{"id":19239,"date":"2024-09-20T15:43:41","date_gmt":"2024-09-20T07:43:41","guid":{"rendered":"http:\/\/139.9.1.231\/?p=19239"},"modified":"2024-10-06T14:15:49","modified_gmt":"2024-10-06T06:15:49","slug":"voicecraft-vall-e","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/09\/20\/voicecraft-vall-e\/","title":{"rendered":"\u57fa\u4e8e\u58f0\u5b66token\u6216\u8bed\u4e49token\u7684TTS-VoiceCraft&#8212;VALL-E\u7684\u540e\u7eed\u6539\u8fdb"},"content":{"rendered":"\n<ul><li>\u8bba\u6587\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/html\/2403.16973v1\" target=\"_blank\">VOICECRAFT: Zero-Shot Speech Editing and Text-to-Speech in the Wild<\/a><\/li><li>code\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/jasonppy\/VoiceCraft\" target=\"_blank\">https:\/\/github.com\/jasonppy\/VoiceCraft<\/a><\/li><li>demo\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/jasonppy.github.io\/VoiceCraft_web\/\" target=\"_blank\">https:\/\/jasonppy.github.io\/VoiceCraft_web\/<\/a><\/li><li>\u7279\u70b9:  <strong>\u4e00\u5957\u67b6\u6784\u652f\u6301\u8bed\u97f3\u514b\u9686\u548c\u97f3\u9891\u7f16\u8f91<\/strong><\/li><\/ul>\n\n\n\n<p>\u4f5c\u4e3aZero shot-TTS  VALL-E\u7684\u540e\u7eed\u6539\u8fdb\uff0c<strong>VoiceCraft<\/strong>\u4e0d\u5f97\u4e0d\u63d0\u3002\u53ef\u4ee5\u79f0\u4e4b\u4e3a\u201c\u4f18\u96c5\u7684VALL-E\u201d\u3002\u5b83\u7684\u4f18\u96c5\u4e3b\u8981\u4f53\u73b0\u5728\u4e24\u4e2a\u65b9\u9762\uff1acasual masking\u548cdelayed stacking\u3002\u6240\u8c13\u7684causal masking\uff0c\u662f\u4e3a\u4e86\u7528\u81ea\u56de\u5f52GPT\u67b6\u6784\u6765\u505a<strong>\u8bed\u97f3\u7f16\u8f91<\/strong>\u4efb\u52a1\uff0c\u5c31\u662f\u628a\u88abmask\u7684\u90e8\u5206\u79fb\u52a8\u5230\u5e8f\u5217\u672b\u5c3e\u53bb\u9884\u6d4b\uff0c\u4e00\u5957\u67b6\u6784\u540c\u65f6\u505a\u5408\u6210\u548c\u7f16\u8f91\u4efb\u52a1\uff1b\u6240\u8c13\u7684delay stacking\uff0c\u662f\u4e3a\u4e86\u9002\u914d\u81ea\u56de\u5f52\u548cRVQ\uff0c\u901a\u8fc7delay\u9519\u4f4d\u8ba9\u5f53\u524d\u7801\u672c\u7684token\u9884\u6d4b\u6b63\u597d\u53ef\u4ee5\u5229\u7528\u524d\u9762\u90a3\u4e9btoken\u7684\u9884\u6d4b\u7ed3\u679c\uff0c\u6bd4\u8d77VALL-E\u90a3\u6837\u81ea\u56de\u5f52\u548c\u975e\u81ea\u56de\u5f52\u7f1d\u5408\u5728\u4e00\u8d77\u7684\u7ed3\u6784\u8981\u4f18\u96c5\u4e0d\u5c11\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"482\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-80-1024x482.png\" alt=\"\" class=\"wp-image-19240\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-80-1024x482.