{"id":22205,"date":"2024-11-28T16:25:09","date_gmt":"2024-11-28T08:25:09","guid":{"rendered":"http:\/\/139.9.1.231\/?p=22205"},"modified":"2024-11-28T16:25:11","modified_gmt":"2024-11-28T08:25:11","slug":"mini-omni-language-models-can-hear-talk-while-thinking-in-streaming","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/11\/28\/mini-omni-language-models-can-hear-talk-while-thinking-in-streaming\/","title":{"rendered":"Mini-Omni: Language Models Can Hear, Talk While Thinking in Streaming"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><br><strong>Mini-Omni\uff1a\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5728\u6d41\u4e2d\u542c\u3001\u8bf4\u548c\u601d\u8003<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center has-light-pink-background-color has-background\"><strong>Github\uff1a<a href=\"https:\/\/github.com\/gpt-omni\/mini-omni\">https:\/\/github.com\/gpt-omni\/mini-omni<\/a><\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center has-light-pink-background-color has-background\"><strong><em>Paper\uff1a<a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2408.16725\">arxiv.org\/abs\/2408.16725<\/a><\/em><\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center has-light-pink-background-color has-background\"><strong><em>\u5bf9\u8bdd\u8bad\u7ec3<\/em><\/strong><em style=\"font-weight: bold;\">\u6570\u636e\u96c6\u5f00\u6e90\uff1aVoiceAssistant-400K&nbsp;is uploaded to&nbsp;<a href=\"https:\/\/huggingface.co\/datasets\/gpt-omni\/VoiceAssistant-400K\">Hugging Face<\/a>.<\/em>\u3010<strong><em>\u57fa\u4e8e<a href=\"https:\/\/github.com\/FunAudioLLM\/CosyVoice?tab=readme-ov-file\" target=\"_blank\" rel=\"noreferrer noopener\">cosyvoice<\/a>\u5408\u6210\u7684<\/em><\/strong>\u3011<\/p>\n\n\n\n<ul><li><a href=\"https:\/\/github.com\/QwenLM\/Qwen2\/\">Qwen2<\/a>&nbsp;as the LLM backbone.<\/li><li><a href=\"https:\/\/github.com\/Lightning-AI\/litgpt\/\">litGPT<\/a>&nbsp;for training and inference.<\/li><li><strong><a href=\"https:\/\/github.com\/openai\/whisper\/\">whisper<\/a>&nbsp;for audio encoding.\u3010\u7528\u4e8e\u6a21\u578b\u97f3\u9891\u8868\u5f81\u7f16\u7801\u3011<\/strong><\/li><li><strong><a href=\"https:\/\/github.com\/hubertsiuzdak\/snac\/\">snac<\/a>&nbsp;for audio decoding.\u3010RVQ\u67b6\u6784\u7528\u4e8e\u6a21\u578b\u97f3\u9891\u89e3\u7801\u3011<\/strong><\/li><li><strong><a href=\"https:\/\/github.com\/FunAudioLLM\/CosyVoice\">CosyVoice<\/a>&nbsp;for generating synthetic speech.\u3010\u7528\u4e8e\u5408\u6210\u8bad\u7ec3\u6570\u636e\u3011<\/strong><\/li><li><a href=\"https:\/\/huggingface.co\/datasets\/Open-Orca\/OpenOrca\">OpenOrca<\/a>&nbsp;and&nbsp;<a href=\"https:\/\/github.com\/OpenMOSS\/MOSS\/tree\/main\">MOSS<\/a>&nbsp;for alignment.<\/li><\/ul>\n\n\n\n<ul class=\"has-background\" style=\"background:linear-gradient(135deg,rgba(75,229,6,0.02) 50%,rgb(155,81,224) 100%)\"><li>Mini-Omni\u7684<strong>\u57fa\u672c\u601d\u60f3\u662f\u901a\u8fc7\u6587\u672c\u6765\u6307\u5bfc\u97f3\u9891\u7684\u751f\u6210<\/strong>\uff0c\u8fd9\u79cd\u65b9\u6cd5\u57fa\u4e8e\u5047\u8bbe\uff1a<strong>text token\u6709\u66f4\u9ad8\u7684\u4fe1\u606f\u5bc6\u5ea6\uff0c\u53ef\u4ee5\u4f7f\u7528\u66f4\u5c11\u7684token\u8868\u793a\u76f8\u540c\u7684\u4fe1\u606f\u3002<\/strong><\/li><li>\u751f\u6210\u97f3\u9891token\u65f6\u4ee5\u5bf9\u5e94\u6587\u672ctoken\u4e3a\u6761\u4ef6\uff0c\u7c7b\u4f3c\u5728\u7ebf\u8bed\u97f3\u5408\u6210\u7cfb\u7edf\uff0c\u4e14\u751f\u6210\u97f3\u9891\u524d\u7528 N \u4e2apad token\u586b\u5145\uff0c\u786e\u4fdd\u5148\u4ea7\u751f\u6587\u672ctoken\u3002<\/li><li>\u6a21\u578b\u53ef\u4f9d\u636e\u8bf4\u8bdd\u8005\u548c\u98ce\u683c\u7684embedding\uff0c\u63a7\u5236\u8bf4\u8bdd\u8005\u7279\u5f81\u548c\u98ce\u683c\u5143\u7d20\u3002<\/li><\/ul>\n\n\n\n\n\n<h2>Introduction&nbsp;&nbsp;<\/h2>\n\n\n\n<p><strong>Mini-Omni<\/strong>\uff0c\u8fd9\u662f\u4e00\u79cd\u57fa\u4e8e\u97f3\u9891\u7684\u7aef\u5230\u7aef\u5bf9\u8bdd\u6a21\u578b\uff0c\u80fd\u591f\u8fdb\u884c\u5b9e\u65f6\u8bed\u97f3\u4ea4\u4e92\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u79cd\u80fd\u529b\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u6587\u672c\u6307\u5bfc\u7684\u8bed\u97f3\u751f\u6210\u65b9\u6cd5<\/strong>\uff0c\u4ee5\u53ca\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684<strong>\u6279\u5904\u7406\u5e76\u884c\u7b56\u7565<\/strong>\uff0c\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u6027\u80fd\u3002<strong>\u8be5\u65b9\u6cd5\u8fd8\u6709\u52a9\u4e8e\u4ee5\u6700\u5c0f\u7684\u9000\u5316\u4fdd\u7559\u539f\u59cb\u6a21\u578b\u7684\u8bed\u8a00\u80fd\u529b<\/strong>\uff0c\u4f7f\u5176\u4ed6\u5de5\u4f5c\u80fd\u591f\u5efa\u7acb\u5b9e\u65f6\u4ea4\u4e92\u80fd\u529b\u3002\u6211\u4eec\u5c06\u8fd9\u79cd\u8bad\u7ec3\u65b9\u6cd5\u79f0\u4e3a&nbsp;<strong>\u201cAny