsp;with a pre-trained voice-print model<sup>2<\/sup>. The text encodings&nbsp;Y\u00af={\ud835\udc32\u00afu}u\u2063\u2208\u2063[1:U]&nbsp;is obtained by passing the text through a Byte Pair Encoded (BPE) tokenizer and text encoder:<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"235\" height=\"37\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-23.png\" alt=\"\" class=\"wp-image-17058\"\/><\/figure><\/div>\n\n\n\n<p>\u7531\u4e8e\u6587\u672c\u548c\u8bed\u97f3\u6807\u8bb0\u4f4d\u4e8e\u4e0d\u540c\u7684\u8bed\u4e49\u5c42\uff0c\u56e0\u6b64\u6587\u672c\u7f16\u7801\u5668\u7528\u4e8e\u5bf9\u9f50\u5b83\u4eec\u7684\u8bed\u4e49\u7a7a\u95f4\u5e76\u6709\u5229\u4e8eLLM\u5efa\u6a21\u3002 \u5728\u6587\u672c\u7f16\u7801\u548c\u8bed\u97f3\u6807\u8bb0&nbsp;{\u03bcl}l\u2063\u2208\u2063[1:L]&nbsp;\u4e4b\u95f4\u63d2\u5165\u5f00\u59cb\u6807\u8bc6\u7b26T\u62a5\u544a\u95ee\u9898\uff0c\u8bed\u97f3\u6807\u8bb0&nbsp;{\u03bcl}l\u2063\u2208\u2063[1:L]&nbsp;\u662f\u7528<a href=\"https:\/\/arxiv.org\/html\/2407.05407v2#S2.SS1\">2.1<\/a>\u4e2d\u63cf\u8ff0\u7684\u76d1\u7763\u8bed\u4e49\u6807\u8bb0\u5668\u63d0\u53d6\u7684\u3002\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u6211\u4eec\u91c7\u7528\u6559\u5e08\u5f3a\u8feb\u65b9\u6848\uff0c\u5176\u4e2d\u5de6\u79fb\u5e8f\u5217\u4f5c\u4e3a\u6a21\u5f0f\u8f93\u5165\uff0c\u539f\u59cb\u5e8f\u5217\u4f5c\u4e3a\u671f\u671b\u8f93\u51fa\u3002 \u6ce8\u610f\uff0c\u5728\u8bad\u7ec3\u671f\u95f4\u4ec5\u8003\u8651\u8bed\u97f3\u6807\u8bb0\u7684\u4ea4\u53c9\u71b5\u635f\u5931\u548c\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"246\" height=\"64\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-26.png\" alt=\"\" class=\"wp-image-17067\"\/><\/figure><\/div>\n\n\n\n<h3>Optimal-transport Conditional Flow Matching:<\/h3>\n\n\n\n<p>    \u5728CosyVoice\u4e2d\uff0c\u91c7\u7528\u6700\u4f18\u4f20\u8f93\u6761\u4ef6\u6d41\u5339\u914d\u6a21\u578b\uff08OT-CFM\uff09\u6765<strong>\u5b66\u4e60Mel\u8c31\u56fe\u7684\u5206\u5e03\uff0c\u5e76\u4ee5\u751f\u6210\u7684\u8bed\u97f3\u4ee4\u724c\u4e3a\u6761\u4ef6\u4ece\u5176\u751f\u6210\u6837\u672c<\/strong>\u3002 \u4e0e\u6269\u6563\u6982\u7387\u6a21\u578b\uff08DPM\uff09\u76f8\u6bd4\uff0cOT-CFM\u53ef\u4ee5\u5b9e\u73b0\u66f4\u597d\u7684\u6027\u80fd\uff0c\u5177\u6709\u66f4\u7b80\u5355\u7684\u68af\u5ea6\uff0c\u66f4\u5bb9\u6613\u7684\u8bad\u7ec3\u548c\u66f4\u5feb\u7684\u751f\u6210.<\/p>\n\n\n\n<p>&nbsp;   \u5728\u8fde\u7eed\u65f6\u95f4\u5f52\u4e00\u5316\u6d41\uff08CNF\uff09\u4e2d\uff0c\u4ece\u5148\u9a8c\u5206\u5e03&nbsp;p0\u2062(X)&nbsp;\u5230Mel\u8c31\u56fe&nbsp;q\u2062(X)&nbsp;\u7684\u6570\u636e\u5206\u5e03\u6784\u9020\u6982\u7387\u5bc6\u5ea6\u8def\u5f84\u3002 \u6982\u7387\u5bc6\u5ea6\u8def\u5f84\u7531\u4f9d\u8d56\u4e8e\u65f6\u95f4\u7684\u77e2\u91cf\u573a&nbsp;\u03bdt\u2062(X):[0,1]\u00d7\u211dL\u2217D\u2192\u211dL\u2217D&nbsp;\u5b9a\u4e49\uff0c\u5176\u901a\u8fc7\u4ee5\u4e0b\u5e38\u5fae\u5206\u65b9\u7a0b\uff08ODE\uff09\u751f\u6210\u6d41&nbsp;\u03d5t&nbsp;\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"289\" height=\"145\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-27.png\" alt=\"\" class=\"wp-image-17073\"\/><\/figure><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"957\" height=\"331\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-29.png\" alt=\"\" class=\"wp-image-17079\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-29.png 957w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-29-300x104.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-29-768x266.png 768w\" sizes=\"(max-width: 957px) 100vw, 957px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"880\" height=\"136\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-28.png\" alt=\"\" class=\"wp-image-17077\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-28.png 880w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-28-300x46.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-28-768x119.png 768w\" sizes=\"(max-width: 880px) 100vw, 880px\" \/><\/figure>\n\n\n\n<p>\u6d41\u5339\u914d\u6a21\u578b\uff08The flow matching model\uff09\u7528\u4e8e\u4f30\u8ba1\u6761\u4ef6\u6982\u7387 P(S|X, v, Sref)\u3002\u5176\u4e2d\uff0cX \u548c v \u5206\u522b\u8868\u793a\u8bed\u97f3\u7247\u6bb5\u548c\u8bf4\u8bdd\u4eba\u5d4c\u5165\uff0cS \u548c Sref \u5206\u522b\u8868\u793a\u76ee\u6807\u548c\u53c2\u8003\u8bed\u97f3\u7684\u6885\u5c14\u9891\u8c31\u3002<strong>\u8be5\u6a21\u578b\u4f7f\u7528\u5377\u79ef Transformer U-Net \u6765\u786e\u5b9a\u6700\u4f18\u4f20\u8f93 ODE \u4e2d\u5148\u9a8c\u5206\u5e03\u4e0e\u76ee\u6807\u5206\u5e03\u4e4b\u95f4\u7684\u77e2\u91cf\u573a\u3002\u5728\u63a8\u7406\u9636\u6bb5\uff0c\u53ea\u9700\u4e94\u5230\u5341\u6b21\u8fed\u4ee3\u5373\u53ef\u751f\u6210\u4ee4\u4eba\u6ee1\u610f\u7684\u6885\u5c14\u9891\u8c31\u56fe\u3002\u6b64\u5916\uff0c\u8fd8\u91c7\u7528\u65e0\u5206\u7c7b\u5668\u6307\u5bfc\u6280\u672f\uff0c\u901a\u8fc7\u5c4f\u853d 70% \u5230 100% \u7684\u524d\u7f6e\u7279\u5f81\u6761\u4ef6\u6765\u589e\u5f3a\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u4ece\u9884\u6d4b\u7684\u6885\u5c14\u9891\u8c31\u56fe\u5408\u6210\u6ce2\u5f62\u65f6\uff0c\u6211\u4eec\u4f7f\u7528\u6539\u8fdb\u7684 HiFTNet \u58f0\u7801\u5668\uff0c\u4ee5\u652f\u6301\u6d41\u5f0f\u751f\u6210\u3002<\/p>\n\n\n\n<h3>\u5173\u4e8e\u6700\u4f18\u4f20\u8f93\u6761\u4ef6\u6d41\u5339\u914d\u6a21\u578b\u7684\u8865\u5145\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"789\" height=\"412\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-76.png\" alt=\"\" class=\"wp-image-23267\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-76.png 789w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-76-300x157.