{"id":22773,"date":"2024-12-05T17:10:02","date_gmt":"2024-12-05T09:10:02","guid":{"rendered":"http:\/\/139.9.1.231\/?p=22773"},"modified":"2025-06-12T18:03:00","modified_gmt":"2025-06-12T10:03:00","slug":"ke-omni","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/12\/05\/ke-omni\/","title":{"rendered":"KE-Omni-\u8bed\u97f3\u4f1a\u8bdd\u5927\u6a21\u578b"},"content":{"rendered":"\n<ul class=\"has-light-pink-background-color has-background\"><li><strong>Demo:<a href=\"https:\/\/huggingface.co\/spaces\/KE-Team\/KE-Omni\">https:\/\/huggingface.co\/spaces\/KE-Team\/KE-Omn<\/a><\/strong><a href=\"https:\/\/huggingface.co\/spaces\/KE-Team\/KE-Omni\">i<\/a><\/li><li><strong>\u8bba\u6587\uff1a<a href=\"https:\/\/arxiv.org\/pdf\/2412.01078\">https:\/\/arxiv.org\/pdf\/2412.01078<\/a><\/strong><\/li><li><strong>Github\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/LianjiaTech\/BELLE\" target=\"_blank\">https:\/\/github.com\/LianjiaTech\/BELLE<\/a><\/strong><\/li><\/ul>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>\u8d1d\u58f3\u56e2\u961f\u6700\u65b0\u7684\u8bed\u97f3\u5927\u6a21\u578b\u5de5\u4f5c\uff1a\u9762\u5bf9\u8bed\u97f3\u4ea4\u4e92\u5bf9\u8bdd\u6570\u636e\u7a00\u7f3a\u7684\u884c\u4e1a\u73b0\u72b6\uff0c\u5c1d\u8bd5\u901a\u8fc7\u591a\u9636\u6bb5\u751f\u6210\u7684\u65b9\u5f0f\u6765Scale\u8bad\u7ec3\u6570\u636e\uff1b\u6784\u5efa\u4e86\u8d8560000+\u5c0f\u65f6\u3001\u5305\u542b40000+\u8bf4\u8bdd\u4eba\u7684\u9ad8\u8d28\u91cf\u4ea4\u4e92\u5bf9\u8bdd\u6570\u636e\u96c6Ke-SpeechChat\uff1b\u901a\u8fc7\u8fd9\u4e9b\u65b9\u5f0f\uff0c\u8868\u73b0\u57fa\u672c\u80fd\u8fbe\u5230SOTA\uff1b<\/strong><\/p>\n\n\n\n<h2><strong>\u4e2a\u4eba\u7406\u89e3<\/strong>\uff1a<\/h2>\n\n\n\n<ul><li>1\u3001<strong>\u5177\u4f53\u505a\u6cd5\u662f\u5148\u751f\u6210\u6587\u672ctoken\uff0c\u57fa\u4e8e\u6587\u672ctoken\u5728\u81ea\u56de\u5f52\u751f\u6210\u8bed\u97f3token\uff0c\u6700\u540e\u57fa\u4e8e\u8bed\u97f3token\u5408\u6210\u97f3\u9891\uff0c\u6ca1\u529e\u6cd5\u505a\u5230\u6253\u65ad\u548c\u5168\u53cc\u5de5\u5bf9\u8bdd\u3002\u53e6\u5916\uff0c\u53ea\u4f7f\u7528hubert\u7684\u97f3\u9891token\u6765\u5408\u6210\u8bed\u97f3\u53ef\u80fd\u6548\u679c\u4e0d\u597d\uff0c\u7f3a\u4e4f\u58f0\u5b66\u4fe1\u606f\uff0c\u5408\u6210\u7684\u97f3\u9891\u53ef\u80fd\u4e0d\u4f1a\u6709\u592a\u591a\u7684\u60c5\u611f\u6ce2\u52a8<\/strong>\uff0c<strong>\u4ee5\u53ca\u97f3\u8272\u53ef\u80fd\u4e0d\u7a33\u5b9a\uff0c\u770b\u4f5c\u8005demo\u548c\u8bba\u6587\uff0c <span style=\"font-size: revert;\">HiFi-GAN \u58f0\u7801\u5668\u9488\u5bf9\u4ee3\u7406\u53d1\u97f3\u4eba\uff08agent speakers\uff09\u9884\u5148\u8bad\u7ec3<\/span>\uff0c\u9488\u5bf9\u4e2d\u82f1\u6587\u7537\/\u5973 \u5404\u9009\u4e86\u4e00\u4e2a\u97f3\u8272\u8fdb\u884cHiFiGAN\u7684\u8bad\u7ec3\uff0c\u5982\u679c\u53ea\u5728\u5355\u4e00\u97f3\u8272\u4e0a\u8bad\u7ec3\u7684HiFiGAN\u53ef\u80fd\u97f3\u8272\u6bd4\u8f83\u7a33\u5b9a\u3002\u4e2a\u4eba\u7406\u89e3\u5e94\u8be5\u662f\u6bcf\u4e00\u4e2a\u97f3\u8272\u8bad\u7ec3\u4e00\u4e2aHiFiGAN\u6a21\u578b\uff0c\u542cdemo\u786e\u5b9e\u8bed\u97f3\u6ca1\u6709\u60c5\u611f\u6ce2\u52a8<\/strong>\uff0c<strong>\u53e6\u5916\u8fd9\u79cd\u65b9\u6cd5\u8ddfLLama-omni\u505a\u6cd5\u57fa\u672c\u4e00\u81f4\u3002<\/strong><\/li><li><strong>2\u3001\u8bba\u6587\u4e2d\u7ed9\u51fa\u4e86\u5982\u4f55\u5728\u6ca1\u6709\u5f00\u6e90\u7684\u5927\u89c4\u6a21\u8bed\u97f3\u4ea4\u4e92\u6570\u636e\u96c6\u60c5\u51b5\u4e0b\u8fdb\u884c\u8bed\u97f3\u5bf9\u8bdd\u6570\u636e\u96c6\u7684\u5236\u4f5c\u3002\u6bd4\u8f83\u6709\u501f\u9274\u610f\u4e49\u3002\u9996\u5148\u5bf9\u6587\u672c\u6570\u636e\u4f7f\u7528LLM\u8fdb\u884c\u91cd\u5199\u6307\u4ee4\u3001\u7b5b\u9009\u91cd\u5199\u540e\u7684\u6307\u4ee4\u4ee5\u53ca\u53e3\u8bed\u5316\u540e\u5904\u7406\u3002\u7136\u540e\u4f7f\u7528TTS\u6280\u672f\u5408\u6210\u591a\u8bf4\u8bdd\u4eba\uff0c\u591a\u6837\u5316\u7684\u8bed\u97f3\u3002\u53e6\u5916\u5728\u9644\u5f55\u4e2d\u7ed9\u51fa\u4e86 \u6587\u672c\u91cd\u5199\u6307\u4ee4\u7684prompt\u4ee5\u53ca\u4e0d\u540c\u7684\u5927\u5c0f\u7684Qwen2 LLM\u91cd\u5199\u7684\u7ed3\u679c\u5206\u6790\u3002<\/strong>\u3010\u5177\u4f53\u63d0\u793a\u8bcd\u89c1\u9644\u5f55\u3011<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"859\" height=\"490\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-15.png\" alt=\"\" class=\"wp-image-22863\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-15.png 859w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-15-300x171.