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-80-300x141.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-80-768x361.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-80.png 1156w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>VoiceCraft\u7684\u5efa\u6a21\u6d41\u7a0b<\/strong>\uff0c\u6807\u8bb0\u91cd\u6392\u8fc7\u7a0b\u548c\u5efa\u6a21\u6846\u67b6\u7684\u793a\u4f8b\u3002\u91cd\u6392\u8fc7\u7a0b\u5305\u62ec\u4e24\u4e2a\u6b65\u9aa4\uff1a\uff081\uff09&nbsp;<em>\u56e0\u679c\u63a9\u7801<\/em>\uff0c\u5176\u4e2d\u63a9\u7801\u7684\u8de8\u5ea6\u88ab\u63a9\u7801\u6807\u8bb0\u66ff\u6362\u5e76\u79fb\u52a8\u5230\u672b\u5c3e\uff0c\u4ee5\u53ca \uff082\uff09&nbsp;<em>\u5ef6\u8fdf\u5806\u53e0<\/em>\uff0c\u5176\u4e2d\u6807\u8bb0\u6839\u636e\u5176\u7801\u7c3f\u7d22\u5f15\u5728\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u79fb\u52a8\u3002<\/figcaption><\/figure>\n\n\n\n<p>VoiceCraft&nbsp;\u901a\u8fc7\u91cd\u65b0\u6392\u5217\u795e\u7ecf\u7f16\u89e3\u7801\u5668\u7684\u8f93\u51fa\u6807\u8bb0\uff0c\u5c06\u5e8f\u5217\u586b\u5145\uff08\u7528\u4e8e\u8bed\u97f3\u7f16\u8f91\uff09\u548c\u5ef6\u7eed\uff08\u7528\u4e8e\u96f6\u6837\u672c TTS\uff09\u8f6c\u6362\u4e3a\u7b80\u5355\u7684\u4ece\u5de6\u5230\u53f3\u7684\u8bed\u8a00\u5efa\u6a21\u3002\u91cd\u6392\u5305\u62ec\u4e24\u4e2a\u6b65\u9aa4\uff1a\uff081\uff09 \u56e0\u679c\u63a9\u7801\u4ee5\u5b9e\u73b0\u53cc\u5411\u4e0a\u4e0b\u6587\u7684\u81ea\u56de\u5f52\u5ef6\u7eed\/\u586b\u5145\uff0c\u4ee5\u53ca \uff082\uff09 \u5ef6\u8fdf\u5806\u53e0\u4ee5\u786e\u4fdd\u9ad8\u6548\u7684\u591a\u7801\u7c3f\u5efa\u6a21\u3002VoiceCraft&nbsp;\u91c7\u7528\u4ec5\u9650\u89e3\u7801\u5668\u7684 Transformer\uff0c\u5e76\u4f7f\u7528\u81ea\u56de\u5f52\u5e8f\u5217\u9884\u6d4b \u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p><strong>\u91cd\u6392\u6b65\u9aa4 1\uff1a\u56e0\u679c\u63a9\u7801\uff1a<\/strong><\/p>\n\n\n\n<p>\u7ed9\u5b9a\u4e00\u4e2a\u8fde\u7eed\u7684\u8bed\u97f3\u6ce2\u5f62\u4f5c\u4e3a\u8f93\u5165\uff0c\u6211\u4eec\u9996\u5148\u4f7f\u7528 Encodec\u5c06\u5176\u91cf\u5316\u6210\u4e00\u4e2a&nbsp;T&nbsp;by&nbsp;K&nbsp;codec \u77e9\u9635&nbsp;X&nbsp;\uff0c\u5176\u4e2d&nbsp;T&nbsp;\u662f\u65f6\u95f4\u5e27\u7684\u6570\u91cf\uff0c\u662f&nbsp;K&nbsp;RVQ \u7801\u672c\u7684\u6570\u91cf\u3002&nbsp;X&nbsp;\u53ef\u4ee5\u5199\u6210&nbsp;(X1,\u22ef,XT)&nbsp;\uff0c\u5176\u4e2d&nbsp;Xt&nbsp;\u662f\u4e00\u4e2a\u957f\u5ea6&nbsp;K&nbsp;\u5411\u91cf\uff0c\u8868\u793a\u5728\u65f6\u95f4\u6b65&nbsp;t&nbsp;\u4e2d\u6765\u81ea\u4e0d\u540c\u7801\u672c\u7684\u4ee3\u7801\uff0c\u6211\u4eec\u5047\u8bbe