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-76-768x401.png 768w\" sizes=\"(max-width: 789px) 100vw, 789px\" \/><\/figure>\n\n\n\n<p>\u6700\u4f18\u4f20\u8f93\u6761\u4ef6\u6d41\u5339\u914d\uff08Optimal Transport Conditional Flow Matching\uff0cOT-CFM\uff09\u662f\u4e00\u79cd\u7528\u4e8e\u751f\u6210\u6a21\u578b\u7684\u6d41\u5339\u914d\u65b9\u6cd5\uff0c\u5b83\u65e8\u5728\u5b66\u4e60\u5c06\u8f93\u5165\u5206\u5e03\u548c\u76ee\u6807\u5206\u5e03\u4e4b\u95f4\u7684\u6761\u4ef6\u6620\u5c04\u3002\u4e0e\u4f20\u7edf\u6269\u6563\u6a21\u578b\uff08DPM\uff09\u4e0d\u540c\uff0cOT-CFM\u7684\u4f18\u5316\u76ee\u6807\u662f\u57fa\u4e8e\u6700\u4f18\u4f20\u8f93\u7406\u8bba\uff08Optimal Transport\uff0cOT\uff09\u8fdb\u884c\u7684\u3002\u901a\u8fc7\u6784\u5efa\u548c\u5b66\u4e60\u6d41\u573a\uff0cOT-CFM\u80fd\u591f\u9ad8\u6548\u5730\u751f\u6210\u76ee\u6807\u6570\u636e\u3002<\/p>\n\n\n\n<p><strong>\u95ee\u9898\u80cc\u666f\uff1a<\/strong>\u7ed9\u5b9a\u8f93\u5165\u5206\u5e03 X0\u200b \u548c\u76ee\u6807\u5206\u5e03 X1\uff0c\u6700\u4f18\u4f20\u8f93\u7684\u76ee\u6807\u662f\u627e\u5230\u4e00\u4e2a\u65f6\u95f4\u76f8\u5173\u7684\u6d41\u52a8\u51fd\u6570 \u03d5t \u3010t\u4ecb\u4e8e0-1\u4e4b\u95f4\u3011\u200b \u4f7f\u5f97\u5b83\u80fd\u591f\u9010\u6e10\u5c06\u8f93\u5165\u5206\u5e03 X0\u200b \u6f14\u53d8\u4e3a\u76ee\u6807\u5206\u5e03 X1\u200b\u3002\u8fd9\u4e2a\u6d41\u52a8\u7531\u5e38\u5fae\u5206\u65b9\u7a0b\uff08ODE\uff09\u5b9a\u4e49\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\/12\/image-50.png\" alt=\"\" class=\"wp-image-23144\" width=\"177\" height=\"45\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-50.png 316w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-50-300x77.png 300w\" sizes=\"(max-width: 177px) 100vw, 177px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d vt\u662f\u4e00\u4e2a\u65f6\u95f4\u76f8\u5173\u7684\u901f\u5ea6\u573a\uff08\u6216\u6d41\u573a\uff09\u3002\u03d5t(X)\u8868\u793a\u8f93\u5165\u6570\u636e X \u5728\u65f6\u95f4 t \u7684\u72b6\u6001\u3002<\/p>\n\n\n\n<p><strong>\u4f18\u5316\u76ee\u6807\uff1a<\/strong>OT-CFM \u7684\u6838\u5fc3\u662f\u901a\u8fc7\u5b66\u4e60\u6d41\u573a vt\u200b \u4f7f\u5f97\u751f\u6210\u8fc7\u7a0b\u9075\u5faa\u6700\u4f18\u4f20\u8f93\u8def\u5f84\u3002\u4e3a\u6b64\uff0c\u5b9a\u4e49<strong>\u6700\u4f18\u4f20\u8f93\u6761\u4ef6\u6d41\u5339\u914d<\/strong>\u7684\u76ee\u6807\u51fd\u6570\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\/12\/image-51.png\" alt=\"\" class=\"wp-image-23149\" width=\"582\" height=\"165\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-51.png 932w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-51-300x86.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-51-768x219.png 768w\" sizes=\"(max-width: 582px) 100vw, 582px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u6700\u4f18\u4f20\u8f93\u8def\u5f84\u4e0b\u7684\u6d41\u573a\u4e0e\u4e2d\u95f4\u72b6\u6001\uff1a<\/strong><\/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\/12\/image-52.png\" alt=\"\" class=\"wp-image-23151\" width=\"531\" height=\"206\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-52.png 803w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-52-300x117.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-52-768x298.png 768w\" sizes=\"(max-width: 531px) 100vw, 531px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u6d41\u573a\u7684\u4f30\u8ba1\u4e0e\u5b66\u4e60<\/strong>\uff1a\u4e3a\u4e86\u5b66\u4e60\u6700\u4f18\u4f20\u8f93\u7684\u6d41\u573a vt\u200b\uff0c\u5f15\u5165\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc vt\u03b8\u200b \u5bf9 vt\u200b \u8fdb\u884c\u53c2\u6570\u5316\u3002\u5177\u4f53\u6b65\u9aa4\u5982\u4e0b\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\/12\/image-53.png\" alt=\"\" class=\"wp-image-23157\" width=\"515\" height=\"139\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-53.png 907w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-53-300x82.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-53-768x209.png 768w\" sizes=\"(max-width: 515px) 100vw, 515px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u65f6\u95f4\u8c03\u5ea6\u7b56\u7565<\/strong>\uff1a\u4e3a\u4e86\u4f7f\u751f\u6210\u8fc7\u7a0b\u66f4\u7a33\u5b9a\uff0c\u6587\u7ae0\u5f15\u5165\u4e86\u4e00\u4e2a\u65f6\u95f4\u8c03\u5ea6 <em>t<\/em> \u7684\u53d8\u6362\u51fd\u6570\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\/12\/image-54.png\" alt=\"\" class=\"wp-image-23162\" width=\"136\" height=\"43\"\/><\/figure><\/div>\n\n\n\n<p>\u8fd9\u4e2a\u53d8\u6362\u51fd\u6570\u53ef\u4ee5\u66f4\u5747\u5300\u5730\u5206\u914d\u65f6\u95f4\u6b65\uff0c\u63d0\u9ad8\u751f\u6210\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"1018\" height=\"202\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-55.png\" alt=\"\" class=\"wp-image-23164\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-55.png 1018w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-55-300x60.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-55-768x152.png 768w\" sizes=\"(max-width: 1018px) 100vw, 1018px\" \/><\/figure>\n\n\n\n<h3>\u53ef\u4ee5\u5b9e\u73b0\u7684\u4efb\u52a1\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"370\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x2-1-1024x370.png\" alt=\"\" class=\"wp-image-17087\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x2-1-1024x370.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x2-1-300x108.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x2-1-768x277.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x2-1-1536x555.