{"id":22359,"date":"2024-11-28T16:14:03","date_gmt":"2024-11-28T08:14:03","guid":{"rendered":"http:\/\/139.9.1.231\/?p=22359"},"modified":"2024-12-05T09:04:23","modified_gmt":"2024-12-05T01:04:23","slug":"mini-omni2","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/11\/28\/mini-omni2\/","title":{"rendered":"Mini-Omni2\uff1a\u591a\u6a21\u6001\u4ea4\u4e92\u5b9e\u65f6\u5bf9\u8bdd\u6a21\u578b"},"content":{"rendered":"\n<figure class=\"wp-block-image\"><img src=\"https:\/\/github.com\/gpt-omni\/mini-omni2\/raw\/main\/data\/figures\/title_new.png\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-center\">\ud83e\udd17&nbsp;<a href=\"https:\/\/huggingface.co\/gpt-omni\/mini-omni2\">Hugging Face<\/a>&nbsp;| \ud83d\udcd6&nbsp;<a href=\"https:\/\/github.com\/gpt-omni\/mini-omni2\">Github<\/a>&nbsp;| \ud83d\udcd1&nbsp;<a href=\"https:\/\/arxiv.org\/abs\/2410.11190\">Technical report<\/a><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2410.11190\" target=\"_blank\">Mini-Omni2: Towards Open-source GPT-4o with Vision, Speech and Duplex Capabilities<\/a><\/strong><\/p>\n\n\n\n<p>Mini-Omni2 \u662f\u4e00\u79cd<strong>\u5168\u80fd\u4e92\u52a8<\/strong>\u6a21\u578b\u3002\u5b83\u53ef\u4ee5<strong>\u7406\u89e3\u56fe\u50cf\u3001\u97f3\u9891\u548c\u6587\u672c\u8f93\u5165\uff0c\u5e76\u4e0e\u7528\u6237\u8fdb\u884c\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u5bf9\u8bdd<\/strong>\u3002\u5177\u6709<strong>\u5b9e\u65f6\u8bed\u97f3\u8f93\u51fa<\/strong>\u3001<strong>\u5168\u65b9\u4f4d\u7684\u591a\u6a21\u6001\u7406\u89e3<\/strong>\u548c<strong>\u8bf4\u8bdd\u65f6\u4e0e\u4e2d\u65ad\u673a\u5236<\/strong>\u7684\u7075\u6d3b\u4ea4\u4e92\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u2705&nbsp;<strong>\u591a\u6a21\u6001\u4ea4\u4e92<\/strong>\uff1a\u5177\u6709\u7406\u89e3\u56fe\u50cf\u3001\u8bed\u97f3\u548c\u6587\u672c\u7684\u80fd\u529b\uff0c\u5c31\u50cf GPT-4o \u4e00\u6837\u3002<\/p>\n\n\n\n<p>\u2705&nbsp;<strong>\u5b9e\u65f6\u8bed\u97f3\u8f6c\u8bed\u97f3<\/strong>\u5bf9\u8bdd\u529f\u80fd\u3002\u4e0d\u9700\u8981\u989d\u5916\u7684 ASR \u6216 TTS \u6a21\u578b\uff0c\u5c31\u50cf&nbsp;<a href=\"https:\/\/github.com\/gpt-omni\/mini-omni\">Mini-Omni<\/a>&nbsp;\u4e00\u6837\u3002<\/p>\n\n\n\n<p>1\u3001\u4e3a\u4ec0\u4e48\u4e0d\u4f7f\u7528 <em><strong> token-in-token-out \u8303\u5f0f<\/strong><\/em> \uff1a<\/p>\n\n\n\n<p><strong><em>\u4e3a\u4e86\u6709\u9650\u6570\u636e\u91cf\u7684\u9ad8\u6548\u8bad\u7ec3<\/em><\/strong> \uff0c<em><strong>\u7531\u4e8e\u4e0e\u7406\u89e3\u80fd\u529b\u76f8\u5173\u7684\u6311\u6218<\/strong><\/em>\uff0c\u4f5c\u8005\u9009\u62e9\u6765\u81ea\u9884\u8bad\u7ec3\u7f16\u7801\u5668\u7684\u7279\u5f81\u548c\u6587\u672c\u5d4c\u5165\u88ab\u8fde\u63a5\u8d77\u6765\u4ee5\u5f62\u6210\u6a21\u578b\u7684\u8f93\u5165\u3002<em><strong>token-in<\/strong><\/em><strong>\u4e0d\u8db3\u4ee5\u53ef\u9760\u5730\u4f20\u8fbe\u8bed\u97f3\u8f93\u5165\u7684\u5185\u5bb9\uff0c\u8bad\u7ec3\u635f\u5931\u5f88\u9ad8\u3002<\/strong><\/p>\n\n\n\n<p>2\u3001\u5982\u4f55\u5b9e\u73b0\u5b9e\u65f6\u54cd\u5e94\uff1a<\/p>\n\n\n\n<p> <strong><em>\u5bf9\u6587\u672c\u548c\u97f3\u9891\u91c7\u7528\u5ef6\u8fdf\u5e76\u884c\u8f93\u51fa\u65b9\u6cd5<\/em><\/strong>\uff0c\u53ef\u4ee5\u7acb\u5373\u54cd\u5e94\u97f3\u9891 \u3002<\/p>\n\n\n\n<p>3\u3001\u5982\u4f55\u505a\u5230\u6253\u65ad\u5bf9\u8bdd\uff1a<\/p>\n\n\n\n<p>\u8ba4\u4e3a\u5f53\u524d\u7684\u5168\u53cc\u5de5\u8bad\u7ec3\u4ecd\u7136\u4e0d\u591f\u7a33\u5b9a\uff0c\u800c\u57fa\u4e8e\u8f93\u5165\u8bed\u4e49\u4fe1\u606f\u7684\u4e2d\u65ad\u5bf9\u4e8e\u5b9e\u73b0\u7a33\u5b9a\u548c\u7075\u6d3b\u7684\u4eba\u673a\u4ea4\u4e92\u81f3\u5173\u91cd\u8981\u3002\u63a2\u7d22\u4e86\u4e00\u79cd\u57fa\u4e8e\u547d\u4ee4\u7684\u4e2d\u65ad\u65b9\u6cd5\uff0c\u5229\u7528\u6d41\u5f0f\u4ee4\u724c\u4f5c\u4e3a\u8f93\u5165\u5e76\u6784\u5efa\u8bad\u7ec3\u6570\u636e\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u6839\u636e\u5916\u90e8\u8bed\u4e49\u7ebf\u7d22\u63a7\u5236\u5176\u97f3\u9891\u8f93\u51fa\u6d41<\/p>\n\n\n\n\n\n<p>GPT-4o \u662f\u4e00\u4e2a\u5305\u7f57\u4e07\u8c61\u7684\u6a21\u578b\uff0c\u4ee3\u8868\u4e86\u5927\u578b\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u53d1\u5c55\u7684\u4e00\u4e2a\u91cc\u7a0b\u7891\u3002\u5b83\u53ef\u4ee5\u7406\u89e3\u89c6\u89c9\u3001\u542c\u89c9\u548c\u6587\u672c\u6a21\u6001\uff0c\u76f4\u63a5\u8f93\u51fa\u97f3\u9891\uff0c\u5e76\u652f\u6301\u7075\u6d3b\u7684\u53cc\u5de5\u4ea4\u4e92\u3002\u6765\u81ea\u5f00\u6e90\u793e\u533a\u7684\u6a21\u578b\u901a\u5e38\u5b9e\u73b0\u4e86 