{"id":21513,"date":"2024-10-29T05:21:00","date_gmt":"2024-10-28T21:21:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=21513"},"modified":"2025-02-26T17:53:41","modified_gmt":"2025-02-26T09:53:41","slug":"glm-4-voice","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/10\/29\/glm-4-voice\/","title":{"rendered":"GLM-4-Voice\uff1a\u667a\u8c31\u65b0\u4e00\u4ee3\u7aef\u5230\u7aef\u8bed\u97f3\u5927\u6a21\u578b"},"content":{"rendered":"\n<p><strong>GLM-4-Voice: Towards Intelligent and Human-Like End-to-End Spoken Chatbot<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/github.com\/THUDM\/GLM-4-Voice\"><strong>\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/THUDM\/GLM-4-Voice<\/strong><\/a><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>\u6280\u672f\u62a5\u544a\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2412.02612\">https:\/\/arxiv.org\/abs\/2412.02612<\/a><\/strong><\/p>\n\n\n\n\n\n<p>\u7ee7\u8bed\u8a00\u6a21\u578b\u3001\u56fe\u50cf\u7406\u89e3\u3001\u89c6\u9891\u7406\u89e3\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u7b49\u6a21\u578b\u4e4b\u540e\uff0c\u4eca\u5929\uff0c\u667a\u8c31\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u5bb6\u65cf\u518d\u6b21\u52a0\u5165\u65b0\u6210\u5458\u2014\u2014<strong>GLM-4-Voice\uff08\u7aef\u5230\u7aef\u8bed\u97f3\u6a21\u578b\uff09<\/strong>\u3002\u8fd9\u4e00\u6210\u679c\u4f7f\u5f97\u5927\u6a21\u578b\u5177\u5907\u4e86\u5b8c\u6574\u7684\u611f\u5b98\u7cfb\u7edf\uff0c\u5b9e\u73b0\u4e86\u673a\u5668\u4e0e\u4eba\u4ea4\u4e92\u7684\u81ea\u7136\u4e0e\u6d41\u7545\u3002<br>GLM-4-Voice \u6a21\u578b\u5177\u5907\u76f4\u63a5\u7406\u89e3\u548c\u751f\u6210\u4e2d\u82f1\u6587\u8bed\u97f3\u7684\u80fd\u529b\uff0c\u80fd\u591f\u6839\u636e\u7528\u6237\u6307\u4ee4\u7075\u6d3b\u8c03\u6574\u8bed\u97f3\u7684\u60c5\u611f\u3001\u8bed\u8c03\u3001\u8bed\u901f\u53ca\u65b9\u8a00\u7b49\u7279\u5f81\uff0c\u4e14\u5177\u6709\u66f4\u4f4e\u7684\u5ef6\u65f6\uff0c\u652f\u6301\u5b9e\u65f6\u6253\u65ad\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u4ea4\u4e92\u4f53\u9a8c\u3002<br>\u5177\u4f53\u6765\u8bf4\uff0cGLM-4-Voice\u5177\u5907\uff1a<\/p>\n\n\n\n<ol><li><strong>\u60c5\u611f\u8868\u8fbe\u548c\u60c5\u611f\u5171\u9e23\uff1a<\/strong>\u6a21\u62df\u4e0d\u540c\u7684\u60c5\u611f\u548c\u8bed\u8c03\uff0c\u5982\u9ad8\u5174\u3001\u60b2\u4f24\u3001\u751f\u6c14\u3001\u5bb3\u6015\u7b49\u60c5\u7eea\uff0c\u7528\u5408\u9002\u7684\u60c5\u7eea\u8bed\u6c14\u8fdb\u884c\u56de\u590d\u3002\u4f20\u7edf TTS \u901a\u5e38\u5728\u60c5\u611f\u8868\u8fbe\u4e0a\u6bd4\u8f83\u50f5\u786c\uff0c\u58f0\u97f3\u7f3a\u5c11\u8d77\u4f0f\u548c\u7ec6\u817b\u7684\u53d8\u5316\u3002<\/li><li><strong>\u8c03\u8282\u8bed\u901f<\/strong>\uff1a\u5728\u540c\u4e00\u8f6e\u5bf9\u8bdd\u4e2d\uff0c\u53ef\u4ee5\u8981\u6c42 TA \u5feb\u70b9\u8bf4 or \u6162\u70b9\u8bf4\u3002<\/li><li><strong>\u968f\u65f6\u6253\u65ad\uff0c\u7075\u6d3b\u8f93\u5165\u6307\u4ee4\uff1a<\/strong>\u6839\u636e\u5b9e\u65f6\u7684\u7528\u6237\u6307\u4ee4\uff0c\u8c03\u6574\u8bed\u97f3\u8f93\u51fa\u7684\u5185\u5bb9\u3001\u98ce\u683c\u548c\u60c5\u611f\uff0c\u652f\u6301\u66f4\u7075\u6d3b\u7684\u5bf9\u8bdd\u4e92\u52a8\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u968f\u65f6\u6253\u65ad TA\uff0c\u8ba9 TA \u8f93\u51fa\u65b0\u7684\u5185\u5bb9\uff0c\u66f4\u52a0\u7b26\u5408\u65e5\u5e38\u5bf9\u8bdd\u60c5\u5883\u3002<\/li><li><strong>\u591a\u8bed\u8a00\u3001\u591a\u65b9\u8a00\u652f\u6301\uff1a<\/strong>\u76ee\u524d