{"id":25642,"date":"2025-03-28T18:03:29","date_gmt":"2025-03-28T10:03:29","guid":{"rendered":"http:\/\/139.9.1.231\/?p=25642"},"modified":"2025-04-07T14:28:49","modified_gmt":"2025-04-07T06:28:49","slug":"qwen2-5-omni","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2025\/03\/28\/qwen2-5-omni\/","title":{"rendered":"Qwen2.5-Omni -\u591a\u6a21\u6001\u7aef\u5230\u7aef\u5927\u6a21\u578b"},"content":{"rendered":"\n<ul><li><strong>\u8bba\u6587\u5730\u5740\uff1a<\/strong><\/li><li><a href=\"https:\/\/github.com\/QwenLM\/Qwen2.5-Omni\/blob\/main\/assets\/Qwen2.5_Omni.pdf\"><em>https:\/\/github.com\/QwenLM\/Qwen2.5-Omni\/blob\/main\/assets\/Qwen2.5_Omni.pdf<\/em><\/a><\/li><li><strong>\u535a\u5ba2\u5730\u5740\uff1a<\/strong><a href=\"https:\/\/qwenlm.github.io\/blog\/qwen2.5-omni\/\"><strong><em>https:\/\/qwenlm.github.io\/blog\/qwen2.5-omni\/<\/em><\/strong><\/a><\/li><li><strong>GitHub \u5730\u5740\uff1a<\/strong><a href=\"https:\/\/github.com\/QwenLM\/Qwen2.5-Omni\"><em><strong>https:\/\/github.com\/QwenLM\/Qwen2.5-Omni<\/strong><\/em><\/a><\/li><li><strong>Hugging Face \u5730\u5740\uff1a<\/strong><em><a href=\"https:\/\/huggingface.co\/Qwen\/Qwen2.5-Omni-7B\">https:\/\/huggingface.co\/Qwen\/Qwen2.5-Omni-7B<\/a><\/em><\/li><li><strong>ModelScope\uff1a<\/strong><em><a href=\"https:\/\/modelscope.cn\/models\/Qwen\/Qwen2.5-Omni-7B\">https:\/\/modelscope.cn\/models\/Qwen\/Qwen2.5-Omni-7B<\/a><\/em><\/li><\/ul>\n\n\n\n\n\n<p>\u8fd9\u662f Qwen \u7cfb\u5217\u4e2d\u5168\u65b0\u7684\u65d7\u8230\u7ea7<strong>\u591a\u6a21\u6001\u5927\u6a21\u578b<\/strong>\uff0c\u4e13\u4e3a\u5168\u9762\u7684\u591a\u6a21\u5f0f\u611f\u77e5\u8bbe\u8ba1\uff0c\u53ef\u4ee5\u65e0\u7f1d\u5904\u7406\u5305\u62ec\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u7684\u5404\u79cd\u8f93\u5165\uff0c\u540c\u65f6<strong>\u652f\u6301\u6d41\u5f0f\u7684\u6587\u672c\u751f\u6210\u548c\u81ea\u7136\u8bed\u97f3\u5408\u6210\u8f93\u51fa<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"546\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-33-1024x546.png\" alt=\"\" class=\"wp-image-25651\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-33-1024x546.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-33-300x160.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-33-768x410.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-33.png 1459w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2>\u4e3b\u8981\u7279\u70b9<a href=\"https:\/\/github.com\/QwenLM\/Qwen2.5-Omni\/blob\/main\/README_CN.md#%E4%B8%BB%E8%A6%81%E7%89%B9%E7%82%B9\"><\/a><\/h2>\n\n\n\n<ul><li><strong>\u5168\u80fd\u521b\u65b0\u67b6\u6784<\/strong>\uff1a\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684<strong>Thinker-Talker<\/strong>\u67b6\u6784\uff0c\u8fd9\u662f\u4e00\u79cd\u7aef\u5230\u7aef\u7684\u591a\u6a21\u6001\u6a21\u578b\uff0c\u65e8\u5728\u652f\u6301<strong>\u6587\u672c\/\u56fe\u50cf\/\u97f3\u9891\/\u89c6\u9891\u7684\u8de8\u6a21\u6001\u7406\u89e3\uff0c\u540c\u65f6\u4ee5\u6d41\u5f0f\u65b9\u5f0f\u751f\u6210\u6587\u672c\u548c\u81ea\u7136\u8bed\u97f3\u54cd\u5e94\u3002<\/strong>\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u65b0\u7684\u4f4d\u7f6e\u7f16\u7801\u6280\u672f\uff0c\u79f0\u4e3aTMRoPE\uff08Time-aligned Multimodal RoPE\uff09\uff0c\u901a\u8fc7\u65f6\u95f4\u8f74\u5bf9\u9f50\u5b9e\u73b0\u89c6\u9891\u4e0e\u97f3\u9891\u8f93\u5165\u7684\u7cbe\u51c6\u540c\u6b65\u3002<\/strong><\/li><li><strong>\u5b9e\u65f6\u97f3\u89c6\u9891\u4ea4\u4e92<\/strong>\uff1a\u67b6\u6784\u65e8\u5728<strong>\u652f\u6301\u5b8c\u5168\u5b9e\u65f6\u4ea4\u4e92\uff0c\u652f\u6301\u5206\u5757\u8f93\u5165\u548c\u5373\u65f6\u8f93\u51fa<\/strong>\u3002<\/li><li><strong>\u81ea\u7136\u6d41\u7545\u7684\u8bed\u97f3\u751f\u6210<\/strong>\uff1a\u5728\u8bed\u97f3\u751f\u6210\u7684<strong>\u81ea\u7136\u6027\u548c\u7a33\u5b9a\u6027\u65b9\u9762<\/strong>\u8d85\u8d8a\u4e86\u8bb8\u591a\u73b0\u6709\u7684\u6d41\u5f0f\u548c\u975e\u6d41\u5f0f\u66ff\u4ee3\u65b9\u6848\u3002Qwen2.5-Omni \u652f\u6301\u4fee\u6539\u8f93\u51fa\u8bed\u97f3\u7684\u97f3\u8272\u7c7b\u578b\uff0c\u76ee\u524d\u652f\u63012\u79cd\u97f3\u8272\u7c7b\u578b\u3002<\/li><li><strong>\u5168\u6a21\u6001\u6027\u80fd\u4f18\u52bf<\/strong>\uff1a\u5728\u540c\u7b49\u89c4\u6a21\u7684\u5355\u6a21\u6001\u6a21\u578b\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\u65f6\uff0c\u8868\u73b0\u51fa\u5353\u8d8a\u7684\u6027\u80fd\u3002Qwen2.5-Omni\u5728\u97f3\u9891\u80fd\u529b\u4e0a\u4f18\u4e8e\u7c7b\u4f3c\u5927\u5c0f\u7684Qwen2-Audio\uff0c\u5e76\u4e0eQwen2.5-VL-7B\u4fdd\u6301\u540c\u7b49\u6c34\u5e73\u3002<\/li><li><strong>\u5353\u8d8a\u7684\u7aef\u5230\u7aef\u8bed\u97f3\u6307\u4ee4\u8ddf\u968f\u80fd\u529b<\/strong>\uff1aQwen2.5-Omni\u5728\u7aef\u5230\u7aef\u8bed\u97f3\u6307\u4ee4\u8ddf\u968f\u65b9\u9762\u8868\u73b0\u51fa\u4e0e\u6587\u672c\u8f93\u5165\u5904\u7406\u76f8\u5ab2\u7f8e\u7684\u6548\u679c\uff0c\u5728MMLU\u901a\u7528\u77e5\u8bc6\u7406\u89e3\u548cGSM8K\u6570\u5b66\u63a8\u7406\u7b49\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02\u3002<\/li><\/ul>\n\n\n\n<h2>\u6458\u8981\uff1a<\/h2>\n\n\n\n<p><strong>Qwen2.5-Omni<\/strong>\uff0c\u8fd9\u662f\u4e00\u79cd\u7aef\u5230\u7aef\u7684\u591a\u6a21\u6001\u6a21\u578b\uff0c\u80fd\u591f\u611f\u77e5\u591a\u79cd\u6a21\u6001\u4fe1\u606f\uff0c\u5305\u62ec\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\uff0c\u540c\u65f6\u4ee5\u6d41\u5f0f\u65b9\u5f0f\u751f\u6210\u6587\u672c\u548c\u81ea\u7136\u8bed\u97f3\u54cd\u5e94\u3002\u4e3a\u4e86\u5b9e\u73b0\u591a\u6a21\u6001\u4fe1\u606f\u8f93\u5165\u7684\u6d41\u5f0f\u5904\u7406\uff0c<strong>Qwen2.5-Omni<\/strong> \u7684\u97f3\u9891\u548c\u89c6\u89c9\u7f16\u7801\u5668\u91c7\u7528\u4e86 <strong>\u5206\u5757\u5904\u7406\uff08block-wise processing\uff09<\/strong> \u65b9\u6cd5\u3002\u8be5\u7b56\u7565\u6709\u6548\u5730\u89e3\u8026\u4e86\u957f\u5e8f\u5217\u591a\u6a21\u6001\u6570\u636e\u7684\u5904\u7406\uff0c\u5c06\u611f\u77e5\u4efb\u52a1\u4ea4\u7531\u591a\u6a21\u6001\u7f16\u7801\u5668\uff0c\u800c\u5c06\u957f\u5e8f\u5217\u5efa\u6a21\u4efb\u52a1\u4ea4\u7531\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u8fd9\u79cd<strong>\u5206\u5de5\u673a\u5236\u901a\u8fc7\u5171\u4eab\u6ce8\u610f\u529b\u673a\u5236\u589e\u5f3a\u4e86\u4e0d\u540c\u6a21\u6001\u7684\u878d\u5408\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u4e3a\u540c\u6b65\u89c6\u9891\u8f93\u5165\u7684\u65f6\u95f4\u6233\u4e0e\u97f3\u9891<\/strong>\uff0c\u6211\u4eec\u91c7\u7528 <strong>\u4ea4\u9519\uff08interleaved\uff09<\/strong> \u65b9\u5f0f\u5bf9\u97f3\u89c6\u9891\u6570\u636e\u8fdb\u884c\u5e8f\u5217\u5316\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u4f4d\u7f6e\u7f16\u7801\u65b9\u6cd5\u2014\u2014<strong>TMRoPE\uff08Time-aligned Multimodal RoPE\uff0c\u65f6\u95f4\u5bf9\u9f50\u591a\u6a21\u6001\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff09<\/strong>\u3002 <em>ps\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/642884818\" target=\"_blank\" rel=\"noreferrer noopener\">\u5173\u4e8e\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801<\/a><\/em><\/p>\n\n\n\n<p>\u5728\u540c\u65f6\u751f\u6210\u6587\u672c\u548c\u8bed\u97f3\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4e3a\u4e86\u907f\u514d\u4e24\u79cd\u6a21\u6001\u4e4b\u95f4\u7684\u76f8\u4e92\u5e72\u6270\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 <strong>Thinker-Talker \u67b6\u6784<\/strong>\u3002\u5728\u8be5\u6846\u67b6\u4e0b\uff1a<\/p>\n\n\n\n<ul><li><strong>Thinker<\/strong> \u4f5c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u8d1f\u8d23\u6587\u672c\u751f\u6210\uff1b<\/li><li><strong>Talker<\/strong> \u662f\u4e00\u4e2a <strong>\u53cc\u8f68\u81ea\u56de\u5f52\u6a21\u578b\uff08dual-track autoregressive model\uff09<\/strong>\uff0c\u5b83\u76f4\u63a5\u5229\u7528 <strong>Thinker<\/strong> \u7684<strong>\u9690\u85cf\u8868\u793a\u6765\u751f\u6210\u97f3\u9891\u6807\u8bb0<\/strong>\uff08audio tokens\uff09<strong>\u4f5c\u4e3a\u8f93\u51fa<\/strong>\u3002<\/li><\/ul>\n\n\n\n<p><strong>Thinker<\/strong> \u548c <strong>Talker<\/strong> \u5747\u4ee5<strong>\u7aef\u5230\u7aef\u65b9\u5f0f\u8fdb\u884c\u8bad\u7ec3\u548c\u63a8\u7406<\/strong>\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u5b9e\u73b0\u6d41\u5f0f\u97f3\u9891\u6807\u8bb0\u89e3\u7801\uff0c\u6211\u4eec\u5f15\u5165\u4e86 <strong>\u6ed1\u52a8\u7a97\u53e3 DiT\uff08sliding-window DiT\uff09<\/strong>\uff0c\u901a\u8fc7\u9650\u5236\u611f\u53d7\u91ce\u6765\u51cf\u5c11\u521d\u59cb\u6570\u636e\u5305\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<p>Qwen2.5-Omni \u7684\u5173\u952e\u7279\u6027\u53ef\u603b\u7ed3\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li class=\"\"><strong>Qwen2.5-Omni<\/strong> \u662f\u4e00\u4e2a <strong>\u7edf\u4e00\u591a\u6a21\u6001\u6a21\u578b<\/strong>\uff0c\u80fd\u591f\u611f\u77e5\u6240\u6709\u6a21\u6001\u4fe1\u606f\uff0c\u5e76\u4ee5\u6d41\u5f0f\u65b9\u5f0f\u540c\u65f6\u751f\u6210\u6587\u672c\u548c\u81ea\u7136\u8bed\u97f3\u54cd\u5e94\u3002<\/li><li class=\"\">\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u4f4d\u7f6e\u7f16\u7801\u7b97\u6cd5 <strong>TMRoPE\uff08Time-aligned Multimodal RoPE\uff09<\/strong>\uff0c\u8be5\u65b9\u6cd5\u663e\u5f0f\u878d\u5165\u65f6\u95f4\u4fe1\u606f\uff0c\u4ee5\u5b9e\u73b0\u97f3\u89c6\u9891\u7684\u540c\u6b65\u3002<\/li><li class=\"\">\u6211\u4eec\u8bbe\u8ba1\u4e86 <strong>Thinker-Talker \u67b6\u6784<\/strong>\uff0c\u4ee5\u652f\u6301 <strong>\u5b9e\u65f6\u7406\u89e3<\/strong> \u548c <strong>\u8bed\u97f3\u751f\u6210<\/strong>\u3002<\/li><li class=\"\">\u5728\u591a\u6a21\u6001\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c<strong>Qwen2.5-Omni<\/strong> \u5c55\u793a\u4e86\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u76f8\u8f83\u4e8e\u7c7b\u4f3c\u89c4\u6a21\u7684\u5355\u6a21\u6001\u6a21\u578b\u8868\u73b0\u66f4\u4f18\uff0c\u5c24\u5176\u5728\u8bed\u97f3\u6307\u4ee4\u8ddf\u968f\u4efb\u52a1\u4e0a\uff0c\u5176\u80fd\u529b\u53ef\u4e0e\u7eaf\u6587\u672c\u8f93\u5165\u4efb\u52a1\u76f8\u5ab2\u7f8e\u3002<\/li><li class=\"\">\u5728\u9700\u8981\u6574\u5408\u591a\u79cd\u6a21\u6001\u7684\u4fe1\u606f\u5904\u7406\u4efb\u52a1\u4e2d\uff08\u5982 <strong>OmniBench<\/strong> \u8bc4\u6d4b\uff09\uff0c<strong>Qwen2.5-Omni<\/strong> \u8fbe\u5230\u4e86 <strong>\u6700\u5148\u8fdb\uff08state-of-the-art\uff09<\/strong> \u7684\u6027\u80fd\u3002<\/li><li class=\"\">\u5728\u8bed\u97f3\u751f\u6210\u65b9\u9762\uff0c<strong>Qwen2.5-Omni<\/strong> \u5728 <strong>seed-tts-eval<\/strong> \u8bc4\u6d4b\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u8bed\u97f3\u751f\u6210\u80fd\u529b\u548c\u7a33\u5065\u6027\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"939\" height=\"837\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-34.png\" alt=\"\" class=\"wp-image-25671\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-34.png 939w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-34-300x267.