Model Can Talk\u201d\u3002<\/strong>\u6211\u4eec\u8fd8\u5f15\u5165\u4e86&nbsp;<strong>VoiceAssistant-400K<\/strong>&nbsp;<strong>\u6570\u636e\u96c6<\/strong>\uff0c<strong>\u4ee5\u5fae\u8c03\u9488\u5bf9\u8bed\u97f3\u8f93\u51fa\u4f18\u5316\u7684\u6a21\u578b<\/strong>\u3002\u636e\u6211\u4eec\u6240\u77e5\uff0c<strong>Mini-Omni<\/strong>&nbsp;<strong>\u662f\u7b2c\u4e00\u4e2a\u7528\u4e8e\u5b9e\u65f6\u8bed\u97f3\u4ea4\u4e92\u7684\u5b8c\u5168\u7aef\u5230\u7aef\u7684\u5f00\u6e90\u6a21\u578b<\/strong>\uff0c\u4e3a\u672a\u6765\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u6f5c\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"955\" height=\"577\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-49.png\" alt=\"\" class=\"wp-image-22210\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-49.png 955w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-49-300x181.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-49-768x464.png 768w\" sizes=\"(max-width: 955px) 100vw, 955px\" \/><figcaption>Figure 1:The&nbsp;<strong>Mini-Omni<\/strong>&nbsp;model architecture.<\/figcaption><\/figure>\n\n\n\n<p>&nbsp;<strong>Mini-Omni<\/strong>\uff0c\u8fd9\u662f\u7b2c\u4e00\u4e2a\u5177\u6709\u5b9e\u65f6\u5bf9\u8bdd\u529f\u80fd\u7684\u5f00\u6e90\u591a\u6a21\u578b\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u5177\u6709\u5b8c\u5168\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u8f93\u5165\u548c\u8f93\u51fa\u529f\u80fd\u3002\u5b83\u8fd8\u5305\u62ec\u5404\u79cd\u5176\u4ed6\u97f3\u9891\u8f6c\u6587\u672c\u529f\u80fd\uff0c\u4f8b\u5982<strong>\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b \uff08ASR\uff09<\/strong>\u3002\u6211\u4eec\u91c7\u7528\u4e86\u76ee\u524d\u53ef\u7528\u7684\u73b0\u6210\u65b9\u6cd5\u6765\u79bb\u6563\u8bed\u97f3\u6807\u8bb0\uff0c\u5e76\u91c7\u7528\u4e86\u6700\u7b80\u5355\u7684\u6a21\u578b\u67b6\u6784\uff0c\u4f7f\u6211\u4eec\u7684\u6a21\u578b\u548c\u65b9\u6cd5\u5f88\u5bb9\u6613\u88ab\u5176\u4ed6\u7814\u7a76\u4eba\u5458\u91c7\u7528\u3002\u76f4\u63a5\u97f3\u9891\u63a8\u7406\u5e26\u6765\u4e86\u91cd\u5927\u6311\u6218\uff1b\u7136\u800c\uff0c\u6211\u4eec\u7684\u65b9\u6cd5<strong>\u4ec5\u4f7f\u7528 0.5B \u6a21\u578b\u548c\u6709\u9650\u6570\u91cf\u7684\u5408\u6210\u97f3\u9891\u6570\u636e\u5c31\u6210\u529f\u5730\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898<\/strong>\u3002<\/p>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>\u91cd\u8981\u7684\u662f\uff0c\u6211\u4eec\u7684\u8bad\u7ec3\u6846\u67b6\u53ef\u4ee5\u5728\u4e0d\u4e25\u91cd\u4f9d\u8d56\u5e7f\u6cdb\u7684\u6a21\u578b\u529f\u80fd\u6216\u5927\u91cf\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u5229\u7528\u548c\u4fdd\u7559\u8bed\u8a00\u6a21\u578b\u7684\u539f\u59cb\u529f\u80fd\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5e76\u884c\u751f\u6210\u8303\u5f0f\uff0c\u5176\u4e2d transformer \u540c\u65f6\u751f\u6210\u97f3\u9891\u548c\u6587\u672c\u6807\u8bb0\u3002\u968f\u540e\uff0c<strong>\u6211\u4eec\u89c2\u5bdf\u5230\u97f3\u9891\u6a21\u6001\u5bf9\u6587\u672c\u80fd\u529b\u7684\u5f71\u54cd\u5f88\u5c0f<\/strong>\uff0c\u5e76\u8fdb\u4e00\u6b65\u5f15\u5165\u4e86<strong>\u57fa\u4e8e\u6279\u5904\u7406\u7684\u5e76\u884c\u751f\u6210<\/strong>\uff0c\u8fd9\u663e\u7740\u589e\u5f3a\u4e86\u6a21\u578b\u5728\u6d41\u5f0f\u97f3\u9891\u8f93\u51fa\u8fc7\u7a0b\u4e2d\u7684\u63a8\u7406\u80fd\u529b\u3002\u4f5c\u4e3a\u4e00\u4e2a \u91cd\u8981\u51b3\u7b56\uff0c\u6211\u4eec\u9009\u62e9\u4e0d\u727a\u7272\u97f3\u9891\u8d28\u91cf\u6765\u6362\u53d6\u66f4\u7b80\u5355\u3001\u6bd4\u7279\u7387\u66f4\u4f4e\u7684\u97f3\u9891\u7f16\u7801\u5668\uff0c\u4ee5\u964d\u4f4e\u6a21\u578b\u4e2d\u97f3\u9891\u63a8\u7406\u7684\u590d\u6742\u6027\u3002\u4f46\u662f\uff0c\u4e3a\u4e86\u786e\u4fdd\u97f3\u9891\u8d28\u91cf\uff0c\u6211\u4eec\u9009\u62e9\u4e86 SNAC&nbsp;\uff0c\u8fd9\u662f\u4e00\u6b3e\u97f3\u4e50\u7ea7\u7f16\u7801\u5668\uff0c\u5177\u6709 8 \u5c42\u7801\u672c\uff0c\u6bcf\u79d2\u5904\u7406\u6570\u767e\u4e2a\u4ee4\u724c\u3002\u521b\u65b0\u5730\uff0c\u6211\u4eec\u5e94\u7528<strong>\u4e86\u6587\u672c\u6307\u5bfc\u7684\u5ef6\u8fdf\u5e76\u884c\u751f\u6210<\/strong>\u6765<strong>\u89e3\u51b3\u957f SNAC \u7801\u672c\u5e8f\u5217\u7684\u95ee\u9898<\/strong>\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u97f3\u9891\u8f93\u51fa\u8d28\u91cf\u4e0e\u5e38\u89c1\u7684 TTS \u7cfb\u7edf\u76f8\u5f53\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u65b9\u6cd5\uff0c<strong>\u8be5\u65b9\u6cd5\u53ea\u8981\u5bf9\u539f\u59cb\u6a21\u578b\u8fdb\u884c\u6700\u5c11\u7684\u8bad\u7ec3\u548c\u4fee\u6539\uff0c\u4f7f\u5176\u4ed6\u5de5\u4f5c\u80fd\u591f\u5feb\u901f\u53d1\u5c55\u81ea\u5df1\u7684\u8bed\u97f3\u80fd\u529b\u3002\u6211\u4eec\u5c06\u8fd9\u79cd\u65b9\u6cd5\u79f0\u4e3a&nbsp;\u201cAny Model Can Talk\u201d\uff0c\u65e8\u5728\u4f7f\u7528\u6709\u9650\u6570\u91cf\u7684\u9644\u52a0\u6570\u636e\u5b9e\u73b0\u8bed\u97f3\u8f93\u51fa\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u989d\u5916\u7684\u9002\u914d\u5668\u548c\u9884\u5148\u8bad\u7ec3\u7684\u6a21\u578b\u6765\u6269\u5c55\u8bed\u97f3\u529f\u80fd\uff0c\u5e76\u4f7f\u7528\u5c11\u91cf\u5408\u6210\u6570\u636e\u8fdb\u884c\u5fae\u8c03\u3002\u8fd9\u4e0e\u4e0a\u8ff0\u5e76\u884c\u5efa\u6a21\u65b9\u6cd5\u76f8\u7ed3\u5408\uff0c\u53ef\u4ee5\u5728\u65b0\u6a21\u6001\u4e2d\u542f\u7528\u6d41\u5f0f\u8f93\u51fa\uff0c\u540c\u65f6\u4fdd\u7559\u539f\u59cb\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u89c2\u5bdf\u5230\u5927\u591a\u6570\u5f00\u6e90 QA \u6570\u636e\u96c6\u90fd\u5305\u542b\u6df7\u5408\u4ee3\u7801\u6216\u8fc7\u957f\u7684\u6587\u672c\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4eec\u4e0d\u9002\u5408\u8bed\u97f3\u6a21\u578b\u3002\u4e3a\u4e86\u514b\u670d\u8fd9\u4e00\u9650\u5236\uff0c\u6211\u4eec\u5f15\u5165\u4e86&nbsp;<strong>VoiceAssistant-400K<\/strong>&nbsp;\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b\u8d85\u8fc7 400,000 \u4e2a\u7531 GPT-4o \u4e13\u95e8\u751f\u6210\u7684\u6761\u76ee\uff0c\u7528\u4e8e\u8bed\u97f3\u52a9\u7406\u76d1\u7763\u5fae\u8c03 \uff08SFT\uff09\u3002<\/p>\n\n\n\n<h2>\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u540c\u65f6\u751f\u6210\u6587\u672c\u548c\u97f3\u9891\u7684\u65b0\u65b9\u6cd5<\/strong>\u3002\u8fd9\u79cd\u65b9\u6cd5\u5047\u8bbe\u6587\u672c\u8f93\u51fa\u5177\u6709\u66f4\u9ad8\u7684\u4fe1\u606f\u5bc6\u5ea6\uff0c\u56e0\u6b64\u53ef\u4ee5\u901a\u8fc7\u66f4\u5c11\u7684\u6807\u8bb0\u5b9e\u73b0\u76f8\u540c\u7684\u54cd\u5e94\u3002<strong>\u5728\u751f\u6210\u97f3\u9891\u6807\u8bb0\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u80fd\u591f\u9ad8\u6548\u5730\u57fa\u4e8e\u5bf9\u5e94\u7684\u6587\u672c\u6807\u8bb0\u8fdb\u884c\u6761\u4ef6\u751f\u6210\uff0c\u7c7b\u4f3c\u4e8e\u5728\u7ebf TTS \u7cfb\u7edf<\/strong>\u3002\u4e3a\u786e\u4fdd\u5728\u751f\u6210\u97f3\u9891\u6807\u8bb0\u4e4b\u524d\u5148\u751f\u6210\u5bf9\u5e94\u7684\u6587\u672c\u6807\u8bb0\uff0c\u6211\u4eec\u5728\u6a21\u578b\u4e2d\u5f15\u5165\u4e86\u4ee5 <strong>N \u4e2a\u6807\u8bb0\u8fdb\u884c\u586b\u5145<\/strong>\u7684\u673a\u5236\uff0c\u8be5\u503c\u53ef\u4f5c\u4e3a\u8d85\u53c2\u6570\u8fdb\u884c\u8c03\u6574\u3002\u6b64\u5916\uff0c\u6a21\u578b\u8fd8\u80fd\u591f\u57fa\u4e8e<strong>\u8bf4\u8bdd\u4eba\u5d4c\u5165<\/strong>\u548c<strong>\u98ce\u683c\u5d4c\u5165<\/strong>\u8fdb\u884c\u6761\u4ef6\u751f\u6210\uff0c\u4ece\u800c\u5b9e\u73b0\u5bf9\u8bf4\u8bdd\u4eba\u7279\u5f81\u548c\u98ce\u683c\u5143\u7d20\u7684\u63a7\u5236\u3002<\/p>\n\n\n\n<p>\u5c06audio token\u548ctext token\u5408\u5e76\u6210\u65b0\u7684\u8bcd\u8868\uff0c\u751f\u6210\u65f6\u540c\u65f6\u9884\u6d4baudio token\u548ctext token\uff0cLoss\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\/11\/image-54.png\" alt=\"\" class=\"wp-image-22379\" width=\"517\" height=\"54\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-54.png 919w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-54-300x32.