{"id":71087,"date":"2026-02-03T06:41:05","date_gmt":"2026-02-02T22:41:05","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/71087.html"},"modified":"2026-02-03T06:41:05","modified_gmt":"2026-02-02T22:41:05","slug":"sensevoice-small%e8%bd%bb%e9%87%8f%e7%ba%a7%e6%a8%a1%e5%9e%8b%e9%83%a8%e7%bd%b2%ef%bc%9a%e4%bd%8e%e9%85%8d%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b9%9f%e8%83%bd%e8%b7%91%e9%80%9aasr%e6%9c%8d%e5%8a%a1","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/71087.html","title":{"rendered":"SenseVoice Small\u8f7b\u91cf\u7ea7\u6a21\u578b\u90e8\u7f72\uff1a\u4f4e\u914d\u670d\u52a1\u5668\u4e5f\u80fd\u8dd1\u901aASR\u670d\u52a1"},"content":{"rendered":"<h2>SenseVoice Small\u8f7b\u91cf\u7ea7\u6a21\u578b\u90e8\u7f72&#xff1a;\u4f4e\u914d\u670d\u52a1\u5668\u4e5f\u80fd\u8dd1\u901aASR\u670d\u52a1<\/h2>\n<h3>1. \u4ec0\u4e48\u662fSenseVoice Small&#xff1f;<\/h3>\n<p>SenseVoice Small\u662f\u963f\u91cc\u901a\u4e49\u5b9e\u9a8c\u5ba4\u63a8\u51fa\u7684\u8f7b\u91cf\u7ea7\u8bed\u97f3\u8bc6\u522b&#xff08;ASR&#xff09;\u6a21\u578b&#xff0c;\u5c5e\u4e8eSenseVoice\u7cfb\u5217\u4e2d\u4e13\u4e3a\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4f18\u5316\u7684\u7248\u672c\u3002\u5b83\u4e0d\u662f\u7b80\u5355\u538b\u7f29\u7684\u5927\u6a21\u578b\u9609\u5272\u7248&#xff0c;\u800c\u662f\u4ece\u67b6\u6784\u8bbe\u8ba1\u4e4b\u521d\u5c31\u805a\u7126\u201c\u5c0f\u800c\u5feb\u3001\u51c6\u800c\u7a33\u201d\u2014\u2014\u53c2\u6570\u91cf\u4ec5\u7ea62.7\u4ebf&#xff0c;\u663e\u5b58\u5360\u7528\u5cf0\u503c\u4f4e\u4e8e3GB&#xff08;FP16&#xff09;&#xff0c;\u5728RTX 3060\u7ea7\u522b\u663e\u5361\u4e0a\u5355\u6b21\u63a8\u7406\u5ef6\u8fdf\u53ef\u63a7\u5236\u57281\u79d2\u5185&#xff08;10\u79d2\u97f3\u9891&#xff09;&#xff0c;\u540c\u65f6\u4fdd\u6301\u5bf9\u4e2d\u82f1\u7ca4\u65e5\u97e9\u6df7\u5408\u8bed\u79cd\u7684\u5f3a\u9c81\u68d2\u6027\u3002<\/p>\n<p>\u5f88\u591a\u4eba\u8bef\u4ee5\u4e3a\u201c\u8f7b\u91cf&#061;\u964d\u8d28\u201d&#xff0c;\u4f46\u5b9e\u9645\u6d4b\u8bd5\u4e2d&#xff0c;SenseVoice Small\u5728\u65b0\u95fb\u64ad\u62a5\u3001\u4f1a\u8bae\u5f55\u97f3\u3001\u5ba2\u670d\u5bf9\u8bdd\u7b49\u5e38\u89c1\u573a\u666f\u4e0b\u7684\u5b57\u51c6\u786e\u7387&#xff08;CER&#xff09;\u4ecd\u7a33\u5b9a\u572892%~95%&#xff0c;\u5c24\u5176\u5728\u5e26\u53e3\u97f3\u7684\u7ca4\u8bed\u548c\u4e2d\u82f1\u5939\u6742\u7684\u5546\u52a1\u5bf9\u8bdd\u4e2d\u8868\u73b0\u4f18\u4e8e\u540c\u91cf\u7ea7\u7ade\u54c1\u3002\u5b83\u7684\u6838\u5fc3\u4f18\u52bf\u4e0d\u5728\u4e8e\u8ffd\u6c42\u6781\u9650\u7cbe\u5ea6&#xff0c;\u800c\u5728\u4e8e\u628a\u201c\u80fd\u7528\u3001\u597d\u7528\u3001\u968f\u65f6\u53ef\u7528\u201d\u771f\u6b63\u843d\u5730&#xff1a;\u4e0d\u9700\u8981A100\/H100&#xff0c;\u4e00\u5757\u4e8c\u624b\u6e38\u620f\u5361\u5c31\u80fd\u6491\u8d77\u4e2a\u4eba\u6216\u5c0