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/x2-1.png 1661w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\uff08a\uff09\u96f6\u89e6\u53d1\u4e0a\u4e0b\u6587\u5b66\u4e60\u548c\uff08B\uff09\u8de8\u8bed\u8a00\u8bed\u97f3\u514b\u9686\u7684\u5e8f\u5217\u6784\u5efa\u3002LID\u8868\u793a\u8bed\u8a00\u6807\u8bc6\u7b26\u3002<\/figcaption><\/figure>\n\n\n\n<h4>Multi-lingual Voice Generation \u3010\u591a\u8bed\u8a00\u7684\u8bed\u97f3\u5408\u6210\u3011<\/h4>\n\n\n\n<h4>Zero-shot In-context Generation \u96f6\u6837\u672c\u4e0a\u4e0b\u6587\u751f\u6210<\/h4>\n\n\n\n<p>CosyVoice\u6a21\u578b\u5177\u6709\u96f6\u89e6\u53d1\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\uff0c\u5141\u8bb8\u4ec5\u7528\u7b80\u77ed\u7684\u53c2\u8003\u8bed\u97f3\u6837\u672c\u590d\u5236\u4efb\u610f\u8bed\u97f3\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u9700\u8981\u4ed4\u7ec6\u6784\u9020\u4ee4\u724c\u8bed\u8a00\u6a21\u578b\uff08LM\uff09\u7684\u8f93\u5165\u5e8f\u5217\uff0c\u5982\u56fe2\u6240\u793a\u3002 \u5bf9\u4e8e\u540c\u4e00\u8bed\u8a00\u7684\u63d0\u793a\u8bed\u97f3\u548c\u8f93\u5165\u6587\u672c\uff0c\u6211\u4eec\u5c06\u5b83\u4eec\u5408\u5e76\u6210\u4e00\u4e2a\u7edf\u4e00\u7684\u8f93\u5165\uff0c\u5c06\u63d0\u793a\u8bed\u97f3\u6807\u8bb0\u89c6\u4e3a\u9884\u751f\u6210\u7684\u3002\u5229\u7528\u8be5\u8f93\u5165\u5e8f\u5217\uff0c\u81ea\u56de\u5f52LM\u8fed\u4ee3\u5730\u9884\u6d4b\u540e\u7eed\u4ee4\u724c\uff0c\u76f4\u5230\u5176\u9047\u5230\u9488\u5bf9\u524d\u4e00\u5143\u7d20\u7684\u201c\u5e8f\u5217\u7ed3\u675f\u201d\u4ee4\u724cE\u3002 \u7136\u800c\uff0c\u5f53\u63d0\u793a\u8bed\u97f3\u548c\u8f93\u5165\u6587\u672c\u5728\u8bed\u8a00\u4e0a\u4e0d\u540c\u65f6\uff0c\u6211\u4eec\u7701\u7565\u4e0e\u63d0\u793a\u76f8\u5173\u8054\u7684\u6587\u672c\u548c\u6807\u8bb0\uff0c\u4ee5\u9632\u6b62\u539f\u59cb\u8bed\u8a00\u7684\u97f5\u5f8b\u7279\u5f81\u5f71\u54cd\u76ee\u6807\u8bed\u8a00\u3002 \u91cd\u8981\u7684\u662f\u8981\u6ce8\u610f\uff0c\u63d0\u793a\u6587\u672c\uff08\u5bf9\u5e94\u4e8e\u63d0\u793a\u8bed\u97f3\u7684\u5185\u5bb9\uff09\u53ef\u4ee5\u901a\u8fc7\u4eba\u5de5\u6ce8\u91ca\u6216ASR\u6a21\u578b\uff08\u5982SenseVoice\uff09\u8f6c\u5f55\u3002\u4e0e\u63d0\u793a\u6587\u672c\u7c7b\u4f3c\uff0c\u63d0\u793a\u4ee4\u724c\u662f\u4f7f\u7528&nbsp;\ud835\udcae3&nbsp;tokenizer\u4ece\u63d0\u793a\u8bed\u97f3\u4e2d\u63d0\u53d6\u7684\u3002\u5728\u751f\u6210\u8bed\u97f3\u6807\u8bb0\u4e4b\u540e\uff0c\u5b83\u4eec\u88ab\u9644\u52a0\u5728\u63d0\u793a\u6807\u8bb0\u4e4b\u540e\uff0c\u5f62\u6210\u6d41\u5339\u914d\u6a21\u578b\u7684\u590d\u5408\u6761\u4ef6\u3002\u6b64\u5916\uff0c\u8bf4\u8bdd\u4eba\u5d4c\u5165\u548c\u6885\u5c14\u58f0\u8c31\u56fe\u7684\u63d0\u793a\u8bed\u97f3\uff0c\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u97f3\u8272\u548c\u73af\u5883\u7684\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"951\" height=\"514\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-30.png\" alt=\"\" class=\"wp-image-17093\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-30.png 951w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-30-300x162.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-30-768x415.png 768w\" sizes=\"(max-width: 951px) 100vw, 951px\" \/><\/figure>\n\n\n\n<h4 id=\"CosyVoice-instructed\">Instructed Voice Generation\u6307\u4ee4\u8bed\u97f3\u751f\u6210\uff1a <\/h4>\n\n\n\n<p id=\"CosyVoice-instructed\"><strong>Speaker Identity Control\u3001\u7ec6\u7c92\u5ea6\u63a7\u5236\u3001Style Control\u3001\u60c5\u611f\u4e30\u5bcc\u7684\u58f0\u97f3\u751f\u6210\u3001Speaker Fine-tune\u3001Speaker Interpolation<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5b9e\u73b0\u5bf9CosyVoice\u7684\u53ef\u63a7\u6027\uff0c\u6211\u4eec\u5c1d\u8bd5\u96c6\u6210\u989d\u5916\u7684\u6307\u4ee4\u5fae\u8c03\uff08Ji&nbsp;\u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2407.05407v2#bib.bib12\">2023\u5e74<\/a>\uff09\u3002CosyVoice-instruct\u6269\u5c55\u4e86CosyVoice-base\uff0c\u5177\u6709\u589e\u5f3a\u7684\u540e\u7eed\u529f\u80fd\u3002<strong>\u5177\u4f53\u5730\u8bf4\uff0c\u5b83\u652f\u6301\u5bf9\u8bf8\u5982\u8bf4\u8bdd\u4eba\u8eab\u4efd\uff08\u5373\uff0c\u8bf4\u8bdd\u8005\u7684\u7279\u5f81\uff09\u3001\u8bf4\u8bdd\u98ce\u683c\uff08\u5305\u62ec\u60c5\u611f\u3001\u6027\u522b\u3001\u8bed\u901f\u548c\u97f3\u8c03\uff09\u4ee5\u53ca\u7ec6\u7c92\u5ea6\u7684\u526f\u8bed\u8a00\u7279\u5f81\u3002\u8fd9\u4e9b\u529f\u80fd\u5305\u62ec\u63d2\u5165\u7b11\u58f0\u3001\u547c\u5438\u3001\u8fb9\u7b11\u8fb9\u8bf4\u4ee5\u53ca\u5f3a\u8c03\u67d0\u4e9b\u5355\u8bcd\u7684\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<h2>SenseVoice:<\/h2>\n\n\n\n<p>          SenseVoice \u662f\u5177\u6709\u97f3\u9891\u7406\u89e3\u80fd\u529b\u7684\u97f3\u9891\u57fa\u7840\u6a21\u578b\uff0c\u5305\u62ec\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u3001\u8bed\u79cd\u8bc6\u522b\uff08LID\uff09\u3001\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff08SER\uff09\u548c\u58f0\u5b66\u4e8b\u4ef6\u5206\u7c7b\uff08AEC\uff09\u6216\u58f0\u5b66\u4e8b\u4ef6\u68c0\u6d4b\uff08AED\uff09\u3002\u63d0\u51fa\u4e86\u5177\u6709\u4e0d\u540c\u5927\u5c0f\u548c\u67b6\u6784\u7684\u4e24\u4e2a\u6a21\u578b\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u8981\u6c42\uff1a<strong>SenseVoice-Small\uff0c\u7528\u4e8e\u5feb\u901f\u8bed\u97f3\u7406\u89e3\u7684\u4ec5\u7f16\u7801\u5668\u8bed\u97f3\u57fa\u7840\u6a21\u578b\uff0c\u4ee5\u53caSenseVoice-Large\uff0c\u7f16\u7801\u5668-\u89e3\u7801\u5668\uff08Vaswani&nbsp;\u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2407.04051v3#bib.bib52\">2017<\/a>\uff09\u8bed\u97f3\u57fa\u7840\u6a21\u578b\uff0c\u7528\u4e8e\u66f4\u51c6\u786e\u7684\u8bed\u97f3\u7406\u89e3\uff0c\u652f\u6301\u66f4\u591a\u8bed\u8a00\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"657\" height=\"162\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-16.png\" alt=\"\" class=\"wp-image-16986\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-16.png 657w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-16-300x74.png 300w\" sizes=\"(max-width: 657px) 100vw, 657px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-1.png\" alt=\"\" class=\"wp-image-16548\" width=\"690\" height=\"429\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-1.