{"id":47739,"date":"2025-07-30T09:12:08","date_gmt":"2025-07-30T01:12:08","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/47739.html"},"modified":"2025-07-30T09:12:08","modified_gmt":"2025-07-30T01:12:08","slug":"%e5%88%a9%e7%94%a8funasr%e6%90%ad%e5%bb%ba%e8%87%aa%e5%b7%b1%e7%9a%84%e8%af%ad%e9%9f%b3%e8%bd%ac%e6%96%87%e6%9c%ac%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%88%e6%9c%89%e6%89%8b%e5%b0%b1%e8%a1%8c%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/47739.html","title":{"rendered":"\u5229\u7528FunASR\u642d\u5efa\u81ea\u5df1\u7684\u8bed\u97f3\u8f6c\u6587\u672c\u670d\u52a1\u5668\uff08\u6709\u624b\u5c31\u884c\uff09"},"content":{"rendered":"<p>\u63d0\u793a&#xff1a;\u5229\u7528\u963f\u91cc\u5df4\u5df4\u5f00\u6e90\u7684FunASR\u5de5\u5177\u5305&#xff0c;\u642d\u5efa\u8bed\u97f3\u8f6c\u6587\u672c\u670d\u52a1&#xff0c;\u901a\u8fc7\u7f51\u9875\u5b9e\u73b0\u514d\u8d39\u7684\u8bed\u97f3\u8f6c\u6587\u672c\u670d\u52a1\u3002<\/p>\n<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"%E5%89%8D%E8%A8%80-toc\" style=\"margin-left:0px\">\u524d\u8a00<\/p>\n<p id=\"%E4%B8%80%E3%80%81FunASR%E6%98%AF%E4%BB%80%E4%B9%88%EF%BC%9F-toc\" style=\"margin-left:0px\">\u4e00\u3001FunASR\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p id=\"%E4%BA%8C%E3%80%81%E6%9C%8D%E5%8A%A1%E6%90%AD%E5%BB%BA-toc\" style=\"margin-left:0px\">\u4e8c\u3001\u670d\u52a1\u642d\u5efa<\/p>\n<p id=\"2.1%20%E6%9C%8D%E5%8A%A1%E5%99%A8%E5%87%86%E5%A4%87-toc\" style=\"margin-left:40px\">2.1 \u670d\u52a1\u5668\u51c6\u5907<\/p>\n<p id=\"2.2%20%E5%AE%89%E8%A3%85docker-toc\" style=\"margin-left:40px\">2.2 \u5b89\u88c5docker<\/p>\n<p id=\"2.3%20%E4%B8%8B%E8%BD%BD%E5%B9%B6%E5%90%AF%E5%8A%A8%E9%95%9C%E5%83%8F-toc\" style=\"margin-left:40px\">2.3 \u4e0b\u8f7d\u5e76\u542f\u52a8\u955c\u50cf<\/p>\n<p id=\"2.4%20%E5%90%AF%E5%8A%A8ASR%E6%9C%8D%E5%8A%A1-toc\" style=\"margin-left:40px\">2.4 \u542f\u52a8ASR\u670d\u52a1<\/p>\n<p id=\"%E4%B8%89%E3%80%81%E4%B8%8B%E8%BD%BD%E5%AE%A2%E6%88%B7%E7%AB%AF%E5%BC%80%E5%A7%8B%E5%B7%A5%E4%BD%9C-toc\" style=\"margin-left:0px\">\u4e09\u3001\u4e0b\u8f7d\u5ba2\u6237\u7aef\u5f00\u59cb\u5de5\u4f5c<\/p>\n<p id=\"%E6%80%BB%E7%BB%93-toc\" style=\"margin-left:0px\">\u603b\u7ed3<\/p>\n<hr \/>\n<h2 id=\"%E5%89%8D%E8%A8%80\">\u524d\u8a00<\/h2>\n<p>\u8bed\u97f3\u8f6c\u6587\u672c\u662f\u6211\u4eec\u7ecf\u5e38\u9762\u5bf9\u7684\u65e5\u5e38\u4efb\u52a1&#xff0c;\u90fd&#061;\u662f\u667a\u80fd\u5ba2\u670d\u3001\u4f1a\u8bae\u8bb0\u5f55\u3001\u5b9e\u65f6\u5b57\u5e55\u7b49\u573a\u666f\u6838\u5fc3\u7684\u529f\u80fd\u3002\u7136\u800c&#xff0c;\u4f20\u7edf\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u5f80\u5f80\u9762\u4e34\u9ad8\u5ef6\u8fdf\u3001\u4f4e\u51c6\u786e\u7387\u6216\u590d\u6742\u90e8\u7f72\u7684\u6311\u6218\u3002FunASR\u00a0\u4f5c\u4e3a\u963f\u91cc\u5df4\u5df4\u5f00\u6e90\u7684\u8bed\u97f3\u8bc6\u522b\u5de5\u5177\u5305&#xff0c;\u51ed\u501