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-54-768x81.png 768w\" sizes=\"(max-width: 517px) 100vw, 517px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d&nbsp;<em>T&nbsp;,A&nbsp;<\/em>\u662f\u8bad\u7ec3\u8bed\u6599&nbsp;C&nbsp;\u4e2d\u7684\u6587\u672c-\u97f3\u9891\u8f93\u51fa\u5bf9\uff0c<em>m<\/em>&nbsp;\u662f\u8bad\u7ec3\u6837\u672c\u7684\u6570\u91cf\u3002<em>&nbsp;X<sub>j<\/sub><\/em>&nbsp;\u662f\u7b2c <em>j <\/em>\u4e2a\u793a\u4f8b\u7684\u8f93\u5165\u6761\u4ef6\uff0c<em>n<sub>j<\/sub><\/em>&nbsp;\u662f \u7684\u6700\u5927\u4e2a\u6570\u6837\u672c<em>&nbsp;T<sub>j<\/sub>&nbsp;<\/em>\u548c&nbsp;<em>A<sub>j<\/sub><\/em>\u3001<em>T<sub>i<\/sub><\/em><sub>,j<\/sub>&nbsp;\u548c&nbsp;<em>A<sub>i,j<\/sub><\/em>&nbsp;\u8868\u793a\u7b2c <em>j <\/em>\u4e2a\u6837\u672c\u7684\u7b2c<em> i<\/em> \u4e2a\u6587\u672c\u6807\u8bb0\u548c\u97f3\u9891\u6807\u8bb0\u3002<\/p>\n\n\n\n<h3>\u89e3\u7801\u7b56\u7565<\/h3>\n\n\n\n<p><strong>Mini-Omni<\/strong>&nbsp;\u5bf9\u54cd\u5e94\u8fdb\u884c\u4e86\u91cd\u7ec4\uff0c\u901a\u8fc7\u6587\u672c-\u97f3\u9891\u5e76\u884c\u89e3\u7801\u65b9\u6cd5\u5c06\u8fd9\u4e9b\u63a8\u7406\u80fd\u529b\u8f6c\u79fb\u5230\u6d41\u5f0f\u97f3\u9891\u8f93\u51fa\u3002\u8fd9\u79cd\u65b9\u6cd5\u540c\u65f6\u8f93\u51fa\u97f3\u9891\u548c\u6587\u672c\u4ee4\u724c\uff0c\u5e76\u901a\u8fc7\u6587\u672c\u5230\u8bed\u97f3\u5408\u6210\u751f\u6210\u97f3\u9891\uff0c\u786e\u4fdd\u5b9e\u65f6\u4ea4\u4ed8\uff0c\u540c\u65f6\u5229\u7528\u57fa\u4e8e\u6587\u672c\u7684\u63a8\u7406\u4f18\u52bf\u3002<strong>\u4e3a\u4e86\u4e0e\u5927\u578b\u6a21\u578b\u7684\u8f93\u5165\u4fdd\u6301\u4e00\u81f4\uff0c\u5728\u751f\u6210\u4e0b\u4e00\u4e2a\u6807\u8bb0\u4e4b\u524d\uff0c\u5c06\u5e76\u884c\u751f\u6210\u7684\u6240\u6709\u5e8f\u5217\u76f8\u52a0<\/strong>\uff0c\u5982\u56fe 1 \u6240\u793a\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u804a\u5929\u573a\u666f\u4e2d\u5b9e\u73b0\u5b9e\u65f6\u8bed\u97f3\u8f93\u51fa\uff0c\u540c\u65f6\u5c06\u7b2c\u4e00\u4e2a\u6807\u8bb0\u5ef6\u8fdf\u964d\u81f3\u6700\u4f4e\u3002<\/p>\n\n\n\n<p><strong>\u6587\u672c\u5ef6\u8fdf\u5e76\u884c\u89e3\u7801\u3002<\/strong>\u5e76\u884c\u751f\u6210\u6700\u65e9\u662f\u7531 MusicGen\u5f15\u5165\u7684\uff0c\u4ee5\u52a0\u901f\u97f3\u4e50\u751f\u6210\u8fc7\u7a0b\uff0c\u6211\u4eec\u5df2\u5c06\u8fd9\u79cd\u65b9\u6cd5\u96c6\u6210\u5230\u6587\u672c\u6a21\u6001\u4e2d\u4ee5\u589e\u5f3a\u63a8\u7406\u80fd\u529b\u3002\u5e76\u884c\u89e3\u7801\u662f\u53ef\u884c\u7684\uff0c\u56e0\u4e3a\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u4e2d\u4f7f\u7528\u7684\u97f3\u9891\u6807\u8bb0\u7801\u672c\u901a\u5e38\u7531\u591a\u4e2a\u5c42\u7ec4\u6210;\u540c\u65f6\u751f\u6210\u6240\u6709\u5c42\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u6a21\u578b\u901f\u5ea6\u3002\u5bf9\u4e8e\u5b9e\u65f6\u8bed\u97f3\u8f93\u51fa\u6a21\u578b\uff0c\u5e76\u884c\u89e3\u7801\u66f4\u4e3a\u91cd\u8981\uff0c\u5b83\u5141\u8bb8\u5728\u6807\u51c6\u8bbe\u5907\u4e0a\u6bcf\u79d2\u751f\u6210\u6570\u767e\u4e2a\u97f3\u9891\u4ee4\u724c\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u91c7\u7528 SNAC \u4f5c\u4e3a\u97f3\u9891\u7f16\u7801\u5668\uff0c\u5b83\u7531 7 \u4e2a\u5177\u6709\u4e92\u8865\u5173\u7cfb\u7684\u6807\u8bb0\u5c42\u7ec4\u6210\u3002\u56e0\u6b64\uff0c\u6211\u4eec<strong>\u91c7\u7528 8 \u4e2a\u5b50\u8bed\u8a00\u6a21\u578b\u5934\uff08sub-Language Model heads\uff09\uff0c\u4e00\u6b65\u751f\u6210 8 \u4e2a\u6807\u8bb0\uff0c\u5305\u62ec\u6587\u672c\uff0c\u540c\u65f6\u5728\u76f8\u90bb\u5c42\u4e4b\u95f4\u4fdd\u6301\u4e00\u6b65\u5ef6\u8fdf<\/strong>\u3002\u7531\u4e8e\u97f3\u9891\u4ee4\u724c\u662f\u4ece\u6587\u672c\u5408\u6210\u6d3e\u751f\u7684\uff0c\u56e0\u6b64\u9996\u5148\u8f93\u51fa\u6587\u672c\u4ee4\u724c\uff0c\u7136\u540e\u8f93\u51fa\u4ece\u7b2c\u4e00\u5c42\u5230\u7b2c\u4e03\u5c42\u7684 SNAC \u4ee4\u724c\u3002\u6211\u4eec\u63d0\u51fa\u7684\u6587\u672c\u4f18\u5148\u5ef6\u8fdf\u5e76\u884c\u89e3\u7801\u7684\u8fc7\u7a0b\u5982\u56fe 2\uff08b\uff09 \u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-55-1024x601.png\" alt=\"\" class=\"wp-image-22406\" width=\"690\" height=\"404\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-55-1024x601.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-55-300x176.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-55-768x450.