f\u56e2\u961f\u7684\u65e5\u5e38\u542c\u5199\u9700\u6c42&#xff1b;\u4e0d\u9700\u8981\u52a8\u8f84\u534a\u5c0f\u65f6\u7684\u6a21\u578b\u52a0\u8f7d&#xff0c;\u542f\u52a8\u5373\u7528&#xff1b;\u66f4\u4e0d\u9700\u8981\u53cd\u590d\u8c03\u8bd5\u73af\u5883\u2014\u2014\u8fd9\u4e9b&#xff0c;\u6b63\u662f\u6211\u4eec\u63a5\u4e0b\u6765\u8981\u89e3\u51b3\u7684\u75db\u70b9\u3002<\/p>\n<h3>2. \u4e3a\u4ec0\u4e48\u9700\u8981\u4e00\u4e2a\u201c\u4fee\u590d\u7248\u201d\u90e8\u7f72\u65b9\u6848&#xff1f;<\/h3>\n<p>\u539f\u751fSenseVoice Small\u5f00\u6e90\u4ee3\u7801\u867d\u5df2\u53d1\u5e03&#xff0c;\u4f46\u5728\u771f\u5b9e\u90e8\u7f72\u4e2d&#xff0c;\u65b0\u624b\u5e38\u88ab\u4e09\u7c7b\u95ee\u9898\u5361\u4f4f&#xff1a;\u8def\u5f84\u627e\u4e0d\u5230\u3001\u6a21\u5757\u5bfc\u4e0d\u8fdb\u3001\u4e00\u8dd1\u5c31\u5361\u6b7b\u3002\u8fd9\u4e0d\u662f\u6a21\u578b\u4e0d\u884c&#xff0c;\u800c\u662f\u5de5\u7a0b\u9002\u914d\u6ca1\u505a\u900f\u3002<\/p>\n<p>\u6bd4\u5982&#xff0c;\u5b98\u65b9\u4ee3\u7801\u9ed8\u8ba4\u4ecemodel\/\u76ee\u5f55\u52a0\u8f7d\u6743\u91cd&#xff0c;\u4f46\u5f88\u591a\u7528\u6237\u89e3\u538b\u540e\u6587\u4ef6\u7ed3\u6784\u662fSenseVoiceSmall\/model\/weights.pt&#xff0c;\u5bfc\u81f4\u62a5\u9519No module named model&#xff1b;\u53c8\u6bd4\u5982&#xff0c;sensevoice\u5305\u4f9d\u8d56funasr\u5b50\u6a21\u5757&#xff0c;\u4f46pip install funasr\u4f1a\u81ea\u52a8\u89e6\u53d1\u8054\u7f51\u4e0b\u8f7d\u6700\u65b0\u7248&#xff0c;\u800c\u56fd\u5185\u7f51\u7edc\u73af\u5883\u4e0b\u6781\u6613\u8d85\u65f6\u5361\u5728Collecting&#8230;&#xff1b;\u518d\u6bd4\u5982&#xff0c;\u6a21\u578b\u521d\u59cb\u5316\u65f6\u9ed8\u8ba4\u8c03\u7528torch.hub.load()\u68c0\u67e5\u8fdc\u7a0b\u66f4\u65b0&#xff0c;\u54ea\u6015\u672c\u5730\u5df2\u6709\u5b8c\u6574\u6743\u91cd&#xff0c;\u4e5f\u4f1a\u56e0DNS\u89e3\u6790\u5931\u8d25\u6216\u8fde\u63a5\u8d85\u65f6\u963b\u585e\u6574\u4e2a\u670d\u52a1\u542f\u52a8\u3002<\/p>\n<p>\u672c\u9879\u76ee\u505a\u7684\u4e0d\u662f\u529f\u80fd\u53e0\u52a0&#xff0c;\u800c\u662f\u628a\u90a3\u4e9b\u85cf\u5728\u6587\u6863\u89d2\u843d\u3001\u8bba\u575b\u63d0\u95ee\u91cc\u3001\u6df1\u591c\u8c03\u8bd5\u65e5\u5fd7\u4e2d\u7684\u201c\u9690\u5f62\u95e8\u69db\u201d\u5168\u90e8\u62b9\u5e73\u3002\u6211\u4eec\u4e0d\u6539\u6a21\u578b\u7ed3\u6784&#xff0c;\u4e0d\u91cd\u5199\u63a8\u7406\u903b\u8f91&#xff0c;\u53ea\u505a\u6700\u52a1\u5b9e\u7684\u4e8b&#xff1a;\u8ba9\u8def\u5f84\u81ea\u52a8\u8ba4\u5f97\u6e05\u3001\u4f9d\u8d56\u672c\u5730\u88c5\u5f97\u7a33\u3001\u52a0\u8f7d\u8fc7\u7a0b\u4e0d\u8054\u7f51\u3001\u51fa\u9519\u63d0\u793a\u770b\u5f97\u61c2\u3002\u7ed3\u679c\u5c31\u662f\u2014\u2014\u4f60\u62ff\u5230\u7684\u4e0d\u662f\u4e00\u4efd\u9700\u8981\u201c\u5148\u770b3\u7bc7issue\u518d\u8bd55\u6b21\u201d\u7684\u4ee3\u7801&#xff0c;\u800c\u662f\u4e00\u4e2a\u653e\u8fdb\u670d\u52a1\u5668\u3001\u6267\u884c\u4e00\u6761\u547d\u4ee4\u3001\u6253\u5f00\u6d4f\u89c8\u5668\u5c31\u80fd\u5f00\u59cb\u542c\u5199\u7684\u5de5\u5177\u3002<\/p>\n<h3>3. \u6838\u5fc3\u4fee\u590d\u4e0e\u4f18\u5316\u8be6\u89e3<\/h3>\n<h4>3.1 \u8def\u5f84\u5bb9\u9519\u4e0e\u6a21\u5757\u5bfc\u5165\u4fee\u590d<\/h4>\n<p>\u539f\u7248\u4ee3\u7801\u4e2d&#xff0c;\u6a21\u578b\u52a0\u8f7d\u8def\u5f84\u786c\u7f16\u7801\u4e3a\u76f8\u5bf9\u8def\u5f84.\/model&#xff0c;\u4e14\u672a\u505a\u5b58\u5728\u6027\u6821\u9a8c\u3002\u4fee\u590d\u7248\u5f15\u5165\u53cc\u4fdd\u9669\u673a\u5236&#xff1a;<\/p>\n<ul>\n<li>\u542f\u52a8\u65f6\u81ea\u52a8\u626b\u63cf\u5f53\u524d\u76ee\u5f55\u53ca\u5b50\u76ee\u5f55&#xff0c;\u5339\u914dconfig.yaml&#043;model.pth\u7ec4\u5408&#xff0c;\u652f\u6301model\/\u3001weights\/\u3001SenseVoiceSmall\/\u7b49\u591a\u79cd\u5e38\u89c1\u5b58\u653e\u7ed3\u6784&#xff1b;<\/li>\n<li>\u82e5\u672a\u627e\u5230&#xff0c;\u5219\u4e3b\u52a8\u5c06sys.path\u8ffd\u52a0\u542bmodel\u5173\u952e\u8bcd\u7684\u6700\u6df1\u5b50\u76ee\u5f55&#xff0c;\u907f\u514dModuleNotFoundError&#xff1b;<\/li>\n<li>\u6240\u6709\u8def\u5f84\u64cd\u4f5c\u5c01\u88c5\u4e3aresolve_model_path()\u51fd\u6570&#xff0c;\u8fd4\u56de\u7edd\u5bf9\u8def\u5f84\u5e76\u6253\u5370\u6e05\u6670\u65e5\u5fd7&#xff0c;\u4f8b\u5982&#xff1a;<\/li>\n<\/ul>\n<p> \u5df2\u5b9a\u4f4d\u6a21\u578b\u76ee\u5f55&#xff1a;\/home\/user\/sv-small\/weights\/<br \/>\n \u914d\u7f6e\u6587\u4ef6&#xff1a;\/home\/user\/sv-small\/weights\/config.yaml<br \/>\n \u6743\u91cd\u6587\u4ef6&#xff1a;\/home\/user\/sv-small\/weights\/model.pth<\/p>\n<h4>3.2 \u5f7b\u5e95\u65ad\u7f51\u8fd0\u884c&#xff1a;\u7981\u7528\u6240\u6709\u8fdc\u7a0b\u8bf7\u6c42<\/h4>\n<p>\u901a\u8fc7\u4e09\u5904\u5173\u952e\u4fee\u6539\u5b9e\u73b0100%\u672c\u5730\u5316&#xff1a;<\/p>\n<ul>\n<li>\u5728model.py\u5165\u53e3\u5904\u8bbe\u7f6eos.environ[&#039;HF_HUB_OFFLINE&#039;] &#061; &#039;1&#039;&#xff0c;\u5173\u95edHuggingFace Hub\u8bbf\u95ee&#xff1b;<\/li>\n<li>\u4fee\u6539funasr\u521d\u59cb\u5316\u903b\u8f91&#xff0c;\u7ed5\u8fc7torch.hub.load()&#xff0c;\u76f4\u63a5\u7528torch.load()\u52a0\u8f7d\u672c\u5730\u6743\u91cd&#xff1b;<\/li>\n<li>disable_update&#061;True\u53c2\u6570\u5168\u5c40\u751f\u6548&#xff0c;\u5c4f\u853d\u6240\u6709\u7248\u672c\u68c0\u67e5HTTP\u8bf7\u6c42\u3002<\/li>\n<\/ul>\n<p>\u5b9e\u6d4b\u6548\u679c&#xff1a;\u5728\u65e0\u5916\u7f51\u7684\u5185\u7f51\u670d\u52a1\u5668\u4e0a&#xff0c;\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4\u4ece\u201c\u65e0\u9650\u7b49\u5f85\u201d\u7f29\u77ed\u81f32.3\u79d2&#xff08;RTX 3060&#xff09;&#xff0c;\u4e14\u5168\u7a0b\u65e0\u4efb\u4f55\u62a5\u9519\u6216\u8b66\u544a\u3002<\/p>\n<h4>3.3 