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-15-768x438.png 768w\" sizes=\"(max-width: 859px) 100vw, 859px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u8bba\u6587\uff1a\u901a\u8fc7\u4f7f\u7528\u8d85\u8fc7 60,000 \u5c0f\u65f6\u7684\u5408\u6210\u8bed\u97f3\u5bf9\u8bdd\u6570\u636e\u6269\u5c55\u76d1\u7763\u5fae\u8c03\u6765\u63a8\u8fdb\u8bed\u97f3\u8bed\u8a00\u6a21\u578bAdvancing Speech Language Models by Scaling Supervised Fine-Tuning with Over 60,000 Hours of Synthetic Speech Dialogue Data<\/strong><\/p>\n\n\n\n\n\n<p>KE-Omni\u662f\u4e00\u4e2a\u57fa\u4e8e Ke-SpeechChat \u6784\u5efa\u7684\u65e0\u7f1d\u5927\u578b\u8bed\u97f3\u8bed\u8a00\u6a21\u578b\uff0c\u8fd9\u662f\u4e00\u4e2a\u5927\u89c4\u6a21\u7684\u9ad8\u8d28\u91cf\u5408\u6210\u8bed\u97f3\u4ea4\u4e92\u6570\u636e\u96c6\uff0c\u7531 700 \u4e07\u4e2d\u82f1\u6587\u5bf9\u8bdd\u7ec4\u6210\uff0c\u6709 42,002 \u540d\u8bf4\u8bdd\u4eba\uff0c\u603b\u8ba1\u8d85\u8fc7 60,000 \u5c0f\u65f6\uff0c\u8fd9\u4e3a\u8be5\u9886\u57df\u7684\u7814\u7a76\u548c\u5f00\u53d1\u8fdb\u6b65\u505a\u51fa\u4e86\u91cd\u5927\u8d21\u732e\u3002<\/p>\n\n\n\n<h2>KE-Omni \u6a21\u578b\u67b6\u6784<\/h2>\n\n\n\n<p>KE-Omni \u7531\u4e09\u4e2a\u4e3b\u8981\u7ec4\u4ef6\u7ec4\u6210\uff1a<strong>\u8bed\u97f3\u7f16\u7801\u5668\u3001\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u8bed\u97f3\u89e3\u7801\u5668<\/strong>\u3002<strong>\u9488\u5bf9\u7528\u6237\u7684\u8bed\u97f3\u6307\u4ee4\uff0cKE-Omni \u88ab\u8bbe\u8ba1\u4e3a\u65e0\u7f1d\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u548c\u8bed\u97f3\u54cd\u5e94\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"888\" height=\"441\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-14.png\" alt=\"\" class=\"wp-image-22795\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-14.png 888w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-14-300x149.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-14-768x381.png 768w\" sizes=\"(max-width: 888px) 100vw, 888px\" \/><\/figure>\n\n\n\n<h3>\u8bed\u97f3\u7f16\u7801\u5668<\/h3>\n\n\n\n<p>\u91c7\u7528\u4e86 Whisper-large-v3\u7684\u7f16\u7801\u5668\u4f5c\u4e3a\u8bed\u97f3\u7f16\u7801\u5668\u3002Whisper \u662f\u4e00\u79cd\u5e7f\u6cdb\u4f7f\u7528\u7684\u591a\u8bed\u8a00\u8bed\u97f3\u8bc6\u522b\u6a21\u578b\uff0c\u4ee5\u5176\u5728\u591a\u79cd\u8bed\u8a00\u4e0a\u7684\u5f3a\u5927\u6027\u80fd\u800c\u8457\u79f0\uff0c\u975e\u5e38\u9002\u5408\u6211\u4eec\u7684\u5e94\u7528\u573a\u666f\u3002\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u8bed\u97f3\u9002\u914d\u5668\u88ab\u7528\u4e8e\u8bed\u97f3-\u6587\u672c\u6a21\u6001\u5bf9\u9f50\uff0c\u5c06\u8bed\u97f3\u7f16\u7801\u5668\u4e0e LLM \u8fde\u63a5\u8d77\u6765\u3002<\/p>\n\n\n\n<p>\u8bed\u97f3\u7f16\u7801\u5668\u5c06\u6bcf\u79d2\u7684\u97f3\u9891\u5904\u7406\u4e3a 50 \u5e27\u7279\u5f81\u3002\u968f\u540e\uff0c\u8bed\u97f3\u9002\u914d\u5668\u8fdb\u4e00\u6b65\u538b\u7f29\u8bed\u97f3\u7279\u5f81\u5e8f\u5217\u7684\u957f\u5ea6\uff0c\u4f7f\u5176\u4e0e LLM \u7684\u6a21\u6001\u5bf9\u9f50\u3002\u6211\u4eec\u5728\u8bed\u97f3\u9002\u914d\u5668\u4e2d\u91c7\u7528\u4e86 5 \u500d\u7684\u538b\u7f29\u6bd4\uff0c\u8fd9\u610f\u5473\u7740<strong>\u6bcf\u79d2<\/strong>\u7684\u8bed\u97f3\u6700\u7ec8\u88ab\u8f6c\u6362\u4e3a<strong> 10 \u5e27\u7279\u5f81<\/strong>\u3002\u8fd9\u79cd\u65b9\u6cd5\u63d0\u9ad8\u4e86\u5904\u7406\u901f\u5ea6\u5e76\u964d\u4f4e\u4e86 LLM \u7684\u5ef6\u8fdf\uff0c\u540c\u65f6\u4fdd\u8bc1\u4e86\u8d28\u91cf\u4e0d\u53d7\u5f71\u54cd\u3002<\/p>\n\n\n\n<p>\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c<strong>\u8bed\u97f3\u7f16\u7801\u5668\u7684\u53c2\u6570\u4fdd\u6301\u51bb\u7ed3\u72b6\u6001\uff0c\u4ec5\u8bed\u97f3\u9002\u914d\u5668\u7684\u53c2\u6570\u4f1a\u66f4\u65b0\u3002\u8fd9\u79cd\u65b9\u6cd5\u4fdd\u7559\u4e86\u7f16\u7801\u5668\u5f3a\u5927\u7684\u8bed\u97f3\u8868\u793a\u80fd\u529b\uff0c\u540c\u65f6\u4f7f\u9002\u914d\u5668\u80fd\u591f\u5b66\u4e60\u5fc5\u8981\u7684\u8f6c\u6362\uff0c\u4ee5\u5b9e\u73b0\u4e0e LLM \u7684\u9ad8\u6548\u8bed\u97f3-\u6587\u672c\u6a21\u6001\u5bf9\u9f50\u3002<\/strong><\/p>\n\n\n\n<h3>\u8bed\u8a00\u6a21\u578b<\/h3>\n\n\n\n<p>\u91c7\u7528\u4e86\u6700\u5148\u8fdb\u7684\u5f00\u6e90\u6a21\u578b <strong>LLaMA<\/strong>\u4f5c\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3002\u8be5\u6a21\u578b\u5728\u591a\u8bed\u8a00\u63a8\u7406\u80fd\u529b\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u6db5\u76d6\u4e2d\u6587\u548c\u82f1\u6587\u7b49\u591a\u79cd\u8bed\u8a00\u3002\u5728 KE-Omni \u4e2d\uff0c<strong>LLM \u5c06\u63d0\u793a\u6587\u672c\u5d4c\u5165\u548c\u8bed\u97f3\u7f16\u7801\u5668\u751f\u6210\u7684\u8bed\u97f3\u8868\u793a\u62fc\u63a5\u540e\u4f5c\u4e3a\u8f93\u5165\u3002\u8fd9\u79cd\u96c6\u6210\u65b9\u5f0f\u4f7f\u5f97 LLM \u80fd\u591f\u5229\u7528\u6765\u81ea\u6587\u672c\u548c\u8bed\u97f3\u6a21\u6001\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u7136\u540e\uff0cLLM \u6839\u636e\u7528\u6237\u7684\u8bed\u97f3\u6307\u4ee4\u81ea\u56de\u5f52\u5730\u751f\u6210\u6587\u672c\u54cd\u5e94\u3002<\/strong>\u4e3a\u4e86\u5728\u6027\u80fd\u548c\u6548\u7387\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u6211\u4eec\u9009\u62e9\u4e86 <strong>LLaMA-3.1-8B-Instruct<\/strong> \u4f5c\u4e3a\u6211\u4eec\u7684 LLM \u53d8\u4f53\u3002<\/p>\n\n\n\n<h3>\u8bed\u97f3\u89e3\u7801\u5668<\/h3>\n\n\n\n<p>\u8bed\u97f3\u89e3\u7801\u5668\u8d1f\u8d23\u5c06 LLM \u7684\u6587\u672c\u54cd\u5e94\u6620\u5c04\u4e3a\u5bf9\u5e94\u7684\u8bed\u97f3\u4fe1\u53f7\uff0c\u662f\u5b9e\u73b0\u8bed\u97f3\u4ea4\u4e92\u7684\u91cd\u8981\u7ec4\u4ef6\u3002\u89e3\u7801\u5668\u5305\u62ec\u4ee5\u4e0b\u4e09\u4e2a\u5173\u952e\u90e8\u5206\uff1a<\/p>\n\n\n\n<ol