GPT-4o \u7684\u4e00\u4e9b\u529f\u80fd\uff0c\u4f8b\u5982\u89c6\u89c9\u7406\u89e3\u548c\u8bed\u97f3\u804a\u5929\u3002\u7136\u800c\uff0c\u7531\u4e8e\u591a\u6a21\u6001\u6570\u636e\u7684\u590d\u6742\u6027\u3001\u590d\u6742\u7684\u6a21\u578b\u67b6\u6784\u548c\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u8bad\u7ec3\u5305\u542b\u6240\u6709\u6a21\u6001\u7684\u7edf\u4e00\u6a21\u578b\u5177\u6709\u6311\u6218\u6027\u3002&nbsp;<strong>Mini-Omni2<\/strong>\u662f\u4e00\u79cd\u89c6\u89c9\u97f3\u9891\u52a9\u624b\uff0c\u80fd\u591f\u4e3a visoin \u548c\u97f3\u9891\u67e5\u8be2\u63d0\u4f9b\u5b9e\u65f6\u3001\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u54cd\u5e94\u3002\u901a\u8fc7\u96c6\u6210\u9884\u5148\u8bad\u7ec3\u7684\u89c6\u89c9\u548c\u542c\u89c9\u7f16\u7801\u5668\uff0c<strong>Mini-Omni2<\/strong>&nbsp;\u53ef\u4ee5\u5728\u5404\u4e2a\u6a21\u6001\u4e2d\u4fdd\u6301\u6027\u80fd\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u4e09\u9636\u6bb5\u7684\u8bad\u7ec3\u8fc7\u7a0b\u6765\u8c03\u6574\u6a21\u6001\uff0c\u5141\u8bb8\u8bed\u8a00\u6a21\u578b\u5728\u6709\u9650\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u540e\u5904\u7406\u591a\u6a21\u6001\u8f93\u5165\u548c\u8f93\u51fa\u3002\u5728\u4ea4\u4e92\u65b9\u9762\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u57fa\u4e8e\u547d\u4ee4\u7684\u4e2d\u65ad\u673a\u5236\uff0c\u4f7f\u4e0e\u7528\u6237\u7684\u4ea4\u4e92\u66f4\u52a0\u7075\u6d3b\u3002\u636e\u6211\u4eec\u6240\u77e5\uff0c<strong>Mini-Omni2<\/strong>&nbsp;\u662f GPT-4o \u6700\u63a5\u8fd1\u7684\u590d\u5236\u54c1\u4e4b\u4e00\uff0c\u5b83\u4eec\u5177\u6709\u76f8\u4f3c\u7684\u529f\u80fd\u5f62\u5f0f\uff0c\u6211\u4eec\u5e0c\u671b\u5b83\u80fd\u4e3a\u540e\u7eed\u7814\u7a76\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u89c1\u89e3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"945\" height=\"627\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-61.png\" alt=\"\" class=\"wp-image-22476\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-61.png 945w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-61-300x199.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-61-768x510.png 768w\" sizes=\"(max-width: 945px) 100vw, 945px\" \/><\/figure>\n\n\n\n<p><strong>Mini-Omni2<\/strong>&nbsp;\u4f5c\u4e3a Mini-Omni \u7684\u5ef6\u7eed\uff0c\u91c7\u7528\u5355\u4e00\u6a21\u578b\u7aef\u5230\u7aef\u6a21\u62df GPT-4o \u7684\u89c6\u89c9\u3001\u8bed\u97f3\u548c\u6587\u672c\u529f\u80fd\uff0c\u5e76\u901a\u8fc7\u72ec\u7279\u7684\u57fa\u4e8e\u547d\u4ee4\u7684\u4e2d\u65ad\u673a\u5236\u8fdb\u884c\u589e\u5f3a\u3002\u4e0e Mini-Omni \u4e00\u81f4\uff0c\u6211\u4eec\u4fdd\u7559 Qwen2\u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\uff0c\u5229\u7528\u8fd9\u79cd\u7d27\u51d1\u7684\u67b6\u6784\u5b9e\u73b0\u8de8\u4e09\u79cd\u6a21\u6001\u7684\u5168\u9762\u591a\u6a21\u6001\u7406\u89e3\u548c\u5b9e\u65f6\u6d41\u5f0f\u8bed\u97f3\u63a8\u7406\u3002\u6b64\u5916\uff0c\u6211\u4eec\u4f7f\u6a21\u578b\u80fd\u591f\u5b9e\u65f6\u63a5\u6536\u5916\u90e8\u97f3\u9891\u8f93\u5165\uff0c\u6a21\u62df\u5176 \u201c\u542c\u89c9\u201d \u611f\u77e5\u5e76\u6839\u636e\u5185\u5bb9\u8bed\u4e49\u63a7\u5236\u8bed\u97f3\u8f93\u51fa\u6d41\u3002<strong>Mini-Omni2<\/strong>&nbsp;\u7684\u6a21\u578b\u67b6\u6784\u5982\u56fe 1 \u6240\u793a\u3002\u4f5c\u4e3a\u4e00\u4e2a\u7aef\u5230\u7aef\u6a21\u578b\uff0c\u6211\u4eec\u901a\u8fc7\u76f4\u63a5\u91c7\u7528\u7ecf\u5178\u7684\u9884\u8bad\u7ec3\u89c6\u89c9\u7f16\u7801\u5668 CLIP\u548c\u8bed\u97f3\u8bc6\u522b\u6a21\u578b Whisper \u7684\u7f16\u7801\u5668\u7ec4\u4ef6\u6765\u63d0\u9ad8\u6570\u636e\u5229\u7528\u6548\u7387\u5e76\u5c55\u793a&nbsp;<strong>Mini-Omni2<\/strong>&nbsp;\u7b97\u6cd5\u7684\u6cdb\u5316\u6027\u4f5c\u4e3a\u89c6\u89c9\u548c\u97f3\u9891\u8f93\u5165\u7684\u7279\u5f81\u63d0\u53d6\u5668\u3002\u6765\u81ea\u9884\u8bad\u7ec3\u7f16\u7801\u5668\u7684\u7279\u5f81\u548c\u6587\u672c\u5d4c\u5165\u88ab\u8fde\u63a5\u8d77\u6765\u4ee5\u5f62\u6210\u6a21\u578b\u7684\u8f93\u5165\u3002<em><strong>\u7531\u4e8e\u4e0e\u7406\u89e3\u80fd\u529b\u76f8\u5173\u7684\u6311\u6218\uff0c\u6211\u4eec\u6ca1\u6709\u91c7\u7528 token-in-token-out \u8303\u5f0f\u3002<\/strong><\/em>\u6b64\u5916\uff0c\u8be5\u6a21\u578b<strong><em>\u5bf9\u6587\u672c\u548c\u97f3\u9891\u91c7\u7528\u5ef6\u8fdf\u5e76\u884c\u8f93\u51fa\u65b9\u6cd5<\/em><\/strong>\uff0c\u53ef\u4ee5\u7acb\u5373\u54cd\u5e94\u97f3\u9891\u50cfGPT-4o\u4e00\u6837\u3002<\/p>\n\n\n\n<p>\u5728&nbsp;<strong>Mini-Omni2<\/strong>&nbsp;\u4e2d\uff0c\u6211\u4eec<strong><em>\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u6709\u9650\u6570\u636e\u91cf\u7684\u9ad8\u6548\u8bad\u7ec3\u65b9\u6cd5\uff0c\u65e8\u5728\u4f7f\u6a21\u578b\u7684\u8bad\u7ec3\u65b9\u6cd5\u80fd\u591f\u8f85\u52a9\u5176\u4ed6\u591a\u6a21\u6001\u6a21\u578b\u8fdb\u884c\u6a21\u6001\u6269\u5c55<\/em><\/strong>\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u907f\u514d\u4e86\u76f2\u76ee\u5730\u4ee5\u6307\u6570\u65b9\u5f0f\u6269\u5c55\u6570\u636e\u96c6\uff0c\u800c\u662f\u5bfb\u6c42\u4f7f\u7528\u6700\u5c11\u7684\u65b0\u6570\u636e\u5f00\u53d1\u4e00\u79cd\u591a\u6a21\u6001\u6269\u5c55\u65b9\u6cd5\u3002\u6211\u4eec\u91c7\u7528\u4e86\u6a21\u6001\u6269\u5c55\u3001\u5bf9\u9f50\u548c\u8054\u5408\u8bad\u7ec3\u7684<strong>\u4e09\u9636\u6bb5\u8bad\u7ec3\u8fc7\u7a0b<\/strong>\u3002\u6700\u521d\uff0c<strong>Mini-Omni2<\/strong>&nbsp;\u6a21\u578b\u4f7f\u7528\u8bed\u97f3\u8bc6\u522b\u548c\u56fe\u50cf\u6807\u9898\u6570\u636e\u96c6\u8fdb\u884c\u9002\u914d\u5668\u8bad\u7ec3\uff0c\u4ece\u800c\u62d3\u5bbd\u4e86\u591a\u6a21\u6001\u7406\u89e3\u7684\u8303\u56f4\u3002\u63a5\u4e0b\u6765\uff0c<strong>Mini-Omni2<\/strong>&nbsp;\u63a5\u53d7\u4e86<strong>\u8de8\u6a21\u6001\u95ee\u7b54\u4efb\u52a1\u4e2d\u7684\u6587\u672c\u8f93\u51fa\u8bad\u7ec3<\/strong>\uff0c\u4f7f\u57fa\u4e8e\u9002\u914d\u5668\u7684\u8f93\u51fa\u529f\u80fd\u4e0e\u6587\u672c\u5d4c\u5165\u4fdd\u6301\u4e00\u81f4\uff0c\u4ee5\u5b9e\u73b0\u6709\u6548\u7684\u95ee\u7b54\u3002\u5728\u7b2c\u4e09\u9636\u6bb5\uff0c\u6211\u4eec\u901a\u8fc7\u7ed3\u5408\u97f3\u9891\u8f93\u51fa\u548c\u542c\u89c9\u80fd\u529b\uff08\u5982\u4e2d\u65ad\uff09\u8bad\u7ec3\uff0c<strong>\u4e13\u6ce8\u4e8e\u591a\u6a21\u6001\u8f93\u51fa\u80fd\u529b<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"937\" height=\"559\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-62.png\" alt=\"\" class=\"wp-image-22485\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-62.png 937w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-62-300x179.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-62-768x458.png 768w\" sizes=\"(max-width: 937px) 100vw, 937px\" \/><\/figure>\n\n\n\n<p>\u5173\u4e8e\u6a21\u578b\u7684\u8bed\u97f3\u4ea4\u4e92\u80fd\u529b\uff0c<strong>Mini-Omni2<\/strong>&nbsp;\u7ee7\u7eed\u4f7f\u7528&nbsp;<strong>SNAC<\/strong>&nbsp;\u5206\u8bcd\u5668\u6765\u786e\u4fdd\u9ad8\u8d28\u91cf\u7684\u8bed\u97f3\u8f93\u51fa\u3002\u7136\u800c\uff0c<strong><em>\u6839\u636e\u6211\u4eec\u7684\u89c2\u5bdf\uff0c\u6211\u4eec\u8ba4\u4e3a\u5f53\u524d\u7684\u5168\u53cc\u5de5\u8bad\u7ec3\u4ecd\u7136\u4e0d\u591f\u7a33\u5b9a<\/em><\/strong>\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u8ba4\u4e3a<strong>\u57fa\u4e8e\u8f93\u5165\u8bed\u4e49\u4fe1\u606f\u7684\u4e2d\u65ad\u5bf9\u4e8e\u5b9e\u73b0\u7a33\u5b9a\u548c\u7075\u6d3b\u7684\u4eba\u673a\u4ea4\u4e92\u81f3\u5173\u91cd\u8981<\/strong>\u3002\u6211\u4eec\u4f7f\u6a21\u578b\u80fd\u591f\u4f7f\u7528 SNAC \u5bf9\u5176\u63a5\u6536\u5230\u7684\u201c\u542c\u89c9\u201d\u6ce2\u5f62\u8fdb\u884c\u5b9e\u65f6\u7f16\u7801\uff0c\u751f\u6210\u5141\u8bb8\u5b83\u5728\u6bcf\u6b21\u751f\u6210\u671f\u95f4\u63a7\u5236\u81ea\u5df1\u7684\u8f93\u51fa\u7684\u4ee4\u724c\u3002\u4f5c\u4e3a\u6f14\u793a\uff0c\u6211\u4eec<strong>\u4f7f\u7528\u77ed\u8bed \u201cstop omni\u201d \u6784\u5efa\u6570\u636e\uff0c\u4f7f\u7528\u5e27\u7ea7&nbsp;irq&nbsp;\u548c&nbsp;n-irq&nbsp;\u7279\u6b8atoken\u6765\u63a7\u5236\u751f\u6210\u8fc7\u7a0b\u3002<\/strong><\/p>\n\n\n\n<h2><strong>Mini-Omni2<\/strong><\/h2>\n\n\n\n<h3>\u6a21\u578b<\/h3>\n\n\n\n<p><strong>Mini-Omni2<\/strong>&nbsp;\u7684\u6a21\u578b\u67b6\u6784\u5982\u56fe 1 \u6240\u793a\u3002\u9664\u4e86\u6587\u672c\u5d4c\u5165\u6a21\u5757\u5916\uff0c<strong>Mini-Omni2<\/strong>&nbsp;\u8fd8\u91c7\u7528\u4e86 CLIP \u548c Whisper-small \u7684\u89c6\u89c9\u7ec4\u4ef6\u4f5c\u4e3a\u89c6\u89c9\u548c\u542c\u89c9\u6a21\u6001\u7684\u7f16\u7801\u5668\uff0c\u4ece\u800c\u5728\u8bad\u7ec3\u671f\u95f4\u5b9e\u73b0\u9ad8\u6548\u7684\u6570\u636e\u5229\u7528\uff0c\u5e76\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u4e86\u5927\u91cf\u7684\u9884\u8bad\u7ec3\u5de5\u4f5c\u3002\u6b64\u5916\uff0c<strong>Mini-Omni2<\/strong>&nbsp;\u5177\u6709<strong>\u5b9e\u65f6\u53cc\u5de5\u529f\u80fd<\/strong>\uff0c\u4e3a\u6a21\u578b\u4ea4\u4e92\u63d0\u4f9b\u4e86\u66f4\u5927\u7684\u7075\u6d3b\u6027\u3002<\/p>\n\n\n\n<p><strong>\u89c6\u89c9\u7f16\u7801\u5668<\/strong>&nbsp;&#8211; \u6211\u4eec\u5229\u7528 