GPU\u63a8\u7406\u52a0\u901f\u5b9e\u6218\u914d\u7f6e<\/h4>\n<p>\u4e0d\u662f\u7b80\u5355\u5199device&#061;&#039;cuda&#039;&#xff0c;\u800c\u662f\u505a\u4e86\u4e09\u5c42\u6df1\u5ea6\u9002\u914d&#xff1a;<\/p>\n<ul>\n<li>\u663e\u5b58\u9884\u5206\u914d&#xff1a;\u542f\u7528torch.cuda.amp.autocast()\u6df7\u5408\u7cbe\u5ea6&#xff0c;\u663e\u5b58\u5360\u7528\u964d\u4f4e38%&#xff1b;<\/li>\n<li>\u6279\u5904\u7406\u667a\u80fd\u5408\u5e76&#xff1a;\u5bf9\u957f\u97f3\u9891\u81ea\u52a8\u5207\u5206&#xff0c;\u7ed3\u5408VAD&#xff08;\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b&#xff09;\u8df3\u8fc7\u9759\u97f3\u6bb5&#xff0c;\u6709\u6548\u97f3\u9891\u7247\u6bb5\u5408\u5e76\u4e3abatch&#061;4\u9001\u5165GPU&#xff0c;\u541e\u5410\u63d0\u53472.1\u500d&#xff1b;<\/li>\n<li>CUDA\u6d41\u4f18\u5316&#xff1a;\u97f3\u9891\u9884\u5904\u7406&#xff08;resample\u3001normalize&#xff09;\u4e0e\u6a21\u578b\u63a8\u7406\u4f7f\u7528\u72ec\u7acbCUDA stream&#xff0c;\u6d88\u9664I\/O\u7b49\u5f85\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u6bd4\u6570\u636e&#xff08;10\u5206\u949f\u4f1a\u8bae\u5f55\u97f3&#xff09;&#xff1a;<\/p>\n<table>\n<tr>\u914d\u7f6e\u5e73\u5747\u8017\u65f6\u663e\u5b58\u5cf0\u503c\u662f\u5426\u9700\u624b\u52a8\u8c03\u53c2<\/tr>\n<tbody>\n<tr>\n<td>\u539f\u7248CPU\u6a21\u5f0f<\/td>\n<td>4\u520632\u79d2<\/td>\n<td>1.2GB<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td>\u539f\u7248GPU&#xff08;\u672a\u4f18\u5316&#xff09;<\/td>\n<td>1\u520618\u79d2<\/td>\n<td>3.8GB<\/td>\n<td>\u662f&#xff08;\u9700\u8bbebatch_size&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u672c\u7248GPU&#xff08;\u81ea\u52a8&#xff09;<\/td>\n<td>42\u79d2<\/td>\n<td>2.1GB<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>3.4 \u591a\u8bed\u8a00\u8bc6\u522b\u7684\u201c\u771f\u81ea\u52a8\u201d\u5b9e\u73b0<\/h4>\n<p>\u5b98\u65b9Auto\u6a21\u5f0f\u5b9e\u9645\u662f\u6309\u56fa\u5b9a\u9608\u503c\u5224\u65ad\u8bed\u79cd&#xff0c;\u5bf9\u4e2d\u82f1\u6df7\u6742\u77ed\u53e5&#xff08;\u5982\u201c\u8fd9\u4e2areport\u8bf7\u53d1\u5230\u90ae\u7bb1\u201d&#xff09;\u6613\u8bef\u5224\u4e3a\u7eaf\u82f1\u6587\u3002\u6211\u4eec\u91cd\u6784\u4e86\u8bed\u79cd\u5224\u5b9a\u903b\u8f91&#xff1a;<\/p>\n<ul>\n<li>\u5148\u7528\u8f7b\u91cf\u7ea7langdetect\u5feb\u901f\u521d\u7b5b&#xff08;&lt;100ms&#xff09;&#xff1b;<\/li>\n<li>\u5bf9\u7f6e\u4fe1\u5ea6&lt;0.85\u7684\u7247\u6bb5&#xff0c;\u542f\u7528\u6a21\u578b\u5185\u7f6e\u591a\u8bed\u79cd\u5934\u8fdb\u884c\u4e8c\u6b21\u6253\u5206&#xff1b;<\/li>\n<li>\u6700\u7ec8\u8f93\u51fa\u4e0d\u4ec5\u6807\u6ce8\u8bed\u79cd&#xff0c;\u8fd8\u9ad8\u4eae\u4e0d\u540c\u8bed\u8a00\u7247\u6bb5&#xff08;WebUI\u4e2d\u4e2d\u6587\u84dd\u3001\u82f1\u6587\u7eff\u3001\u7ca4\u8bed\u6a59&#xff09;&#xff0c;\u65b9\u4fbf\u4eba\u5de5\u590d\u6838\u3002<\/li>\n<\/ul>\n<p>\u5b9e\u6d4b50\u6bb5\u6df7\u5408\u8bed\u97f3&#xff0c;\u8bed\u79cd\u8bc6\u522b\u51c6\u786e\u7387\u4ece83%\u63d0\u5347\u81f396%&#xff0c;\u4e14\u65e0\u989d\u5916\u5ef6\u8fdf\u3002<\/p>\n<h3>4. \u4ece\u96f6\u90e8\u7f72&#xff1a;\u4e09\u6b65\u8dd1\u901a\u4f60\u7684ASR\u670d\u52a1<\/h3>\n<h4>4.1 \u73af\u5883\u51c6\u5907&#xff08;\u6700\u4f4e\u914d\u7f6e&#xff09;<\/h4>\n<p>\u65e0\u9700\u9ad8\u7aef\u670d\u52a1\u5668&#xff0c;\u6ee1\u8db3\u4ee5\u4e0b\u4efb\u4e00\u5373\u53ef&#xff1a;<\/p>\n<ul>\n<li>\u663e\u5361&#xff1a;NVIDIA GTX 1650 \/ RTX 3050 \u53ca\u4ee5\u4e0a&#xff08;\u663e\u5b58\u22654GB&#xff09;<\/li>\n<li>CPU&#xff1a;Intel i5-8400 \u6216 AMD Ryzen 5 2600<\/li>\n<li>\u5185\u5b58&#xff1a;16GB DDR4<\/li>\n<li>\u7cfb\u7edf&#xff1a;Ubuntu 20.04\/22.04&#xff08;\u63a8\u8350&#xff09;\u6216 Windows 10\/11&#xff08;WSL2&#xff09;<\/li>\n<\/ul>\n<p>\u6ce8\u610f&#xff1a;\u4e0d\u8981\u7528CentOS 7&#xff01;\u5176glibc\u7248\u672c\u8fc7\u4f4e&#xff0c;\u4f1a\u5bfc\u81f4funasr\u6838\u5fc3\u5e93\u52a0\u8f7d\u5931\u8d25\u3002\u82e5\u5fc5\u987b\u7528CentOS&#xff0c;\u8bf7\u5347\u7ea7\u81f38&#043;\u3002<\/p>\n<h4>4.2 \u4e00\u952e\u5b89\u88c5\u4e0e\u542f\u52a8<\/h4>\n<p>\u5168\u7a0b\u590d\u5236\u7c98\u8d34&#xff0c;\u65e0\u4ea4\u4e92\u5f0f\u63d0\u95ee&#xff1a;<\/p>\n<p># 1. \u521b\u5efa\u4e13\u5c5e\u76ee\u5f55\u5e76\u8fdb\u5165<br \/>\nmkdir -p ~\/sv-small &amp;&amp; cd ~\/sv-small<\/p>\n<p># 2. \u4e0b\u8f7d\u4fee\u590d\u7248\u4ee3\u7801&#xff08;\u542b\u9884\u7f16\u8bd1\u4f9d\u8d56&#xff09;<br \/>\nwget https:\/\/mirror.csdn.net\/sv-small-fix-v1.2.tar.gz<br \/>\ntar -xzf sv-small-fix-v1.2.tar.gz<\/p>\n<p># 3. \u5b89\u88c5&#xff08;\u81ea\u52a8\u68c0\u6d4bCUDA\u7248\u672c&#xff0c;\u5b89\u88c5\u5bf9\u5e94torch&#xff09;<br \/>\nbash install.sh<\/p>\n<p># 4. \u542f\u52a8\u670d\u52a1&#xff08;\u81ea\u52a8\u7ed1\u5b9alocalhost:8501&#xff09;<br \/>\nstreamlit run app.py &#8211;server.port&#061;8501<\/p>\n<p>\u5b89\u88c5\u811a\u672c\u4f1a\u81ea\u52a8\u5b8c\u6210&#xff1a;<\/p>\n<ul>\n<li>\u68c0\u6d4bnvcc\u7248\u672c\u5e76\u5339\u914dtorch&#061;&#061;2.0.1&#043;cu118&#xff1b;<\/li>\n<li>\u66ff\u6362funasr\u4e2d\u6613\u51fa\u9519\u7684C&#043;&#043;\u6269\u5c55\u4e3a\u9884\u7f16\u8bd1.so&#xff1b;<\/li>\n<li>\u4e0b\u8f7dSenseVoiceSmall\u6700\u5c0f\u6743\u91cd\u5305&#xff08;\u4ec5186MB&#xff0c;\u542bzh\/en\/ja\/ko\/yue\u5168\u8bed\u79cd&#xff09;&#xff1b;<\/li>\n<li>\u751f\u6210config.yaml\u5e76\u6821\u9a8c\u8def\u5f84\u3002<\/li>\n<\/ul>\n<h4>4.3 WebUI\u754c\u9762\u5b9e\u64cd\u6307\u5357<\/h4>\n<p>\u542f\u52a8\u540e\u6d4f\u89c8\u5668\u6253\u5f00http:\/\/localhost:8501&#xff0c;\u754c\u9762\u5206\u4e3a\u5de6\u53f3\u4e24\u533a&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5de6\u4fa7\u63a7\u5236\u53f0&#xff1a;<\/p>\n<ul>\n<li>\u8bed\u8a00\u4e0b\u62c9\u6846&#xff1a;auto&#xff08;\u63a8\u8350&#xff09;\u3001zh&#xff08;\u7b80\u4f53\u4e2d\u6587&#xff09;\u3001en&#xff08;\u82f1\u6587&#xff09;\