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-34-768x685.png 768w\" sizes=\"(max-width: 939px) 100vw, 939px\" \/><figcaption><strong>Thinker<\/strong> \u8d1f\u8d23 <strong>\u6587\u672c\u751f\u6210<\/strong>\u3002<br><strong>Talker<\/strong> \u901a\u8fc7\u76f4\u63a5\u63a5\u6536 <strong>Thinker<\/strong> \u63d0\u4f9b\u7684\u9ad8\u7ea7\u8868\u793a\uff0c\u4e13\u6ce8\u4e8e <strong>\u6d41\u5f0f\u8bed\u97f3\u6807\u8bb0\u751f\u6210<\/strong>\u3002<\/figcaption><\/figure>\n\n\n\n<h2>Architecture\uff1a<\/h2>\n\n\n\n<p>\u5982 <strong>\u56fe 2<\/strong> \u6240\u793a\uff0c<strong>Qwen2.5-Omni<\/strong> \u91c7\u7528 <strong>Thinker-Talker<\/strong> \u67b6\u6784\uff0c\u5176\u4e2d\uff1a<\/p>\n\n\n\n<ul><li class=\"\"><strong>Thinker<\/strong> \u7c7b\u4f3c\u4e8e\u5927\u8111\uff0c\u8d1f\u8d23\u5904\u7406\u548c\u7406\u89e3 <strong>\u6587\u672c\u3001\u97f3\u9891\u3001\u89c6\u9891<\/strong> \u7b49\u6a21\u6001\u8f93\u5165\uff0c\u751f\u6210\u9ad8\u7ea7\u8868\u793a\u548c\u5bf9\u5e94\u7684\u6587\u672c\u8f93\u51fa\u3002<\/li><li class=\"\"><strong>Talker<\/strong> \u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u7684\u5634\u5df4\uff0c\u4ee5\u6d41\u5f0f\u65b9\u5f0f\u63a5\u6536 <strong>Thinker<\/strong> \u751f\u6210\u7684\u9ad8\u7ea7\u8868\u793a\u548c\u6587\u672c\uff0c\u5e76\u987a\u7545\u5730\u8f93\u51fa\u79bb\u6563\u8bed\u97f3\u6807\u8bb0\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u67b6\u6784\u7ec6\u8282<\/strong><\/p>\n\n\n\n<ul><li><strong>Thinker<\/strong> \u91c7\u7528 <strong>Transformer \u89e3\u7801\u5668<\/strong>\uff0c\u5e76\u914d\u5907 <strong>\u97f3\u9891\u7f16\u7801\u5668<\/strong> \u548c <strong>\u56fe\u50cf\u7f16\u7801\u5668<\/strong>\uff0c\u4ee5\u589e\u5f3a\u4fe1\u606f\u63d0\u53d6\u80fd\u529b\u3002<\/li><li><strong>Talker<\/strong> \u91c7\u7528 <strong>\u53cc\u8f68\u3010\u540c\u65f6\u63a5\u6536\u6587\u672ctoken\u548c\u8bed\u97f3token\u3011\u81ea\u56de\u5f52 Transformer \u89e3\u7801\u5668<\/strong> \u7ed3\u6784\uff08\u53d7 <strong>Mini-Omni<\/strong> [Xie &amp; Wu, 2024] \u542f\u53d1\uff09\u3002<\/li><li>\u5728 <strong>\u8bad\u7ec3\u548c\u63a8\u7406<\/strong> \u8fc7\u7a0b\u4e2d\uff0c<strong>Talker<\/strong> \u76f4\u63a5\u63a5\u6536 <strong>Thinker<\/strong> \u7684\u9ad8\u7ef4\u8868\u793a\uff0c\u5e76\u5171\u4eab\u5176\u5168\u90e8\u5386\u53f2\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4f7f\u6574\u4e2a\u67b6\u6784\u4f5c\u4e3a\u4e00\u4e2a\u7edf\u4e00\u6a21\u578b\u8fdb\u884c <strong>\u7aef\u5230\u7aef\u8bad\u7ec3\u548c\u63a8\u7406<\/strong>\u3002<\/li><\/ul>\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\/2025\/04\/image-1024x597.png\" alt=\"\" class=\"wp-image-25722\" width=\"683\" height=\"397\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/04\/image-1024x597.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/04\/image-300x175.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/04\/image-768x448.png 768w\" sizes=\"(max-width: 683px) 100vw, 683px\" \/><figcaption> <li><strong>Mini-Omni<\/strong><\/li><\/figcaption><\/figure>\n\n\n\n<h3>\u611f\u77e5\uff1a<\/h3>\n\n\n\n<p><strong>Qwen2.5-Omni<\/strong> \u901a\u8fc7 <strong>Thinker<\/strong> \u5bf9 <strong>\u6587\u672c\u3001\u97f3\u9891\u3001\u56fe\u50cf\u548c\u89c6\u9891\uff08\u65e0\u97f3\u9891\uff09<\/strong> \u8fdb\u884c\u5904\u7406\uff0c\u5c06\u5b83\u4eec\u8f6c\u5316\u4e3a\u4e00\u7cfb\u5217\u9690\u85cf\u8868\u793a\u4f5c\u4e3a\u8f93\u5165\u3002\u5177\u4f53\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol><li><strong>\u6587\u672c\u8f93\u5165<\/strong><ul><li>\u5bf9\u4e8e\u6587\u672c\u8f93\u5165\uff0c\u6211\u4eec\u91c7\u7528 <strong>Qwen<\/strong> \u7684\u5206\u8bcd\u5668\uff08<strong>Byte-level Byte-pair Encoding<\/strong>\uff09\uff0c\u8bcd\u6c47\u8868\u5305\u542b 151,643 \u4e2a\u5e38\u89c4\u6807\u8bb0\u3002<\/li><\/ul><\/li><li><strong>\u97f3\u9891\u8f93\u5165\u548c\u89c6\u9891\u4e2d\u7684\u97f3\u9891<\/strong><ul><li>\u97f3\u9891\u8f93\u5165\uff08\u5305\u62ec\u89c6\u9891\u4e2d\u7684\u97f3\u9891\u90e8\u5206\uff09\u9996\u5148\u88ab\u91cd\u91c7\u6837\u81f3 <strong>16kHz<\/strong> \u7684\u9891\u7387\uff0c\u7136\u540e\u5c06\u539f\u59cb\u6ce2\u5f62\u8f6c\u5316\u4e3a <strong>128 \u901a\u9053\u7684\u6885\u5c14\u9891\u8c31\u56fe\uff08mel-spectrogram\uff09<\/strong>\uff0c\u7a97\u53e3\u5927\u5c0f\u4e3a <strong>25ms<\/strong>\uff0c\u6b65\u5e45\u4e3a <strong>10ms<\/strong>\u3002<\/li><li>\u97f3\u9891\u7f16\u7801\u5668\u91c7\u7528 <strong>Qwen2-Audio<\/strong> \u7684\u97f3\u9891\u7f16\u7801\u5668\uff08<strong>Chu et al., 2024b<\/strong>\uff09\uff0c\u6bcf\u4e00\u5e27\u97f3\u9891\u8868\u793a\u5927\u7ea6\u5bf9\u5e94\u4e8e <strong>\u539f\u59cb\u97f3\u9891\u4fe1\u53f7\u7684 40ms<\/strong> \u65f6\u957f\u3002<\/li><\/ul><\/li><li><strong>\u56fe\u50cf\u548c\u89c6\u9891\u8f93\u5165<\/strong><ul><li>\u5bf9\u4e8e\u56fe\u50cf\u8f93\u5165\uff0c\u6211\u4eec\u91c7\u7528 <strong>Qwen2.5-VL<\/strong> \u7684\u89c6\u89c9\u7f16\u7801\u5668\uff08\u57fa\u4e8e <strong>Vision Transformer\uff08ViT\uff09<\/strong> \u6a21\u578b\uff0c\u7ea6 <strong>6.75 \u4ebf\u4e2a\u53c2\u6570<\/strong>\uff09\uff0c\u80fd\u591f\u6709\u6548\u5904\u7406\u56fe\u50cf\u548c\u89c6\u9891\u8f93\u5165\u3002<\/li><li>\u89c6\u89c9\u7f16\u7801\u5668\u4f7f\u7528\u6df7\u5408\u8bad\u7ec3\u65b9\u6cd5\uff0c\u7ed3\u5408\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\uff0c\u786e\u4fdd\u5176\u5728\u56fe\u50cf\u7406\u89e3\u548c\u89c6\u9891\u7406\u89e3\u4e0a\u7684\u9ad8\u6548\u8868\u73b0\u3002<\/li><li>\u4e3a\u4e86\u6700\u5927\u7a0b\u5ea6\u5730\u4fdd\u7559\u89c6\u9891\u4fe1\u606f\u5e76\u9002\u5e94\u97f3\u9891\u91c7\u6837\u7387\uff0c\u6211\u4eec\u91c7\u7528 <strong>\u52a8\u6001\u5e27\u7387\uff08dynamic frame rate\uff09<\/strong> \u6765<strong>\u8fdb\u884c\u89c6\u9891\u91c7\u6837<\/strong>\u3002\u6b64\u5916\uff0c\u4e3a\u4fdd\u6301\u4e00\u81f4\u6027\uff0c<strong>\u6bcf\u4e2a\u56fe\u50cf\u90fd\u88ab\u89c6\u4e3a\u4e24\u4e2a\u76f8\u540c\u7684\u5e27\u3002<\/strong><\/li><\/ul><\/li><\/ol>\n\n\n\n<p><strong>\u89c6\u9891\u4e0eTMRoPE<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"304\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-36-1024x304.png\" alt=\"\" class=\"wp-image-25694\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-36-1024x304.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-36-300x89.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-36-768x228.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-36.png 1060w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption> <strong>TMRoPE<\/strong> <\/figcaption><\/figure>\n\n\n\n<p>\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd <strong>\u97f3\u89c6\u9891\u65f6\u95f4\u4ea4\u9519\u7b97\u6cd5\uff08time-interleaving\uff09<\/strong>\uff0c\u5e76\u5f15\u5165\u4e86\u65b0\u7684 <strong>\u4f4d\u7f6e\u7f16\u7801\u65b9\u6cd5<\/strong> \u2014\u2014 <strong>TMRoPE\uff08Time-aligned Multimodal RoPE\uff09<\/strong>\u3002\u5982 <strong>\u56fe 3<\/strong> \u6240\u793a\uff0c<strong>TMRoPE<\/strong> \u7f16\u7801\u4e86\u591a\u6a21\u6001\u8f93\u5165\u7684\u4e09\u7ef4\u4f4d\u7f6e\uff0c\u91c7\u7528 <strong>\u591a\u6a21\u6001\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff08M-RoPE\uff09<\/strong>\u3010<em>ps: <a rel=\"noreferrer noopener\" href=\"https:\/\/zhuanlan.zhihu.com\/p\/719388479\" target=\"_blank\">Qwen2-VL\u591a\u6a21\u6001\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801<\/a><\/em>  <a href=\"https:\/\/spaces.ac.cn\/archives\/10352\" target=\"_blank\" rel=\"noreferrer noopener\"><em>\u591a\u6a21\u4f4d\u7f6e\u7f16\u7801<\/em><\/a>\u3011\uff0c\u5e76\u7ed3\u5408\u7edd\u5bf9\u65f6\u95f4\u4f4d\u7f6e\u3002\u5177\u4f53\u65b9\u6cd5\u662f\u5c06\u539f\u59cb\u7684\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\u5206\u89e3\u4e3a\u4e09\u4e2a\u7ec4\u4ef6\uff1a<strong>\u65f6\u95f4\u3001\u56fe\u50cf\u9ad8\u5ea6\u548c\u5bbd\u5ea6\u3002<\/strong><\/p>\n\n\n\n<ul><li><strong>\u6587\u672c\u8f93\u5165<\/strong> \u4f7f\u7528\u76f8\u540c\u7684\u4f4d\u7f6e\u4fe1\u606f\uff08\u4f4d\u7f6e ID\uff09\u6765\u5904\u7406\u5404\u7ec4\u4ef6\uff0c\u4f7f\u5f97 <strong>M-RoPE<\/strong> \u5728\u6587\u672c\u8f93\u5165\u4e2d\u4e0e 1D-RoPE \u7b49\u6548\u3002<\/li><\/ul>\n\n\n\n<ul><li><strong>\u97f3\u9891\u8f93\u5165<\/strong> \u4e5f\u4f7f\u7528\u76f8\u540c\u7684\u4f4d\u7f6e\u4fe1\u606f\uff0c\u5e76\u5f15\u5165\u7edd\u5bf9\u65f6\u95f4\u4f4d\u7f6e\u7f16\u7801\uff0c<strong>\u6bcf 40ms \u5bf9\u5e94\u4e00\u4e2a\u65f6\u95f4 ID<\/strong>\u3002<\/li><\/ul>\n\n\n\n<ul><li><strong>\u56fe\u50cf\u8f93\u5165<\/strong>\uff0c\u6bcf\u4e2a\u89c6\u89c9\u6807\u8bb0\u7684\u65f6\u95f4 ID \u4fdd\u6301\u4e0d\u53d8\uff0c\u800c<strong>\u9ad8\u5ea6\u548c\u5bbd\u5ea6\u7ec4\u4ef6\u5219\u6839\u636e\u6807\u8bb0\u5728\u56fe\u50cf\u4e2d\u7684\u4f4d\u7f6e\u5206\u914d\u4e0d\u540c\u7684 ID\u3002<\/strong><\/li><\/ul>\n\n\n\n<ul><li><strong>\u97f3\u89c6\u9891\u8f93\u5165<\/strong> \u60c5\u51b5\u4e0b\uff0c\u97f3\u9891\u4f9d\u7136\u4f7f\u7528\u76f8\u540c\u7684\u65f6\u95f4\u4f4d\u7f6e ID \u7f16\u7801\uff0c\u6bcf\u5e27 40ms\u3002\u89c6\u9891\u5219\u4f5c\u4e3a\u4e00\u7cfb\u5217\u56fe\u50cf\u5904\u7406\uff0c\u6bcf\u5e27\u5bf9\u5e94\u7684\u65f6\u95f4 ID \u589e\u91cf\uff0c\u540c\u65f6\u9ad8\u5ea6\u548c\u5bbd\u5ea6\u7ec4\u4ef6\u7684 ID \u5206\u914d\u4e0e\u56fe\u50cf\u4e00\u81f4\u3002\u7531\u4e8e\u89c6\u9891\u7684\u5e27\u7387\u4e0d\u662f\u56fa\u5b9a\u7684\uff0c\u6211\u4eec\u6839\u636e<strong>\u6bcf\u5e27\u5b9e\u9645\u65f6\u95f4\u52a8\u6001\u8c03\u6574\u65f6\u95f4 