CLIP \u7684\u89c6\u89c9\u7ec4\u4ef6\uff0c\u7279\u522b\u662f ViT-B\/32 \u6a21\u578b\uff0c\u4f5c\u4e3a\u89c6\u89c9\u7f16\u7801\u5668\uff0c\u5b83\u5c06\u8f93\u5165\u7684\u56fe\u50cf\u8f6c\u6362\u4e3a\u957f\u5ea6\u4e3a 49 \u7684\u7279\u5f81\u5e8f\u5217\uff0c\u7528\u4e8e\u56fe\u50cf\u8865\u4e01\u548c\u5168\u5c40\u8bed\u4e49\u7279\u5f81\u3002<strong>Mini-Omni2<\/strong>&nbsp;\u5c06\u8fd9\u4e9b\u8fde\u63a5\u8d77\u6765\u5f62\u6210\u957f\u5ea6\u4e3a 50 \u7684\u539f\u59cb\u7279\u5f81\u5e8f\u5217\uff0c\u4f7f\u7528\u5355\u5c42 LlamaMLP\u4f5c\u4e3a\u89c6\u89c9\u9002\u914d\u5668\u3002<\/p>\n\n\n\n<p><strong>Audio Encoder<\/strong>&nbsp;&#8211; \u5728\u7f16\u7801\u5668\u90e8\u5206\uff0c\u6211\u4eec\u4f7f\u7528 Whisper-small \u6a21\u578b\u4f5c\u4e3a\u97f3\u9891\u7f16\u7801\u5668\u6765\u7ee7\u7eed\u4e4b\u524d\u7684\u5de5\u4f5c\u3002\u6211\u4eec\u9009\u62e9<strong><em>\u4e0d\u5bf9\u97f3\u9891\u8f93\u5165\u548c\u8f93\u51fa\u91c7\u7528 token-in-token-out \u5efa\u6a21\u65b9\u6cd5<\/em><\/strong>\uff0c\u539f\u56e0\u6709\u4e24\u4e2a\u3002<strong>\uff08i\uff09 \u8bed\u97f3\u8bc6\u522b\u7684\u8bed\u4e49\u4e00\u81f4\u6027\u5f88\u5f3a<\/strong>\u3002\u7531 OpenAI \u63d0\u51fa\u7684 Whisper \u6a21\u578b\u7ecf\u8fc7\u6570\u5343\u5c0f\u65f6\u7684\u6570\u636e\u96c6\u8bad\u7ec3\uff0c\u8868\u73b0\u51fa\u5353\u8d8a\u7684\u7a33\u5065\u6027\u3002\u6b64\u5916\uff0c\u6211\u4eec\u51fa\u4e4e\u610f\u6599\u5730\u53d1\u73b0\uff0c\u5c3d\u7ba1\u6ca1\u6709\u5728\u4efb\u4f55\u4e2d\u56fd\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46 Mini-Omni \u8868\u73b0\u51fa\u5bf9\u4e2d\u56fd\u6570\u636e\u7684\u7406\u89e3\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u8fd9\u662f\u56e0\u4e3a Whisper \u6a21\u578b\u80fd\u591f\u81ea\u52a8\u5bf9\u9f50\u6765\u81ea\u4e0d\u540c\u8bed\u8a00\u3001\u8bed\u6c14\u548c\u566a\u58f0\u7ea7\u522b\u7684\u97f3\u9891\uff0c\u8fd9\u4e9b\u97f3\u9891\u4f20\u8fbe\u4e86\u76f8\u540c\u7684\u542b\u4e49\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u80fd\u591f\u4e13\u6ce8\u4e8e\u7528\u6237\u7684\u610f\u56fe\u3002&nbsp;<strong>\uff08ii\uff09 \u4e0d\u7a33\u5b9a\u7684\u5f00\u6e90\u97f3\u9891<\/strong>token\u3002\u6211\u4eec\u89c2\u5bdf\u5230\u4e00\u79cd\u73b0\u8c61\uff0c\u5373 a\uff09&nbsp;<strong>Mini-Omni2<\/strong>&nbsp;\u7684\u97f3\u9891\u635f\u5931\u5728\u8bad\u7ec3\u671f\u95f4\u4ecd\u7136\u5f88\u9ad8\uff0c\u5e76\u4e14 b\uff09\u97f3\u9891\u7247\u6bb5\u7684token\u53ef\u80fd\u4f1a\u6839\u636e\u4e24\u7aef\u7684\u5185\u5bb9\u800c\u53d1\u751f\u663e\u8457\u53d8\u5316\u3002\u6211\u4eec\u8ba4\u4e3a\uff0ctoken\u4e0d\u8db3\u4ee5\u53ef\u9760\u5730\u4f20\u8fbe\u8bed\u97f3\u8f93\u5165\u7684\u5185\u5bb9\uff0c\u4e0e Whisper \u7b49\u8bed\u4e49\u7279\u5f81\u76f8\u6bd4\uff0cASR \u7684\u6027\u80fd\u4e0d\u4f73\u5c31\u8bc1\u660e\u4e86\u8fd9\u4e00\u70b9\u3002<\/p>\n\n\n\n<p><strong>Mini-Omni2<\/strong>&nbsp;\u4f7f\u7528 Qwen2-0.5B \u57fa\u7840\u7248\u672c\u4f5c\u4e3a\u5176\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u3002\u6211\u4eec\u4f7f\u7528 LitPT\u8bad\u7ec3\u6846\u67b6\u79fb\u690d\u4e86\u57fa\u4e8e Llama \u7684 Qwen2 \u6a21\u578b\uff0c\u91c7\u7528 0.5B \u6a21\u578b\u7684\u914d\u7f6e\u4f5c\u4e3a\u57fa\u672c\u8bed\u8a00\u6a21\u578b\u3002\u5bf9\u4e8e\u56fe 3 \u6240\u793a\u7684\u591a\u5c42\u7801\u672c\u7684\u5e76\u884c\u751f\u6210\uff0c\u6211\u4eec\u901a\u8fc7\u6dfb\u52a0 7 \u00d7 4160 \u4e2a sub-LM-head <strong>\u6765\u6269\u5c55 Qwen2 \u6a21\u578b\u7684\u8bcd\u6c47\u8868<\/strong>\uff0c\u5982\u56fe 4 \u6240\u793a\uff0c<strong>\u5f97\u51fa\u8bcd\u6c47\u91cf\u4e3a 181,120 \u4e2a\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"642\" height=\"151\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-64.png\" alt=\"\" class=\"wp-image-22535\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-64.png 642w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-64-300x71.png 300w\" sizes=\"(max-width: 642px) 100vw, 642px\" \/><\/figure>\n\n\n\n<p>\u635f\u5931\uff1a\u5bf9\u4e8e\u540c\u65f6\u751f\u6210\u7684\u97f3\u9891\u548c\u6587\u672c\u6807\u8bb0\uff0c\u8d1f\u5bf9\u6570\u4f3c\u7136\u635f\u5931\u53ef\u4ee5\u8868\u793a\u4e3a\u516c\u5f0f&nbsp;\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"529\" height=\"64\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-65.png\" alt=\"\" class=\"wp-image-22537\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-65.png 529w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-65-300x36.png 