Codebook&nbsp;k&nbsp;\u4e2d\u7684\u4ee3\u7801\u5bf9 Codebook&nbsp;k\u22121&nbsp;\u4e2d\u7684\u6b8b\u5dee\u8fdb\u884c\u5efa\u6a21\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u968f\u673a\u5c4f\u853d\u4e00\u4e9b span \u7684\u6807\u8bb0&nbsp;(Xt0,\u2026,Xt1)&nbsp;\uff0c\u7136\u540e\u4ee5\u6240\u6709\u672a\u5c4f\u853d\u7684\u6807\u8bb0\u4e3a\u6761\u4ef6\u81ea\u52a8\u56de\u5f52\u9884\u6d4b\u8fd9\u4e9b\u88ab\u5c4f\u853d\u7684\u6807\u8bb0\u3002\u8fd9\u5728 \u65f6&nbsp;t1&lt;T&nbsp;\u662f\u4e2a\u95ee\u9898\uff0c\u56e0\u4e3a\u5728\u6267\u884c\u81ea\u56de\u5f52\u751f\u6210\u65f6\uff0c\u6211\u4eec\u65e0\u6cd5\u4ee5\u672a\u6765\u7684\u8f93\u51fa\u4e3a\u6761\u4ef6\u3002\u6211\u4eec\u9700\u8981\u4fee\u6539\u63a9\u7801\uff0c&nbsp;X&nbsp;\u4f7f\u5176\u5177\u6709<em>\u56e0\u679c<\/em>\u5173\u7cfb\uff0c\u65b9\u6cd5\u662f\u5c06\u8981\u63a9\u7801\u7684\u8de8\u5ea6\u79fb\u52a8\u5230\u5e8f\u5217\u7684\u672b\u5c3e\uff0c\u4ee5\u4fbf\u5728\u586b\u5145\u8fd9\u4e9b\u6807\u8bb0\u65f6\uff0c\u6a21\u578b\u53ef\u4ee5\u9488\u5bf9\u8fc7\u53bb\u548c\u672a\u6765\u672a\u63a9\u7801\u7684\u6807\u8bb0\u3002<\/p>\n\n\n\n<p>\u53ea\u9700<em>\u5c06\u6240\u6709<\/em>\u88ab\u5c4f\u853d\u7684 span \u79fb\u52a8\u5230\u5e8f\u5217\u7684\u672b\u5c3e\uff0c\u5373\u53ef\u8f7b\u677e\u5730\u5c06\u4e0a\u8ff0\u8fc7\u7a0b\u6269\u5c55\u5230\u591a\u4e2a\u88ab\u5c4f\u853d\u7684 span\u3002\u8981\u5c4f\u853d&nbsp;n&nbsp;\u7684 span \u6570\u4ece&nbsp;Poison\u2062(\u03bb)&nbsp;\u4e2d\u91c7\u6837\uff0c\u7136\u540e\u5bf9\u4e8e\u6bcf\u4e2a span\uff0c\u6211\u4eec\u91c7\u6837\u4e00\u4e2a span length&nbsp;l\u223cUniform\u2062(1,L)&nbsp;\u3002\u6700\u540e\uff0c\u6211\u4eec\u5728\u7ea6\u675f&nbsp;X&nbsp;\u4e0b\u968f\u673a\u9009\u62e9 span \u7684\u4f4d\u7f6e\uff0c\u786e\u4fdd\u5b83\u4eec\u5f7c\u6b64\u4e0d\u91cd\u53e0\u3002\u7136\u540e\uff0c\u9009\u5b9a\u7684&nbsp;n&nbsp;\u8303\u56f4\u5c06\u66ff\u6362\u4e3a\u63a9\u7801\u6807\u8bb0&nbsp;\u27e8M<sub>1<\/sub>\u27e9,\u22ef,\u27e8M<sub><em>n<\/em><\/sub>\u27e9&nbsp;\u3002\u8fd9\u4e9b\u63a9\u7801 span \u4e2d\u7684\u539f\u59cb\u6807\u8bb0\u5c06\u79fb\u52a8\u5230 sequence&nbsp;X&nbsp;\u7684\u672b\u5c3e\uff0c\u6bcf\u4e2a span \u524d\u9762\u90fd\u6709\u5176\u76f8\u5e94\u7684\u63a9\u7801\u6807\u8bb0\u3002<\/p>\n\n\n\n<p><strong>\u91cd\u6392\u6b65\u9aa4 