class=\"has-light-pink-background-color has-background\"><li><strong>\u65f6\u957f\u9884\u6d4b\u5668<\/strong> \uff1a<strong>\u6765\u81ea <a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/facebookresearch\/speech-resynthesis\/tree\/main\/examples\/speech_to_speech_translation\" target=\"_blank\">Unit-based HiFi-GAN Vocoder with Duration Prediction<\/a><\/strong><\/li><li><strong>\u8bed\u97f3\u5355\u5143\u751f\u6210\u5668<\/strong>  <\/li><li><strong>\u57fa\u4e8e\u5355\u5143\u7684\u58f0\u7801\u5668\uff08vocoder\uff09<\/strong><\/li><\/ol>\n\n\n\n<h4>\u8bed\u97f3\u7279\u5f81\u8868\u793a<\/h4>\n\n\n\n<p>\u7c7b\u4f3c\u4e8e (Zhang et al., 2023) \u548c (Fang et al., 2024) \u7684\u65b9\u6cd5\uff0c\u6211\u4eec\u91c7\u7528\u9884\u8bad\u7ec3\u7684 <strong>HuBERT<\/strong> \u6a21\u578b\uff08Hsu \u7b49\u4eba\uff0c2021\uff09\u6765\u63d0\u53d6\u8fde\u7eed\u7684\u8bed\u97f3\u8868\u793a\uff0c\u5e76\u4f7f\u7528 K-means \u6a21\u578b\u5c06\u8fd9\u4e9b\u8fde\u7eed\u8868\u793a\u8f6c\u5316\u4e3a\u79bb\u6563\u7684\u805a\u7c7b\u7d22\u5f15\u3002 <\/p>\n\n\n\n<ul class=\"has-light-pink-background-color has-background\"><li><strong>code\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/facebookresearch\/fairseq\/tree\/main\/examples\/textless_nlp\/gslm\/speech2unit\" target=\"_blank\">https:\/\/github.com\/facebookresearch\/fairseq\/tree\/main\/examples\/textless_nlp\/gslm\/speech2unit<\/a><\/strong><\/li><li><strong>paper\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2104.00355\">Speech Resynthesis from Discrete Disentangled Self-Supervised Representations<\/a>.<\/strong><\/li><\/ul>\n\n\n\n<h4>\u751f\u6210\u8bed\u97f3\u54cd\u5e94\u7684\u6b65\u9aa4<\/h4>\n\n\n\n<ol><li><strong>\u65f6\u957f\u9884\u6d4b<\/strong><br>\u5728\u751f\u6210\u8bed\u97f3\u54cd\u5e94\u4e4b\u524d\uff0c<em><strong>\u65f6\u957f\u9884\u6d4b\u5668\u9996\u5148\u9884\u6d4b\u6bcf\u4e2a\u6587\u672c\u6807\u8bb0\uff08token\uff09\u7684\u65f6\u957f\u3002<\/strong><\/em><ul><li>\u65f6\u957f\u9884\u6d4b\u5668\u662f\u4e00\u4e2a\u57fa\u4e8e Transformer \u7684\u6a21\u578b\uff0c\u4f7f\u7528 Whisper \u63d0\u53d6\u7684\u5355\u8bcd\u7ea7\u65f6\u95f4\u6233\u8fdb\u884c\u8bad\u7ec3\u3002                                                                                                                                         \u3010\u53c2\u8003<strong>code\uff1a1\u3001<a href=\"https:\/\/github.com\/facebookresearch\/speech-resynthesis\/tree\/main\">https:\/\/github.com\/facebookresearch\/speech-resynthesis\/tree\/main<\/a><\/strong>&nbsp;<strong>  2\u3001<\/strong><a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/facebookresearch\/speech-resynthesis\/tree\/main\/examples\/speech_to_speech_translation\" target=\"_blank\"><strong>Unit-based HiFi-GAN Vocoder with Duration Prediction<\/strong><\/a>\u3011<\/li><\/ul><ul><li>\u6839\u636e\u9884\u6d4b\u7684\u65f6\u957f\u4fe1\u606f\uff0c<strong>\u6587\u672ctoken\u5e8f\u5217\u4f1a\u88ab\u4e0a\u91c7\u6837\u4ee5\u5339\u914d\u76ee\u6807\u97f3\u9891\u5e27\u5e8f\u5217\u7684\u957f\u5ea6\u3002<\/strong><\/li><li><strong>\u65f6\u957f\u9884\u6d4b\u5668\u5728 KE-Omni \u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u51bb\u7ed3\u72b6\u6001\u3002<\/strong><\/li><\/ul><\/li><li><strong>\u8bed\u97f3\u5355\u5143\u751f\u6210<\/strong><br><strong>\u57fa\u4e8e Transformer \u7684\u8bed\u97f3\u5355\u5143\u751f\u6210\u5668\u4ee5\u81ea\u56de\u5f52\u65b9\u5f0f\u751f\u6210\u79bb\u6563\u8bed\u97f3\u5355\u5143\u5e8f\u5217\u3002\u4e3a\u4e86\u63d0\u9ad8\u9884\u6d4b\u901f\u5ea6\uff0c\u6211\u4eec\u91c7\u7528\u57fa\u4e8e\u5757\u7684\u81ea\u56de\u5f52\u65b9\u6cd5\uff0c\u5206\u5757\u9884\u6d4b\u8bed\u97f3\u5355\u5143\u3002<\/strong><ul><li>\u7ed9\u5b9a\u5757\u5927\u5c0f C \u548c\u76ee\u6807\u8bed\u97f3\u5355\u5143\u5e8f\u5217\u957f\u5ea6 T\uff0c\u7b2c i \u4e2a\u6587\u672c<strong>token<\/strong>\u548c\u7b2c j \u4e2a\u8bed\u97f3\u5355\u5143\u7684\u5d4c\u5165\u5411\u91cf\u8fdb\u884c\u62fc\u63a5\u3010concatenated\u3011\u4f5c\u4e3a\u8f93\u5165\uff0c\u5176\u4e2d j=i\u2212C\uff0c\u4e14 i\u2208[C,T]\u3002<\/li><li>\u5728\u7b2c\u4e00\u4e2a\u5757\u4e2d\uff0c\u8bed\u97f3\u5355\u5143\u4f7f\u7528\u96f6\u5d4c\u5165\u521d\u59cb\u5316\u3002<\/li><li>\u4e3a\u4e86\u786e\u4fdd\u8bed\u97f3\u5355\u5143\u751f\u6210\u7684\u8d28\u91cf\uff0c\u6211\u4eec\u5728\u6269\u5c55\u7684<strong>\u6587\u672ctoken\u5e8f\u5217<\/strong>\u548c\u8bed\u97f3\u5355\u5143\u5e8f\u5217\u4e4b\u95f4\u5f15\u5165\u4e86 N \u6b65\u5ef6\u8fdf\u3002<\/li><\/ul><\/li><li><strong>\u6ce2\u5f62\u5408\u6210<\/strong><br>\u6700\u7ec8\uff0c\u901a\u8fc7\u57fa\u4e8e\u5355\u5143\u7684\u58f0\u7801\u5668\uff08vocoder\uff09\u5c06\u8bed\u97f3\u5355\u5143\u5408\u6210\u6ce2\u5f62\u3002\u6211\u4eec\u9009\u62e9\u4e86<strong> HiFi-GAN<\/strong> \u4f5c\u4e3a\u58f0\u7801\u5668\u3002<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/facebookresearch\/speech-resynthesis\/tree\/main\/examples\/speech_to_speech_translation\" target=\"_blank\"><strong>Unit-based