300w\" sizes=\"(max-width: 529px) 100vw, 529px\" \/><\/figure>\n\n\n\n<p><strong>\u591a\u6a21\u6001\u6807\u8bb0 &#8211; \u6df7\u5408\u8f93\u5165<\/strong>&nbsp;&#8211; \u56fe 3 \u8bf4\u660e\u4e86\u6a21\u578b\u4e00\u4e9b\u4e3b\u8981\u4efb\u52a1\u7684\u8f93\u5165\u548c\u8f93\u51fa\u6807\u8bb0\u5efa\u6a21\u3002\u7531\u4e8e\u8be5\u6a21\u578b\u5305\u542b\u591a\u4e2a LM \u5934\uff0c\u56e0\u6b64\u5b83\u4ee5\u81ea\u56de\u5f52\u65b9\u5f0f\u751f\u6210\u591a\u4e2a\u5e8f\u5217\u3002\u56e0\u6b64\uff0c\u8be5\u6a21\u578b\u8fd8\u5c06\u591a\u4e2a\u5e8f\u5217\u4f5c\u4e3a\u8f93\u5165\u3002<strong>\u8f93\u5165\u5e8f\u5217\u53ef\u4ee5\u5305\u542b\u4ece\u6700\u5c11\u4e00\u79cd\u6a21\u6001\u5230\u6700\u591a\u4e09\u79cd\u6a21\u6001\u7684\u6df7\u5408\u8f93\u5165\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"623\" height=\"1024\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-63-623x1024.png\" alt=\"\" class=\"wp-image-22516\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-63-623x1024.png 623w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-63-182x300.png 182w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-63.png 643w\" sizes=\"(max-width: 623px) 100vw, 623px\" \/><\/figure>\n\n\n\n<ul><li>&nbsp;<strong>\u89c6\u89c9 &#8211; [\u97f3\u9891|\u6587\u672c] \u8f93\u5165<\/strong>\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u5f53\u81ea\u56de\u5f52\u4efb\u52a1\u4e0e\u8bed\u4e49\u4fe1\u606f\u76f8\u8fde\u63a5\u65f6\uff0cTransformer \u67b6\u6784\u66f4\u5bb9\u6613\u8bad\u7ec3\u5e76\u4ea7\u751f\u66f4\u81ea\u7136\u7684\u53cd\u5e94\u3002\u56e0\u6b64\uff0c\u5982\u56fe 3 \uff08a\uff09 \u6240\u793a\uff0c\u6211\u4eec\u9996\u5148\u653e\u7f6e\u89c6\u89c9\u9002\u914d\u5668\u5904\u7406\u7684\u89c6\u89c9\u7279\u5f81\uff0c\u7136\u540e\u662f\u97f3\u9891\u9002\u914d\u5668\u5904\u7406\u7684 Whisper \u7279\u5f81\u3002\u6700\u540e\uff0c\u5728\u9700\u8981\u81ea\u56de\u5f52\u751f\u6210\u54cd\u5e94\u7684\u4f4d\u7f6e\uff0c\u6211\u4eec\u4e3a\u54cd\u5e94\u653e\u7f6e\u4e00\u4e2a\u7279\u6b8a\u7684 token\u3002\u603b\u957f\u5ea6\u7ea6\u4e3a 50\uff08CLIP \u7279\u5f81\u957f\u5ea6\uff09+&nbsp;L<em>a&nbsp;<\/em>\uff08Whisper \u7279\u5f81\u957f\u5ea6\uff09\u3002<\/li><\/ul>\n\n\n\n<ul><li><strong>\u5355\u6a21\u6001\u8f93\u5165<\/strong> \u5355\u6a21\u6001\u8f93\u5165\u53ef\u4ee5\u7531\u89c6\u89c9\u3001\u8bed\u97f3\u6216\u6587\u672c\u8f93\u5165\u7ec4\u6210\u3002\u6211\u4eec\u5c06\u89c6\u89c9\u548c\u97f3\u9891\u6a21\u6001\u7684\u7279\u5f81\u653e\u5728\u7b2c 1 \u5c42\u5230\u7b2c 7 \u5c42\u3002\u5c06\u590d\u5236\u8fd9\u4e9b\u7279\u5f81\uff0c\u4ee5\u4fbf\u5728\u6240\u6709\u56fe\u5c42\u8981\u7d20\u4e4b\u95f4\u8fdb\u884c\u5e73\u5747\u65f6\u589e\u5f3a\u5176\u7a81\u51fa\u6027\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5f53\u4ec5\u8f93\u5165\u5355\u4e2a\u6a21\u6001\u7684\u7279\u5f81\u800c\u4e0d\u53d7\u7279\u6b8a\u6807\u8bb0\u7684\u63a7\u5236\u65f6\uff0c\u9ed8\u8ba4\u4efb\u52a1\u662f\u56fe\u50cf\u5b57\u5e55\u3001\u8bed\u97f3\u5230\u6587\u672c\u7684\u95ee\u7b54\u548c\u6587\u672c\u5230\u6587\u672c\u7684\u95ee\u7b54\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u6587\u672c-\u97f3\u9891\u5e76\u8054\u89e3\u7801<\/strong>\u3002\u5728&nbsp;<strong>Mini-Omni2<\/strong>&nbsp;\u4e2d\uff0c\u6211\u4eec\u57fa\u672c\u4e0a\u4fdd\u7559\u4e86 Mini-Omni \u7684\u8f93\u51fa\u7b56\u7565\uff0c\u91c7\u7528 Text-Instruct Delay Parallel Decoding \u7b97\u6cd5\u6765\u589e\u5f3a\u97f3\u9891\u751f\u6210\u3002\u8fd9\u79cd\u65b9\u6cd5\u5229\u7528\u6587\u672c-\u97f3\u9891\u5e76\u884c\u89e3\u7801\u6765\u540c\u65f6\u751f\u6210\u97f3\u9891\u548c\u6587\u672c\u4ee4\u724c\uff0c\u5e76\u5229\u7528\u6587\u672c\u5230\u8bed\u97f3\u5408\u6210\u8fdb\u884c\u5b9e\u65f6\u8f93\u51fa\u3002\u6211\u4eec\u7ee7\u7eed MusicGen&nbsp;&nbsp;\u5f15\u5165\u7684\u5e76\u884c\u751f\u6210\u65b9\u6cd5\uff0c\u4f7f\u7528 SNAC \u4f5c\u4e3a\u97f3\u9891\u7f16\u7801\u5668\uff0c\u5b83\u7531\u4e03\u4e2a\u4e92\u8865\u7684\u4ee4\u724c\u5c42\u7ec4\u6210\u3002\u5728\u4e00\u4e2a\u6b65\u9aa4\u4e2d\uff0c\u6211\u4eec\u751f\u6210\u4e86 8 \u4e2a\u6807\u8bb0\uff0c\u5305\u62ec\u6587\u672c\uff0c\u540c\u65f6\u5728\u5c42\u4e4b\u95f4\u4fdd\u6301\u4e00\u6b65\u5ef6\u8fdf\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u91c7\u7528\u4e86\u4e00\u79cd Batch \u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u6d89\u53ca\u4e24\u4e2a\u6837\u672c\uff1a\u4e00\u4e2a\u9700\u8981\u6587\u672c\u548c\u97f3\u9891\u54cd\u5e94\uff0c\u53e6\u4e00\u4e2a\u9700\u8981\u4ec5\u6587\u672c\u54cd\u5e94\u3002\u901a\u8fc7\u4e22\u5f03\u7b2c\u4e00\u4e2a\u6837\u672c\u4e2d\u7684\u6587\u672c\u6807\u8bb0\u5e76\u5c06\u7b2c\u4e8c\u4e2a\u6837\u672c\u7684\u8f93\u51fa\u5d4c\u5165\u5230\u7b2c\u4e00\u4e2a\u6837\u672c\u4e2d\uff0c\u6211\u4eec\u6709\u6548\u5730\u5c06\u6a21\u578b\u7684\u57fa\u4e8e\u6587\u672c\u7684\u529f\u80fd\u8f6c\u79fb\u5230\u97f3\u9891\u4efb\u52a1\u4e2d\uff0c\u4ece\u800c\u4ee5\u6700\u5c0f\u7684\u8d44\u6e90\u5f00\u9500\u663e\u8457\u63d0\u9ad8\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<h3>\u8bad\u7ec3\u7b56\u7565<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"991\" height=\"642\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-66.png\" alt=\"\" class=\"wp-image-22550\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-66.png 991w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-66-300x194.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-66-768x498.png 768w\" sizes=\"(max-width: 991px) 100vw, 991px\" \/><\/figure>\n\n\n\n<p><strong>Mini-Omni2<\/strong>&nbsp;\u7684\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u5982\u56fe 5 \u6240\u793a\u3002\u57f9\u8bad\u8fc7\u7a0b\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff0c\u6bcf\u4e2a\u9636\u6bb5\u91c7\u7528\u591a\u4efb\u52a1\u57f9\u8bad\u3002\u5728\u56fe\u4e2d\uff0c\u9664\u4e86\u9636\u6bb5 1 \u4e4b\u5916\uff0c\u8fd8\u5408\u5e76\u4e86\u4e00\u4e2a\u57fa\u7840\u6587\u672c\u5230\u6587\u672c\u4efb\u52a1\uff0c\u4f46\u672a\u660e\u786e\u63cf\u8ff0\u3002\u6211\u4eec\u5c06\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ul><li><strong>\u591a\u6a21\u6001\u7f16\u7801\u5668\u9002\u5e94 <\/strong>\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u6211\u4eec\u91c7\u7528\u5feb\u901f\u3001\u5c0f\u89c4\u6a21\u7684\u8bad\u7ec3\uff0c\u53ea\u5173\u6ce8\u8fde\u63a5\u8bed\u8a00\u6a21\u578b\u548c\u7f16\u7801\u5668\u7684\u7ebf\u6027\u5c42\u7684\u6743\u91cd\u3002\u9636\u6bb5 1 \u7684\u76ee\u6807\u662f\u786e\u4fdd\u6a21\u578b\u63a5\u6536\u7684\u591a\u6a21\u6001\u7279\u5f81\u4e0e\u6a21\u578b\u5d4c\u5165\u5c42\u4e2d\u8868\u793a\u7684\u6587\u672c\u6807\u8bb0\u7684\u7279\u5f81\u975e\u5e38\u76f8\u4f3c\u3002\u6211\u4eec\u8ba4\u4e3a\u8fd9\u79cd\u65b9\u6cd5\u6709\u4e24\u4e2a\u4e3b\u8981\u4f18\u70b9\uff1a1. \u5b83\u5141\u8bb8\u6a21\u578b\u5728\u968f\u540e\u7684\u8bad\u7ec3\u4e2d\u4e13\u6ce8\u4e8e\u7279\u5b9a\u6a21\u6001\u95ee\u7b54\u4e2d\u7684\u903b\u8f91\u63a8\u7406\u30022. \u5b83\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u4e86\u8bed\u8a00\u6a21\u578b\u6838\u5fc3\u4e2d\u7684\u53c2\u6570\u53d8\u5316\uff0c\u5426\u5219\u8fd9\u4e9b\u53d8\u5316\u4f1a\u56e0\u9002\u5e94\u5176\u4ed6\u6a21\u6001\u800c\u5bfc\u81f4\u3002<\/li><li><strong>\u6a21\u6001\u5bf9\u9f50<\/strong> \u5728\u7b2c 2 \u9636\u6bb5\uff0c\u6a21\u578b\u8bad\u7ec3\u7684\u4e3b\u8981\u4efb\u52a1\u662f\u5c06\u57fa\u4e8e\u6587\u672c\u8f93\u5165\u7684\u95ee\u7b54\u80fd\u529b\u8f6c\u79fb\u5230\u57fa\u4e8e\u56fe\u50cf\u548c\u97f3\u9891\u7684\u95ee\u7b54\u80fd\u529b\u3002\u5728\u6b64\u6b65\u9aa4\u4e2d\uff0c<strong>\u5728\u9636\u6bb5 1 \u4e2d\u8bad\u7ec3\u7684\u9002\u914d\u5668\u88ab\u6682\u65f6\u51bb\u7ed3<\/strong>\uff0c<strong>\u8bed\u8a00\u6a21\u578b\u7684\u6743\u91cd\u53c2\u4e0e\u8bad\u7ec3\u3002<\/strong>\u5728\u6b64\u9636\u6bb5\uff0c<strong>\u6240\u6709\u4efb\u52a1\u90fd\u4e0d\u6d89\u53ca\u97f3\u9891\u54cd\u5e94<\/strong>\u3002\u5bf9\u4e8e\u57fa\u4e8e\u56fe\u50cf\u548c\u57fa\u4e8e\u97f3\u9891\u7684 QA \u7b49\u4efb\u52a1\uff0c\u4ec5\u751f\u6210\u57fa\u4e8e\u6587\u672c\u7684\u54cd\u5e94\u6765\u5efa\u7acb\u6a21\u578b\u7684\u57fa\u672c\u903b\u8f91\u529f\u80fd\u3002\u8bed\u97f3\u8f93\u51fa\u53ea\u662f\u8fd9\u79cd\u903b\u8f91\u80fd\u529b\u5728\u4e0d\u540c\u6a21\u6001\u4e2d\u7684\u5ef6\u4f38\u3002<\/li><li><strong>\u8bad\u7ec3\u540e<\/strong> \u5728\u7b2c 3 \u9636\u6bb5\uff0c\u6a21\u578b\u7684\u4efb\u52a1\u662f\u6269\u5c55\u8f93\u51fa\u6a21\u6001\u4ee5\u5305\u62ec\u97f3\u9891\u54cd\u5e94\u751f\u6210\u3002\u5982\u56fe 5 \u6240\u793a\uff0c\u8be5\u6a21\u578b\u5c06\u9488\u5bf9\u7b2c 1 \u9636\u6bb5\u548c\u7b2c 2 \u9636\u6bb5\u7684\u6240\u6709\u4efb\u52a1\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u4e3a\u6240\u6709\u95ee\u7b54\u4efb\u52a1\u63d0\u4f9b\u97f3\u9891\u4ee4\u724c\u8f93\u51fa\u3002\u6b64\u5916\uff0c<strong>\u8be5\u6a21\u578b\u5c06\u5b66\u4e60\u4e2d\u65ad\u673a\u5236<\/strong>\u3002<\/li><\/ul>\n\n\n\n<h3>\u53cc\u5de5\u4ea4\u4e92<\/h3>\n\n\n\n<p>\u5b9e\u65f6\u5bf9\u8bdd\u6a21\u578b\u9700\u8981\u5177\u6709\u53cc\u5de5\u529f\u80fd\uff0c\u4ee5\u5b9e\u73b0\u66f4\u7075\u6d3b\u7684\u4ea4\u4e92\u3002\u4f46\u662f\uff0c\u8fd9\u79cd\u4e2d\u65ad\u673a\u5236\u4e0d\u5e94\u8be5\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u57fa\u4e8e