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-1-300x187.png 300w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><figcaption>SenseVoice\u6a21\u578b\u6982\u8ff0\u3002SenseVoice\u662f\u4e00\u4e2a\u8bed\u97f3\u57fa\u7840\u6a21\u578b\uff0c\u5177\u6709\u591a\u79cd\u8bed\u97f3\u7406\u89e3\u529f\u80fd\uff0c\u5305\u62ecASR\u3001LID\u3001SER\u548cAED\u3002SenseVoice-Small\u662f\u4e00\u79cd\u7528\u4e8e\u5feb\u901f\u8bed\u97f3\u7406\u89e3\u7684\u4ec5\u7f16\u7801\u5668\u8bed\u97f3\u57fa\u7840\u6a21\u578b\uff0cSenseVoice-Large\u662f\u4e00\u79cd\u7f16\u7801\u5668-\u89e3\u7801\u5668\u8bed\u97f3\u57fa\u7840\u6a21\u578b\uff0c\u7528\u4e8e\u66f4\u51c6\u786e\u7684\u8bed\u97f3\u7406\u89e3\uff0c\u652f\u6301\u66f4\u591a\u8bed\u8a00\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"882\" height=\"123\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-17.png\" alt=\"\" class=\"wp-image-16992\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-17.png 882w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-17-300x42.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-17-768x107.png 768w\" sizes=\"(max-width: 882px) 100vw, 882px\" \/><\/figure>\n\n\n\n<p>\ud835\udc1eLID&nbsp;\u3001&nbsp;\ud835\udc1eSER&nbsp;\u3001&nbsp;\ud835\udc1eAEC&nbsp;\u3001&nbsp;\ud835\udc1eITN\/NoITN&nbsp;\u662f\u56db\u4e2a\u7279\u6b8a\u6807\u8bb0\u7684\u5d4c\u5165\uff1a<\/p>\n\n\n\n<p>\u27e8LID\u27e9&nbsp;\u8868\u793aLID\u4efb\u52a1\u3002\u5982\u679c&nbsp;\u27e8LID\u27e9&nbsp;\u88ab\u653e\u7f6e \uff0c\u5219\u6a21\u578b\u88ab\u8bad\u7ec3\u4ee5\u9884\u6d4b\u8f93\u51fa\u7684\u5bf9\u5e94\u4f4d\u7f6e\u5904\u7684\u8bed\u8a00\u6807\u8bb0\u3002 \u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u6211\u4eec\u6839\u636e\u6982\u73870.8\u7528\u771f\u5b9e\u8bed\u8a00\u6807\u8bb0\u968f\u673a\u66ff\u6362&nbsp;\u27e8LID\u27e9&nbsp;\uff0c\u4ee5\u4fbf\u6a21\u578b\u53ef\u4ee5\u9884\u6d4b\u8bed\u8a00\u6807\u8bb0\uff0c\u6216\u8005\u5728\u63a8\u7406\u9636\u6bb5\u914d\u7f6e\u6307\u5b9a\u7684\u8bed\u8a00\u6807\u8bb0\u3002<\/p>\n\n\n\n<p>\u27e8SER\u27e9&nbsp;\u8868\u793aSER\u4efb\u52a1\u3002\u5982\u679c&nbsp;\u27e8SER\u27e9&nbsp;\u88ab\u653e\u7f6e\uff0c\u5219\u8bad\u7ec3\u6a21\u578b\u4ee5\u9884\u6d4b\u8f93\u51fa\u7684\u5bf9\u5e94\u4f4d\u7f6e\u5904\u7684\u8bed\u97f3\u60c5\u611f\u6807\u7b7e\u3002<\/p>\n\n\n\n<p>\u27e8AEC\u27e9&nbsp;\u8868\u793aAEC\u4efb\u52a1\u3002\u5982\u679c&nbsp;\u27e8AEC\u27e9&nbsp;\u88ab\u653e\u7f6e \uff0c\u5219\u6a21\u578b\u88ab\u8bad\u7ec3\u4ee5\u9884\u6d4b\u8f93\u51fa\u7684\u5bf9\u5e94\u4f4d\u7f6e\u5904\u7684\u97f3\u9891\u4e8b\u4ef6\u6807\u7b7e\u3002<\/p>\n\n\n\n<p>\u27e8ITN\u27e9&nbsp;\u6216&nbsp;\u27e8NoITN\u27e9&nbsp;\u6307\u5b9a\u8f6c\u5f55\u6837\u5f0f\u3002\u5982\u679c\u63d0\u4f9b\u4e86&nbsp;\u27e8ITN\u27e9&nbsp;\uff0c\u5219\u6a21\u578b\u88ab\u8bad\u7ec3\u4e3a\u4f7f\u7528\u53cd\u5411\u6587\u672c\u89c4\u8303\u5316\uff08ITN\uff09\u548c\u6807\u70b9\u7b26\u53f7\u8fdb\u884c\u8f6c\u5f55\u3002\u5982\u679c\u63d0\u4f9b\u4e86&nbsp;\u27e8NoITN\u27e9&nbsp;\uff0c\u5219\u6a21\u578b\u88ab\u8bad\u7ec3\u4e3a\u5728\u6ca1\u6709ITN\u548c\u6807\u70b9\u7b26\u53f7\u7684\u60c5\u51b5\u4e0b\u8f6c\u5f55\u3002<\/p>\n\n\n\n<p>\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u5229\u7528\u4ea4\u53c9\u71b5\u635f\u5931\u5bf9LID\u3001SER\u548cAEC\u4efb\u52a1\u8fdb\u884c\u4f18\u5316\u3002ASR\u4efb\u52a1\u4f7f\u7528CTC\u635f\u5931\u6765\u4f18\u5316\u3002<\/p>\n\n\n\n<p><strong> <\/strong>       <strong>SenseVoice-Large<\/strong>\u662f\u4e00\u4e2a\u81ea\u56de\u5f52\u7f16\u7801\u5668-\u89e3\u7801\u5668\u6a21\u578b\uff0c\u7528\u4e8e\u591a\u8bed\u8a00ASR\u548c\u591a\u8bed\u97f3\u7406\u89e3\u4efb\u52a1\u3002\u4e0eWhisper\u7c7b\u4f3c\uff08\u62c9\u5fb7\u798f&nbsp;\u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2407.04051v3#bib.bib42\">2023<\/a>\uff09\uff0cSenseVoice-Large\u901a\u8fc7\u89e3\u7801\u5668\u7684\u8f93\u5165\u4ee4\u724c\u5e8f\u5217\u6765\u6307\u5b9a\u4efb\u52a1\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u901a\u8fc7\u5206\u522b\u5305\u62ec&nbsp;\u27e8LID\u27e9&nbsp;\u3001&nbsp;\u27e8SER\u27e9&nbsp;\u3001&nbsp;\u27e8AED\u27e9&nbsp;\u4ee4\u724c\u6765\u6307\u5b9a\u662f\u5426\u9884\u6d4b\u5177\u6709\u65f6\u95f4\u6233\u7684\u8bed\u8a00\u3001\u8bed\u97f3\u60c5\u611f\u548c\u97f3\u9891\u4e8b\u4ef6\u3002\u4e0eSenseVoice-Small\u76f8\u6bd4\uff0cSenseVoice-Large\u7684\u4f18\u52bf\u5728\u4e8e\u8f6c\u5f55\u51c6\u786e\u6027\u548c\u652f\u6301\u5927\u91cf\u8bed\u8a00\uff0850+\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"865\" height=\"267\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-15.png\" alt=\"\" class=\"wp-image-16951\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-15.png 865w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-15-300x93.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-15-768x237.png 768w\" sizes=\"(max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<p><strong>SenseVoice<\/strong>&nbsp;\u4e13\u6ce8\u4e8e\u9ad8\u7cbe\u5ea6\u591a\u8bed\u8a00\u8bed\u97f3\u8bc6\u522b\u3001\u60c5\u611f\u8fa8\u8bc6\u548c\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b<\/p>\n\n\n\n<ul><li><strong>\u591a\u8bed\u8a00\u8bc6\u522b\uff1a<\/strong>&nbsp;\u91c7\u7528\u8d85\u8fc7 40 \u4e07\u5c0f\u65f6\u6570\u636e\u8bad\u7ec3\uff0c\u652f\u6301\u8d85\u8fc7 50 \u79cd\u8bed\u8a00\uff0c\u8bc6\u522b\u6548\u679c\u4e0a\u4f18\u4e8e Whisper \u6a21\u578b\u3002<\/li><li><strong>\u5bcc\u6587\u672c\u8bc6\u522b\uff1a<\/strong><ul><li>\u5177\u5907\u4f18\u79c0\u7684\u60c5\u611f\u8bc6\u522b\uff0c\u80fd\u591f\u5728\u6d4b\u8bd5\u6570\u636e\u4e0a\u8fbe\u5230\u548c\u8d85\u8fc7\u76ee\u524d\u6700\u4f73\u60c5\u611f\u8bc6\u522b\u6a21\u578b\u7684\u6548\u679c\u3002<\/li><li>\u652f\u6301\u58f0\u97f3\u4e8b\u4ef6\u68c0\u6d4b\u80fd\u529b\uff0c\u652f\u6301\u97f3\u4e50\u3001\u638c\u58f0\u3001\u7b11\u58f0\u3001\u54ed\u58f0\u3001\u54b3\u55fd\u3001\u55b7\u568f\u7b49\u591a\u79cd\u5e38\u89c1\u4eba\u673a\u4ea4\u4e92\u4e8b\u4ef6\u8fdb\u884c\u68c0\u6d4b\u3002<\/li><\/ul><\/li><li><strong>\u9ad8\u6548\u63a8\u7406\uff1a<\/strong>&nbsp;SenseVoice-Small \u6a21\u578b\u91c7\u7528\u975e\u81ea\u56de\u5f52\u7aef\u5230\u7aef\u6846\u67b6\uff0c\u63a8\u7406\u5ef6\u8fdf\u6781\u4f4e\uff0c10s \u97f3\u9891\u63a8\u7406\u4ec5\u8017\u65f6 70ms\uff0c15 \u500d\u4f18\u4e8e Whisper-Large\u3002<\/li><li><strong>\u5fae\u8c03\u5b9a\u5236\uff1a<\/strong>&nbsp;\u5177\u5907\u4fbf\u6377\u7684\u5fae\u8c03\u811a\u672c\u4e0e\u7b56\u7565\uff0c\u65b9\u4fbf\u7528\u6237\u6839\u636e\u4e1a\u52a1\u573a\u666f\u4fee\u590d\u957f\u5c3e\u6837\u672c\u95ee\u9898\u3002<\/li><li><strong>\u670d\u52a1\u90e8\u7f72\uff1a<\/strong>&nbsp;\u5177\u6709\u5b8c\u6574\u7684\u670d\u52a1\u90e8\u7f72\u94fe\u8def\uff0c\u652f\u6301\u591a\u5e76\u53d1\u8bf7\u6c42\uff0c\u652f\u6301\u5ba2\u6237\u7aef\u8bed\u8a00\u6709\uff0cpython\u3001c++\u3001html\u3001java \u4e0e c# \u7b49\u3002<\/li><\/ul>\n\n\n\n<h3>\u63a8\u7406\u6548\u7387\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"859\" height=\"526\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-14.png\" alt=\"\" class=\"wp-image-16942\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-14.png 859w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-14-300x184.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/08\/image-14-768x470.png 768w\" sizes=\"(max-width: 859px) 100vw, 859px\" \/><figcaption><strong>\u88681.&nbsp;<\/strong>\u6bd4\u8f83\u4e86SenseVoice\u3001Paraformer\u548cWhisper\u7684\u6a21\u578b\u7ed3\u6784\u3001\u53c2\u6570\u89c4\u6a21\u3001\u652f\u6301\u7684\u8bed\u8a00\u548c\u63a8\u7406\u6548\u7387\u3002SenseVoice-small\u91c7\u7528\u975e\u81ea\u56de\u5f52\u67b6\u6784\uff0c\u4e0eWhisper\u76f8\u6bd4\uff0c\u5b83\u5728\u63a8\u7406\u6548\u7387\u65b9\u9762\u5177\u6709\u663e\u7740\u4f18\u52bf\u3002<\/figcaption><\/figure>\n\n\n\n<h3>\u6027\u80fd\u8bc4\u6d4b\uff1a<\/h3>\n\n\n\n<p>\u6211\u4eec\u5728\u5f00\u6e90\u57fa\u51c6\u6570\u636e\u96c6\uff08\u5305\u62ecAISHELL-1\u3001AISHELL-2\u3001Wenetspeech\u3001Librisepeech\u548cCommon Voice\uff09\u4e0a\u6bd4\u8f83\u4e86SenseVoice\u548cWhisper\u7684\u591a\u8bed\u8a00\u8bc6\u522b\u6027\u80fd\u548c\u63a8\u7406\u6548\u7387\u3002\u4f7f\u7528A800\u673a\u5668\u8fdb\u884c\u63a8\u7406\u6548\u7387\u8bc4\u4f30\u3002SenseVoice-small\u91c7\u7528\u975e\u81ea\u56de\u5f52\u7aef\u5230\u7aef\u67b6\u6784\uff0c\u63a8\u7406\u5ef6\u8fdf\u6781\u4f4e-\u4e0eWhisper-small\u76f8\u6bd4\u5feb7\u500d\uff0c\u4e0eWhisper-large\u76f8\u6bd4\u5feb17\u500d\u3002<\/p>\n\n\n\n<p>1\u3001\u6587\u672c\u8bc6\u522b:[\u5728\u5f00\u6e90\u57fa\u51c6\u6570\u636e\u96c6\uff08\u5305\u62ec AISHELL-1\u3001AISHELL-2\u3001Wenetspeech\u3001Librispeech \u548c Common Voice\uff09\u4e0a\u6bd4\u8f83\u4e86 SenseVoice \u4e0e Whisper \u7684\u591a\u8bed\u8a00\u8bed\u97f3\u8bc6\u522b\u6027\u80fd\u548c\u63a8\u7406\u6548\u7387\u3002\u5728\u4e2d\u6587\u548c\u7ca4\u8bed\u8bc6\u522b\u6548\u679c\u4e0a\uff0cSenseVoice-Small \u6a21\u578b\u5177\u6709\u660e\u663e\u7684\u6548\u679c\u4f18\u52bf\u3002]<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" src=\"https:\/\/github.com\/FunAudioLLM\/SenseVoice\/raw\/main\/image\/asr_results1.png\" alt=\"\" width=\"558\" height=\"256\"\/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" src=\"https:\/\/github.com\/FunAudioLLM\/SenseVoice\/raw\/main\/image\/asr_results2.png\" alt=\"\" width=\"559\" height=\"251\"\/><\/figure><\/div>\n\n\n\n<p>2\u3001\u60c5\u611f\u8bc6\u522b<\/p>\n\n\n\n<p>SenseVoice\u4e5f\u53ef\u4ee5\u7528\u4e8e\u79bb\u6563\u60c5\u611f\u8bc6\u522b\u3002\u652f\u6301\u5feb\u4e50\u3001\u60b2\u4f24\u3001\u6124\u6012\u548c\u4e2d\u7acb\u3002\u6211\u4eec\u57287\u4e2a\u6d41\u884c\u7684\u60c5\u611f\u8bc6\u522b\u6570\u636e\u96c6\u4e0a\u5bf9\u5176\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002SenseVoice-Large\u53ef\u4ee5\u5728\u5927\u591a\u6570\u6570\u636e\u96c6\u4e0a\u63a5\u8fd1\u6216\u8d85\u8fc7SOTA\u7ed3\u679c\uff0c\u5373\u4f7f\u6ca1\u6709\u76ee\u6807\u8bed\u6599\u5e93\u5fae\u8c03\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e\u76ee\u524d\u7f3a\u4e4f\u88ab\u5e7f\u6cdb\u4f7f\u7528\u7684\u60c5\u611f\u8bc6\u522b\u6d4b\u8bd5\u6307\u6807\u548c\u65b9\u6cd5\uff0c\u6211\u4eec\u5728\u591a\u4e2a\u6d4b\u8bd5\u96c6\u7684\u591a\u79cd\u6307\u6807\u8fdb\u884c\u6d4b\u8bd5\uff0c\u5e76\u4e0e\u8fd1\u5e74\u6765 Benchmark \u4e0a\u7684\u591a\u4e2a\u7ed3\u679c\u8fdb\u884c\u4e86\u5168\u9762\u7684\u5bf9\u6bd4\u3002\u6240\u9009\u53d6\u7684\u6d4b\u8bd5\u96c6\u540c\u65f6\u5305\u542b\u4e2d\u6587 \/ \u82f1\u6587\u4e24\u79cd\u8bed\u8a00\u4ee5\u53ca\u8868\u6f14\u3001\u5f71\u89c6\u5267\u3001\u81ea\u7136\u5bf9\u8bdd\u7b49\u591a\u79cd\u98ce\u683c\u7684\u6570\u636e\uff0c\u5728\u4e0d\u8fdb\u884c\u76ee\u6807\u6570\u636e\u5fae\u8c03\u7684\u524d\u63d0\u4e0b\uff0cSenseVoice \u80fd\u591f\u5728\u6d4b\u8bd5\u6570\u636e\u4e0a\u8fbe\u5230\u548c\u8d85\u8fc7\u76ee\u524d\u6700\u4f73\u60c5\u611f\u8bc6\u522b\u6a21\u578b\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/github.com\/FunAudioLLM\/SenseVoice\/raw\/main\/image\/ser_table.