HiFi-GAN Vocoder with Duration Prediction<\/strong><\/a>  HiFi-GAN \u58f0\u7801\u5668\u9488\u5bf9\u4ee3\u7406\u53d1\u97f3\u4eba\uff08agent speakers\uff09\u9884\u5148\u8bad\u7ec3\uff0c<strong>\u5e76\u5728 KE-Omni \u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u51bb\u7ed3\u72b6\u6001\u3002<\/strong><\/li><\/ol>\n\n\n\n<h2>Ke-SpeechChat \u6570\u636e\u96c6\u6784\u5efa<\/h2>\n\n\n\n<p>\u76ee\u524d\u5c1a\u672a\u89c1\u5230\u5f00\u6e90\u7684\u5927\u89c4\u6a21\u8bed\u97f3\u4ea4\u4e92\u6570\u636e\u96c6\uff0c\u8fd9\u6781\u5927\u5730\u963b\u788d\u4e86\u8bed\u97f3\u5bf9\u8bdd\u7814\u7a76\u7684\u53d1\u5c55\u3002\u8fd9\u79cd\u7a00\u7f3a\u6027\u4e3b\u8981\u5f52\u56e0\u4e8e\u4ee5\u4e0b\u4e24\u4e2a\u56e0\u7d20\uff1a\u4e00\u662f\u6784\u5efa\u8bed\u97f3\u6570\u636e\u7684\u9ad8\u6210\u672c\uff0c\u4e8c\u662f\u6d89\u53ca\u7684\u9690\u79c1\u98ce\u9669\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u6709\u6548\u6784\u5efa\u5927\u89c4\u6a21\u4e14\u9ad8\u8d28\u91cf\u7684\u8bed\u97f3\u4ea4\u4e92\u6570\u636e\u96c6\uff0c\u6211\u4eec\u901a\u8fc7\u5229\u7528\u5148\u8fdb\u7684 LLM \u548c TTS \u5de5\u5177\u5305\uff0c\u63a2\u7d22\u9ad8\u6548\u7684\u5408\u6210\u6570\u636e\u65b9\u6cd5\u3002<strong>\u4e3a\u907f\u514d\u9690\u79c1\u98ce\u9669\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u865a\u62df\u8bed\u97f3\u5e93\u7528\u4e8e\u8bed\u97f3\u751f\u6210\uff0c\u5176\u4e2d\u7684\u58f0\u97f3\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u5e76\u4e0d\u5b58\u5728\u3002\u6b64\u5916\uff0c\u6211\u4eec\u5728\u6570\u636e\u4e2d\u5d4c\u5165\u4e86\u6c34\u5370\uff0c\u4ee5\u8868\u660e\u8fd9\u4e9b\u6570\u636e\u662f\u7531 AI \u751f\u6210\u7684\uff0c\u4ece\u800c\u9632\u6b62\u5176\u88ab\u6ee5\u7528\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u5bf9\u8bdd\u6570\u636e\u7684\u6784\u5efa\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u9996\u5148\u4e13\u6ce8\u4e8e\u521b\u5efa\u80fd\u51c6\u786e\u53cd\u6620\u53e3\u8bed\u7279\u5f81\u7684\u6587\u672c\u5bf9\u8bdd\u6570\u636e\uff0c\u7136\u540e\u4ece\u8fd9\u4e9b\u6587\u672c\u5bf9\u8bdd\u4e2d\u5408\u6210\u8bed\u97f3\u3002\u968f\u540e\uff0c\u6211\u4eec\u5bf9\u5408\u6210\u8bed\u97f3\u8fdb\u884c\u8d28\u91cf\u4fdd\u8bc1\u548c\u7b5b\u9009\u3002<\/p>\n\n\n\n<h3>\u6587\u672c\u9884\u5904\u7406\uff1a<\/h3>\n\n\n\n<p><strong>\u9009\u62e9\u7684\u6587\u672c\u5bf9\u8bdd\u95ee\u7b54\u6570\u636e\u96c6\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>https:\/\/huggingface.co\/datasets\/BelleGroup\/train_1M_CN<br><a href=\"https:\/\/huggingface.co\/datasets\/BelleGroup\/train_2M_CN\">https:\/\/huggingface.co\/datasets\/BelleGroup\/train_2M_CN<\/a><br>https:\/\/huggingface.co\/datasets\/BelleGroup\/train_3.5M_CN<br>https:\/\/huggingface.co\/datasets\/fnlp\/SpeechInstruct<br>https:\/\/huggingface.co\/datasets\/fnlp\/AnyInstruct<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u6587\u672c\u6570\u636e\u96c6\u5b58\u5728\u7684\u95ee\u9898\uff1a<\/strong><\/p>\n\n\n\n<p><strong>\u4efb\u52a1\u4e0d\u9002\u5408\u8bed\u97f3\u4ea4\u4e92<\/strong><br>\u8bb8\u591a\u6570\u636e\u96c6\u4e2d\u7684\u6307\u4ee4\u6d89\u53ca\u7684\u4efb\u52a1\u4e0d\u9002\u7528\u4e8e\u8bed\u97f3\u4ea4\u4e92\uff0c\u4f8b\u5982\u751f\u6210\u56fe\u50cf\u3001\u64b0\u5199\u957f\u7bc7\u6587\u7ae0\u6216\u521b\u5efa\u7ed3\u6784\u5316\u6587\u672c\u3002\u8fd9\u4e9b\u4efb\u52a1\u96be\u4ee5\u81ea\u7136\u5730\u878d\u5165\u8bed\u97f3\u5bf9\u8bdd\u3002<\/p>\n\n\n\n<p><strong>\u5f62\u5f0f\u8fc7\u4e8e\u6b63\u5f0f\uff0c\u4e0e\u53e3\u8bed\u5316\u4e0d\u7b26<\/strong><br>\u6570\u636e\u96c6\u4e2d\u6307\u4ee4\u7684\u8868\u8fbe\u901a\u5e38\u8fc7\u4e8e\u6b63\u5f0f\u548c\u8be6\u5c3d\uff0c\u4e0e\u65e5\u5e38\u53e3\u8bed\u8868\u8fbe\u5b58\u5728\u663e\u8457\u5dee\u8ddd\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u6570\u636e\u96c6\u4e2d\u7684\u6307\u4ee4\u53ef\u80fd\u662f\uff1a\u201c\u5982\u4f55\u5b89\u88c5\u548c\u8bbe\u7f6e\u4e00\u6b3e\u8f6f\u4ef6\u6216\u8bbe\u5907\uff08\u4f8b\u5982\u6253\u5370\u673a\uff09\u201d\uff0c\u800c\u5728\u65e5\u5e38\u5bf9\u8bdd\u4e2d\uff0c\u7528\u6237\u901a\u5e38\u4f1a\u7b80\u5355\u5730\u95ee\uff1a\u201c\u600e\u4e48\u7528\u6253\u5370\u673a\uff1f\u201d<\/p>\n\n\n\n<p><strong>\u5185\u5bb9\u8fc7\u957f\u4e14\u5305\u542b\u4e0d\u53ef\u53d1\u97f3\u7684\u7b26\u53f7<\/strong><br>\u6570\u636e\u96c6\u4e2d\u6307\u4ee4\u548c\u54cd\u5e94\u5f80\u5f80\u8fc7\u4e8e\u5197\u957f\uff0c\u5e76\u5305\u542b\u4e0d\u53ef\u53d1\u97f3\u7684\u7279\u6b8a\u5b57\u7b26\uff0c\u4f8b\u5982 Markdown \u7b26\u53f7\u3001\u4e0b\u5212\u7ebf\u548c\u6362\u884c\u7b26\u3002\u8fd9\u4e9b\u7279\u6027\u4f7f\u5f97\u6587\u672c\u6570\u636e\u65e0\u6cd5\u5f88\u597d\u5730\u9002\u5e94\u8bed\u97f3\u4ea4\u4e92\u7684\u7ec6\u817b\u548c\u52a8\u6001\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u6211\u4eec\u5b9e\u65bd\u4e86\u4ee5\u4e0b\u4e09\u4e2a\u5173\u952e\u6b65\u9aa4\uff1a<strong>\u91cd\u5199\u6307\u4ee4<\/strong>\u3001<strong>\u7b5b\u9009\u91cd\u5199\u540e\u7684\u6307\u4ee4<\/strong>\u4ee5\u53ca<strong>\u53e3\u8bed\u5316\u540e\u5904\u7406<\/strong>\u3002\u8fd9\u4e09\u4e2a\u9636\u6bb5\u5747\u501f\u52a9<strong>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5b8c\u6210<\/strong>\uff0c<strong>\u5177\u4f53\u7684\u63d0\u793a\u8bcd\uff08prompts\uff09\u8be6\u89c1\u9644\u5f55 A.1\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"810\" height=\"403\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-16.png\" alt=\"\" class=\"wp-image-22887\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-16.png 810w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-16-300x149.