VAD\uff08\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\uff09\u7684\u673a\u5236\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u4ee5\u786e\u5b9a\u7528\u6237\u662f\u5426\u6253\u7b97\u4e2d\u65ad\u6a21\u578b\u7684\u7cfb\u7edf\u3002\u6b64\u5916\uff0c\u6a21\u578b\u7684\u80fd\u529b\u5e94\u8be5\u975e\u5e38\u5065\u58ee\uff0c\u80fd\u591f\u5904\u7406\u5404\u79cd\u5916\u90e8\u60c5\u51b5\uff08\u4f8b\u5982\uff0c\u566a\u97f3\u3001\u5176\u4ed6\u5bf9\u8bdd\u548c\u4e0d\u76f8\u5173\u7684\u58f0\u97f3\uff09\u3002\u6211\u4eec<strong>\u901a\u8fc7\u57fa\u4e8e\u547d\u4ee4\u7684\u4efb\u52a1\u6765\u63a2\u7d22\u6b64\u529f\u80fd\uff0c\u5f53\u7528\u6237\u8bf4\u51fa \u201cStop Omni\u201d \u65f6\uff0c\u6a21\u578b\u5c06\u7acb\u5373\u505c\u6b62\u8bf4\u8bdd\u3002\u6b64\u5916\uff0c\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u901a\u8fc7\u5f00\u53d1\u66f4\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u4e2d\u65ad\u6570\u636e\u96c6\uff0c\u81ea\u7136\u5730\u6269\u5c55\u4e3a\u5305\u542b\u66f4\u590d\u6742\u7684\u8bed\u4e49\u4e2d\u65ad\u673a\u5236\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u80cc\u666f\u566a\u58f0\u9009\u62e9\uff1a<\/strong>\uff081\uff09 \u6211\u4eec\u968f\u673a\u4f7f\u7528\u4e86\u6765\u81ea Libri-tts \u6570\u636e\u96c6\u7684\u5404\u79cd\u8bed\u97f3\u8bc6\u522b\u6837\u672c\u4f5c\u4e3a\u539f\u59cb\u4eba\u7c7b\u566a\u58f0\u6570\u636e\u6837\u672c\u3002\uff082\uff09 \u6211\u4eec\u4f7f\u7528\u4e86\u6765\u81ea MUSAN\u6570\u636e\u96c6\u7684\u6837\u672c\uff0c\u5176\u4e2d\u5305\u62ec\u97f3\u4e50\u3001\u4eba\u58f0\u3001\u767d\u566a\u58f0\u548c\u57ce\u5e02\u566a\u58f0\u3002<\/p>\n\n\n\n<p><strong>\u8bed\u4e49\u4e2d\u65ad\u6784\u9020\uff1a<\/strong>\u6211\u4eec\u5c06 \u201cStop Omni\u201d \u4e0e\u968f\u673a\u7684\u8bed\u97f3\u97f3\u8272\u5408\u6210\uff0c\u968f\u540e\u4e0e\u566a\u58f0\u6df7\u5408\u3002\u5177\u4f53\u7684\u6570\u636e\u6784\u9020\u65b9\u6cd5\u5c06\u5728\u4e0b\u4e00\u8282\u4e2d\u4ecb\u7ecd\u3002<\/p>\n\n\n\n<p>\u7ed3\u5408\u4e0a\u8ff0\u6570\u636e\uff0c\u8be5\u6a21\u578b\u5c06\u63a5\u6536\u5230\u5305\u542b\u5404\u79cd\u566a\u97f3\u4e2d\u7684 \u201cStop Omni\u201d \u77ed\u8bed\u7684\u957f\u5e8f\u5217\u6570\u636e\u3002\u8be5\u6a21\u578b\u5c06\u5b9e\u65f6\u751f\u6210\u4e24\u79cd\u7c7b\u578b\u7684\u72b6\u6001 token\uff1airq \u548c n-irq\uff0c\u5206\u522b\u4ee3\u8868\u7528\u6237\u6253\u65ad\u548c\u4e0d\u6253\u65ad\u7684\u610f\u56fe\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c<strong>\u5f53\u6a21\u578b\u8f93\u51fa irq token \u65f6\uff0c\u5b83\u4f1a\u505c\u6b62\u751f\u6210\u8fc7\u7a0b\u5e76\u5f00\u59cb\u76d1\u542c\u65b0\u7684 question<\/strong>\u3002\u5bf9\u4e8e<strong>\u6b64\u4efb\u52a1\uff0c\u6211\u4eec\u4f7f\u7528token\u4f5c\u4e3a\u8f93\u5165\u6765\u589e\u5f3a\u6a21\u578b\u7684\u5b9e\u65f6\u5904\u7406\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<h2>\u8bad\u7ec3\uff1a<\/h2>\n\n\n\n<p><strong>Mini-Omni2<\/strong>&nbsp;\u6a21\u578b\u5728 8 \u4e2a A100 GPU \u4e0a\u5b8c\u6210\u4e86\u6240\u6709\u8bad\u7ec3\u6b65\u9aa4\u3002\u5728\u9002\u914d\u5668\u8bad\u7ec3\u9636\u6bb5\uff0c\u5b66\u4e60\u7387\u4ece 2e-5 \u5230 1e-3 \u4e0d\u7b49\uff0c\u800c\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u4f7f\u7528\u7684\u5b66\u4e60\u7387\u5728 2e-6 \u548c 2e-4 \u4e4b\u95f4\u3002\u6700\u540e\u7684\u5fae\u8c03\u662f\u5728 2e-6 \u5230 2e-5 \u7684\u5b66\u4e60\u7387\u8303\u56f4\u5185\u8fdb\u884c\u7684\u3002\u91c7\u7528\u4e86\u4f59\u5f26\u8c03\u5ea6\u5668\uff0c\u5177\u6709 1500 \u4e2a\u9884\u70ed\u6b65\u9aa4\uff0c\u5168\u5c40\u6279\u5904\u7406\u5927\u5c0f\u4e3a 192\u3002\u4f7f\u7528\u5b8c\u6574\u6570\u636e\u96c6\u5bf9\u6bcf\u4e2a\u9636\u6bb5\u8fdb\u884c\u4e00\u4e2a epoch \u7684\u8bad\u7ec3\u3002\u524d\u9762\u4ecb\u7ecd\u4e86\u89c6\u89c9\u548c\u97f3\u9891\u7f16\u7801\u5668\u7684\u89c4\u6a21\uff0c\u4f7f\u7528\u7684\u8bed\u8a00\u6a21\u578b\u662f Qwen2-0.5B \u57fa\u672c\u6a21\u578b\u3002\u6240\u6709\u578b\u53f7\u9002\u914d\u5668\u5747\u4f7f\u7528\u4e2d\u95f4\u5c3a\u5bf8\u4e3a 4,864 \u7684 Llama-MLP\u3002<\/p>\n\n\n\n<p><strong>\u6570\u636e\u96c6\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\/11\/image-67.png\" alt=\"\" class=\"wp-image-22573\" width=\"569\" height=\"274\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-67.png 918w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-67-300x145.