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-55.png 1156w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><\/figure>\n\n\n\n<p><strong>\u6279\u91cf\u5e76\u884c\u89e3\u7801\u3002<\/strong>\u5c3d\u7ba1\u524d\u9762\u4ecb\u7ecd\u7684\u5e76\u884c\u751f\u6210\u65b9\u6cd5\u6709\u6548\u5730\u5c06\u63a8\u7406\u80fd\u529b\u4ece\u6587\u672c\u6a21\u6001\u8f6c\u79fb\u5230\u97f3\u9891\u6a21\u6001\uff0c\u4f46\u6211\u4eec\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u6a21\u578b\u7684\u63a8\u7406\u6027\u80fd\u5728\u6587\u672c\u548c\u97f3\u9891\u4efb\u52a1\u4e4b\u95f4\u4ecd\u7136\u5b58\u5728\u5dee\u5f02\uff0c\u97f3\u9891\u54cd\u5e94\u5f80\u5f80\u66f4\u7b80\u5355\u3002\u6211\u4eec\u5047\u8bbe<strong>\u8fd9\u662f\u7531\u4e8e\u6a21\u578b\u5bb9\u91cf\u7684\u9650\u5236\u6216\u97f3\u9891\u6570\u636e\u4e0d\u8db3\u9020\u6210\u7684<\/strong>\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u5e76\u8fdb\u4e00\u6b65\u589e\u5f3a\u6a21\u578b\u5728\u5bf9\u8bdd\u8fc7\u7a0b\u4e2d\u7684\u63a8\u7406\u80fd\u529b\uff0c\u6700\u5927\u9650\u5ea6\u5730\u8f6c\u79fb\u5176\u57fa\u4e8e\u6587\u672c\u7684\u80fd\u529b\uff0c\u6211\u4eec\u5b9e\u9a8c\u6027\u5730\u91c7\u7528\u4e86 Batch \u65b9\u6cd5\u3002<strong>\u9274\u4e8e\u8be5\u6a21\u578b\u5728\u6587\u672c\u6a21\u6001\u4e2d\u7684\u6027\u80fd\u66f4\u5f3a\uff0c\u6211\u4eec\u5c06\u5355\u4e2a\u8f93\u5165\u7684\u63a8\u7406\u4efb\u52a1\u6269\u5c55\u5230\u6279\u91cf\u5927\u5c0f 2<\/strong>\uff1a\u5982\u524d\u6240\u8ff0\uff0c<strong>\u4e00\u4e2a\u6837\u672c\u9700\u8981\u6587\u672c\u548c\u97f3\u9891\u54cd\u5e94\uff0c\u800c\u53e6\u4e00\u4e2a\u6837\u672c\u53ea\u9700\u8981\u6587\u672c\u54cd\u5e94\uff0c\u4e13\u6ce8\u4e8e\u57fa\u4e8e\u6587\u672c\u7684\u97f3\u9891\u5408\u6210<\/strong>\u3002\u4f46\u662f\uff0c<strong>\u7b2c\u4e00\u4e2a\u6837\u672c\u7684\u6587\u672c\u6807\u8bb0\u8f93\u51fa\u5c06\u88ab\u4e22\u5f03\uff0c\u7b2c\u4e8c\u4e2a\u6837\u672c\u7684\u6587\u672c\u8f93\u51fa\u5c06\u5d4c\u5165\u5230\u7b2c\u4e00\u4e2a\u6837\u672c\u7684\u76f8\u5e94\u6587\u672c\u6807\u8bb0\u4f4d\u7f6e\u3002<\/strong>\u540c\u65f6\uff0c<strong>\u4f7f\u7528\u7b2c\u4e8c\u4e2a\u6837\u672c\u7684\u7eaf\u6587\u672c\u54cd\u5e94\u4e2d\u7684\u5185\u5bb9\u5bf9\u7b2c\u4e00\u4e2a\u6837\u672c\u4e2d\u7684\u97f3\u9891\u8fdb\u884c\u6d41\u5f0f\u5904\u7406<\/strong>;\u6211\u4eec\u5c06\u6b64\u8fc7\u7a0b\u79f0\u4e3a Batch \u5e76\u884c\u89e3\u7801\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u6211\u4eec\u4ee5\u6700\u5c0f\u7684\u8d44\u6e90\u5f00\u9500\uff0c\u6709\u6548\u5730\u3001\u51e0\u4e4e\u5b8c\u5168\u5730\u5c06\u6a21\u578b\u7684\u57fa\u4e8e\u6587\u672c\u7684\u80fd\u529b\u8f6c\u79fb\u5230\u97f3\u9891\u6a21\u6001\u4e2d\uff0c\u4ece\u800c\u663e\u7740\u589e\u5f3a\u4e86\u5b83\u5728\u65b0\u6a21\u6001\u4e2d\u7684\u63a8\u7406\u80fd\u529b\u3002\u6279\u91cf\u5e76\u884c\u89e3\u7801\u7684\u63a8\u7406\u8fc7\u7a0b\u5982\u56fe 2\uff08c\uff09 \u6240\u793a\u3002\u6211\u4eec\u76f8\u4fe1\u6279\u91cf\u5e76\u884c\u89e3\u7801\u4ee3\u8868\u4e86\u4e00\u9879\u5173\u952e\u7684\u7b97\u6cd5\u521b\u65b0\uff0c\u5b83\u4f7f\u5982\u6b64\u5c0f\u7684\u6a21\u578b\u80fd\u591f\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u5bf9\u8bdd\u80fd\u529b\u3002<\/p>\n\n\n\n<h3>\u8bad\u7ec3\u65b9\u6cd5\uff1aAny Model Can Talk<\/h3>\n\n\n\n<p>\u8be5\u65b9\u6cd5\u65e8\u5728\u5c3d\u53ef\u80fd\u4fdd\u7559\u539f\u59cb\u6a21\u578b\u7684\u529f\u80fd\u3002\u8fd9\u9996\u5148\u662f\u7531\u4e8e\u6211\u4eec\u7684\u57fa\u7840\u6a21\u578b\u7684\u5f3a\u5927\u6027\u80fd\uff0c\u5176\u6b21\u662f\u56e0\u4e3a\u8be5\u65b9\u6cd5\u53ef\u4ee5\u5e94\u7528\u4e8e\u5176\u4ed6\u5728\u6587\u672c\u8f93\u51fa\u65b9\u9762\u8868\u73b0\u51fa\u8272\u4f46\u7f3a\u4e4f\u5f3a\u5927\u7684\u8bed\u97f3\u4ea4\u4e92\u80fd\u529b\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"556\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-56-1024x556.png\" alt=\"\" class=\"wp-image-22422\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-56-1024x556.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-56-300x163.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-56-768x417.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-56.png 1176w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Audio Encoding<\/strong>\uff1a\u97f3\u9891\u8f93\u5165\u4e3b\u8981\u4fa7\u91cd\u4e8e\u4ece\u8f93\u5165\u97f3\u9891\u4e2d\u63d0\u53d6\u7279\u5f81\uff0c\u9009\u9879\u5305\u62ec Hubert \u6216\u5355\u72ec\u9884\u8bad\u7ec3\u7684\u97f3\u9891\u7f16\u7801\u5668\u3002\u9274\u4e8e\u6211\u4eec\u4e13\u6ce8\u4e8e\u8bed\u97f3\u8f93\u5165\uff0cWhisper&nbsp;&nbsp;\u548c Qwen2-audio\u4e5f\u5c55\u793a\u4e86\u5728\u4e00\u822c\u97f3\u9891\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027\u80fd\u3002\u5bf9\u4e8e\u97f3\u9891\u8f93\u51fa\uff0c\u4f7f\u7528\u591a\u7801\u672c\u65b9\u6cd5\u9009\u62e9\u97f3\u9891\u4ee4\u724c\u53ef\u4ee5\u66f4\u597d\u5730\u6355\u83b7\u97f3\u9891\u7ec6\u8282\u3002<strong><em>\u5c1d\u8bd5\u4e86\u7528\u4e8e\u97f3\u9891\u4ee4\u724c\u5efa\u6a21\u7684\u6241\u5e73\u5316\uff0c\u4f46\u7ed3\u679c\u5bfc\u81f4\u4ee4\u724c\u8fc7\u957f\uff0c\u8fd9\u5bf9\u6d41\u5f0f\u6709\u5bb3\uff0c\u5e76\u5bfc\u81f4\u5b66\u4e60\u4e0d\u7a33\u5b9a\u3002<\/em><\/strong>\u76f8\u53cd\uff0c\u53d7 