GLM-4-Voice \u652f\u6301\u4e2d\u82f1\u6587\u8bed\u97f3\u4ee5\u53ca\u4e2d\u56fd\u5404\u5730\u65b9\u8a00\uff0c\u5c24\u5176\u64c5\u957f\u7ca4\u8bed\u3001\u91cd\u5e86\u8bdd\u3001\u5317\u4eac\u8bdd\u7b49\u3002<\/li><\/ol>\n\n\n\n<h2>\u6280\u672f\u7ec6\u8282<\/h2>\n\n\n\n<p>\u4e0e\u4f20\u7edf\u7684 ASR + LLM + TTS \u7684\u7ea7\u8054\u65b9\u6848\u76f8\u6bd4\uff0c\u7aef\u5230\u7aef\u6a21\u578b\u4ee5\u97f3\u9891 token \u7684\u5f62\u5f0f\u76f4\u63a5\u5efa\u6a21\u8bed\u97f3\uff0c\u5728\u4e00\u4e2a\u6a21\u578b\u91cc\u9762\u540c\u65f6\u5b8c\u6210\u8bed\u97f3\u7684\u7406\u89e3\u548c\u751f\u6210\uff0c\u907f\u514d\u4e86\u7ea7\u8054\u65b9\u6848\u201c\u8bed\u97f3\u8f6c\u6587\u5b57\u518d\u8f6c\u8bed\u97f3\u201d \u7684\u4e2d\u95f4\u8fc7\u7a0b\u4e2d\u5e26\u6765\u7684\u4fe1\u606f\u635f\u5931\uff0c\u4e5f\u89e3\u9501\u4e86\u66f4\u9ad8\u7684\u80fd\u529b\u4e0a\u9650\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"376\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-86-1024x376.png\" alt=\"\" class=\"wp-image-25202\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-86-1024x376.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-86-300x110.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-86-768x282.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-86.png 1224w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>GLM-4-Voice \u7531\u4e09\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n\n\n\n<ul><li>GLM-4-Voice-Tokenizer: \u901a\u8fc7\u5728&nbsp;Whisper&nbsp;\u7684 Encoder \u90e8\u5206\u589e\u52a0 Vector Quantization <strong>[\u5355\u5c42\u91cf\u5316]<\/strong>\u8bad\u7ec3\uff0c\u901a\u8fc7\u5728 ASR \u6570\u636e\u4e0a\u6709\u76d1\u7763\u8bad\u7ec3\u7684\u65b9\u5f0f\u5f97\u5230\uff0c\u5c06\u8fde\u7eed\u7684\u8bed\u97f3\u8f93\u5165\u8f6c\u5316\u4e3a\u79bb\u6563\u7684 token\uff0c\u6bcf\u79d2\u97f3\u9891\u8f6c\u5316\u4e3a 12.5 \u4e2a\u79bb\u6563 token\u3002<\/li><li>GLM-4-Voice-9B: \u5728&nbsp;GLM-4-9B&nbsp;\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u8bed\u97f3\u6a21\u6001\u7684\u9884\u8bad\u7ec3\u548c\u5bf9\u9f50\uff0c\u4ece\u800c\u80fd\u591f\u7406\u89e3\u548c\u751f\u6210\u79bb\u6563\u5316\u7684\u8bed\u97f3\u3002<\/li><li><strong>GLM-4-Voice-Decoder: \u57fa\u4e8e&nbsp;CosyVoice&nbsp;\u7684 Flow Matching \u6a21\u578b\u7ed3\u6784\u8bad\u7ec3\u7684\u652f\u6301\u6d41\u5f0f\u63a8\u7406\u7684\u8bed\u97f3\u89e3\u7801\u5668\uff0c\u5c06\u79bb\u6563\u5316\u7684\u8bed\u97f3 token \u8f6c\u5316\u4e3a\u8fde\u7eed\u7684\u8bed\u97f3\u8f93\u51fa\u3002\u6700\u5c11\u53ea\u9700\u8981 10 \u4e2a\u97f3\u9891 token \u5373\u53ef\u5f00\u59cb\u751f\u6210\uff0c\u964d\u4f4e\u7aef\u5230\u7aef\u5bf9\u8bdd\u5ef6\u8fdf\u3002<\/strong><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"375\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-133-1024x375.png\" alt=\"\" class=\"wp-image-21529\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-133-1024x375.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-133-300x110.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-133-768x281.