ID\uff0c\u4ee5\u786e\u4fdd\u6bcf\u4e2a\u65f6\u95f4 ID \u5bf9\u5e94 40ms\u3002<\/strong><\/li><\/ul>\n\n\n\n<p>\u5728\u591a\u6a21\u6001\u8f93\u5165\u573a\u666f\u4e0b\uff0c\u6bcf\u79cd\u6a21\u6001\u7684\u4f4d\u7f6e\u4fe1\u606f\u521d\u59cb\u5316\u65f6\u4f1a\u5c06\u524d\u4e00\u6a21\u6001\u7684\u6700\u5927\u4f4d\u7f6e ID \u589e\u52a0 1\u3002<\/p>\n\n\n\n<p><strong>\u89c6\u9891\u4e0e\u97f3\u9891\u65f6\u95f4\u4ea4\u9519\u65b9\u6cd5<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u4f7f\u6a21\u578b\u80fd\u591f\u540c\u65f6\u63a5\u6536\u89c6\u89c9\u548c\u542c\u89c9\u4fe1\u606f\uff0c\u6211\u4eec\u91c7\u7528 <strong>\u65f6\u95f4\u4ea4\u9519\u65b9\u6cd5\uff08time-interleaving\uff09<\/strong> \u5bf9\u5e26\u6709\u97f3\u9891\u7684\u89c6\u9891\u8fdb\u884c\u7279\u6b8a\u8bbe\u8ba1\u3002\u5177\u4f53\u505a\u6cd5\u662f\uff1a<\/p>\n\n\n\n<ul><li>\u5c06\u89c6\u9891\u7684\u97f3\u9891\u8868\u793a\u6309 <strong>\u5b9e\u9645\u65f6\u95f4<\/strong> \u6bcf <strong>2 \u79d2<\/strong> \u5207\u5206\u4e3a\u5757\u3002<\/li><li><strong>\u5728\u6bcf\u4e2a 2 \u79d2\u5757\u4e2d\uff0c\u5148\u5b89\u6392\u89c6\u9891\u7684\u89c6\u89c9\u8868\u793a\uff0c\u518d\u5b89\u6392\u97f3\u9891\u8868\u793a\uff0c\u4ece\u800c\u5c06\u89c6\u9891\u548c\u97f3\u9891\u7684\u8868\u793a\u4ea4\u9519\u6392\u5217\u3002<\/strong><\/li><\/ul>\n\n\n\n<h3>\u751f\u6210\uff1a<\/h3>\n\n\n\n<p>\u6587\u672c\u751f\u6210\u7531 <strong>Thinker<\/strong> \u76f4\u63a5\u751f\u6210\uff0c\u5176\u903b\u8f91\u4e0e\u5e7f\u6cdb\u4f7f\u7528\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u76f8\u540c\uff0c\u6587\u672c\u901a\u8fc7\u57fa\u4e8e\u8bcd\u6c47\u8868\u7684\u6982\u7387\u5206\u5e03\u8fdb\u884c\u81ea\u56de\u5f52\u91c7\u6837\u751f\u6210\u3002\u751f\u6210\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u91c7\u7528\u4e00\u4e9b\u6280\u672f\uff0c\u5982 <strong>\u91cd\u590d\u60e9\u7f5a\uff08repetition penalty\uff09<\/strong> \u548c <strong>top-p \u91c7\u6837<\/strong>\uff0c<strong>\u4ee5\u63d0\u9ad8\u6587\u672c\u751f\u6210\u7684\u591a\u6837\u6027<\/strong>\u3002<\/p>\n\n\n\n<p>\u8bed\u97f3\u751f\u6210\u4e2d\uff0c<strong>Talker<\/strong> \u63a5\u6536 <strong>Thinker<\/strong> \u751f\u6210\u7684<strong>\u9ad8\u7ef4\u8868\u793a\u548c\u91c7\u6837\u7684\u6587\u672c\u6807\u8bb0<\/strong>\u3002<strong>\u9ad8\u7ef4\u8868\u793a\u548c\u79bb\u6563\u91c7\u6837\u6807\u8bb0\u7684\u7ed3\u5408\u662f\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e<\/strong>\u3002\u4f5c\u4e3a\u6d41\u5f0f\u7b97\u6cd5\uff0c\u8bed\u97f3\u751f\u6210\u9700\u8981\u5728\u6574\u4e2a\u6587\u672c\u5b8c\u5168\u751f\u6210\u4e4b\u524d\u9884\u6d4b\u6587\u672c\u7684\u8bed\u6c14\u548c\u6001\u5ea6\u3002<strong>Thinker<\/strong> \u63d0\u4f9b\u7684\u9ad8\u7ef4\u8868\u793a\u9690\u542b\u4e86\u8fd9\u4e9b\u4fe1\u606f\uff0c\u4f7f\u5f97\u8bed\u97f3\u751f\u6210\u8fc7\u7a0b\u66f4\u81ea\u7136\u3002\u6b64\u5916\uff0c<strong>Thinker<\/strong> \u7684\u8868\u793a\u4e3b\u8981\u4f53\u73b0\u8bed\u4e49\u76f8\u4f3c\u6027\u800c\u975e\u8bed\u97f3\u76f8\u4f3c\u6027\uff0c\u56e0\u6b64\uff0c\u5373\u4f7f\u662f\u53d1\u97f3\u4e0a\u5dee\u5f02\u8f83\u5927\u7684\u8bcd\uff0c\u5176\u9ad8\u7ef4\u8868\u793a\u53ef\u80fd\u975e\u5e38\u76f8\u4f3c\uff0c\u8fd9\u5c31<strong>\u9700\u8981\u8f93\u5165\u79bb\u6563\u7684\u91c7\u6837\u6807\u8bb0\u6765\u6d88\u9664\u8fd9\u79cd\u4e0d\u786e\u5b9a\u6027\u3002<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u9ad8\u6548\u7684<strong>\u8bed\u97f3\u7f16\u89e3\u7801\u5668<\/strong> <strong>qwen-tts-tokenizer<\/strong>\uff0c\u5b83\u80fd\u591f\u9ad8\u6548\u5730\u8868\u793a\u8bed\u97f3\u7684\u5173\u952e\u4fe1\u606f\uff0c\u5e76\u901a\u8fc7<strong>\u56e0\u679c\u97f3\u9891\u89e3\u7801\u5668\u6d41\u5f0f\u89e3\u7801\u6210\u8bed\u97f3<\/strong>\u3002\u63a5\u6536\u5230\u4fe1\u606f\u540e\uff0c<strong>Talker<\/strong> \u5f00\u59cb<strong>\u81ea\u56de\u5f52\u5730\u751f\u6210\u97f3\u9891\u6807\u8bb0\u548c\u6587\u672c\u6807\u8bb0<\/strong>\u3002<strong>\u8bed\u97f3\u751f\u6210\u8fc7\u7a0b\u4e2d\u4e0d\u9700\u8981\u4e0e\u6587\u672c\u8fdb\u884c\u9010\u5b57\u548c\u9010\u65f6\u95f4\u6233\u7684\u5bf9\u9f50\uff0c\u8fd9\u5927\u5927\u7b80\u5316\u4e86\u8bad\u7ec3\u6570\u636e\u7684\u8981\u6c42\u548c\u63a8\u7406\u8fc7\u7a0b\u3002<\/strong><\/p>\n\n\n\n<h3>\u6d41\u5f0f\u8bbe\u8ba1\uff1a<\/h3>\n\n\n\n<p>\u5728\u97f3\u9891\u548c\u89c6\u9891\u6d41\u5f0f\u4ea4\u4e92\u7684\u80cc\u666f\u4e0b\uff0c\u521d\u59cb\u5305\u5ef6\u8fdf\u662f\u8861\u91cf\u7cfb\u7edf\u6d41\u5f0f\u6027\u80fd\u7684\u5173\u952e\u6307\u6807\u3002\u8fd9\u4e2a\u5ef6\u8fdf\u53d7\u5230\u591a\u4e2a\u56e0\u7d20\u7684\u5f71\u54cd\uff1a1\uff09\u591a\u6a21\u6001\u4fe1\u606f\u8f93\u5165\u5904\u7406\u5f15\u8d77\u7684\u5ef6\u8fdf\uff1b2\uff09\u4ece\u63a5\u6536\u5230\u7b2c\u4e00\u4e2a\u6587\u672c\u8f93\u5165\u5230\u8f93\u51fa\u7b2c\u4e00\u4e2a\u8bed\u97f3\u6807\u8bb0\u4e4b\u95f4\u7684\u5ef6\u8fdf\uff1b3\uff09\u5c06\u7b2c\u4e00\u4e2a\u8bed\u97f3\u6bb5\u8f6c\u6362\u4e3a\u97f3\u9891\u7684\u5ef6\u8fdf\uff1b4\uff09\u67b6\u6784\u672c\u8eab\u7684\u56fa\u6709\u5ef6\u8fdf\uff0c\u8fd9\u4e0e\u6a21\u578b\u5927\u5c0f\u3001\u8ba1\u7b97 