MusicGen \u542f\u53d1\u7684\u5e76\u884c\u89e3\u7801\u91c7\u7528\u4e86\u5ef6\u8fdf\u6a21\u5f0f\u4e0e\u6587\u672c\u6761\u4ef6\u76f8\u7ed3\u5408\u3002<\/p>\n\n\n\n<p><strong>\u4e09\u9636\u6bb5\u8bad\u7ec3\u3002&nbsp;<\/strong>\u6211\u4eec\u7684\u8bad\u7ec3\u65b9\u6cd5\u5206\u4e3a\u4e09\u4e2a\u4e0d\u540c\u7684\u9636\u6bb5\uff1a<strong>\uff081\uff09 \u6a21\u6001\u5bf9\u9f50\u3002<\/strong>\u6b64\u9636\u6bb5\u7684\u76ee\u6807\u662f\u589e\u5f3a\u6587\u672c\u6a21\u578b\u7406\u89e3\u548c\u751f\u6210\u8bed\u97f3\u7684\u80fd\u529b\u3002<strong>Mini-Omni<\/strong>&nbsp;\u7684\u6838\u5fc3\u6a21\u578b\u5b8c\u5168\u51bb\u7ed3\uff0c\u53ea\u5141\u8bb8\u5728\u4e24\u4e2a\u9002\u914d\u5668\u4e2d\u4f7f\u7528gradients&nbsp;\u3002\u5728\u6b64\u9636\u6bb5\uff0c\u6211\u4eec\u4f7f\u7528\u6765\u81ea\u8bed\u97f3\u8bc6\u522b\u548c\u8bed\u97f3\u5408\u6210\u7684\u6570\u636e\u6765\u8bad\u7ec3\u6a21\u578b\u7684\u8bed\u97f3\u8bc6\u522b\u548c\u5408\u6210\u80fd\u529b\u3002<strong>\uff082\uff09 \u9002\u5e94\u8bad\u7ec3\u3002<\/strong>\u4e00\u65e6\u65b0\u6a21\u6001\u4e0e\u6587\u672c\u6a21\u578b\u7684\u8f93\u5165\u5bf9\u9f50\uff0c\u9002\u914d\u5668\u5c31\u4f1a\u88ab\u51bb\u7ed3\u3002\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u6211\u4eec\u53ea\u4e13\u6ce8\u4e8e\u5728\u7ed9\u5b9a\u97f3\u9891\u8f93\u5165\u65f6\u8bad\u7ec3\u6a21\u578b\u7684\u6587\u672c\u529f\u80fd\uff0c\u56e0\u4e3a\u97f3\u9891\u8f93\u51fa\u53ea\u662f\u4ece\u6587\u672c\u5408\u6210\u7684\u3002<strong>\u8be5\u6a21\u578b\u4f7f\u7528\u6765\u81ea\u8bed\u97f3\u8bc6\u522b\u3001\u8bed\u97f3\u95ee\u7b54\u548c\u5176\u4ed6\u6587\u672c\u54cd\u5e94\u7684\u4efb\u52a1\u3010 <strong>TextQA \u548c AudioQA<\/strong> \u3011\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002\uff083\uff09 \u591a\u6a21\u6001\u5fae\u8c03\u3002<\/strong>\u5728\u6700\u540e\u9636\u6bb5\uff0c\u4f7f\u7528\u7efc\u5408\u6570\u636e\u5bf9\u6574\u4e2a\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u6b64\u65f6\uff0c\u6240\u6709\u6a21\u578b\u6743\u91cd\u90fd\u5df2\u89e3\u51bb\u5e76\u8bad\u7ec3\u3002\u7531\u4e8e\u4e3b\u8981\u6a21\u6001\u5bf9\u9f50\u4efb\u52a1\u662f\u5728\u9002\u914d\u5668\u8bad\u7ec3\u671f\u95f4\u5904\u7406\u7684\uff0c\u56e0\u6b64\u6700\u5927\u9650\u5ea6\u5730\u4fdd\u7559\u4e86\u539f\u59cb\u6a21\u578b\u7684\u529f\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u6a21\u578b\u8f93\u5165 ID\u3002<\/strong>\u7ed9\u5b9a 8 \u4e2a\u5e76\u884c\u8f93\u51fa\u5e8f\u5217\uff0c\u8f93\u5165\u4e5f\u9700\u8981 8 \u4e2a\u5e8f\u5217\uff0c\u8fd9\u5bfc\u81f4\u4e86\u6781\u5927\u7684\u590d\u6742\u6027\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5728\u8fd9\u91cc\u7b80\u8981\u6982\u8ff0\u4e86\u6a21\u578b\u8f93\u5165\u7684\u7ec4\u7ec7\u3002\u8be5\u6a21\u578b\u53ef\u4ee5\u63a5\u53d7\u6587\u672c\u6216\u97f3\u9891\u8f93\u5165\uff0c\u8fd9\u4e9b\u8f93\u5165\u88ab\u653e\u7f6e\u5728\u76f8\u5e94\u7684\u6a21\u6001\u5e8f\u5217\u4e2d\u3002\u5bf9\u4e8e\u97f3\u9891\u8f93\u5165\uff0c\u8f93\u5165token\u548c Whisper \u7279\u5f81\u901a\u8fc7\u9002\u914d\u5668\u8f6c\u6362\u4e3a\u76f8\u540c\u7ef4\u5ea6\u7684\u5f20\u91cf\uff0c\u7136\u540e\u8fde\u63a5\u8d77\u6765\u3002\u6839\u636e\u4efb\u52a1\u7684\u4e0d\u540c\uff0c\u6211\u4eec\u5c06\u7279\u6b8a token \u653e\u7f6e\u5728\u4e0d\u540c\u7684\u4f4d\u7f6e\uff0c\u5f15\u5bfc\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u5b9e\u73b0\u591a\u6a21\u6001\u8f93\u51fa\u3002\u4e00\u4e9b\u4efb\u52a1\u7684\u7ec4\u7ec7\u5982\u56fe 4 \u6240\u793a\u3002\u5728\u8f93\u5165\u6a21\u578b\u4e4b\u524d\uff0c\u6240\u6709\u5e8f\u5217\u90fd\u4f1a\u76f8\u52a0\u5e76\u6c42\u5e73\u5747\u503c\u4ee5\u96c6\u6210\u7279\u5f81\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"276\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-57-1024x276.png\" alt=\"\" class=\"wp-image-22442\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-57-1024x276.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-57-300x81.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-57-768x207.