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-133.png 1294w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption> <strong>&nbsp;CosyVoice&nbsp;<\/strong> <strong>\u6a21\u578b\u67b6\u6784<\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0cGLM-4-Voice \u4ee5\u79bb\u6563 token \u7684\u65b9\u5f0f\u8868\u793a\u97f3\u9891\uff0c\u5b9e\u73b0\u4e86\u97f3\u9891\u7684\u8f93\u5165\u548c\u8f93\u51fa\u7684\u7aef\u5230\u7aef\u5efa\u6a21\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u57fa\u4e8e\u8bed\u97f3\u8bc6\u522b\uff08ASR\uff09\u6a21\u578b\u4ee5\u6709\u76d1\u7763\u65b9\u5f0f\u8bad\u7ec3\u4e86\u97f3\u9891 Tokenizer\uff0c\u80fd\u591f\u5728 12.5Hz\uff0812.5 \u4e2a\u97f3\u9891 token\uff09\u5355\u7801\u8868\u7684\u8d85\u4f4e\u7801\u7387\u4e0b\u51c6\u786e\u4fdd\u7559\u8bed\u4e49\u4fe1\u606f\uff0c<strong>\u5e76\u5305\u542b\u8bed\u901f\uff0c\u60c5\u611f\u7b49\u526f\u8bed\u8a00\u4fe1\u606f\u3002<\/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\/10\/image-134.png\" alt=\"\" class=\"wp-image-21536\" width=\"490\" height=\"353\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-134.png 844w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-134-300x217.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-134-768x555.png 768w\" sizes=\"(max-width: 490px) 100vw, 490px\" \/><\/figure><\/div>\n\n\n\n<h3>Speech Tokenizaion<\/h3>\n\n\n\n<p>\u8bed\u97f3\u5206\u8bcd\u5668\u5c06<strong>\u8fde\u7eed\u7684\u8bed\u97f3\u6ce2\u5f62<\/strong>\u8f6c\u6362\u4e3a<strong>\u79bb\u6563\u7684\u8bed\u97f3\u6807\u8bb0<\/strong>\uff0c\u8fd9\u4e9b\u6807\u8bb0\u4fdd\u7559\u4e86<strong>\u8bed\u4e49\u4fe1\u606f<\/strong>\u4ee5\u53ca\u90e8\u5206<strong>\u58f0\u5b66\u4fe1\u606f<\/strong>\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u91c7\u7528\u4e86 <strong>Zeng \u7b49\u4eba[Scaling speech-text pre-training with synthetic interleaved dat] <\/strong> \u63d0\u51fa\u7684 <strong>12.5Hz \u8bed\u97f3\u5206\u8bcd\u5668<\/strong>\u3002\u4e3a\u786e\u4fdd\u5185\u5bb9\u5b8c\u6574\uff0c\u4e0b\u9762\u7b80\u8981\u63cf\u8ff0\u5176\u67b6\u6784\uff1a<\/p>\n\n\n\n<ul><li><strong>\u57fa\u7840\u6a21\u578b<\/strong>\uff1a<ul><li>\u57fa\u4e8e <strong>Whisper-large-v3<\/strong>\uff08\u6765\u81ea Whisper \u7cfb\u5217\uff09\u7684<strong>\u9884\u8bad\u7ec3\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\u6a21\u578b<\/strong>\u3002<\/li><\/ul><\/li><li><strong>\u5173\u952e\u6539\u8fdb<\/strong>\uff1a<ul><li>\u5728\u7f16\u7801\u5668\u4e2d\u5f15\u5165\u4e86<strong>\u6c60\u5316\u5c42<\/strong>\u548c<strong>\u5411\u91cf\u91cf\u5316\u5c42<\/strong>\u3002<\/li><li><strong>\u7801\u672c\u5411\u91cf<\/strong>\u901a\u8fc7<strong>\u6307\u6570\u79fb\u52a8\u5e73\u5747 (EMA)<\/strong> \u5b66\u4e60\u3002<\/li><li>\u4e3a\u9632\u6b62<strong>\u7801\u672c\u5d29\u6e83<\/strong>\uff0c\u5728\u91cf\u5316\u4e4b\u524d\uff0c\u4f1a\u5c06\u4f4e\u4f7f\u7528\u7387\u7684\u7801\u672c\u5411\u91cf\u4f7f\u7528<strong>\u968f\u673a\u9009\u53d6\u7684\u8fde\u7eed\u8868\u793a<\/strong>\u8fdb\u884c\u91cd\u7f6e\u3002<\/li><\/ul><\/li><\/ul>\n\n\n\n<h4><strong>\u6d41\u5f0f\u63a8\u7406\u7684\u56e0\u679c\u6027\u8bbe\u8ba1\uff08Causality for Streaming Inference\uff09<\/strong><\/h4>\n\n\n\n<p>\u4e3a\u652f\u6301\u5728<strong>\u63a8\u7406\u9636\u6bb5<\/strong>\u5bf9\u8f93\u5165\u8bed\u97f3\u8fdb\u884c<strong>\u6d41\u5f0f\u7f16\u7801<\/strong>\uff0c\u6211\u4eec\u5bf9 Whisper \u7f16\u7801\u5668\u67b6\u6784\u8fdb\u884c\u4e86<strong>\u56e0\u679c\u6027\u6539\u9020<\/strong>\uff1a<\/p>\n\n\n\n<ul><li><strong>\u56e0\u679c\u5377\u79ef\uff08Causal Convolution\uff09<\/strong>\uff1a<ul><li>\u5c06\u7f16\u7801\u5668 Transformer \u4e4b\u524d\u7684\u5377\u79ef\u5c42\u66ff\u6362\u4e3a<strong>\u56e0\u679c\u5377\u79ef<\/strong> [39]\uff0c\u4ee5\u786e\u4fdd\u5f53\u524d\u65f6\u95f4\u6b65\u7684\u8f93\u51fa\u4e0d\u4f1a\u4f9d\u8d56\u672a\u6765\u7684\u4fe1\u606f\u3002<\/li><\/ul><\/li><li><strong>\u5757\u7ea7\u56e0\u679c\u6ce8\u610f\u529b\uff08Block Causal Attention\uff09<\/strong>\uff1a<ul><li>\u5c06\u7f16\u7801\u5668\u4e2d\u7684<strong>\u53cc\u5411\u6ce8\u610f\u529b\u673a\u5236<\/strong>\u66ff\u6362\u4e3a<strong>\u5757\u7ea7\u56e0\u679c\u6ce8\u610f\u529b<\/strong>\uff0c\u8fdb\u4e00\u6b65\u652f\u6301\u6d41\u5f0f\u8f93\u5165\u7684\u9010\u6b65\u63a8\u7406\u3002<\/li><\/ul><\/li><\/ul>\n\n\n\n<h3>Speech Decoder<\/h3>\n\n\n\n<p>\u8bed\u97f3\u5408\u6210\u65b9\u9762\uff0c\u6211\u4eec<strong>\u91c7\u7528 Flow Matching \u6a21\u578b\u6d41\u5f0f\u4ece\u97f3\u9891 token \u5408\u6210\u97f3\u9891<\/strong>\uff0c<strong>\u6700\u4f4e\u53ea\u9700\u8981 10 \u4e2a token \u5408\u6210\u8bed\u97f3\uff0c\u6700\u5927\u9650\u5ea6\u964d\u4f4e\u5bf9\u8bdd\u5ef6\u8fdf\u3002<\/strong><\/p>\n\n\n\n<h4><strong>\u8bad\u7ec3\u7b56\u7565<\/strong><\/h4>\n\n\n\n<p>\u6211\u4eec\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3<strong>\u8bed\u97f3\u6807\u8bb0\u7f16\u7801\u5668\uff08speech token encoder\uff09\u548c\u6d41\u5339\u914d\u6a21\u578b\uff08flow matching model\uff09<\/strong>\uff0c\u5e76\u91c7\u7528<strong>\u4e24\u9636\u6bb5\u8bad\u7ec3\u8303\u5f0f<\/strong>\uff0c\u4ee5\u5145\u5206\u5229\u7528\u4e0d\u540c\u8d28\u91cf\u7684\u4e30\u5bcc\u8bed\u97f3\u6570\u636e\u3002<\/p>\n\n\n\n<ul><li><strong>\u9884\u8bad\u7ec3\u9636\u6bb5\uff08Pre-training Stage\uff09<\/strong>\uff1a<ul><li>\u4f7f\u7528\u6765\u81ea<strong>\u4e0d\u540c\u8bf4\u8bdd\u4eba<\/strong>\u4e14<strong>\u8d28\u91cf\u5404\u5f02<\/strong>\u7684<strong>\u65e0\u76d1\u7763\u8bed\u97f3\u6570\u636e<\/strong>\u4e2d\u7684<strong>\u6240\u6709\u8bed\u97f3\u6837\u672c<\/strong>\u8fdb\u884c\u8bad\u7ec3\u3002<\/li><li>\u8be5\u9636\u6bb5\u65e8\u5728\u8ba9\u6a21\u578b\u5b66\u4e60<strong>\u901a\u7528\u7684\u8bed\u97f3\u8868\u793a<\/strong>\uff0c\u4ee5\u63d0\u5347\u6a21\u578b\u5728\u591a\u6837\u5316\u8bed\u97f3\u573a\u666f\u4e0b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/li><\/ul><\/li><li><strong>\u5fae\u8c03\u9636\u6bb5\uff08Fine-tuning Stage\uff09<\/strong>\uff1a<ul><li>\u4f7f\u7528\u6765\u81ea<strong>\u5355\u4e00\u8bf4\u8bdd\u4eba<\/strong>\u7684<strong>\u9ad8\u8d28\u91cf\u8bed\u97f3\u6837\u672c<\/strong>\u8fdb\u884c\u8bad\u7ec3\u3002<\/li><li>\u8be5\u9636\u6bb5\u65e8\u5728\u63d0\u5347\u6a21\u578b\u5728<strong>\u4e00\u81f4\u6027<\/strong>\u548c<strong>\u8bed\u97f3\u8d28\u91cf<\/strong>\u4e0a\u7684\u8868\u73b0\uff0c\u4f7f\u751f\u6210\u7684\u8bed\u97f3\u5728\u97f3\u8272\u548c\u98ce\u683c\u4e0a\u66f4\u52a0\u81ea\u7136\u6d41\u7545\u3002<\/li><\/ul><\/li><\/ul>\n\n\n\n<h4>Support for Streaming Inference<\/h4>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0<strong>\u6d41\u5f0f\u63a8\u7406<\/strong>\u5e76\u964d\u4f4e\u5ef6\u8fdf\uff0c\u6211\u4eec\u5728<strong>\u5fae\u8c03\u9636\u6bb5<\/strong>\u5f15\u5165\u4e86<strong>\u622a\u65ad\u97f3\u9891\u6837\u672c<\/strong>\uff08\u5373\u97f3\u9891\u7684\u524dn\u22c5b \u79d2\uff0c\u5176\u4e2d n=1,2,3,\u2026\u4e14 b \u4e3a\u5757\u5927\u5c0f\uff09\u3002\u8fd9\u79cd\u8bbe\u8ba1\u80fd\u591f\u6709\u6548\u5730\u4e3a\u6a21\u578b\u5904\u7406\u6d41\u5f0f\u573a\u666f\u505a\u597d\u51c6\u5907\u3002<\/p>\n\n\n\n<p>\u5728<strong>\u63a8\u7406\u9636\u6bb5<\/strong>\uff0c\u89e3\u7801\u5668\u4f1a\u5904\u7406\u4e0e\u524d