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-67-768x371.png 768w\" sizes=\"(max-width: 569px) 100vw, 569px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u8bed\u97f3\u5bf9\u8bdd\u6570\u636e\u5408\u6210\uff1a<\/strong><\/p>\n\n\n\n<p><strong>Spoken Dialogue Data<\/strong>\uff1a\u4f7f\u7528<strong>\u8bed\u97f3\u8bc6\u522b\u6570\u636e\u96c6\u4f5c\u4e3a\u968f\u673a\u8bed\u97f3\u97f3\u8272\u5e93<\/strong>\u3002\u4e3a\u4e86\u786e\u4fdd\u8bad\u7ec3\u7684\u7a33\u5065\u6027\uff0c\u4ece\u8be5\u6570\u636e\u96c6\u4e2d\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u6837\u672c\u4f5c\u4e3a\u8f93\u5165\u6240\u6709\u53e3\u8bed\u5bf9\u8bdd\u6570\u636e\u7684\u8bed\u97f3\u63d0\u793a\uff0c\u5e76\u91c7\u7528 CosyVoice\u8fdb\u884c\u96f6\u955c\u5934\u8bed\u97f3\u5408\u6210\u3002<strong>\u5bf9\u4e8e\u6240\u6709\u95ee\u7b54\u6570\u636e\u7684\u8f93\u51fa\uff0c\u4f7f\u7528\u6765\u81ea\u5185\u90e8 TTS \u7cfb\u7edf\u7684\u76f8\u540c\u8bed\u97f3\u97f3\u8272\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u4e2d\u65ad\u6570\u636e<\/strong>\uff1a\u9996\u5148\uff0c\u5bf9\u566a\u58f0\u6570\u636e\u8fdb\u884c\u6d41\u5f0f\u7f16\u7801\u548c\u89e3\u7801\uff0c\u4ee5\u6a21\u62df\u6a21\u578b\u7684\u5b9e\u65f6\u6d41\u5f0f\u8f93\u5165\u3002\u7136\u540e\uff0c\u63d0\u53d6\u566a\u58f0\u6570\u636e\u7684\u968f\u673a\u6bb5\u3002\u5728\u6b64\u6bb5\u843d\u7684\u672b\u5c3e\uff0c\u63d2\u5165\u4e00\u4e2a \u201cStop Omni\u201d \u4e50\u53e5\uff0c\u4ee5\u4e0e\u5bf9\u8bdd\u6570\u636e\u76f8\u540c\u7684\u65b9\u5f0f\u4f7f\u7528\u968f\u673a\u8bed\u97f3\u97f3\u8272\u751f\u6210\u3002\u6700\u540e\uff0c\u5728\u6b64\u6bb5\u7684\u672b\u5c3e\u9644\u52a0\u4e00\u4e2a 0-10 \u79d2\u7684\u989d\u5916\u201c\u5c3e\u5df4\u201d\u3002\u5728\u6807\u6ce8\u65b9\u9762\uff0c\u5c3e\u90e8\u4e4b\u524d\u7684\u6240\u6709\u6570\u636e\u90fd\u6807\u8bb0\u4e3a \u201cn-irq\u201d\uff0c\u800c\u5c3e\u90e8\u6bb5\u88ab\u6807\u8bb0\u4e3a \u201cirq\u201d\uff0c\u8868\u793a\u6a21\u578b\u5e94\u8be5\u88ab\u6253\u65ad\u3002<\/p>\n\n\n\n<h2>\u7ed3\u679c\uff1a<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"928\" height=\"775\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-68.png\" alt=\"\" class=\"wp-image-22584\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-68.png 928w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-68-300x251.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/11\/image-68-768x641.png 768w\" sizes=\"(max-width: 928px) 100vw, 928px\" \/><\/figure>\n\n\n\n<h2>\u6539\u8fdb\u7a7a\u95f4\uff1a<\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u503c\u5f97\u63a2\u7d22\u548c\u6539\u8fdb\uff1a<\/p>\n\n\n\n<p>&nbsp;<strong>1.<\/strong>&nbsp;\u6a21\u578b\u548c\u6570\u636e\u5927\u5c0f\u7684\u7f29\u653e\u3002<strong>Mini-Omni2<\/strong>&nbsp;\u7684\u76ee\u6807\u662f\u7528\u6709\u9650\u7684\u8d44\u6e90\u8bad\u7ec3\u5c0f\u6a21\u578b\uff0c\u6211\u4eec\u76f8\u4fe1\u66f4\u591a\u7684\u6570\u636e\u548c\u8ba1\u7b97\u53ef\u4ee5\u5927\u5927\u589e\u5f3a\u5176\u80fd\u529b\u3002&nbsp;<\/p>\n\n\n\n<p><strong>2.<\/strong>&nbsp;\u6539\u8fdb\u97f3\u9891\u8f93\u51fa\u7684\u98ce\u683c\u63a7\u5236\u548c\u591a\u6837\u6027\uff08\u60c5\u611f\u3001\u81ea\u7136\u5ea6\u3001\u97f3\u8272\u3001\u53e3\u97f3\u548c\u6b4c\u5531\uff09\u3002<\/p>\n\n\n\n<p>&nbsp;<strong>3.<\/strong>&nbsp;\u66f4\u4e30\u5bcc\u7684\u8bed\u4e49\u4e2d\u65ad\u673a\u5236\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud83e\udd17&nbsp;Hugging Face&nbsp;| \ud83d\udcd6&nbsp;Github&nbsp;| \ud83d\udcd1&nbsp; &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/11\/28\/mini-omni2\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Mini-Omni2\uff1a\u591a\u6a21\u6001\u4ea4\u4e92\u5b9e\u65f6\u5bf9\u8bdd\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":[40,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/22359"}],"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=22359"}],"version-history":[{"count":116,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/22359\/revisions"}],"predecessor-version":[{"id":22800,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/22359\/revisions\/22800"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=22359"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=22359"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=22359"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}