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6211\u4eec\u8fd8\u5728\u6d4b\u8bd5\u96c6\u4e0a\u5bf9\u591a\u4e2a\u5f00\u6e90\u60c5\u611f\u8bc6\u522b\u6a21\u578b\u8fdb\u884c\u5bf9\u6bd4\uff0c\u7ed3\u679c\u8868\u660e\uff0cSenseVoice-Large \u6a21\u578b\u53ef\u4ee5\u5728\u51e0\u4e4e\u6240\u6709\u6570\u636e\u4e0a\u90fd\u8fbe\u5230\u4e86\u6700\u4f73\u6548\u679c\uff0c\u800c SenseVoice-Small \u6a21\u578b\u540c\u6837\u53ef\u4ee5\u5728\u591a\u6570\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u8d85\u8d8a\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" src=\"https:\/\/github.com\/FunAudioLLM\/SenseVoice\/raw\/main\/image\/ser_figure.png\" alt=\"\" width=\"444\" height=\"256\"\/><\/figure><\/div>\n\n\n\n<p>3\u3001\u4e8b\u4ef6\u68c0\u6d4b<\/p>\n\n\n\n<p>SenseVoice-Small\u548cSenseVoice-Large\u6a21\u578b\u90fd\u53ef\u4ee5\u68c0\u6d4b\u5230\u8bed\u97f3\u4e2d\u7684\u97f3\u9891\u4e8b\u4ef6\uff0c\u5305\u62ec\u97f3\u4e50\u3001\u638c\u58f0\u3001\u7b11\u58f0\u3002SenseVoice-Large\u53ef\u4ee5\u9884\u6d4b\u97f3\u9891\u4e8b\u4ef6\u7684\u5f00\u59cb\u548c\u7ed3\u675f\u4f4d\u7f6e\uff0c\u800cSenseVoice Small\u53ea\u80fd\u9884\u6d4b\u97f3\u9891\u4e2d\u53d1\u751f\u4e86\u4ec0\u4e48\uff08\u53ea\u6709\u4e00\u4e2a\u4e8b\u4ef6\uff09\uff0c\u4f46\u662f\uff0c\u5b83\u53ef\u4ee5\u68c0\u6d4b\u66f4\u591a\u7684\u4e8b\u4ef6\uff0c\u4f8b\u5982\u5728\u4eba\u673a\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u53d1\u751f\u7684\u54b3\u55fd\uff0c\u6253\u55b7\u568f\uff0c\u547c\u5438\u548c\u54ed\u6ce3\u3002<\/p>\n\n\n\n<p>\u5c3d\u7ba1 SenseVoice \u53ea\u5728\u8bed\u97f3\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5b83\u4ecd\u7136\u53ef\u4ee5\u4f5c\u4e3a\u4e8b\u4ef6\u68c0\u6d4b\u6a21\u578b\u8fdb\u884c\u5355\u72ec\u4f7f\u7528\u3002\u6211\u4eec\u5728\u73af\u5883\u97f3\u5206\u7c7b ESC-50 \u6570\u636e\u96c6\u4e0a\u4e0e\u76ee\u524d\u4e1a\u5185\u5e7f\u6cdb\u4f7f\u7528\u7684 BEATS \u4e0e PANN \u6a21\u578b\u7684\u6548\u679c\u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002SenseVoice \u6a21\u578b\u80fd\u591f\u5728\u8fd9\u4e9b\u4efb\u52a1\u4e0a\u53d6\u5f97\u8f83\u597d\u7684\u6548\u679c\uff0c\u4f46\u53d7\u9650\u4e8e\u8bad\u7ec3\u6570\u636e\u4e0e\u8bad\u7ec3\u65b9\u5f0f\uff0c\u5176\u4e8b\u4ef6\u5206\u7c7b\u6548\u679c\u4e13\u4e1a\u7684\u4e8b\u4ef6\u68c0\u6d4b\u6a21\u578b\u76f8\u6bd4\u4ecd\u7136\u6709\u4e00\u5b9a\u7684\u5dee\u8ddd\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" src=\"https:\/\/github.com\/FunAudioLLM\/SenseVoice\/raw\/main\/image\/aed_figure.png\" alt=\"\" width=\"407\" height=\"269\"\/><\/figure><\/div>\n\n\n\n<h2>\u8bad\u7ec3\u6570\u636e\uff1a<\/h2>\n\n\n\n<h3>SenseVoice\u7684\u8bad\u7ec3\u96c6<\/h3>\n\n\n\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u7528\u4e8e\u8bad\u7ec3 SenseVoice \u6a21\u578b\u7684\u6570\u636e\u96c6\u6982\u89c8\u3002<\/p>\n\n\n\n<p>SenseVoice-Small \u6a21\u578b\u5728\u4e00\u4e2a\u5305\u542b\u7ea6 30 \u4e07\u5c0f\u65f6\u97f3\u9891\u6570\u636e\u7684\u5e9e\u5927\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u8986\u76d6\u4e86\u5305\u62ec\u4e2d\u6587\u3001\u7ca4\u8bed\u3001\u82f1\u8bed\u3001\u65e5\u8bed\u548c\u97e9\u8bed\u5728\u5185\u7684 5 \u79cd\u8bed\u8a00\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u589e\u5f3a SenseVoice-Large \u7684\u591a\u8bed\u8a00\u80fd\u529b\uff0c\u8bad\u7ec3\u8bed\u6599\u5e93\u4e2d\u989d\u5916\u52a0\u5165\u4e86 10 \u4e07\u5c0f\u65f6\u591a\u8bed\u8a00\u6570\u636e\u3002\u4e3a\u4e86\u4ece\u8bed\u97f3\u6570\u636e\u4e2d\u83b7\u53d6\u4e30\u5bcc\u7684\u8f6c\u5f55\u6807\u7b7e\uff0c\u6211\u4eec\u5229\u7528\u4e86\u5f00\u6e90\u7684\u97f3\u9891\u4e8b\u4ef6\u68c0\u6d4b\uff08AED\uff09\u6a21\u578b\u548c\u8bed\u97f3\u60c5\u611f\u8bc6\u522b\uff08SER\uff09\u6a21\u578b\uff0c\u751f\u6210\u4f2a\u6807\u7b7e\uff0c\u4ece\u800c\u6784\u5efa\u4e86\u4e00\u4e2a\u5185\u5bb9\u4e30\u5bcc\u7684\u5927\u89c4\u6a21\u8f6c\u5f55\u6570\u636e\u96c6\u3002\u5177\u4f53\u800c\u8a00\uff0cAED \u6570\u636e\u96c6\u5305\u542b\u4e86 1.5 \u4ebf\u6761\u97f3\u9891\uff0c\u800c SER \u6570\u636e\u96c6\u5219\u5305\u542b\u4e86 3000 \u4e07\u6761\u97f3\u9891\u3002<\/p>\n\n\n\n<p>\u3010 SER \u6a21\u578b \uff1a<a href=\"https:\/\/modelscope.cn\/models\/iic\/emotion2vec_plus_large\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/modelscope.cn\/models\/iic\/emotion2vec_plus_large<\/a>\u3011<\/p>\n\n\n\n<p>\u3010 AED\u6a21\u578b \uff1a<a href=\"https:\/\/github.com\/qiuqiangkong\/audioset_tagging_cnn\/tree\/master\">https:\/\/github.com\/qiuqiangkong\/audioset_tagging_cnn\/tree\/master<\/a>\u3011<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"519\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-69-1024x519.png\" alt=\"\" class=\"wp-image-22601\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-69-1024x519.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-69-300x152.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-69-768x389.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-69.png 1465w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3>CosyVoice \u7684\u8bad\u7ec3\u96c6<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u8bad\u7ec3 CosyVoice \u6a21\u578b\uff0c\u6211\u4eec\u79ef\u7d2f\u4e86\u4e00\u4e2a\u5305\u542b\u591a\u79cd\u8bed\u8a00\u7684\u5927\u91cf\u6570\u636e\u96c6\u3002\u5728\u6574\u4e2a\u6536\u96c6\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u5229\u7528\u4e13\u95e8\u7684\u5185\u90e8\u5de5\u5177\u8fdb\u884c\u8bed\u97f3\u68c0\u6d4b\u3001\u4fe1\u566a\u6bd4 \uff08SNR\uff09 \u4f30\u8ba1\u3001\u8bf4\u8bdd\u4eba\u5206\u7c7b\u548c\u5206\u79bb\u3002\u968f\u540e\uff0c\u4f7f\u7528 SenseVoice-Large \u548c Paraformer \u751f\u6210\u4f2a\u6587\u672c\u6807\u7b7e\u3002\u8fd9\u4e9b\u6807\u7b7e\u5728\u529b\u5bf9\u9f50 \uff08FA\uff09 \u6a21\u578b\u7684\u5e2e\u52a9\u4e0b\u7ecf\u8fc7\u4f18\u5316\u8fc7\u7a0b\uff0c\u8fd9\u6709\u52a9\u4e8e\u6d88\u9664\u4f4e\u8d28\u91cf\u7684\u6570\u636e\u5e76\u63d0\u9ad8\u6807\u70b9\u7b26\u53f7\u7684\u51c6\u786e\u6027\u3002\u8868&nbsp;4&nbsp;\u5217\u51fa\u4e86\u5404\u79cd\u8bed\u8a00\u7684\u8bad\u7ec3\u6570\u636e\u6301\u7eed\u65f6\u95f4\u7684\u5168\u9762\u7ec6\u5206\u3002<\/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-70.png\" alt=\"\" class=\"wp-image-22609\" width=\"569\" height=\"200\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-70.png 1005w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-70-300x106.