2\uff1a\u5ef6\u8fdf\u5806\u53e0<\/strong><\/p>\n\n\n\n<p>\u5728\u56e0\u679c\u63a9\u7801\u6807\u8bb0\u91cd\u65b0\u6392\u5217\u4e4b\u540e\uff0c\u91cd\u65b0\u6392\u5217\u77e9\u9635\u00a0Y\u00a0\u7684\u6bcf\u4e2a\u65f6\u95f4\u6b65\u90fd\u662f\u6807\u8bb0\u5411\u91cf\u00a0K\u00a0\u3002Copet et al. \uff08 2023\uff09 \u89c2\u5bdf\u5230\uff0c\u5f53\u5bf9\u5806\u53e0\u7684 RVQ \u4ee4\u724c\u8fdb\u884c\u81ea\u56de\u5f52\u751f\u6210\u65f6\uff0c\u5e94\u7528\u5ef6\u8fdf\u6a21\u5f0f\u662f\u6709\u5229\u7684\uff0c\u8fd9\u6837\u65f6\u95f4\u5bf9\u7801\u7c3f\u00a0k\u00a0\u7684\u9884\u6d4b\u00a0t\u00a0\u5c31\u53ef\u4ee5\u4ee5\u540c\u4e00\u65f6\u95f4\u6b65\u957f\u5bf9\u7801\u7c3f\u00a0k\u22121\u00a0\u7684\u9884\u6d4b\u4e3a\u6761\u4ef6\u3002\u6211\u4eec\u91c7\u7528\u4e0e\u672c\u6587\u7c7b\u4f3c\u7684\u65b9\u6cd5\u3002\u5047\u8bbe span\u00a0Ys\u00a0\u7684\u5f62\u72b6\u4e3a\u00a0Ls\u00d7K\u00a0.\u5e94\u7528\u5ef6\u8fdf\u6a21\u5f0f\u4f1a\u5c06\u5176\u91cd\u65b0\u6392\u5217\u5230\u00a0Zs=(Zs,0,Zs,1,\u22ef,Zs,Ls+K\u22121)\u00a0\u4e2d\uff0c\u5176\u4e2d\u00a0Zs,t,t\u2208[Ls+K\u22121]\u00a0\u5b9a\u4e49\u4e3a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"711\" height=\"45\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-103.png\" alt=\"\" class=\"wp-image-21343\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-103.png 711w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-103-300x19.png 300w\" sizes=\"(max-width: 711px) 100vw, 711px\" \/><\/figure><\/div>\n\n\n\n<p>\u5176\u4e2d\u00a0Ys,t\u2212k+1,k\u00a0\u8868\u793a\u4f4d\u4e8e matrix\u00a0Ys\u00a0\u4e2d coordinate\u00a0(t\u2212k+1,k)\u00a0\u5904\u7684\u6807\u8bb0\uff0c\u5373\u00a0(t\u2212k+1)\u00a0\u7b2c \u4e2a\u65f6\u95f4\u6b65\u7684\u00a0k\u00a0\u7b2c \u4e2a Codebook \u6761\u76ee\u3002\u4e3a\u4e86\u786e\u4fdd\u00a0\u2200t\u2208[Ls+K\u22121]\u00a0\uff0c\u00a0Zs,t\u00a0\u5305\u542b\u00a0K\u00a0\u6709\u6548\u7684\u6807\u8bb0\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u4e00\u4e2a\u7279\u6b8a\u7684\u53ef\u5b66\u4e60\u00a0[\u7a7a]\u00a0\u6807\u8bb0\u5e76\u5b9a\u4e49\u00a0Ys,t\u2212k+1,k\u225c[empty],\u2200t\u2208{s:s\u2062&lt;k\u222as\u2212k+1>\u2062Ls}\u00a0\u3002\u8bf7\u6ce8\u610f\uff0c\u63a9\u7801\u6807\u8bb0\u4e0d\u662f\u4efb\u4f55 span \u7684\u4e00\u90e8\u5206\uff0c\u5e76\u4e14\u5728\u5ef6\u8fdf\u5806\u53e0\u671f\u95f4\u4e0d\u4f1a\u66f4\u6539\u3002\u6211\u4eec\u5b9a\u4e49\u5ef6\u8fdf\u5806\u53e0\u7684\u7ed3\u679c\u77e9\u9635\u00a0Z=(Z1,\u27e8M<sub>1<\/sub>\u27e9,Z2,\u27e8M<sub>1<\/sub>\u27e9,\u22ef,\u27e8MS\u221212\u27e9,ZS)\u00a0<\/p>\n\n\n\n<p><strong>\u63a8\u7406\uff1a<\/strong><\/p>\n\n\n\n<p>\u8bed\u97f3\u7f16\u8f91\u3002\u8bed\u97f3\u7f16\u8f91\u7684\u8bbe\u7f6e\u5982\u4e0b\uff1a\u6211\u4eec\u6709\u8bed\u97f3\u8bb0\u5f55\u00a0R\u00a0\u53ca\u5176\u8f6c\u5f55\u00a0W\u00a0\uff0c\u6211\u4eec\u5e0c\u671b\u6a21\u578b\u4ec5\u4fee\u6539 \u7684\u00a0R\u00a0\u76f8\u5173\u8de8\u5ea6\uff0c\u4ee5\u4fbf\u5b83\u4e0e\u76ee\u6807\u8f6c\u5f55\u00a0W\u2032\u00a0\u5339\u914d\u3002\u6211\u4eec\u5047\u8bbe \u662f\u00a0W\u2032\u00a0\u7684\u7f16\u8f91\u7248\u672c\u00a0W\u00a0\uff0c\u5176\u4e2d\u63d2\u5165\u3001\u66ff\u6362\u6216\u5220\u9664\u4e86\u4e00\u4e9b\u5355\u8bcd\u3002\u8fd9\u4e2a\u4efb\u52a1\u548c\u8bad\u7ec3\u4efb\u52a1\u51e0\u4e4e\u4e00\u6a21\u4e00\u6837\uff0c\u6709\u4e24\u4e2a\u533a\u522b\uff1a 1\uff09 \u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u8f93\u5165\u7684\u6210\u7ee9\u5355\u53ea\u662f\u539f\u59cb\u5f55\u97f3\u00a0W\u00a0\u7684\u6210\u7ee9\u5355\uff0c\u800c\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5b83\u662f\u4e00\u4e2a\u4fee\u6539\u540e\u7684\u6210\u7ee9\u5355\u00a0W\u2032\u00a02\uff09 \u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u8981\u5c4f\u853d\u7684\u8de8\u5ea6\uff08\u5373 \u7f16\u8f91\uff09\u662f\u968f\u673a\u9009\u62e9\u7684\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u901a\u8fc7\u6bd4\u8f83\u539f\u59cb\u8f6c\u5f55\u672c\u548c\u76ee\u6807\u8f6c\u5f55\u672c\u6765\u8bc6\u522b\u5e94\u8be5\u5c4f\u853d\u6389\u7684\u5355\u8bcd\u6765\u9009\u62e9\u5b83\u4eec\uff0c\u7136\u540e\u4f7f\u7528\u539f\u59cb\u8f6c\u5f55\u672c\u7684\u5355\u8bcd\u7ea7\u5f3a\u5236\u5bf9\u9f50\u6765\u8bc6\u522b\u4e0e\u8fd9\u4e9b\u8981\u5c4f\u853d\u7684\u5355\u8bcd\u76f8\u5bf9\u5e94\u7684\u7f16\u89e3\u7801\u5668\u6807\u8bb0\u8de8\u5ea6\u3002\u4e3a\u4e86\u786e\u4fdd\u5df2\u7f16\u8f91\u7684\u8bed\u97f3\u548c\u672a\u7f16\u8f91\u7684\u8bed\u97f3\u4e4b\u95f4\u7684\u5e73\u6ed1\u8fc7\u6e21\uff0c\u8fd8\u9700\u8981\u5bf9\u8981\u7f16\u8f91\u7684 span 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span\u3002\u7136\u540e\uff0c\u751f\u6210\u7684\u7f16\u89e3\u7801\u5668\u4ee4\u724c\u88ab\u62fc\u63a5\u56de\u5b83\u4eec\u5728\u8bdd\u8bed\u4e2d\u7684\u6b63\u786e\u4f4d\u7f6e\uff0c\u6211\u4eec\u4f7f\u7528 Encodec \u89e3\u7801\u5668\u7f51\u7edc\u5c06\u5b8c\u6574\u7684\u7f16\u89e3\u7801\u5668\u4ee4\u724c\u5e8f\u5217\u6620\u5c04\u56de\u6ce2\u5f62\u3002<\/p>\n\n\n\n<p><strong>Zero-shot\u00a0TTS\u3002<\/strong>\u6b63\u5982\u6211\u4eec\u4e4b\u524d\u63d0\u5230\u7684\uff0c\u6211\u4eec\u6a21\u578b\u7684\u96f6\u6837\u672c TTS 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