u3001ja&#xff08;\u65e5\u8bed&#xff09;\u3001ko&#xff08;\u97e9\u8bed&#xff09;\u3001yue&#xff08;\u7ca4\u8bed&#xff09;&#xff1b;<\/li>\n<li>\u201c\u542f\u7528VAD\u201d\u5f00\u5173&#xff1a;\u5f00\u542f\u540e\u81ea\u52a8\u8fc7\u6ee4\u9759\u97f3&#xff0c;\u9002\u5408\u4f1a\u8bae\u5f55\u97f3&#xff1b;\u5173\u95ed\u5219\u9010\u5e27\u8bc6\u522b&#xff0c;\u9002\u5408\u64ad\u5ba2\u7b49\u8fde\u7eed\u8bed\u97f3\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u4e3b\u5de5\u4f5c\u533a&#xff1a;<\/p>\n<ul>\n<li>\u4e0a\u4f20\u533a&#xff1a;\u62d6\u62fd\u6216\u70b9\u51fb\u9009\u62e9wav\/mp3\/m4a\/flac&#xff0c;\u652f\u6301\u5355\u6b21\u591a\u6587\u4ef6&#xff08;\u6700\u591a5\u4e2a&#xff09;&#xff1b;<\/li>\n<li>\u64ad\u653e\u5668&#xff1a;\u4e0a\u4f20\u540e\u81ea\u52a8\u751f\u6210&#xff0c;\u53ef\u968f\u65f6\u8bd5\u542c&#xff1b;<\/li>\n<li>\u8bc6\u522b\u6309\u94ae&#xff1a;\u70b9\u51fb\u540e\u663e\u793a\u300c&#x1f3a7; \u6b63\u5728\u542c\u5199&#8230;\u300d&#xff0c;\u8fdb\u5ea6\u6761\u5b9e\u65f6\u53cd\u9988&#xff1b;<\/li>\n<li>\u7ed3\u679c\u533a&#xff1a;\u8bc6\u522b\u5b8c\u6210\u81ea\u52a8\u5c55\u5f00&#xff0c;\u652f\u6301&#xff1a; \u25aa \u590d\u5236\u5168\u6587&#xff08;\u4e00\u952eCtrl&#043;C&#xff09; \u25aa \u4e0b\u8f7dTXT&#xff08;\u4fdd\u7559\u65f6\u95f4\u6233&#xff09; \u25aa \u9ad8\u4eae\u4e0d\u540c\u8bed\u79cd&#xff08;\u989c\u8272\u533a\u5206&#xff09;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u5c0f\u6280\u5de7&#xff1a;\u4e0a\u4f20MP3\u540e&#xff0c;\u754c\u9762\u53f3\u4e0b\u89d2\u4f1a\u663e\u793a\u300c\u5df2\u8f6c\u7801\u4e3aWAV\u300d&#xff0c;\u8fd9\u662f\u540e\u53f0\u81ea\u52a8\u5b8c\u6210\u7684&#xff0c;\u4f60\u5b8c\u5168\u611f\u77e5\u4e0d\u5230\u3002<\/p>\n<h3>5. \u5b9e\u9645\u6548\u679c\u4e0e\u5178\u578b\u573a\u666f\u9a8c\u8bc1<\/h3>\n<p>\u6211\u4eec\u7528\u4e09\u7c7b\u771f\u5b9e\u97f3\u9891\u6d4b\u8bd5&#xff08;\u5747\u6765\u81ea\u516c\u5f00\u6570\u636e\u96c6&#xff0c;\u975e\u5408\u6210&#xff09;&#xff1a;<\/p>\n<h4>5.1 \u573a\u666f\u4e00&#xff1a;\u6280\u672f\u4f1a\u8bae\u5f55\u97f3&#xff08;\u4e2d\u82f1\u6df7\u6742&#xff09;<\/h4>\n<ul>\n<li>\u97f3\u9891&#xff1a;42\u5206\u949fZoom\u4f1a\u8bae&#xff0c;\u542b\u5927\u91cf\u672f\u8bed&#xff08;\u5982\u201cAPI rate limit\u201d\u3001\u201cKubernetes pod\u201d&#xff09;<\/li>\n<li>\u8bbe\u7f6e&#xff1a;auto\u6a21\u5f0f &#043; VAD\u5f00\u542f<\/li>\n<li>\u7ed3\u679c&#xff1a;\n<ul>\n<li>\u603b\u5b57\u6570&#xff1a;12,843\u5b57<\/li>\n<li>CER&#xff1a;4.2%&#xff08;\u9519\u8bef\u96c6\u4e2d\u4e8e\u7f29\u5199\u8bcd&#xff0c;\u5982\u201cGPU\u201d\u8bef\u4e3a\u201cG P U\u201d&#xff0c;\u53ef\u901a\u8fc7\u81ea\u5b9a\u4e49\u8bcd\u5178\u4fee\u6b63&#xff09;<\/li>\n<li>\u8017\u65f6&#xff1a;3\u520617\u79d2&#xff08;RTX 3060&#xff09;<\/li>\n<li>\u5173\u952e\u4eae\u70b9&#xff1a;\u81ea\u52a8\u5c06\u201cCI\/CD pipeline\u201d\u8bc6\u522b\u4e3a\u201cCI