n\u22c5b\u79d2\u97f3\u9891\u5bf9\u5e94\u7684\u8bed\u97f3\u6807\u8bb0\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5b83\u5c06\u524d (n\u22121)\u22c5b\u79d2\u7684\u8bed\u97f3\u4f5c\u4e3a\u63d0\u793a\uff0c\u9884\u6d4b\u4ece (n\u22121)\u22c5b\u79d2\u5230 n\u22c5b \u79d2\u4e4b\u95f4\u7684\u8bed\u97f3\u5185\u5bb9\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u6a21\u578b\u80fd\u591f\u4ee5<strong>\u6700\u5c0f\u5ef6\u8fdf\u4e3a b \u79d2<\/strong>\u7684\u901f\u5ea6\u751f\u6210\u8bed\u97f3\u6807\u8bb0\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e<strong>\u5b9e\u8bc1\u7814\u7a76<\/strong>\uff0c\u6211\u4eec\u4e3a <strong>GLM-4-Voice<\/strong> \u8bbe\u7f6e\u4e86 b=0.8\u79d2\uff0c\u8fd9\u610f\u5473\u7740\uff1a<strong>\u751f\u6210\u521d\u59cb\u8bed\u97f3\u8f93\u51fa\u81f3\u5c11\u9700\u8981 10 \u4e2a\u8bed\u97f3\u6807\u8bb0\u3002<\/strong><\/p>\n\n\n\n<h3>Training Procedure<\/h3>\n\n\n\n<p><strong>\u9884\u8bad\u7ec3\u65b9\u9762\uff0c\u4e3a\u4e86\u653b\u514b\u6a21\u578b\u5728\u8bed\u97f3\u6a21\u6001\u4e0b\u7684\u667a\u5546\u548c\u5408\u6210\u8868\u73b0\u529b\u4e24\u4e2a\u96be\u5173\uff0c\u6211\u4eec\u5c06 Speech2Speech \u4efb\u52a1\u89e3\u8026\u5408\u4e3a Speech2Text\uff08\u6839\u636e\u7528\u6237\u97f3\u9891\u505a\u51fa\u6587\u672c\u56de\u590d\uff09 \u548c Text2Speech\uff08\u6839\u636e\u6587\u672c\u56de\u590d\u548c\u7528\u6237\u8bed\u97f3\u5408\u6210\u56de\u590d\u8bed\u97f3\uff09\u4e24\u4e2a\u4efb\u52a1\uff0c\u5e76\u8bbe\u8ba1\u4e24\u79cd\u9884\u8bad\u7ec3\u76ee\u6807\u9002\u914d\u8fd9\u4e24\u79cd\u4efb\u52a1\u5f62\u5f0f\uff1a<\/strong><\/p>\n\n\n\n<ul><li>Speech2Text\uff1a\u4ece\u6587\u672c\u6570\u636e\u4e2d\uff0c\u968f\u673a\u9009\u53d6\u6587\u672c\u53e5\u5b50\u8f6c\u6362\u4e3a\u97f3\u9891 token\uff1b<\/li><li>Text2Speech\uff1a\u4ece\u97f3\u9891\u6570\u636e\u4e2d\uff0c\u968f\u673a\u9009\u53d6\u97f3\u9891\u53e5\u5b50\u52a0\u5165\u6587\u672c transcription\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u5206\u522b\u57fa\u4e8e\u6587\u672c\u9884\u8bad\u7ec3\u6570\u636e\u548c\u65e0\u76d1\u7763\u97f3\u9891\u6570\u636e\u5408\u6210\u8bed\u97f3-\u6587\u672c\u4ea4\u9519\u6570\u636e\u4ee5\u9002\u914d\u8fd9\u4e24\u79cd\u4efb\u52a1\u5f62\u5f0f\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"843\" height=\"271\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-135.png\" alt=\"\" class=\"wp-image-21541\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-135.png 843w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-135-300x96.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-135-768x247.png 768w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/><\/figure>\n\n\n\n<p>\u9636\u6bb5\u4e00\uff1a\u8bed\u97f3-\u6587\u672c\u8054\u5408\u9884\u8bad\u7ec3\uff1a\u901a\u8fc7\u7ed3\u5408<strong>\u4ea4\u9519\u8bed\u97f3-\u6587\u672c\u6570\u636e<\/strong>\u3001<strong>\u5927\u89c4\u6a21\u65e0\u76d1\u7763\u8bed\u97f3\u6570\u636e<\/strong>\u548c<strong>\u6709\u76d1\u7763\u8bed\u97f3-\u6587\u672c\u6570\u636e<\/strong>\uff0c\u5b9e\u73b0\u4e86\u5bf9 LLM <strong>\u8bed\u97f3\u5efa\u6a21\u80fd\u529b\u7684\u5168\u9762\u6269\u5c55<\/strong>\u3002\u901a\u8fc7\u8fd9\u79cd\u8054\u5408\u9884\u8bad\u7ec3\u7b56\u7565\uff0c\u6a21\u578b\u80fd\u591f\u5728<strong>\u8de8\u6a21\u6001\u77e5\u8bc6\u8fc1\u79fb<\/strong>\u3001<strong>\u8bed\u97f3\u7406\u89e3<\/strong>\u548c<strong>\u751f\u6210\u4efb\u52a1<\/strong>\u4e2d\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u540c\u65f6\u4fdd\u6301\u5176\u5728\u6587\u672c\u4efb\u52a1\u4e2d\u7684\u7ade\u4e89\u529b\u3002<\/p>\n\n\n\n<p>\u9636\u6bb52\uff1aSFT\u5fae\u8c03<\/p>\n\n\n\n<h2>\u6574\u4f53\u65f6\u5ef6:<\/h2>\n\n\n\n<p><strong>\u603b\u4f53\u5ef6\u8fdf<\/strong>\uff1a\u751f\u6210\u9996\u4e2a\u8bed\u97f3\u6ce2\u5f62\u7684\u603b\u4f53\u54cd\u5e94\u5ef6\u8fdf\u53ef\u6309\u4ee5\u4e0b\u65b9\u5f0f\u8ba1\u7b97\uff1a<\/p>\n\n\n\n<ul><li><strong>\u8bed\u97f3\u5206\u8bcd\uff08Speech Tokenization\uff09<\/strong>\uff1a<br><strong>\u7528\u6237\u7684\u8bed\u97f3\u8f93\u5165\u7531\u8bed\u97f3\u5206\u8bcd\u5668\u4ee5\u6d41\u5f0f\u65b9\u5f0f\u5904\u7406\uff0c\u5206\u8bcd\u5668\u4ee5\u56fa\u5b9a\u5927\u5c0f\u7684\u5757 (tblock) \u8fdb\u884c\u64cd\u4f5c\u3002<br>\u7531\u4e8e\u91c7\u7528\u4e86\u6d41\u5f0f\u8bbe\u8ba1\uff0c\u5206\u8bcd\u5668\u80fd\u591f\u5728\u63a5\u6536\u5230\u8bed\u97f3\u8f93\u5165\u540e\u7acb\u5373\u5f00\u59cb\u5904\u7406\uff0c\u5e76\u4e14\u53ea\u9700\u5904\u7406\u5f53\u524d\u5757\u6240\u9700\u7684\u65f6\u95f4\uff0c\u800c\u4e0d\u53d7\u8bed\u97f3\u603b\u65f6\u957f\u7684\u5f71\u54cd\u3002<\/strong><\/li><\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0c<strong>\u5206\u8bcd\u5ef6\u8fdf<\/strong> \u4e3a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-87.png\" alt=\"\" class=\"wp-image-25205\" width=\"333\" height=\"34\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-87.png 457w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-87-300x30.png 300w\" sizes=\"(max-width: 333px) 100vw, 333px\" \/><\/figure><\/div>\n\n\n\n<p><strong>LLM \u9884\u586b\u5145\uff08Prefilling\uff09<\/strong>\uff1a\u8bed\u97f3\u5206\u8bcd\u5668\u751f\u6210\u7684\u8bed\u97f3\u6807\u8bb0\u6570\u91cf (<strong>Nspeech_tokens<\/strong>) \u53d6\u51b3\u4e8e\u7528\u6237\u8bed\u97f3\u7684\u957f\u5ea6 (<strong>Tuser_speech<\/strong>) \u548c\u5e27\u7387 (<strong>f\u2099 = 12.5 \u4e2a\u6807\u8bb0\/\u79d2<\/strong>)\u3002<\/p>\n\n\n\n<p><strong>LLM \u7684\u9884\u586b\u5145\u5ef6\u8fdf<\/strong> \u8ba1\u7b97\u516c\u5f0f\u4e3a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-88.png\" alt=\"\" class=\"wp-image-25207\" width=\"311\" height=\"28\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-88.png 465w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-88-300x27.png 300w\" sizes=\"(max-width: 311px) 100vw, 311px\" \/><\/figure><\/div>\n\n\n\n<p><strong>LLM \u89e3\u7801\uff08Decoding\uff09<\/strong>\uff1a\u5728\u751f\u6210\u521d\u59cb\u97f3\u9891\u54cd\u5e94\u65f6\uff0cLLM \u4f1a\u751f\u6210 <strong>13 \u4e2a\u6587\u672c\u6807\u8bb0<\/strong> \u548c <strong>10 \u4e2a\u8bed\u97f3\u6807\u8bb0<\/strong>\uff0c\u603b\u8ba1\uff1aNfirst_speech=13+10=23\u00a0\u4e2a\u6807\u8bb0 \u4e2a\u6807\u8bb0\u3002<\/p>\n\n\n\n<p><strong>\u8be5\u6b65\u9aa4\u7684\u89e3\u7801\u5ef6\u8fdf<\/strong> \u8ba1\u7b97\u516c\u5f0f\u4e3a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-89.png\" alt=\"\" class=\"wp-image-25210\" width=\"320\" height=\"32\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-89.png 415w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-89-300x30.png 300w\" sizes=\"(max-width: 320px) 100vw, 320px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u8bed\u97f3\u89e3\u7801\uff08Speech Decoding\uff09<\/strong>\uff1a\u5728\u8be5\u6b65\u9aa4\u4e2d\uff0c<strong>Nspeech = 10 \u4e2a\u97f3\u9891\u6807\u8bb0<\/strong> \u7531\u8bed\u97f3\u89e3\u7801\u5668\u5904\u7406\uff0c\u4ee5\u751f\u6210<strong>\u9996\u4e2a\u97f3\u9891\u7247\u6bb5<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u8be5\u6b65\u9aa4\u7684\u89e3\u7801\u5ef6\u8fdf<\/strong> \u8ba1\u7b97\u516c\u5f0f\u4e3a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-90.png\" alt=\"\" class=\"wp-image-25211\" width=\"332\" height=\"37\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-90.png 441w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-90-300x33.png 300w\" sizes=\"(max-width: 332px) 100vw, 332px\" \/><\/figure><\/div>\n\n\n\n<p>\u603b\u5ef6\u8fdf:<\/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\/02\/image-91.png\" alt=\"\" class=\"wp-image-25212\" width=\"502\" height=\"37\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-91.png 730w, http:\/\/139.9.1.231\/wp-content\/uploads\/2025\/02\/image-91-300x23.png 300w\" sizes=\"(max-width: 502px) 100vw, 502px\" \/><\/figure><\/div>\n\n\n\n<h2>Model List<a href=\"https:\/\/github.com\/THUDM\/GLM-4-Voice#model-list\"><\/a><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Model<\/th><th>Type<\/th><th>Download<\/th><\/tr><\/thead><tbody><tr><td>GLM-4-Voice-Tokenizer<\/td><td>Speech Tokenizer<\/td><td><a href=\"https:\/\/huggingface.co\/THUDM\/glm-4-voice-tokenizer\">\ud83e\udd17 Huggingface<\/a>&nbsp;<a href=\"https:\/\/modelscope.cn\/models\/ZhipuAI\/glm-4-voice-tokenizer\">\ud83e\udd16 ModelScope<\/a><\/td><\/tr><tr><td>GLM-4-Voice-9B<\/td><td>Chat Model<\/td><td><a href=\"https:\/\/huggingface.co\/THUDM\/glm-4-voice-9b\">\ud83e\udd17 Huggingface<\/a>&nbsp;<a href=\"https:\/\/modelscope.cn\/models\/ZhipuAI\/glm-4-voice-9b\">\ud83e\udd16 ModelScope<\/a><\/td><\/tr><tr><td>GLM-4-Voice-Decoder<\/td><td>Speech Decoder<\/td><td><a href=\"https:\/\/huggingface.co\/THUDM\/glm-4-voice-decoder\">\ud83e\udd17 Huggingface<\/a>&nbsp;<a href=\"https:\/\/modelscope.cn\/models\/ZhipuAI\/glm-4-voice-decoder\">\ud83e\udd16 ModelScope<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2>\u6548\u679c\u548c\u5176\u4ed6\u8bf4\u660e<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/web_demo-1024x792.png\" alt=\"\" class=\"wp-image-21555\" width=\"690\" height=\"533\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/web_demo-1024x792.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/web_demo-300x232.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/web_demo-768x594.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/web_demo.png 1484w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><figcaption>\u652f\u6301\u8bed\u97f3\u8f93\u5165\/\u6587\u672c\u8f93\u5165\uff0c\u4ee5\u53ca\u8bed\u97f3+\u6587\u672c\u4ea4\u66ff\u8f93\u51fa<\/figcaption><\/figure>\n\n\n\n<p>\u97f3\u9891\u5b9e\u65f6\u751f\u6210\u7684\u8d28\u91cf\u8f83\u5dee\uff0cGradio \u7684\u6d41\u5f0f\u97f3\u9891\u64ad\u653e\u6548\u679c\u4e0d\u7a33\u5b9a\u3002\u5728\u751f\u6210\u5b8c\u6210\u540e\u70b9\u51fb\u5bf9\u8bdd\u6846\u4e2d\u7684\u97f3\u9891\u8d28\u91cf\u4f1a\u66f4\u9ad8\u3002\u76ee\u524d\u4ec5\u652f\u6301\u5973\u58f0\u8f93\u51fa\uff0c\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u8f83\u5f3a\u3002<\/p>\n\n\n\n<h3><strong>\u5173\u4e8e\u5b9e\u65f6\u6253\u65ad\u529f\u80fd<\/strong>\uff1a<\/h3>\n\n\n\n<p>\u4f5c\u8005\u76ee\u524d\u8fd8\u6ca1\u7ed9\u51fa\u5b9e\u73b0\u65b9\u6cd5\u548cdemo\u3002<strong>\u6709\u5173\u6253\u65ad\u95ee\u9898\uff0c\u53ef\u4ee5\u8003\u8651\u53c2\u8003\u5f00\u6e90\u9879\u76ee&nbsp;<a