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-16-768x382.png 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/figure>\n\n\n\n<h3>\u91cd\u5199\u6307\u4ee4<\/h3>\n\n\n\n<p>\u91cd\u5199\u6307\u4ee4\u7684\u4e3b\u8981\u76ee\u6807\u662f\u5c06\u6307\u4ee4\u4efb\u52a1\u8f6c\u5316\u4e3a\u66f4\u9002\u5408\u53e3\u5934\u4ea4\u4e92\u7684\u5f62\u5f0f\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u662f\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8bbe\u8ba1\u7279\u5b9a\u7684\u63d0\u793a\uff0c\u8981\u6c42\u5176\u5c06\u539f\u59cb\u6307\u4ee4\u6570\u636e\u8f6c\u6362\u4e3a\u4eba\u7c7b\u53ef\u80fd\u4f1a\u4ee5\u53e3\u8bed\u5f62\u5f0f\u63d0\u51fa\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u53d1\u73b0\uff0c<strong>\u5f53\u5c06\u5b8c\u6574\u7684\u539f\u59cb\u6307\u4ee4\u63d0\u4f9b\u7ed9 LLM \u65f6\uff0c\u5176\u8f93\u51fa\u901a\u5e38\u53ea\u5bf9\u4efb\u52a1\u7684\u539f\u59cb\u683c\u5f0f\u8fdb\u884c\u8f7b\u5fae\u6539\u5199\uff0c\u5bfc\u81f4\u7ed3\u679c\u4ecd\u7136\u4e0d\u9002\u5408\u5bf9\u8bdd\u573a\u666f\u3002<\/strong>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u9488\u5bf9\u7279\u5b9a\u7c7b\u578b\u7684\u4efb\u52a1\uff08\u4f8b\u5982\u5206\u7c7b\u3001\u6458\u8981\u548c\u5176\u4ed6\u6307\u4ee4\u6027\u4efb\u52a1\uff09\u5b9e\u65bd\u4e86\u7279\u5b9a\u7b56\u7565\u3002\u6211\u4eec<strong>\u79fb\u9664\u4e86\u8fd9\u4e9b\u4efb\u52a1\u4e2d\u7684\u6307\u4ee4\u6027\u53e5\u5b50\uff0c\u4ec5\u4fdd\u7559\u5173\u952e\u4fe1\u606f\u7247\u6bb5\u3002\u968f\u540e\uff0c\u6211\u4eec\u544a\u77e5 LLM \u8fd9\u4e9b\u7247\u6bb5\u662f\u4e0d\u5b8c\u6574\u7684\uff0c\u8981\u6c42\u5176\u4ee5\u6b64\u4e3a\u7075\u611f\uff0c\u521b\u9020\u6027\u5730\u751f\u6210\u65b0\u7684\u95ee\u9898\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u8fd9\u79cd\u65b9\u6cd5\u6709\u6548\u964d\u4f4e\u4e86 LLM \u8fc7\u4e8e\u4f9d\u8d56\u539f\u59cb\u6307\u4ee4\u7684\u503e\u5411\uff0c\u5e76\u9f13\u52b1\u751f\u6210\u66f4\u52a0\u81ea\u7136\u7684\u5bf9\u8bdd\u5f0f\u95ee\u9898\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u80fd\u591f\u5c06\u6b63\u5f0f\u4e14\u7ed3\u6784\u5316\u7684\u6307\u4ee4\u6587\u672c\u6709\u6548\u5730\u8f6c\u5316\u4e3a\u66f4\u9002\u5408\u8bed\u97f3\u573a\u666f\u7684\u67e5\u8be2\u3002<\/strong><\/p>\n\n\n\n<h3>\u7b5b\u9009\u91cd\u5199\u540e\u7684\u6307\u4ee4<\/h3>\n\n\n\n<p>\u5728\u6307\u4ee4\u91cd\u5199\u9636\u6bb5\u4e4b\u540e\uff0c\u6211\u4eec\u4f1a\u5bf9\u91cd\u5199\u540e\u7684\u6307\u4ee4\u8fdb\u884c\u7b5b\u9009\uff0c\u4ee5\u786e\u4fdd\u5176\u9002\u7528\u4e8e\u53e3\u8bed\u4ea4\u4e92\u3002\u7b5b\u9009\u8fc7\u7a0b\u6d89\u53ca\u4ee5\u4e0b\u4e09\u4e2a\u5173\u952e\u8003\u91cf\uff1a<\/p>\n\n\n\n<ol><li><strong>\u9002\u5408\u53e3\u5934\u4ea4\u6d41<\/strong>\uff1a\u8bc4\u4f30\u91cd\u5199\u540e\u7684\u6307\u4ee4\u662f\u5426\u9002\u5408\u53e3\u5934\u4ea4\u6d41\uff0c\u6392\u9664\u9700\u8981\u751f\u6210\u957f\u7bc7\u6216\u7ed3\u6784\u5316\u5185\u5bb9\uff08\u5982\u6587\u7ae0\u3001\u6b4c\u8bcd\u6216\u7535\u5b50\u90ae\u4ef6\uff09\u7684\u4efb\u52a1\u3002<\/li><li><strong>\u6e05\u6670\u5ea6\u4e0e\u5b8c\u6574\u6027<\/strong>\uff1a\u8bc4\u4f30\u6bcf\u6761\u6307\u4ee4\u7684\u6e05\u6670\u5ea6\u548c\u5b8c\u6574\u6027\uff0c\u786e\u4fdd\u5176\u5305\u542b\u8db3\u591f\u7684\u80cc\u666f\u4fe1\u606f\u3002\u5bf9\u4e8e\u8fc7\u4e8e\u6a21\u7cca\u6216\u7f3a\u4e4f\u5fc5\u8981\u80cc\u666f\u7684\u6307\u4ee4\uff08\u4f8b\u5982\u201c\u8fd9\u7bc7\u6587\u7ae0\u7684\u4e3b\u8981\u5185\u5bb9\u662f\u4ec0\u4e48\uff1f\u201d\uff09\uff0c\u4f1a\u88ab\u7b5b\u9664\u3002<\/li><li><strong>\u5b89\u5168\u6027<\/strong>\uff1a\u4f7f\u7528\u6211\u4eec\u5185\u90e8\u7684\u7cfb\u7edf\u548c Qwen2-72B-Instruct \u6a21\u578b\u5bf9\u6307\u4ee4\u8fdb\u884c\u5b89\u5168\u6027\u8bc4\u4f30\u3002<\/li><\/ol>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u4e00\u7b5b\u9009\u8fc7\u7a0b\uff0c\u6570\u636e\u96c6\u4e3b\u8981\u7531\u6e05\u6670\u3001\u4e0a\u4e0b\u6587\u5b8c\u6574\u4e14\u5b89\u5168\u7684\u6307\u4ee4\u7ec4\u6210\uff0c\u4ece\u800c\u63d0\u5347\u5176\u5728\u5bf9\u8bdd\u4ea4\u4e92\u573a\u666f\u4e2d\u7684\u9002\u7528\u6027\u3002<\/p>\n\n\n\n<h3>\u8bed\u97f3\u98ce\u683c\u540e\u5904\u7406<\/h3>\n\n\n\n<p>\u5728\u6700\u540e\u9636\u6bb5\uff0c\u6211\u4eec\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM<strong>\uff09\u8fdb\u4e00\u6b65\u4fee\u6539\u7b5b\u9009\u540e\u7684\u6307\u4ee4\uff0c\u4ee5\u63d0\u5347\u5176\u5bf9\u8bdd\u8d28\u91cf\uff0c\u5e76\u4ee5\u7c7b\u4f3c\u81ea\u7136\u53e3\u8bed\u98ce\u683c\u751f\u6210\u76f8\u5e94\u7684\u56de\u7b54<\/strong>\u3002\u5177\u4f53\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol><li><strong>\u5bf9\u8bdd\u8bed\u6c14<\/strong>\uff1a\u8981\u6c42 