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-57.png 1162w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>\u5b9e\u9a8c<\/h2>\n\n\n\n<h3>\u6570\u636e\uff1a<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u5efa\u7acb\u57fa\u7840\u8bed\u97f3\u529f\u80fd\uff0c\u6211\u4eec\u4f7f\u7528\u4e09\u4e2a\u8bed\u97f3\u8bc6\u522b\u6570\u636e\u96c6\u8bad\u7ec3\u4e86\u6a21\u578b\uff0c\u603b\u8ba1\u7ea6 8,000 \u5c0f\u65f6\uff0c\u4e13\u6ce8\u4e8e\u8bed\u97f3\u7406\u89e3\u548c\u5408\u6210\u3002\u5bf9\u4e8e\u6587\u672c\u6a21\u6001\uff0c\u6211\u4eec\u6574\u5408\u4e86\u6765\u81ea Open-Orca&nbsp;\uff08<a href=\"https:\/\/arxiv.org\/html\/2408.16725v3#bib.bib25\">OpenOrca\uff0c<\/a>\uff09&nbsp;\u6570\u636e\u96c6\u7684 200 \u4e07\u4e2a\u6570\u636e\u70b9\uff0c\u5e76\u5c06\u5b83\u4eec\u4e0e\u5176\u4ed6\u6a21\u6001\u96c6\u6210\u4ee5\u4fdd\u6301\u6587\u672c\u51c6\u786e\u6027\u3002Moss \u7684 SFT \u6570\u636e\u96c6&nbsp;\uff08Sun et&nbsp;al.\uff0c&nbsp;<a href=\"https:\/\/arxiv.org\/html\/2408.16725v3#bib.bib31\">2024<\/a>\uff09&nbsp;\u4e0e\u96f6\u6837\u672c TTS \u4e00\u8d77\u4f7f\u7528\uff0c<strong>\u5408\u6210\u4e86 150 \u4e07\u4e2a\u8bed\u97f3 QA \u5bf9\u3002<\/strong>\u4e3a\u907f\u514d\u4e0d\u5408\u9002\u7684\u4ee3\u7801\u548c\u7b26\u53f7\u8f93\u51fa\uff0c\u6211\u4eec<strong>\u4f7f\u7528 GPT-4o \u521b\u5efa\u4e86 VoiceAssistant-400K \u6570\u636e\u96c6<\/strong>\u3002\u8868 1 \u4e2d\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u6570\u636e\u96c6\u3002\u9636\u6bb5 1 \u6d89\u53ca\u7528\u4e8e\u8bad\u7ec3\u8bed\u97f3\u9002\u914d\u5668\u7684 ASR \u6570\u636e\u3002<strong>\u9636\u6bb5 2 \u4f7f\u7528 TextQA \u548c AudioQA \u8fdb\u884c\u97f3\u9891\/\u6587\u672c\u8f93\u5165\u548c\u6587\u672c\u54cd\u5e94\u8bad\u7ec3\u3002<\/strong>\u7b2c 3 \u9636\u6bb5\u4fa7\u91cd\u4e8e\u4f7f\u7528 AudioQA \u7684\u97f3\u9891\u6a21\u6001\u8fdb\u884c\u591a\u6a21\u6001\u4ea4\u4e92\u3002\u6700\u540e\u9636\u6bb5\u7684\u57f9\u8bad\u5305\u62ec\u9000\u706b\u548c\u8bed\u97f3 QA \u5fae\u8c03\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"438\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-58-1024x438.png\" alt=\"\" class=\"wp-image-22454\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-58-1024x438.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-58-300x128.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-58-768x328.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-58.png 1144w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u6570\u636e\u96c6\u53ca\u5176\u7528\u4e8e\u8bad\u7ec3&nbsp;<strong>Mini-Omni<\/strong>&nbsp;\u7684\u7528\u9014\u5982\u4e0b\uff1a\u5728\u6a21\u6001\u8868\u793a\u6cd5\u4e2d\uff0cT \u548c A \u8868\u793a\u6587\u672c\u548c\u97f3\u9891\u6a21\u6001\uff0c\u4e0b\u6807 1 \u548c 2 \u8868\u793a\u8f93\u5165\u6216\u8f93\u51fa\u3002<\/figcaption><\/figure>\n\n\n\n<h3>\u8bad\u7ec3\u53c2\u6570\uff1a<\/h3>\n\n\n\n<p>\u6a21\u578b\u5728 8 \u4e2a A100 GPU \u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f7f\u7528\u4f59\u5f26\u9000\u706b\u5b66\u4e60\u7387\u8c03\u5ea6\u5668\uff0c\u6700\u5c0f\u5b66\u4e60\u7387\u4e3a 4e-6\uff0c\u6700\u5927\u5b66\u4e60\u7387\u4e3a 4e-4\u3002\u6bcf\u4e2a\u8bad\u7ec3 epoch \u7531 40000 \u4e2a\u6b65\u9aa4\u7ec4\u6210\uff0c\u6bcf\u4e2a\u6b65\u9aa4\u7684\u6279\u6b21\u5927\u5c0f\u4e3a 192\u3002\u57fa\u672c\u8bed\u8a00\u6a21\u578b\u91c7\u7528 Qwen2-0.5B&nbsp;\uff0c\u8fd9\u662f\u4e00\u79cd\u5177\u6709 24 \u4e2a\u5757\u4e14\u5185\u90e8\u7ef4\u5ea6\u4e3a 896 \u7684 transformer \u67b6\u6784\u3002\u8bed\u97f3\u7f16\u7801\u5668\u4f7f\u7528 Whisper-small \u7f16\u7801\u5668\uff0cASR \u9002\u914d\u5668\u901a\u8fc7\u4e24\u5c42 MLP \u8fde\u63a5\uff0cTTS \u9002\u914d\u5668\u901a\u8fc7\u6dfb\u52a0 6 \u4e2a\u989d\u5916\u7684transformer&nbsp;\u5757\u6765\u6269\u5c55\u539f\u59cb\u6a21\u578b\u3002\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4ece 4e-6 \u5230 5e-5 \u7684\u5b66\u4e60\u7387\u3002<\/p>\n\n\n\n<h3>\u5b9e\u9a8c\u7ed3\u679c\uff1a<\/h3>\n\n\n\n<p>\u9996\u5148\u8bc4\u4f30\u4e86\u8be5\u6a21\u578b\u5728 ASR \u4efb\u52a1\u4e0a\u7684\u6027\u80fd\uff0c\u4ee5\u8bc4\u4f30\u5176\u8bed\u97f3\u7406\u89e3\u80fd\u529b\u3002\u4f7f\u7528 LibriSpeech \u7684\u56db\u4e2a\u6d4b\u8bd5\u96c6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"217\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-59-1024x217.png\" alt=\"\" class=\"wp-image-22464\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-59-1024x217.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-59-300x64.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-59-768x163.