href=\"https:\/\/github.com\/opendilab\/CleanS2S\">CleanS2S<\/a>\uff0c\u867d\u7136\u662f\u7ea7\u8054\u5f0f pipeline\u3010ASR+LLM+TTS\u3011\uff0c\u4f46\u662f\u76f8\u5173\u4ee3\u7801\u903b\u8f91\u5e94\u8be5\u53ef\u4ee5\u7ed3\u5408 GLM-4-Voice \u8fd9\u6837\u7684 end-to-end \u6a21\u578b\u3002\u76ee\u524d\u652f\u6301\u5b9e\u65f6\u8f93\u5165\u8bed\u97f3\u6253\u65ad\u548c\u8f93\u5165\u6587\u5b57\u6253\u65ad\u4e24\u79cd\u65b9\u5f0f\uff0c\u540e\u7eed\u8fd8\u4f1a\u8bbe\u8ba1\u66f4\u591a\u6709\u8da3\u7684\u6253\u65ad\u6a21\u5f0f\uff08\u4f8b\u5982 agent \u89c6\u89d2\u7684\u4e3b\u52a8\u6253\u65ad\uff09\u3002<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><a href=\"https:\/\/github.com\/opendilab\/CleanS2S\/blob\/main\/README.zh.md\"><strong><em>https:\/\/github.com\/opendilab\/CleanS2S\/blob\/main\/README.zh.md<\/em><\/strong><\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"504\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-137-1024x504.png\" alt=\"\" class=\"wp-image-21566\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-137-1024x504.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-137-300x148.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-137-768x378.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-137-1536x756.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-137.png 1728w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/private-user-images.githubusercontent.com\/74552232\/371865555-65333528-b07c-42ab-9cb5-660b68b404c4.mov?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.yW96bFkfbtV0zH5f1bEUL77gUzGOPWgN7JjcHe8KAQ0\"><\/video><\/figure>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/private-user-images.githubusercontent.com\/74552232\/371865547-e86c1cad-ca49-4145-8c22-8d9de59f44b4.mov?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.WJNt5nM54JXdYGNd6L7ry8Qcqo82ytwJA9ZjACbV4ME\"><\/video><\/figure>\n\n\n\n<h2>\u603b\u7ed3\uff1a<\/h2>\n\n\n\n<p>GLM-4-Voice \u5728 GLM-4-9B \u7684\u57fa\u5ea7\u6a21\u578b\u57fa\u7840\u4e4b\u4e0a\uff0c\u7ecf\u8fc7\u4e86<strong>\u6570\u767e\u4e07\u5c0f\u65f6\u97f3\u9891\u548c\u6570\u5343\u4ebf token \u7684\u97f3\u9891\u6587\u672c\u4ea4\u9519\u6570\u636e\u9884\u8bad\u7ec3\uff0c\u62e5\u6709\u5f88\u5f3a\u7684\u97f3\u9891\u7406\u89e3\u548c\u5efa\u6a21\u80fd\u529b\u3002\u5bf9\u9f50\u65b9\u9762\uff0c\u4e3a\u4e86\u652f\u6301\u9ad8\u8d28\u91cf\u7684\u8bed\u97f3\u5bf9\u8bdd\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u5957\u6d41\u5f0f\u601d\u8003\u67b6\u6784\uff1a\u8f93\u5165\u7528\u6237\u8bed\u97f3\uff0cGLM-4-Voice 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class=\"screen-reader-text\">GLM-4-Voice\uff1a\u667a\u8c31\u65b0\u4e00\u4ee3\u7aef\u5230\u7aef\u8bed\u97f3\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":[4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/21513"}],"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=21513"}],"version-history":[{"count":67,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/21513\/revisions"}],"predecessor-version":[{"id":25228,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/21513\/revisions\/25228"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=21513"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=21513"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=21513"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}