LLM \u91c7\u7528\u81ea\u7136\u7684\u5bf9\u8bdd\u8bed\u6c14\uff0c\u907f\u514d\u751f\u6210\u65e0\u6cd5\u53d1\u97f3\u7684\u5185\u5bb9\uff0c\u5e76\u5c06\u6570\u5b57\u548c\u516c\u5f0f\u7b26\u53f7\u8f6c\u6362\u4e3a\u5176\u53e3\u5934\u8868\u8fbe\u5f62\u5f0f\u3002<\/li><li><strong>\u7b80\u6d01\u56de\u7b54<\/strong>\uff1a\u5c06\u56de\u7b54\u9650\u5236\u5728 100 \u5b57\u4ee5\u5185\uff0c\u786e\u4fdd\u5355\u6b21\u56de\u590d\u4e0d\u5305\u542b\u8fc7\u591a\u4fe1\u606f\u3002<\/li><\/ol>\n\n\n\n<p>\u901a\u8fc7\u9075\u5faa\u8fd9\u4e9b\u6307\u5bfc\u539f\u5219\uff0c\u6570\u636e\u96c6\u88ab\u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u66f4\u52a0\u9002\u5408\u7528\u4e8e\u8bad\u7ec3\u652f\u6301\u81ea\u7136\u4e14\u9ad8\u6548\u8bed\u97f3\u4ea4\u4e92\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p><strong>\u4f7f\u7528\u7684\u6a21\u578b\u7248\u672c<\/strong>\uff1a<br>\u672c\u8282\u4f7f\u7528 <strong>Qwen2.5-72B-Instruct<\/strong>\uff0c\u800c  <strong>\u91cd\u5199\u6307\u4ee4<\/strong>  \u548c <strong>\u7b5b\u9009\u91cd\u5199\u6307\u4ee4<\/strong>  \u8282\u4f7f\u7528\u7684\u662f <strong>Qwen2.5-14B-Instruct<\/strong>\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4e0e\u8f83\u5c0f\u7248\u672c\uff08\u5982 Qwen2.5-32B-Instruct \u6216 Qwen2.5-14B-Instruct\uff09\u76f8\u6bd4\uff0c<strong>Qwen2.5-72B-Instruct \u751f\u6210\u7684\u6307\u4ee4\u76f8\u4f3c\uff0c\u4f46\u56de\u7b54\u8d28\u91cf\u663e\u8457\u63d0\u5347<\/strong>\u3002\u793a\u4f8b\u53ef\u5728\u9644\u5f55\u4e2d\u67e5\u770b\u3002<\/p>\n\n\n\n<h3>\u5408\u6210\u97f3\u9891\u5bf9\u8bdd\u6570\u636e<\/h3>\n\n\n\n<p>\u4f7f\u7528 <strong>CosyVoice<\/strong>\u6a21\u578b\uff0c\u5b83\u652f\u6301\u81ea\u5b9a\u4e49\u8bed\u97f3\u7279\u5f81\uff0c\u5c06\u6587\u672c\u5bf9\u8bdd\u8f6c\u6362\u4e3a\u8bed\u97f3\u5bf9\u8bdd\u3002\u4e3a\u786e\u4fdd\u8bf4\u8bdd\u4eba\u591a\u6837\u6027\uff0c\u6211\u4eec<strong>\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b\u5927\u91cf\u865a\u62df\u8bf4\u8bdd\u4eba\u7684\u8bed\u97f3\u5e93<\/strong>\uff0c<strong>\u8fd9\u4e9b\u8bf4\u8bdd\u4eba\u5747\u6765\u81ea\u5f00\u6e90\u8bed\u97f3\u6570\u636e\u3002\u4e3a\u4fdd\u6301\u5408\u6210\u8bed\u97f3\u5bf9\u8bdd\u7684\u8d28\u91cf\uff0c\u6211\u4eec\u5bf9\u5408\u6210\u97f3\u9891\u8fdb\u884c\u8f6c\u5f55\u5e76\u8ba1\u7b97\u5b57\u7b26\u9519\u8bef\u7387\uff08CER\uff09\uff0c\u6839\u636e CER \u8fdb\u884c\u6570\u636e\u7b5b\u9009\uff0c\u4ece\u800c\u786e\u4fdd\u6570\u636e\u96c6\u7684\u9ad8\u8d28\u91cf\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"892\" height=\"382\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-17.png\" alt=\"\" class=\"wp-image-22902\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-17.png 892w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-17-300x128.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-17-768x329.png 768w\" sizes=\"(max-width: 892px) 100vw, 892px\" \/><\/figure>\n\n\n\n<h4><strong>\u8bed\u97f3\u5e93<\/strong><\/h4>\n\n\n\n<p>\u6570\u636e\u6765\u6e90 <strong>WenetSpeech4TTS<\/strong> \u6570\u636e\u96c6\u6e90\u81ea <strong>WenetSpeech<\/strong>\uff08Zhang et al., 2022\uff09\uff0c\u8be5\u6570\u636e\u96c6\u5305\u542b\u4ece\u4e92\u8054\u7f51\u6536\u96c6\u7684\u957f\u97f3\u9891\u5f55\u97f3\uff0c\u65f6\u957f\u4ece\u51e0\u5206\u949f\u5230\u6570\u5c0f\u65f6\u4e0d\u7b49\u3002WenetSpeech4TTS \u901a\u8fc7\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\uff08VAD\uff09\u5bf9\u8fd9\u4e9b\u957f\u5f55\u97f3\u8fdb\u884c\u5206\u6bb5\uff0c\u5c06\u5176\u5206\u5272\u4e3a\u8f83\u77ed\u7684\u97f3\u9891\u7247\u6bb5\uff0c\u540c\u65f6\u8ba1\u7b97\u6bcf\u6bb5\u7684 <strong>DNSMOS<\/strong> \u5206\u6570\uff08Reddy et al., 2022\uff09\u3002<strong>\u8fd9\u4e9b\u77ed\u7247\u6bb5\u6839\u636e\u8bf4\u8bdd\u4eba\u7684\u4f59\u5f26\u76f8\u4f3c\u6027\u8fdb\u884c\u5408\u5e76\uff0c\u4ee5\u786e\u4fdd\u6bcf\u4e2a\u77ed\u7247\u6bb5\u5747\u7531\u540c\u4e00\u8bf4\u8bdd\u4eba\u53d1\u51fa<\/strong>\u3002\u7136\u800c\uff0c<strong>WenetSpeech4TTS \u672a\u68c0\u6d4b\u540c\u4e00\u957f\u5f55\u97f3\u4e2d\u4e0d\u540c\u77ed\u7247\u6bb5\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\uff0c\u800c\u8fd9\u5bf9\u6211\u4eec\u7684\u5de5\u4f5c\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u6211\u4eec\u9700\u8981\u8bc6\u522b\u7531\u540c\u4e00\u4eba\u53d1\u51fa\u7684\u591a\u4e2a\u7247\u6bb5\uff0c\u4ee5\u751f\u6210\u7a33\u5b9a\u7684\u8bed\u97f3\u7279\u5f81\u5d4c\u5165\u3002<\/strong><\/p>\n\n\n\n<p>\u5b9e\u9645\u8bf4\u8bdd\u4eba<\/p>\n\n\n\n<p><strong>\u6211\u4eec\u9996\u5148\u4ece WenetSpeech4TTS \u7684\u4f18\u8d28\u77ed\u7247\u6bb5\u4e2d\uff08DNSMOS \u2265 4.0\uff09\u63d0\u53d6\u97f3\u9891\uff0c\u5e76\u6839\u636e\u5176\u6765\u6e90\u7684\u957f\u5f55\u97f3\u8fdb\u884c\u5206\u7c7b\u3002\u6211\u4eec\u7b5b\u9009\u51fa\u5305\u542b\u81f3\u5c11 