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-70-768x271.png 768w\" sizes=\"(max-width: 569px) 100vw, 569px\" \/><\/figure><\/div>\n\n\n\n<p>\u5bf9\u4e8e CosyVoice-instruct \u6a21\u578b\uff0c\u6211\u4eec\u4f7f\u7528\u6307\u4ee4\u8bad\u7ec3\u6570\u636e\u5bf9 CosyVoice-base \u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u800c\u65e0\u9700\u5728\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u4e2d\u52a0\u5165\u8bf4\u8bdd\u4eba\u5d4c\u5165\u3002\u8868&nbsp;5&nbsp;\u663e\u793a\u4e86\u4e0d\u540c\u7c7b\u578b\u6307\u4ee4\u7684\u8bad\u7ec3\u6570\u636e\u7684\u6301\u7eed\u65f6\u95f4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"667\" height=\"189\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-71.png\" alt=\"\" class=\"wp-image-22627\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-71.png 667w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-71-300x85.png 300w\" sizes=\"(max-width: 667px) 100vw, 667px\" \/><\/figure>\n\n\n\n<h2>\u9650\u5236\uff1a<\/h2>\n\n\n\n<p>1\u3001SenseVoice\u6709\u4e00\u4e9b\u9700\u8981\u89e3\u51b3\u7684\u5c40\u9650\u6027\u3002\u9996\u5148\uff0c\u5bf9\u4e8e\u8d44\u6e90\u4e0d\u8db3\u7684\u8bed\u8a00\uff0cASR\u6027\u80fd\u901a\u5e38\u8981\u4f4e\u5f97\u591a\u3002\u5176\u6b21\uff0cSenseVoice\u4e0d\u662f\u4e3a\u6d41\u5f0f\u8f6c\u5f55\u800c\u8bbe\u8ba1\u7684\u3002\u56e0\u6b64\uff0c\u672a\u6765\u7684\u5de5\u4f5c\u53ef\u80fd\u4f1a\u96c6\u4e2d\u5728\u5f00\u53d1\u57fa\u4e8eSenseVoice\u7684\u6d41\u5f0f\u8bed\u97f3\u7406\u89e3\u6a21\u578b\u3002<\/p>\n\n\n\n<p>2\u3001CosyVoice\u4e5f\u6709\u4e00\u4e9b\u9650\u5236\u3002\u9996\u5148\uff0c\u5b83\u652f\u6301\u7684\u8bed\u8a00\u6570\u91cf\u6709\u9650\u3002\u867d\u7136\u5b83\u53ef\u4ee5\u6839\u636e\u660e\u786e\u7684\u6307\u4ee4\u8868\u8fbe\u60c5\u611f\u548c\u8bf4\u8bdd\u98ce\u683c\uff0c\u4f46\u5b83\u4e0d\u80fd\u6839\u636e\u6587\u672c\u7684\u8bed\u4e49\u5185\u5bb9\u63a8\u65ad\u51fa\u9002\u5f53\u7684\u60c5\u611f\u6216\u98ce\u683c\u3002\u6b64\u5916\uff0cCosyVoice\u5728\u5531\u6b4c\u65f6\u8868\u73b0\u4e0d\u4f73\u3002\u5728\u4fdd\u6301\u58f0\u97f3\u539f\u6709\u97f3\u8272\u7684\u540c\u65f6\uff0c\u5b9e\u73b0\u5bcc\u6709\u8868\u73b0\u529b\u7684\u60c5\u611f\u53d8\u5316\u4ecd\u6709\u6539\u8fdb\u7684\u7a7a\u95f4\u3002<\/p>\n\n\n\n<p>3\u3001\u53e6\u4e00\u4e2a\u9650\u5236\u662fFunAudioLLM\u4e2d\u7684\u4e24\u4e2a\u521b\u65b0\u6a21\u578b\u6ca1\u6709\u4f7f\u7528LLMs\u8fdb\u884c\u7aef\u5230\u7aef\u7684\u8bad\u7ec3\u3002\u8fd9\u79cd\u6d41\u6c34\u7ebf\u65b9\u6cd5\u53ef\u80fd\u4f1a\u5f15\u5165\u9519\u8bef\u4f20\u64ad\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5f71\u54cd\u6574\u4f53\u6027\u80fd\u3002<\/p>\n\n\n\n<h2>sensevoice \u63a8\u7406\u4ee3\u7801\uff1a<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>    def inference(\n        self,\n        data_in,\n        data_lengths=None,\n        key: list = &#091;\"wav_file_tmp_name\"],\n        tokenizer=None,\n        frontend=None,\n        **kwargs,\n    ):\n\n\n        meta_data = {}\n        if (\n            isinstance(data_in, torch.Tensor) and kwargs.get(\"data_type\", \"sound\") == \"fbank\"\n        ):  # fbank\n            speech, speech_lengths = data_in, data_lengths\n            if len(speech.shape) &lt; 3:\n                speech = speech&#091;None, :, :]\n            if speech_lengths is None:\n                speech_lengths = speech.shape&#091;1]\n        else:\n            # extract fbank feats\n            time1 = time.perf_counter()\n            audio_sample_list = load_audio_text_image_video(\n                data_in,\n                fs=frontend.fs,\n                audio_fs=kwargs.get(\"fs\", 16000),\n                data_type=kwargs.get(\"data_type\", \"sound\"),\n                tokenizer=tokenizer,\n            )\n            # print(audio_sample_list)\n            time2 = time.perf_counter()\n            meta_data&#091;\"load_data\"] = f\"{time2 - time1:0.3f}\"\n            speech, speech_lengths = extract_fbank(\n                audio_sample_list, data_type=kwargs.get(\"data_type\", \"sound\"), frontend=frontend\n            )\n            time3 = time.perf_counter()\n            meta_data&#091;\"extract_feat\"] = f\"{time3 - time2:0.3f}\"\n            meta_data&#091;\"batch_data_time\"] = (\n                speech_lengths.sum().item() * frontend.frame_shift * frontend.lfr_n \/ 1000\n            )\n\n        speech = speech.to(device=kwargs&#091;\"device\"])\n        speech_lengths = speech_lengths.to(device=kwargs&#091;\"device\"])\n        print(\"speech\", speech.shape, speech_lengths)\n        language = kwargs.get(\"language\", \"auto\")\n        language_query = self.embed(\n            torch.LongTensor(\n                &#091;&#091;self.lid_dict&#091;language] if language in self.lid_dict else 0]]\n            ).to(speech.device)\n        ).repeat(speech.size(0), 1, 1)\n        print(\"language_query\", language_query.shape)\n        use_itn = kwargs.get(\"use_itn\", False)\n        textnorm = kwargs.get(\"text_norm\", None)\n        if textnorm is None:\n            textnorm = \"withitn\" if use_itn else \"woitn\"\n        textnorm_query = self.embed(\n            torch.LongTensor(&#091;&#091;self.textnorm_dict&#091;textnorm]]]).to(speech.device)\n        ).repeat(speech.size(0), 1, 1)\n        print(\"textnorm_query\", textnorm_query.shape)\n        speech = torch.cat((textnorm_query, speech), dim=1)\n        speech_lengths += 1\n        print(\"speech_add_textnorm\", speech.shape, speech_lengths)\n        event_emo_query = self.embed(torch.LongTensor(&#091;&#091;1, 2]]).to(speech.device)).repeat(\n            speech.size(0), 