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-59.png 1096w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4>Case Study&nbsp;<\/h4>\n\n\n\n<p>\u6211\u4eec\u5c55\u793a\u4e86\u51e0\u4e2a\u6848\u4f8b\u6765\u6f14\u793a&nbsp;<strong>Mini-Omni<\/strong>&nbsp;\u5728\u8bed\u97f3\u7406\u89e3\u548c\u63a8\u7406\u65b9\u9762\u7684\u80fd\u529b\u3002\u8fd9\u4e9b\u793a\u4f8b\u8868\u660e\uff0c\u4e0e\u57fa\u4e8e\u6587\u672c\u7684\u63a8\u7406\u76f8\u6bd4\uff0c\u57fa\u4e8e\u8bed\u97f3\u7684\u63a8\u7406\u8981\u5f31\u4e00\u4e9b\uff0c\u8fd9\u51f8\u663e\u4e86\u6279\u91cf\u751f\u6210\u7684\u5fc5\u8981\u6027\u3002\u66f4\u591a\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u4f8b\u5b50\uff0c\u8bf7\u53c2\u8003 https:\/\/github.com\/gpt-omni\/mini-omni\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"634\" height=\"763\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-60.png\" alt=\"\" class=\"wp-image-22469\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-60.png 634w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-60-249x300.png 249w\" sizes=\"(max-width: 634px) 100vw, 634px\" \/><\/figure>\n\n\n\n<h2>\u603b\u7ed3&nbsp;<\/h2>\n\n\n\n<p><strong>Mini-Omni<\/strong>\uff0c\u8fd9\u662f\u7b2c\u4e00\u4e2a\u5177\u6709\u76f4\u63a5\u8bed\u97f3\u8f6c\u8bed\u97f3\u529f\u80fd\u7684\u591a\u6a21\u6001\u6a21\u578b\u3002\u5728\u4ee5\u524d\u4f7f\u7528\u6587\u672c\u5f15\u5bfc\u8bed\u97f3\u751f\u6210\u7684\u65b9\u6cd5\u7684\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5e76\u884c\u6587\u672c\u548c\u97f3\u9891\u751f\u6210\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u5229\u7528\u6700\u5c11\u7684\u989d\u5916\u6570\u636e\u548c\u6a21\u5757\u5c06\u8bed\u8a00\u6a21\u578b\u7684\u6587\u672c\u529f\u80fd\u5feb\u901f\u4f20\u8f93\u5230\u97f3\u9891\u6a21\u6001\uff0c\u652f\u6301\u5177\u6709\u9ad8\u6a21\u578b\u548c\u6570\u636e\u6548\u7387\u7684\u6d41\u5f0f\u8f93\u51fa\u4ea4\u4e92\u3002\u6211\u4eec\u63a2\u7d22\u4e86\u6587\u672c\u6307\u4ee4\u6d41\u5f0f\u5e76\u884c\u751f\u6210\u548c\u6279\u91cf\u5e76\u884c\u751f\u6210\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u548c\u6548\u7387\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u4f7f\u7528\u53ea\u6709 5 \u4ebf\u4e2a\u53c2\u6570\u7684\u6a21\u578b\u6210\u529f\u5730\u89e3\u51b3\u4e86\u5177\u6709\u6311\u6218\u6027\u7684\u5b9e\u65f6\u5bf9\u8bdd\u4efb\u52a1\u3002\u6211\u4eec\u5f00\u53d1\u4e86\u57fa\u4e8e\u524d\u9002\u914d\u5668\u548c\u540e\u9002\u914d\u5668\u8bbe\u8ba1\u7684&nbsp;<strong>Any Model Can Talk<\/strong>&nbsp;\u65b9\u6cd5\uff0c\u4ee5\u6700\u5c11\u7684\u989d\u5916\u8bad\u7ec3\u4fc3\u8fdb\u5176\u4ed6\u6a21\u578b\u7684\u5feb\u901f\u8bed\u97f3\u9002\u5e94\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u53d1\u5e03\u4e86 VoiceAssistant-400K \u6570\u636e\u96c6\uff0c\u7528\u4e8e\u5fae\u8c03\u8bed\u97f3\u8f93\u51fa\uff0c\u65e8\u5728\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u4ee3\u7801\u7b26\u53f7\u7684\u751f\u6210\uff0c\u5e76\u4ee5\u7c7b\u4f3c\u8bed\u97f3\u52a9\u624b\u7684\u65b9\u5f0f\u5e2e\u52a9\u4eba\u7c7b\u3002\u6211\u4eec\u6240\u6709\u7684\u6570\u636e\u3001\u63a8\u7406\u548c\u8bad\u7ec3\u4ee3\u7801\u90fd\u5c06\u5728&nbsp;<a href=\"https:\/\/github.com\/gpt-omni\/mini-omni\">https:\/\/github.com\/gpt-omni\/mini-omni<\/a>&nbsp;\u9010\u6b65\u5f00\u6e90\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mini-Omni\uff1a\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5728\u6d41\u4e2d\u542c\u3001\u8bf4\u548c\u601d\u8003 Github\uff1ahttps:\/\/github.com\/gpt &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/11\/28\/mini-omni-language-models-can-hear-talk-while-thinking-in-streaming\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Mini-Omni: Language Models Can Hear, Talk While Thinking in Streaming<\/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\/22205"}],"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=22205"}],"version-history":[{"count":157,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/22205\/revisions"}],"predecessor-version":[{"id":22589,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/22205\/revisions\/22589"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=22205"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=22205"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=22205"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}