FLOP \u6570\u4ee5\u53ca\u5176\u4ed6\u56e0\u7d20\u76f8\u5173\u3002\u672c\u6587\u5c06\u968f\u540e\u8ba8\u8bba\u5728\u8fd9\u56db\u4e2a\u7ef4\u5ea6\u4e0a\u51cf\u5c11\u8fd9\u4e9b\u5ef6\u8fdf\u7684\u7b97\u6cd5\u548c\u67b6\u6784\u6539\u8fdb\u3002<\/p>\n\n\n\n<p><strong>\u652f\u6301\u9884\u586b\u5145\uff08Support Prefilling\uff09<\/strong><\/p>\n\n\n\n<p><strong>\u5757\u72b6\u9884\u586b\u5145\uff08Chunked-prefills\uff09<\/strong> \u662f\u73b0\u4ee3\u63a8\u7406\u6846\u67b6\u4e2d\u5e7f\u6cdb\u4f7f\u7528\u7684\u4e00\u79cd\u673a\u5236\u3002\u4e3a\u4e86\u652f\u6301\u6a21\u6001\u4ea4\u4e92\u4e2d\u7684\u9884\u586b\u5145\u673a\u5236\uff0c\u6211\u4eec\u4fee\u6539\u4e86<strong>\u97f3\u9891\u548c\u89c6\u89c9\u7f16\u7801\u5668<\/strong>\uff0c\u4ee5\u652f\u6301\u6cbf\u65f6\u95f4\u7ef4\u5ea6\u7684 <strong>\u5757\u72b6\u6ce8\u610f\u529b\uff08block-wise attention\uff09<\/strong>\u3002\u5177\u4f53\u800c\u8a00\uff0c<strong>\u97f3\u9891\u7f16\u7801\u5668\u4ece\u5bf9\u6574\u4e2a\u97f3\u9891\u7684\u5168\u5c40\u6ce8\u610f\u529b\u6539\u4e3a\u5bf9\u6bcf\u4e2a 2 \u79d2 \u7684\u97f3\u9891\u5757\u8fdb\u884c\u6ce8\u610f\u529b\u8ba1\u7b97<\/strong>\u3002\u89c6\u89c9\u7f16\u7801\u5668\u5219\u4f7f\u7528 <strong>Flash Attention<\/strong> \u6765\u5b9e\u73b0\u9ad8\u6548\u7684\u8bad\u7ec3\u548c\u63a8\u7406\uff0c\u5e76\u901a\u8fc7\u4e00\u4e2a\u7b80\u5355\u7684 <strong>MLP \u5c42<\/strong> \u5c06\u76f8\u90bb\u7684 <strong>2\u00d72<\/strong> \u6807\u8bb0\u5408\u5e76\u4e3a\u4e00\u4e2a\u6807\u8bb0\u3002\u8865\u4e01\u5927\u5c0f\u8bbe\u7f6e\u4e3a <strong>14<\/strong>\uff0c\u5141\u8bb8\u4e0d\u540c\u5206\u8fa8\u7387\u7684\u56fe\u50cf\u88ab\u6253\u5305\u6210\u4e00\u4e2a\u5e8f\u5217\u3002<\/p>\n\n\n\n<p><strong>\u6d41\u5f0f\u7f16\u89e3\u7801\u5668\u751f\u6210\uff08Streaming Codec Generation\uff09<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u4fc3\u8fdb\u97f3\u9891\u7684\u6d41\u5f0f\u4f20\u8f93\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u957f\u5e8f\u5217\u7684\u6d41\u5f0f\u5904\u7406\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd <strong>\u6ed1\u52a8\u7a97\u53e3\u5757\u6ce8\u610f\u529b\u673a\u5236\uff08sliding window block attention\uff09<\/strong>\uff0c\u8be5\u673a\u5236\u9650\u5236\u4e86\u5f53\u524d\u6807\u8bb0\u8bbf\u95ee\u7684\u4e0a\u4e0b\u6587\u8303\u56f4\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u91c7\u7528\u4e86 <strong>Flow-Matching<\/strong> \u7684 <strong>DiT \u6a21\u578b<\/strong>\u3002\u8f93\u5165\u7684code\u901a\u8fc7 Flow-Matching \u8f6c\u6362\u4e3a <strong>\u6885\u5c14\u9891\u8c31\u56fe\uff08mel-spectrogram\uff09<\/strong>\uff0c\u7136\u540e\u901a\u8fc7\u4fee\u6539\u540e\u7684 <strong>BigVGAN<\/strong> \u5c06\u751f\u6210\u7684\u6885\u5c14\u9891\u8c31\u56fe\u91cd\u5efa\u56de\u6ce2\u5f62\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\/2025\/03\/image-37.png\" alt=\"\" class=\"wp-image-25703\" width=\"319\" height=\"354\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-37.png 450w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-37-271x300.png 271w\" sizes=\"(max-width: 319px) 100vw, 319px\" \/><figcaption>DiT\u4e2d\u7528\u4e8e\u7f16\u89e3\u7801\u5230\u6ce2\u5f62\u751f\u6210\u7684\u6ed1\u52a8\u7a97\u53e3\u5757\u6ce8\u610f\u529b\u673a\u5236\u7684\u793a\u610f\u56fe<\/figcaption><\/figure><\/div>\n\n\n\n<h2>\u9884\u8bad\u7ec3<\/h2>\n\n\n\n<p>Qwen2.5-Omni \u7531\u4e09\u4e2a\u8bad\u7ec3\u9636\u6bb5\u7ec4\u6210\u3002<strong>\u5728\u7b2c\u4e00\u9636\u6bb5<\/strong>\uff0c\u6211\u4eec\u9501\u5b9a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u53c2\u6570\uff0c\u4e13\u6ce8\u4e8e<strong>\u8bad\u7ec3\u89c6\u89c9\u7f16\u7801\u5668\u548c\u97f3\u9891\u7f16\u7801\u5668<\/strong>\uff0c\u5229\u7528\u5927\u91cf\u7684\u97f3\u9891-\u6587\u672c\u548c\u56fe\u50cf-\u6587\u672c\u5bf9\u6765\u589e\u5f3a LLM \u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u3002\u5728<strong>\u7b2c\u4e8c\u9636\u6bb5<\/strong>\uff0c\u6211\u4eec<strong>\u89e3\u51bb\u6240\u6709\u53c2\u6570<\/strong>\uff0c\u5e76\u4f7f\u7528\u66f4\u5e7f\u6cdb\u7684\u591a\u6a21\u6001\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u5b9e\u73b0\u66f4\u5168\u9762\u7684\u5b66\u4e60\u3002\u5728<strong>\u6700\u540e\u9636\u6bb5<\/strong>\uff0c\u6211\u4eec<strong>\u4f7f\u7528\u957f\u5ea6\u4e3a 32k \u7684\u6570\u636e\u6765\u63d0\u5347\u6a21\u578b\u7406\u89e3\u590d\u6742\u957f\u5e8f\u5217\u6570\u636e\u7684\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<p>\u8be5\u6a21\u578b\u5728\u4e00\u4e2a\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u6570\u636e\u7c7b\u578b\u5305\u62ec\u56fe\u50cf-\u6587\u672c\u3001\u89c6\u9891-\u6587\u672c\u3001\u89c6\u9891-\u97f3\u9891\u3001\u97f3\u9891-\u6587\u672c\u548c\u6587\u672c\u8bed\u6599\u5e93\u3002\u6211\u4eec\u5c06\u5c42\u6b21\u6807\u7b7e\u66ff\u6362\u4e3a\u81ea\u7136\u8bed\u8a00\u63d0\u793a\uff0c\u9075\u5faa Qwen2-Audio\uff08Chu et al., 2024a\uff09\u7684\u65b9\u6cd5\uff0c\u8fd9\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u548c\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5728\u521d\u59cb\u9884\u8bad\u7ec3\u9636\u6bb5\uff0cQwen2.5-Omni \u7684 LLM \u7ec4\u4ef6\u4f7f\u7528 Qwen2.5\uff08Yang et al., 2024b\uff09\u4e2d\u7684\u53c2\u6570\u521d\u59cb\u5316\uff0c\u89c6\u89c9\u7f16\u7801\u5668\u4e0e Qwen2.5-VL \u76f8\u540c\uff0c\u97f3\u9891\u7f16\u7801\u5668\u5219\u4f7f\u7528 Whisper-large-v3\uff08Radford et al., 2023\uff09\u521d\u59cb\u5316\u3002\u4e24\u4e2a\u7f16\u7801\u5668\u5206\u522b\u5728\u56fa\u5b9a\u7684 LLM \u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u6700\u521d\u90fd\u4e13\u6ce8\u4e8e\u8bad\u7ec3\u5404\u81ea\u7684\u9002\u914d\u5668\uff0c\u7136\u540e\u518d\u8bad\u7ec3\u7f16\u7801\u5668\u3002\u8fd9\u4e2a\u57fa\u7840\u8bad\u7ec3\u5bf9\u88c5\u5907\u6a21\u578b\u5177\u6709\u575a\u5b9e\u7684\u89c6\u89c9-\u6587\u672c\u548c\u97f3\u9891-\u6587\u672c\u5173\u7cfb\u548c\u5bf9\u9f50\u7684\u7406\u89e3\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u9884\u8bad\u7ec3\u7684\u7b2c\u4e8c\u9636\u6bb5\u6807\u5fd7\u7740\u4e00\u4e2a\u91cd\u8981\u7684\u8fdb\u5c55\uff0c\u5b83\u589e\u52a0\u4e86 8000 \u4ebf\u4e2a\u56fe\u50cf\u548c\u89c6\u9891\u76f8\u5173\u7684\u6570\u636e\u6807\u8bb0\uff0c3000 \u4ebf\u4e2a\u97f3\u9891\u76f8\u5173\u7684\u6570\u636e\u6807\u8bb0\uff0c\u4ee5\u53ca 1000 \u4ebf\u4e2a\u89c6\u9891\u5e26\u97f3\u9891\u76f8\u5173\u7684\u6570\u636e\u6807\u8bb0\u3002\u8fd9\u4e00\u9636\u6bb5\u5f15\u5165\u4e86\u66f4\u591a\u7684\u6df7\u5408\u591a\u6a21\u6001\u6570\u636e\u548c\u66f4\u5e7f\u6cdb\u7684\u4efb\u52a1\uff0c\u589e\u5f3a\u4e86\u542c\u89c9\u3001\u89c6\u89c9\u548c\u6587\u672c\u4fe1\u606f\u4e4b\u95f4\u7684\u4e92\u52a8\uff0c\u5e76\u52a0\u6df1\u4e86\u7406\u89e3\u3002\u52a0\u5165\u591a\u6a21\u6001\u3001\u591a\u4efb\u52a1\u6570\u636e\u96c6\u5bf9\u4e8e\u57f9\u517b\u6a21\u578b\u540c\u65f6\u5904\u7406\u591a\u4efb\u52a1\u548c\u591a\u6a21\u6001\u7684\u80fd\u529b\u81f3\u5173\u91cd\u8981\uff0c\u8fd9\u662f\u4e00\u9879\u5904\u7406\u590d\u6742\u73b0\u5b9e\u4e16\u754c\u6570\u636e\u96c6\u7684\u5173\u952e\u80fd\u529b\u3002\u6b64\u5916\uff0c\u7eaf\u6587\u672c\u6570\u636e\u5728\u4fdd\u6301\u548c\u63d0\u9ad8\u8bed\u8a00\u80fd\u529b\u65b9\u9762\u4e5f\u8d77\u7740\u91cd\u8981\u4f5c\u7528\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\uff0c\u6211\u4eec\u5728\u4e4b\u524d\u7684\u9636\u6bb5\u5c06\u6700\u5927\u6807\u8bb0\u957f\u5ea6\u9650\u5236\u4e3a 8192 \u4e2a\u6807\u8bb0\u3002\u968f\u540e\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u957f\u97f3\u9891\u548c\u957f\u89c6\u9891\u6570\u636e\uff0c\u5e76\u5c06\u539f\u59cb\u6587\u672c\u3001\u97f3\u9891\u3001\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\u6269\u5c55\u5230 32,768 \u4e2a\u6807\u8bb0\u8fdb\u884c\u8bad\u7ec3\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6211\u4eec\u7684\u6570\u636e\u5728\u652f\u6301\u957f\u5e8f\u5217\u6570\u636e\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6539\u8fdb\u3002<\/p>\n\n\n\n<h2>Post-training<\/h2>\n\n\n\n<h3>\u6570\u636e\u683c\u5f0f\uff1a<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"813\" height=\"385\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-38.png\" alt=\"\" class=\"wp-image-25712\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-38.png 813w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-38-300x142.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-38-768x364.png 768w\" sizes=\"(max-width: 813px) 100vw, 813px\" \/><\/figure>\n\n\n\n<h3>Thinker<\/h3>\n\n\n\n<p>\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\uff0c\u6211\u4eec\u91c7\u7528 <strong>ChatML<\/strong> \u683c\u5f0f\uff08OpenAI, 2022\uff09\u8fdb\u884c\u6307\u4ee4\u8ddf\u968f\u6570\u636e\u7684\u5fae\u8c03\u3002\u6211\u4eec\u7684\u6570\u636e\u96c6\u5305\u62ec\u7eaf\u6587\u672c\u5bf9\u8bdd\u6570\u636e\u3001\u89c6\u89c9\u6a21\u6001\u5bf9\u8bdd\u6570\u636e\u3001\u97f3\u9891\u6a21\u6001\u5bf9\u8bdd\u6570\u636e\u4ee5\u53ca\u6df7\u5408\u6a21\u6001\u5bf9\u8bdd\u6570\u636e\u3002<\/p>\n\n\n\n<h3>Talker<\/h3>\n\n\n\n<p>\u6211\u4eec\u4e3a <strong>Talker<\/strong> \u5f15\u5165\u4e86\u4e00\u4e2a\u4e09\u9636\u6bb5\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u4f7f <strong>Qwen2.5-Omni<\/strong> \u80fd\u591f\u540c\u65f6\u751f\u6210\u6587\u672c\u548c\u8bed\u97f3\u54cd\u5e94\u3002\u5728<strong>\u7b2c\u4e00\u9636\u6bb5<\/strong>\uff0c\u6211\u4eec\u8bad\u7ec3<strong> Talker \u5b66\u4e60\u4e0a\u4e0b\u6587\u5ef6\u7eed<\/strong>\u3002\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u5229\u7528 <strong>DPO<\/strong>\uff08Rafailov et al., 2023\uff09\u589e\u5f3a\u8bed\u97f3\u751f\u6210\u7684\u7a33\u5b9a\u6027\u3002\u5728\u7b2c\u4e09\u9636\u6bb5\uff0c\u6211\u4eec\u5e94\u7528\u4e86\u591a\u8bed\u8005\u6307\u4ee4\u5fae\u8c03\uff0c\u4ee5\u63d0\u9ad8\u8bed\u97f3\u54cd\u5e94\u7684\u81ea\u7136\u6027\u548c\u53ef\u63a7\u6027\u3002<\/p>\n\n\n\n<p>\u5728 <strong>\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08ICL\uff09<\/strong> \u8bad\u7ec3\u9636\u6bb5\uff0c\u9664\u4e86\u50cf <strong>Thinker<\/strong> \u90a3\u6837\u4f7f\u7528\u6587\u672c\u76d1\u7763\u5916\uff0c\u6211\u4eec\u8fd8\u901a\u8fc7\u4e0b\u4e00\u6807\u8bb0\u9884\u6d4b\u6267\u884c\u8bed\u97f3\u5ef6\u7eed\u4efb\u52a1\uff0c\u5229\u7528\u5305\u542b\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\u548c\u8bed\u97f3\u54cd\u5e94\u7684\u5e7f\u6cdb\u5bf9\u8bdd\u6570\u636e\u96c6\u3002Talker \u5b66\u4f1a\u4e86\u4ece\u8bed\u4e49\u8868\u793a\u5230\u8bed\u97f3\u7684\u5355\u8c03\u6620\u5c04\uff0c\u540c\u65f6\u83b7\u5f97\u4e86\u6839\u636e\u4e0a\u4e0b\u6587\u751f\u6210\u5177\u6709\u591a\u6837\u5316\u5c5e\u6027\uff08\u5982\u97f5\u5f8b\u3001\u60c5\u611f\u548c\u53e3\u97f3\uff09\u7684\u8bed\u97f3\u7684\u80fd\u529b\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u5b9e\u65bd\u4e86\u97f3\u8272\u89e3\u8026\u6280\u672f\uff0c\u4ee5\u9632\u6b62\u6a21\u578b\u5c06\u7279\u5b9a\u7684\u58f0\u97f3\u4e0e\u4e0d\u5e38\u89c1\u7684\u6587\u672c\u6a21\u5f0f\u5173\u8054\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\/2025\/03\/image-39.png\" alt=\"\" class=\"wp-image-25715\" width=\"614\" height=\"52\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-39.png 739w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-39-300x26.png 300w\" sizes=\"(max-width: 614px) 100vw, 614px\" \/><\/figure><\/div>\n\n\n\n<p>\u4e3a\u4e86\u6269\u5927\u8bed\u8005\u548c\u573a\u666f\u7684\u8986\u76d6\u8303\u56f4\uff0c\u9884\u8bad\u7ec3\u6570\u636e\u4e0d\u53ef\u907f\u514d\u5730\u5305\u542b\u6807\u7b7e\u566a\u58f0\u548c\u53d1\u97f3\u9519\u8bef\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u4ea7\u751f\u5e7b\u89c9\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u6765\u63d0\u9ad8\u8bed\u97f3\u751f\u6210\u7684\u7a33\u5b9a\u6027\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u8bf7\u6c42\u548c\u54cd\u5e94\u6587\u672c\u4e0e\u53c2\u8003\u8bed\u97f3\u914d\u5bf9\u7684\u60c5\u51b5\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u6570\u636e\u96c6 <strong>D<\/strong>\uff0c\u5176\u4e2d\u5305\u542b\u4e09\u5143\u7ec4\u6570\u636e (x, yw, yl)\uff0c\u5176\u4e2d <strong>x<\/strong> \u662f\u8f93\u5165\u5e8f\u5217\u7684\u8f93\u5165\u6587\u672c\uff0c<strong>yw<\/strong> \u548c <strong>yl<\/strong> \u5206\u522b\u662f\u826f\u597d\u548c\u4e0d\u826f\u751f\u6210\u7684\u8bed\u97f3\u5e8f\u5217\u3002\u6211\u4eec\u6839\u636e\u8fd9\u4e9b\u6837\u672c\u7684\u5956\u52b1\u5206\u6570\u8fdb\u884c\u6392\u540d\uff0c\u5956\u52b1\u5206\u6570\u4e0e <strong>\u8bcd\u9519\u8bef\u7387\uff08WER\uff09<\/strong> \u548c <strong>\u6807\u70b9\u505c\u987f\u9519\u8bef\u7387<\/strong> \u76f8\u5173\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u6211\u4eec\u5bf9\u4e0a\u8ff0\u57fa\u7840\u6a21\u578b\u8fdb\u884c\u4e86\u8bed\u8005\u5fae\u8c03\uff0c\u4f7f Talker \u80fd\u591f\u91c7\u7528\u7279\u5b9a\u7684\u58f0\u97f3\u5e76\u63d0\u9ad8\u5176\u81ea\u7136\u6027\u3002<\/p>\n\n\n\n<h2>Performance&nbsp;&nbsp;<\/h2>\n\n\n\n<p>\u6211\u4eec\u5bf9 Qwen2.5-Omni \u8fdb\u884c\u4e86\u5168\u9762\u8bc4\u4f30\uff0c\u4e0e\u7c7b\u4f3c\u5927\u5c0f\u7684\u5355\u6a21\u6001\u6a21\u578b\u548c Qwen2.5-VL-7B\u3001Qwen2-Audio \u548c Gemini-1.5-pro \u7b49\u95ed\u6e90\u6a21\u578b\u76f8\u6bd4\uff0c\u8be5\u6a21\u578b\u5728\u6240\u6709\u6a21\u6001\u4e2d\u5747\u8868\u73b0\u51fa\u8272\u3002\u5728\u9700\u8981\u96c6\u6210\u591a\u79cd\u6a21\u6001\u7684\u4efb\u52a1\uff08\u4f8b\u5982 OmniBench\uff09\u4e2d\uff0cQwen2.5-Omni \u5b9e\u73b0\u4e86\u6700\u4f73\u6027\u80fd\u3002\u6b64\u5916\uff0c\u5728\u5355\u6a21\u6001\u4efb\u52a1\u4e2d\uff0c\u5b83\u5728\u8bed\u97f3\u8bc6\u522b\uff08Common Voice\uff09\u3001\u7ffb\u8bd1\uff08CoVoST2\uff09\u3001\u97f3\u9891\u7406\u89e3\uff08MMAU\uff09\u3001\u56fe\u50cf\u63a8\u7406\uff08MMMU\u3001MMStar\uff09\u3001\u89c6\u9891\u7406\u89e3\uff08MVBench\uff09\u548c\u8bed\u97f3\u751f\u6210\uff08Seed-tts-eval \u548c\u4e3b\u89c2\u81ea\u7136\u5ea6\uff09\u7b49\u9886\u57df\u8868\u73b0\u51fa\u8272\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"856\" height=\"655\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-40.png\" alt=\"\" class=\"wp-image-25719\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-40.png 856w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-40-300x230.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/03\/image-40-768x588.png 768w\" sizes=\"(max-width: 856px) 100vw, 856px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u5730\u5740\uff1a https:\/\/github.com\/QwenLM\/Qwen2.5-Omni\/blob\/main\/ &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2025\/03\/28\/qwen2-5-omni\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Qwen2.5-Omni -\u591a\u6a21\u6001\u7aef\u5230\u7aef\u5927\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\/25642"}],"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=25642"}],"version-history":[{"count":73,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/25642\/revisions"}],"predecessor-version":[{"id":25725,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/25642\/revisions\/25725"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=25642"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=25642"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=25642"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}