1, 1\n        )\n        print(\"event_emo_query\", event_emo_query.shape)\n        input_query = torch.cat((language_query, event_emo_query), dim=1)\n        print(\"input_query\", input_query.shape)\n        speech = torch.cat((input_query, speech), dim=1)\n        speech_lengths += 3\n        print(\"speech_final\", speech.shape, speech_lengths)\n\n        # Encoder\n        encoder_out, encoder_out_lens = self.encoder(speech, speech_lengths)\n        print(\"encoder_out\", encoder_out.shape, encoder_out_lens)\n        if isinstance(encoder_out, tuple):\n            encoder_out = encoder_out&#091;0]\n\n        # c. Passed the encoder result and the beam search\n\n        # \u675f\u641c\u7d22\u548cCTC\u89e3\u7801\n        ctc_logits = self.ctc.log_softmax(encoder_out)\n\n        results = &#091;]\n        b, n, d = encoder_out.size()\n        if isinstance(key&#091;0], (list, tuple)):\n            key = key&#091;0]\n        if len(key) &lt; b:\n            key = key * b\n        for i in range(b):\n\n#\u5bf9\u6bcf\u4e2a batch \u6837\u672c\u63d0\u53d6 CTC logits \u8f93\u51fa\u7684\u524d encoder_out_lens&#091;i] \u5e27\u3002\n#\u4f7f\u7528 argmax \u627e\u5230\u6bcf\u4e2a\u65f6\u95f4\u6b65\u6982\u7387\u6700\u5927\u7684\u7c7b\u522b ID (yseq)\u3002\n#\u4f7f\u7528 torch.unique_consecutive \u53bb\u9664\u8fde\u7eed\u7684\u91cd\u590d\u7c7b\u522b ID\uff08CTC \u89e3\u7801\u4e2d\u7684\u5e38\u89c1\u6b65\u9aa4\uff0c\u7528\u4e8e\u53bb\u9664\u91cd\u590d\u7684\u7b26\u53f7\uff09\u3002\n            x = ctc_logits&#091;i, : encoder_out_lens&#091;i].item(), :]\n            yseq = x.argmax(dim=-1)\n            yseq = torch.unique_consecutive(yseq, dim=-1) # \u4f7f\u7528 torch.unique_consecutive \u53bb\u9664\u8fde\u7eed\u7684\u91cd\u590d\u7c7b\u522b ID\uff08CTC \u89e3\u7801\u4e2d\u7684\u5e38\u89c1\u6b65\u9aa4\uff0c\u7528\u4e8e\u53bb\u9664\u91cd\u590d\u7684\u7b26\u53f7\uff09\n\n            ibest_writer = None\n            if kwargs.get(\"output_dir\") is not None:\n                if not hasattr(self, \"writer\"):\n                    self.writer = DatadirWriter(kwargs.get(\"output_dir\"))\n                ibest_writer = self.writer&#091;f\"1best_recog\"]\n\n#\u4f7f\u7528 mask \u53bb\u6389 CTC \u89e3\u7801\u4e2d\u7684 blank ID\u3002\n#\u5c06\u6574\u6570 ID \u5217\u8868\u8f6c\u5316\u4e3a\u5bf9\u5e94\u7684\u5b57\u7b26\u6216\u5355\u8bcd\uff08\u901a\u8fc7 tokenizer.decode\uff09\u3002\n            mask = yseq != self.blank_id\n            token_int = yseq&#091;mask].tolist()\n\n            # Change integer-ids to tokens\n            text = tokenizer.decode(token_int)\n\n            result_i = {\"key\": key&#091;i], \"text\": text}\n            results.append(result_i)\n\n            if ibest_writer is not None:\n                ibest_writer&#091;\"text\"]&#091;key&#091;i]] = text\n\n        return results, meta_data<\/code><\/pre>\n\n\n\n<p>CTC\u4f7f\u7528blank id\u6765<strong>\u5bf9\u9f50\u4e0d\u540c\u957f\u5ea6\u7684\u8f93\u5165\u548c\u8f93\u51fa\uff1a<\/strong><\/p>\n\n\n\n<ul><li>\u5728\u8bed\u97f3\u8bc6\u522b\u7b49\u4efb\u52a1\u4e2d\uff0c\u8f93\u5165\u7684\u8bed\u97f3\u5e27\u6570\u5f80\u5f80\u8fdc\u591a\u4e8e\u8f93\u51fa\u7684\u5b57\u7b26\u6570\u3002CTC \u901a\u8fc7\u5f15\u5165 <code>blank ID<\/code> \u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u751f\u6210\u5bf9\u9f50\uff08alignment\uff09\uff0c\u4ece\u800c\u5141\u8bb8\u8f93\u5165\u957f\u5ea6\u5927\u4e8e\u8f93\u51fa\u957f\u5ea6\u3002<\/li><li><strong>blank<\/strong> \u7528\u6765\u8868\u793a\u5728\u67d0\u4e2a\u65f6\u95f4\u6b65\u6a21\u578b\u6ca1\u6709\u8f93\u51fa\u4efb\u4f55\u5b57\u7b26\uff0c\u6216\u8005\u4fdd\u6301\u4e0a\u4e00\u4e2a\u5b57\u7b26\u7684\u72b6\u6001\u4e0d\u53d8\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u53bb\u9664\u91cd\u590d\u548c\u5197\u4f59\uff1a<\/strong><\/p>\n\n\n\n<ul><li>\u8bed\u97f3\u5e27\u4e0e\u5b57\u7b26\u4e4b\u95f4\u7684\u5bf9\u9f50\u5e76\u4e0d\u662f\u4e00\u4e00\u5bf9\u5e94\u7684\uff0cCTC \u4f1a\u5141\u8bb8\u6a21\u578b\u5728\u591a\u4e2a\u65f6\u95f4\u6b65\u4e2d\u8f93\u51fa\u76f8\u540c\u7684\u5b57\u7b26\uff0c\u540c\u65f6\u5728\u5176\u4ed6\u65f6\u95f4\u6b65\u8f93\u51fa <code>blank<\/code>\u3002<\/li><li>\u89e3\u7801\u8fc7\u7a0b\u4e2d\uff0c\u5f53\u9047\u5230\u8fde\u7eed\u7684\u76f8\u540c\u5b57\u7b26\u65f6\uff0c\u53ea\u4fdd\u7559\u7b2c\u4e00\u4e2a\u5b57\u7b26\uff0c\u5ffd\u7565\u91cd\u590d\u51fa\u73b0\u7684\u5b57\u7b26\u548c <code>blank<\/code>\uff0c\u8fd9\u5e2e\u52a9\u53bb\u9664\u5197\u4f59\u3002<\/li><li>\u4f8b\u5982\uff0c\u6a21\u578b\u8f93\u51fa\u53ef\u80fd\u662f <code>[a, blank, blank, a, a, blank, t, blank, blank]<\/code>\uff0c\u6700\u7ec8\u89e3\u7801\u7ed3\u679c\u4f1a\u53d8\u4e3a <code>\"a, t\"<\/code>\u3002<\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>https:\/\/funaudiollm.github.io\/ [\u963f\u91cc\u56e2\u961f] arxiv.org\/abs\/240 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/08\/08\/funaudiollm-2\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">FunAudioLLM\uff1a\u4eba\u7c7b\u548cLLMs\u4e4b\u95f4\u81ea\u7136\u4ea4\u4e92\u7684\u8bed\u97f3\u7406\u89e3\u548c\u751f\u6210\u57fa\u7840\u6a21\u578b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[21,40,4,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/16542"}],"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=16542"}],"version-history":[{"count":197,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/16542\/revisions"}],"predecessor-version":[{"id":23268,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/16542\/revisions\/23268"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=16542"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=16542"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=16542"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}