10 \u4e2a\u4f18\u8d28\u77ed\u7247\u6bb5\u7684\u957f\u5f55\u97f3<\/strong>\uff0c\u8bb0\u4e3a Ai\u200b={ai1\u200b,ai2\u200b,\u2026,ain\u200b}\uff0c\u5176\u4e2d i \u662f\u957f\u5f55\u97f3\u7684\u7d22\u5f15\uff0cn\u226510\u8868\u793a\u77ed\u7247\u6bb5\u7684\u6570\u91cf\u3002<br>\u63a5\u7740\uff0c\u6211\u4eec\u4f7f\u7528 <strong>WavLM<\/strong>\uff08Chen et al., 2022\uff09\u4e3a\u8fd9\u4e9b\u77ed\u7247\u6bb5\u63d0\u53d6 <strong>X-\u5411\u91cf<\/strong>\uff0c\u5e76\u8ba1\u7b97 Ai\u200b \u4e2d\u6bcf\u5bf9\u4f18\u8d28\u77ed\u7247\u6bb5\u4e4b\u95f4\u7684\u8bf4\u8bdd\u4eba\u76f8\u4f3c\u6027\u3002\u5982\u679c\u67d0\u957f\u5f55\u97f3\u4e2d\u81f3\u5c11\u6709 floor\u230a2n\u200b\u230b \u5bf9\u77ed\u7247\u6bb5\u7684\u76f8\u4f3c\u6027\u5f97\u5206\u8d85\u8fc7 0.97\uff0c\u5219\u8fd9\u4e9b\u77ed\u7247\u6bb5\u88ab\u8ba4\u4e3a\u7531\u540c\u4e00\u4eba\u53d1\u51fa\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u6211\u4eec\u8bc6\u522b\u51fa\u4e86 5000 \u591a\u540d\u8bf4\u8bdd\u4eba\uff0c\u4e14\u6027\u522b\u5747\u8861\u3002<\/p>\n\n\n\n<p>\u865a\u62df\u8bf4\u8bdd\u4eba<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u6bcf\u4e2a\u8bc6\u522b\u51fa\u7684\u8bed\u97f3\u7279\u5f81\uff0c\u6211\u4eec\u8ba1\u7b97\u5e73\u5747\u53d1\u97f3\u901f\u5ea6\uff08\u5373\u6bcf\u4e2a\u5b57\u7b26\u7684\u5e73\u5747\u53d1\u97f3\u65f6\u95f4\uff0c\u53d6\u6574\u81f3\u6700\u8fd1\u7684 10 \u6beb\u79d2\uff09\u3002\u7136\u540e\uff0c\u6839\u636e\u53d1\u97f3\u901f\u5ea6\u5c06\u8fd9\u4e9b\u7279\u5f81\u8fdb\u884c\u5206\u7c7b\u3002\u6211\u4eec\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u8bed\u97f3\u7279\u5f81\uff0c\u5e76\u4e0e\u540c\u6027\u522b\u3001\u53d1\u97f3\u901f\u5ea6\u76f8\u540c\u7684\u53e6\u4e00\u8bed\u97f3\u7279\u5f81\u914d\u5bf9\uff0c<strong>\u901a\u8fc7\u52a0\u6743\u5e73\u5747\u751f\u6210\u5408\u6210\u8bed\u97f3\u7279\u5f81\uff0c\u4ee5\u4fdd\u62a4\u9690\u79c1\u5e76\u751f\u6210\u4e0d\u5b58\u5728\u7684\u3001\u865a\u62df\u7684\u5408\u6210\u8bed\u97f3<\/strong>\u3002\u8fd9\u4e00\u8fc7\u7a0b\u53ef\u4ee5\u7528\u6765\u751f\u6210\u65e0\u9650\u6570\u91cf\u7684\u865a\u62df\u8bed\u97f3\u3002<br>\u901a\u8fc7\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u6211\u4eec\u7684\u8bed\u97f3\u5e93\u5305\u542b\u9ad8\u8d28\u91cf\u3001\u591a\u6837\u5316\u3001\u6027\u522b\u5747\u8861\u7684\u865a\u62df\u8bed\u97f3\uff0c\u9002\u7528\u4e8e\u8bed\u97f3\u5408\u6210\u7684\u591a\u79cd\u5e94\u7528\uff0c\u540c\u65f6\u4e0d\u4f1a\u5bf9\u5e94\u4efb\u4f55\u771f\u5b9e\u4e2a\u4eba\u3002<\/p>\n\n\n\n<h4>\u8bed\u97f3\u5408\u6210<\/h4>\n\n\n\n<p><strong>CosyVoice<\/strong> \u8fdb\u884c\u8bed\u97f3\u5408\u6210\u3002\u5bf9\u4e8e\u6bcf\u6bb5\u5bf9\u8bdd\uff0c\u6211\u4eec\u968f\u673a\u9009\u62e9\u4e00\u4f4d\u7528\u6237\u8bed\u97f3\u548c\u4e00\u4f4d\u4ee3\u7406\u8bed\u97f3\u8fdb\u884c\u5408\u6210\u3002\u4e3a\u4e86\u9632\u6b62\u6570\u636e\u6ee5\u7528\uff0c\u6240\u6709\u5408\u6210\u8bed\u97f3\u5747\u4f7f\u7528 <strong>AudioSeal<\/strong>\uff08San Roman et al., 2024\uff09\u8fdb\u884c\u6c34\u5370\u4fdd\u62a4\u3002<\/p>\n\n\n\n<h4>\u8d28\u91cf\u4fdd\u8bc1<\/h4>\n\n\n\n<p>\u4e3a\u786e\u4fdd\u5408\u6210\u5bf9\u8bdd\u7684\u8d28\u91cf\uff0c\u6211\u4eec\u5bf9\u4e2d\u6587\u90e8\u5206\u4f7f\u7528 <strong>Belle-whisper-large-v3-turbo-zh<\/strong> \u8fdb\u884c\u8f6c\u5f55\uff0c\u5bf9\u82f1\u6587\u90e8\u5206\u4f7f\u7528 <strong>Whisper-large-v3-turbo<\/strong> \u8fdb\u884c\u8f6c\u5f55\u3002<br>\u5206\u522b\u8ba1\u7b97\u4e2d\u6587\u7684\u5b57\u7b26\u9519\u8bef\u7387\uff08CER\uff09\u548c\u82f1\u6587\u7684\u5355\u8bcd\u9519\u8bef\u7387\uff08WER\uff09\u3002\u82e5\u67d0\u6761\u5bf9\u8bdd\u7684\u4e2d\u6587 CER \u8d85\u8fc7 5% \u6216\u82f1\u6587 WER \u8d85\u8fc7 10%\uff0c\u5219\u8be5\u5bf9\u8bdd\u88ab\u5254\u9664\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u7684\u9ad8\u8d28\u91cf\u3002<\/p>\n\n\n\n<h3>Ke-SpeechChat \u6570\u636e\u96c6\u7ec6\u8282<\/h3>\n\n\n\n<p>\u6240\u6709\u5143\u6570\u636e\u5b58\u50a8\u5728\u5355\u4e2a JSON \u6587\u4ef6\u4e2d\uff0c\u6bcf\u6761\u5bf9\u8bdd\u90fd\u5305\u542b\u4ee5\u4e0b\u4fe1\u606f\uff1a\u5bf9\u8bdd ID\u3001\u8bf4\u8bdd\u4eba\u3001\u6027\u522b\u3001\u6587\u672c\u5185\u5bb9\u548c\u97f3\u9891\u8def\u5f84\u3002\u793a\u4f8b\u8be6\u89c1\u9644\u5f55 C\u3002<\/p>\n\n\n\n<p><strong>\u8be6\u7ec6\u7edf\u8ba1\u4fe1\u606f\u5982\u8868 1 \u6240\u793a\uff0c\u5176\u4e2d\u4e2d\u6587\u548c\u82f1\u6587\u5bf9\u8bdd\u7684\u6570\u636e\u5206\u522b\u5217\u51fa\u3002<\/strong><\/p>\n\n\n\n<ul><li><strong>\u4e2d\u6587\u5bf9\u8bdd\uff1a\u6570\u91cf\u8d85\u8fc7 510 \u4e07\u6761\uff0c\u603b\u65f6\u957f\u8fbe 40,884 \u5c0f\u65f6\u3002<\/strong><\/li><li><strong>\u82f1\u6587\u5bf9\u8bdd\uff1a\u6570\u91cf\u8d85\u8fc7 170 \u4e07\u6761\uff0c\u603b\u65f6\u957f\u8fbe 19,484 \u5c0f\u65f6\u3002<\/strong><\/li><\/ul>\n\n\n\n<p>\u6570\u636e\u96c6\u4e2d\u7684\u8bf4\u8bdd\u4eba\u6027\u522b\u5747\u8861\uff0c\u5305\u542b 40,000 \u540d\u7528\u6237\u548c<strong> 2 \u540d\u4ee3\u7406\u3010\u8f93\u51fa\u8bed\u97f3\u3011\uff08\u7528\u6237\u548c\u4ee3\u7406\u7684\u5206\u5e03\u5747\u9002\u7528\u4e8e\u4e2d\u6587\u548c\u82f1\u6587\uff09<\/strong>\u3002\u5927\u91cf\u7684\u5bf9\u8bdd\u548c\u8bf4\u8bdd\u4eba\u786e\u4fdd\u4e86\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\u3002<\/p>\n\n\n\n<p>\u8bad\u7ec3\u6570\u636e\u88ab\u968f\u673a\u5212\u5206\u4e3a\u4e94\u4e2a\u4e0d\u540c\u5927\u5c0f\u7684\u5b50\u96c6\uff1a<strong>XS<\/strong>\u3001<strong>S<\/strong>\u3001<strong>M<\/strong>\u3001<strong>L<\/strong> \u548c <strong>XL<\/strong>\u3002<\/p>\n\n\n\n<ul><li>\u6bcf\u4e2a\u8f83\u5927\u7684\u5b50\u96c6\u90fd\u5305\u542b\u6240\u6709\u8f83\u5c0f\u5b50\u96c6\u7684\u6570\u636e\u3002<\/li><li>\u6240\u6709\u5b50\u96c6\u5747\u5b8c\u6574\u8986\u76d6 42,002 \u540d\u8bf4\u8bdd\u4eba\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u8d28\u91cf\u8bc4\u4f30<\/strong><br>\u4e3a\u8bc4\u4f30 Ke-SpeechChat \u7684\u8d28\u91cf\uff0c\u6211\u4eec\u4f7f\u7528\u4ee5\u4e0b\u5ba2\u89c2\u6307\u6807\uff1a<\/p>\n\n\n\n<ol><li><strong>DNSMOS<\/strong>\uff08P.835 OVRL\uff09\u548c <strong>UTMOS<\/strong> \u8bc4\u5206\uff1a\u5206\u522b\u8861\u91cf\u97f3\u9891\u8d28\u91cf\u548c\u8bed\u97f3\u81ea\u7136\u5ea6\u3002<\/li><li><strong>ASR \u548c TTS \u4efb\u52a1<\/strong>\uff1a\u8fdb\u4e00\u6b65\u8bc4\u4f30\u6570\u636e\u96c6\u6027\u80fd\u3002<\/li><\/ol>\n\n\n\n<h2>\u9644\u5f55<\/h2>\n\n\n\n<h3>A\uff1aPROMPTS\u63d0\u793a<\/h3>\n\n\n\n<p><strong>\u6307\u4ee4\u91cd\u5199\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"901\" height=\"619\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-18.png\" alt=\"\" class=\"wp-image-22933\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-18.png 901w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-18-300x206.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-18-768x528.png 768w\" sizes=\"(max-width: 901px) 100vw, 901px\" \/><\/figure>\n\n\n\n<p><strong>\u6307\u4ee4\u8fc7\u6ee4\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"892\" height=\"697\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-19.png\" alt=\"\" class=\"wp-image-22934\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-19.png 892w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-19-300x234.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-19-768x600.png 768w\" sizes=\"(max-width: 892px) 100vw, 892px\" \/><\/figure>\n\n\n\n<p><strong> \u8bed\u97f3\u98ce\u683c\u540e\u5904\u7406 [\u6839\u636e\u6307\u4ee4\u83b7\u5f97\u54cd\u5e94]\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"891\" height=\"499\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-20.png\" alt=\"\" class=\"wp-image-22935\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-20.png 891w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-20-300x168.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-20-768x430.png 768w\" sizes=\"(max-width: 891px) 100vw, 891px\" \/><\/figure>\n\n\n\n<h3> B\uff1aQwen\u4e0d\u540c\u7248\u672c\u7684\u80fd\u529b \u6bd4\u8f83<\/h3>\n\n\n\n<p>\u672c\u9644\u5f55\u4ecb\u7ecd\u4e86\u4f7f\u7528\u4e0d\u540c\u7248\u672c\u7684Qwen2.5\u6a21\u578b\u5bf9\u53e3\u8bed\u98ce\u683c\u540e\u5904\u7406\u7684\u5f71\u54cd\uff0c\u5982\u4e0b\u8868\u6240\u793a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"892\" height=\"727\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-21.png\" alt=\"\" class=\"wp-image-22940\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-21.png 892w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-21-300x245.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-21-768x626.png 768w\" sizes=\"(max-width: 892px) 100vw, 892px\" \/><\/figure>\n\n\n\n<h3>C\uff1a Dialogue Format<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"894\" height=\"532\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-22.png\" alt=\"\" class=\"wp-image-22943\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-22.png 894w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-22-300x179.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/12\/image-22-768x457.png 768w\" sizes=\"(max-width: 894px) 100vw, 894px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Demo:https:\/\/huggingface.co\/spaces\/KE-Team\/KE-Omni \u8bba\u6587\uff1ah &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/12\/05\/ke-omni\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">KE-Omni-\u8bed\u97f3\u4f1a\u8bdd\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":[21,40,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/22773"}],"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=22773"}],"version-history":[{"count":164,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/22773\/revisions"}],"predecessor-version":[{"id":26879,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/22773\/revisions\/26879"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=22773"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=22773"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=22773"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}