CD pipeline\u201d&#xff0c;\u7a7a\u683c\u5206\u9694\u7b26\u5408\u6280\u672f\u6587\u6863\u4e60\u60ef\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>5.2 \u573a\u666f\u4e8c&#xff1a;\u7ca4\u8bed\u5ba2\u670d\u5bf9\u8bdd&#xff08;\u5e26\u53e3\u97f3&#xff09;<\/h4>\n<ul>\n<li>\u97f3\u9891&#xff1a;18\u5206\u949f\u7535\u8bdd\u5f55\u97f3&#xff0c;\u5ba2\u670d\u8bb2\u6807\u51c6\u7ca4\u8bed&#xff0c;\u7528\u6237\u5e26\u6f6e\u6c55\u53e3\u97f3<\/li>\n<li>\u8bbe\u7f6e&#xff1a;yue\u6a21\u5f0f &#043; VAD\u5173\u95ed&#xff08;\u4fdd\u7559\u8bed\u6c14\u505c\u987f&#xff09;<\/li>\n<li>\u7ed3\u679c&#xff1a;\n<ul>\n<li>CER&#xff1a;6.8%&#xff08;\u4e3b\u8981\u9519\u8bef\u4e3a\u6f6e\u6c55\u53d1\u97f3\u7684\u201c\u98df\u996d\u201d\u2192\u201c\u98df\u756a\u201d&#xff0c;\u5c5e\u53e3\u97f3\u6cdb\u5316\u8303\u7574&#xff09;<\/li>\n<li>\u8017\u65f6&#xff1a;1\u520652\u79d2<\/li>\n<li>\u8f93\u51fa\u683c\u5f0f&#xff1a;\u81ea\u52a8\u6dfb\u52a0\u6807\u70b9&#xff0c;\u5982\u201c\u4f60\u597d\u5440\u2192\u4f60\u597d\u5440\u3002\u201d&#xff0c;\u201c\u5481\u6837\u53ef\u4ee5\u5417\u2192\u5481\u6837\u53ef\u4ee5\u5417&#xff1f;\u201d<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>5.3 \u573a\u666f\u4e09&#xff1a;\u82f1\u6587\u64ad\u5ba2&#xff08;\u7f8e\u5f0f\u53d1\u97f3&#xff09;<\/h4>\n<ul>\n<li>\u97f3\u9891&#xff1a;25\u5206\u949fTED Talk&#xff0c;\u8bed\u901f180wpm&#xff0c;\u542b\u8fde\u8bfb&#xff08;\u5982\u201cgonna\u201d\u3001\u201cwanna\u201d&#xff09;<\/li>\n<li>\u8bbe\u7f6e&#xff1a;en\u6a21\u5f0f<\/li>\n<li>\u7ed3\u679c&#xff1a;\n<ul>\n<li>CER&#xff1a;3.1%&#xff08;\u4f18\u4e8eWhisper-tiny\u540c\u7c7b\u6d4b\u8bd5&#xff09;<\/li>\n<li>\u8017\u65f6&#xff1a;2\u520609\u79d2<\/li>\n<li>\u7279\u8272&#xff1a;\u5c06\u201cyou know\u201d\u81ea\u52a8\u5f31\u5316\u4e3a\u201cy\u2019know\u201d&#xff0c;\u7b26\u5408\u53e3\u8bed\u8f6c\u5199\u89c4\u8303\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u6240\u6709\u6d4b\u8bd5\u5747\u5728\u65e0\u5916\u7f51\u3001\u65e0\u989d\u5916\u914d\u7f6e\u7684\u88f8\u673a\u73af\u5883\u4e0b\u5b8c\u6210&#xff0c;\u4e34\u65f6\u6587\u4ef6&#xff08;\u5982\u8f6c\u7801\u540e\u7684WAV&#xff09;\u5728\u8bc6\u522b\u5b8c\u6210\u540e3\u79d2\u5185\u81ea\u52a8\u6e05\u7406&#xff0c;\u78c1\u76d8\u7a7a\u95f4\u96f6\u6b8b\u7559\u3002<\/p>\n<h3>6. \u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h3>\n<h4>6.1 \u201cCUDA out of memory\u201d\u600e\u4e48\u529e&#xff1f;<\/h4>\n<p>\u8fd9\u4e0d\u662f\u663e\u5b58\u771f\u4e0d\u591f&#xff0c;\u800c\u662fPyTorch\u7f13\u5b58\u672a\u91ca\u653e\u3002\u6267\u884c&#xff1a;<\/p>\n<p># \u6e05\u7406CUDA\u7f13\u5b58&#xff08;\u7acb\u5373\u751f\u6548&#xff09;<br \/>\nnvidia-smi &#8211;gpu-reset -i 0  # \u91cd\u7f6eGPU&#xff08;\u8c28\u614e\u4f7f\u7528&#xff09;<br \/>\n# \u6216\u66f4\u5b89\u5168\u7684\u65b9\u5f0f&#xff1a;<br \/>\nstreamlit run app.py &#8211;server.port&#061;8501 &#8212; &#8211;no-cache<\/p>\n<p>\u4f46\u6839\u672c\u89e3\u6cd5\u662f&#xff1a;\u5728app.py\u4e2d\u5df2\u5185\u7f6etorch.cuda.empty_cache()\u8c03\u7528&#xff0c;\u53ea\u8981\u4e0d\u5f3a\u5236\u4e2d\u65ad\u8fdb\u7a0b&#xff0c;\u6781\u5c11\u89e6\u53d1OOM\u3002<\/p>\n<h4>6.2 \u4e0a\u4f20MP3\u540e\u65e0\u53cd\u5e94&#xff1f;<\/h4>\n<p>\u5927\u6982\u7387\u662fFFmpeg\u672a\u5b89\u88c5\u3002\u6267\u884c&#xff1a;<\/p>\n<p>sudo apt update &amp;&amp; sudo apt install ffmpeg -y  # Ubuntu\/Debian<br \/>\n# \u6216<br \/>\nbrew install ffmpeg  # macOS<\/p>\n<p>Windows\u7528\u6237\u8bf7\u4e0b\u8f7dFFmpeg\u5b98\u65b9build&#xff0c;\u89e3\u538b\u540e\u5c06bin\/\u8def\u5f84\u52a0\u5165\u7cfb\u7edf\u73af\u5883\u53d8\u91cf\u3002<\/p>\n<h4>6.3 \u8bc6\u522b\u7ed3\u679c\u5168\u662f\u4e71\u7801&#xff1f;<\/h4>\n<p>\u68c0\u67e5\u97f3\u9891\u91c7\u6837\u7387&#xff1a;SenseVoice Small\u4ec5\u652f\u630116kHz\u3002\u7528Audacity\u6253\u5f00\u97f3\u9891 \u2192 \u300cTracks\u300d\u2192 \u300cResample\u300d\u2192 \u8bbe\u4e3a16000Hz \u2192 \u5bfc\u51faWAV\u3002\u4fee\u590d\u7248\u5df2\u589e\u52a0\u91c7\u6837\u7387\u81ea\u52a8\u68c0\u6d4b&#xff0c;\u82e5\u975e16kHz\u4f1a\u5f39\u7a97\u63d0\u793a\u5e76\u7ed9\u51fa\u8f6c\u6362\u547d\u4ee4\u3002<\/p>\n<h4>6.4 \u5982\u4f55\u6dfb\u52a0\u81ea\u5b9a\u4e49\u8bcd\u5178&#xff1f;<\/h4>\n<p>\u5728\u9879\u76ee\u6839\u76ee\u5f55\u65b0\u5efacustom_dict.txt&#xff0c;\u6bcf\u884c\u4e00\u4e2a\u8bcd&#xff08;\u5982CSDN\u3001Transformer&#xff09;&#xff0c;\u91cd\u542f\u670d\u52a1\u540e\u81ea\u52a8\u52a0\u8f7d\u3002\u8bcd\u5178\u4f18\u5148\u7ea7\u9ad8\u4e8e\u6a21\u578b\u5185\u7f6e\u8bcd\u8868&#xff0c;\u53ef\u6709\u6548\u4fee\u6b63\u4e13\u4e1a\u672f\u8bed\u3002<\/p>\n<h3>7. \u603b\u7ed3&#xff1a;\u8ba9ASR\u56de\u5f52\u201c\u5de5\u5177\u201d\u672c\u8d28<\/h3>\n<p>SenseVoice Small\u4fee\u590d\u7248\u4e0d\u662f\u4e00\u4e2a\u70ab\u6280\u7684AI\u73a9\u5177&#xff0c;\u800c\u662f\u4e00\u628a\u78e8\u5feb\u4e86\u7684\u87ba\u4e1d\u5200\u2014\u2014\u5b83\u4e0d\u8ffd\u6c42\u8bba\u6587\u91cc\u7684SOTA\u6307\u6807&#xff0c;\u53ea\u786e\u4fdd\u4f60\u5728\u51cc\u6668\u4e09\u70b9\u6539PPT\u65f6&#xff0c;\u80fd\u5feb\u901f\u628a\u91c7\u8bbf\u5f55\u97f3\u53d8\u6210\u6587\u5b57\u7a3f&#xff1b;\u5728\u5ba2\u6237\u4f1a\u8bae\u7ed3\u675f\u540e&#xff0c;5\u5206\u949f\u5185\u53d1\u51fa\u5e26\u91cd\u70b9\u6807\u8bb0\u7684\u7eaa\u8981&#xff1b;\u5728\u6574\u7406\u8001\u89c6\u9891\u8d44\u6599\u65f6&#xff0c;\u4e0d\u7528\u518d\u82b1\u534a\u5929\u65f6\u95f4\u624b\u52a8\u6253\u5b57\u3002<\/p>\n<p>\u5b83\u7684\u4ef7\u503c\u4f53\u73b0\u5728\u4e09\u4e2a\u201c\u4e0d\u201d&#xff1a;<\/p>\n<ul>\n<li>\u4e0d\u6311\u786c\u4ef6&#xff1a;GTX 1650\u80fd\u8dd1&#xff0c;RTX 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