f\u5176\u6d41\u5f0f\u4e0e\u975e\u6d41\u5f0f\u4e00\u4f53\u5316\u67b6\u6784\u3001\u5de5\u4e1a\u7ea7\u4f18\u5316\u548c\u5f00\u7bb1\u5373\u7528\u7684\u7279\u6027&#xff0c;\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u9ad8\u6548\u3001\u7cbe\u51c6\u7684\u89e3\u51b3\u65b9\u6848\u3002\u672c\u6587\u5c06\u5e2e\u52a9\u8bfb\u8005\u5feb\u901f\u638c\u63e1\u8fd9\u4e00\u524d\u6cbf\u6280\u672f&#xff0c;\u8d4b\u80fd\u4f60\u7684\u5b9e\u9645\u4e1a\u52a1\u573a\u666f\u3002<\/p>\n<hr \/>\n<h2 id=\"%E4%B8%80%E3%80%81FunASR%E6%98%AF%E4%BB%80%E4%B9%88%EF%BC%9F\">\u4e00\u3001FunASR\u662f\u4ec0\u4e48&#xff1f;<\/h2>\n<p>FunASR&#xff08;Fast\u00a0Universal\u00a0Automatic\u00a0Speech\u00a0Recognition&#xff09;\u662f\u7531\u963f\u91cc\u5df4\u5df4\u8fbe\u6469\u9662\u5f00\u6e90\u7684\u4e00\u6b3e\u9ad8\u6027\u80fd\u3001\u591a\u573a\u666f\u901a\u7528\u7684\u8bed\u97f3\u8bc6\u522b&#xff08;ASR&#xff09;\u5de5\u5177\u5305\u3002\u5b83\u57fa\u4e8e\u7aef\u5230\u7aef\u6df1\u5ea6\u5b66\u4e60\u6280\u672f&#xff0c;\u652f\u6301\u591a\u79cd\u8bed\u8a00&#xff08;\u5982\u4e2d\u6587\u3001\u82f1\u6587\u7b49&#xff09;&#xff0c;\u5e76\u9488\u5bf9\u5de5\u4e1a\u7ea7\u5e94\u7528\u8fdb\u884c\u4e86\u4f18\u5316&#xff0c;\u5177\u6709\u9ad8\u7cbe\u5ea6\u3001\u4f4e\u5ef6\u8fdf\u548c\u6613\u90e8\u7f72\u7684\u7279\u70b9\u3002<\/p>\n<p>FunASR\u62e5\u6709\u5b8c\u6574\u7684\u8bed\u97f3\u8bc6\u522b\u94fe\u8def&#xff0c;\u7ed3\u5408\u4e86\u8bed\u97f3\u7aef\u70b9\u68c0\u6d4b\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u6807\u70b9\u7b49\u6a21\u578b&#xff0c;\u53ef\u4ee5\u5c06\u51e0\u5341\u4e2a\u5c0f\u65f6\u7684\u957f\u97f3\u9891\u4e0e\u89c6\u9891\u8bc6\u522b\u6210\u5e26\u6807\u70b9\u7684\u6587\u5b57&#xff0c;\u800c\u4e14\u652f\u6301\u4e0a\u767e\u8def\u8bf7\u6c42\u540c\u65f6\u8fdb\u884c\u8f6c\u5199\u3002\u8f93\u51fa\u4e3a\u5e26\u6807\u70b9\u7684\u6587\u5b57&#xff0c;\u542b\u6709\u5b57\u7ea7\u522b\u65f6\u95f4\u6233&#xff0c;\u652f\u6301ITN\u4e0e\u7528\u6237\u81ea\u5b9a\u4e49\u70ed\u8bcd\u7b49\u3002\u670d\u52a1\u7aef\u96c6\u6210\u6709ffmpeg&#xff0c;\u652f\u6301\u5404\u79cd\u97f3\u89c6\u9891\u683c\u5f0f\u8f93\u5165\u3002\u8f6f\u4ef6\u5305\u63d0\u4f9b\u6709html\u3001python\u3001c&#043;&#043;\u3001java\u4e0ec#\u7b49\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u5ba2\u6237\u7aef&#xff0c;\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u4e0e\u8fdb\u4e00\u6b65\u5f00\u53d1&#xff08;\u4e0b\u8f7d\u94fe\u63a5\u5728\u7b2c\u4e09\u90e8\u5206&#xff0c;\u767e\u5ea6\u4e91\u76d8\u94fe\u63a5&#xff09;\u3002<\/p>\n<p>\u5177\u4f53\u670d\u52a1\u67b6\u6784\u5982\u4e0b\u56fe\u6240\u793a&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730011204-688971649b7a6.jpg\" \/><\/p>\n<h2 id=\"%E4%BA%8C%E3%80%81%E6%9C%8D%E5%8A%A1%E6%90%AD%E5%BB%BA\">\u4e8c\u3001\u670d\u52a1\u642d\u5efa<\/h2>\n<h3 id=\"2.1%20%E6%9C%8D%E5%8A%A1%E5%99%A8%E5%87%86%E5%A4%87\">2.1 \u670d\u52a1\u5668\u51c6\u5907<\/h3>\n<p>\u8981\u6c42\u4e00\u53f0Linux\u670d\u52a1\u5668&#xff0c;\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u4e1a\u52a1\u9700\u6c42&#xff0c;\u9009\u62e9\u5408\u9002\u7684\u670d\u52a1\u5668\u914d\u7f6e&#xff0c;\u63a8\u8350\u914d\u7f6e\u4e3a&#xff1a;<\/p>\n<ul>\n<li>\u914d\u7f6e1: &#xff08;X86&#xff0c;\u8ba1\u7b97\u578b&#xff09;&#xff0c;4\u6838vCPU&#xff0c;\u5185\u5b588G&#xff0c;\u5355\u673a\u53ef\u4ee5\u652f\u6301\u5927\u7ea632\u8def\u7684\u8bf7\u6c42<\/li>\n<li>\u914d\u7f6e2: &#xff08;X86&#xff0c;\u8ba1\u7b97\u578b&#xff09;&#xff0c;16\u6838vCPU&#xff0c;\u5185\u5b5832G&#xff0c;\u5355\u673a\u53ef\u4ee5\u652f\u6301\u5927\u7ea664\u8def\u7684\u8bf7\u6c42<\/li>\n<li>\u914d\u7f6e3: &#xff08;X86&#xff0c;\u8ba1\u7b97\u578b&#xff09;&#xff0c;64\u6838vCPU&#xff0c;\u5185\u5b58128G&#xff0c;\u5355\u673a\u53ef\u4ee5\u652f\u6301\u5927\u7ea6200\u8def\u7684\u8bf7\u6c42<\/li>\n<\/ul>\n<h3 id=\"2.2%20%E5%AE%89%E8%A3%85docker\">2.2 \u5b89\u88c5docker<\/h3>\n<p>\u6267\u884c\u4ee5\u4e0b\u4e24\u6761\u547d\u4ee4\u5373\u53ef\u5b89\u88c5\u5b8c\u6210 <\/p>\n<p>curl -O https:\/\/isv-data.oss-cn-hangzhou.aliyuncs.com\/ics\/MaaS\/ASR\/shell\/install_docker.sh&#xff1b;<br \/>\nsudo bash install_docker.sh <\/p>\n<h3 id=\"2.3%20%E4%B8%8B%E8%BD%BD%E5%B9%B6%E5%90%AF%E5%8A%A8%E9%95%9C%E5%83%8F\">2.3 \u4e0b\u8f7d\u5e76\u542f\u52a8\u955c\u50cf<\/h3>\n<p>\u62c9\u53d6\u955c\u50cf<\/p>\n<p>sudo docker pull \\\\<br \/>\n  registry.cn-hangzhou.aliyuncs.com\/funasr_repo\/funasr:funasr-runtime-sdk-cpu-0.4.7 <\/p>\n<p>\u542f\u52a8\u955c\u50cf<\/p>\n<p>mkdir -p .\/funasr-runtime-resources\/models<br \/>\nsudo docker run -p 10095:10095 -it -d &#8211;privileged&#061;true \\\\<br \/>\n  -v $PWD\/funasr-runtime-resources\/models:\/workspace\/models \\\\<br \/>\n  &#8211;name funasr \\\\<br \/>\n  registry.cn-hangzhou.aliyuncs.com\/funasr_repo\/funasr:funasr-runtime-sdk-cpu-0.4.7 <\/p>\n<h3 id=\"2.4%20%E5%90%AF%E5%8A%A8ASR%E6%9C%8D%E5%8A%A1\">2.4 \u542f\u52a8ASR\u670d\u52a1<\/h3>\n<p>\u8fdb\u5165\u5bb9\u5668<\/p>\n<p>docker exec -it funasr \/bin\/bash<br \/>\ncd \/worksapce\/FunASR\/runtime\/ <\/p>\n<p>\u540e\u53f0\u542f\u52a8\u670d\u52a1<\/p>\n<p>nohup bash run_server.sh \\\\<br \/>\n  &#8211;download-model-dir \/workspace\/models \\\\<br \/>\n  &#8211;vad-dir damo\/speech_fsmn_vad_zh-cn-16k-common-onnx \\\\<br \/>\n  &#8211;model-dir damo\/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-onnx  \\\\<br \/>\n  &#8211;punc-dir damo\/punc_ct-transformer_cn-en-common-vocab471067-large-onnx \\\\<br \/>\n  &#8211;lm-dir damo\/speech_ngram_lm_zh-cn-ai-wesp-fst \\\\<br \/>\n  &#8211;itn-dir thuduj12\/fst_itn_zh \\\\<br \/>\n  &#8211;hotword \/workspace\/models\/hotwords.txt &gt; log.txt 2&gt;&amp;1 &amp; <\/p>\n<p>\u67e5\u770blog\u51fa\u73b0\u5982\u4e0b\u8f93\u51fa&#xff0c;\u606d\u559c\u4f60,FunASR\u90e8\u7f72\u5b8c\u6210<\/p>\n<p>I20250618 14:40:13.268452  1994 websocket-server.cpp:423] model successfully inited<br \/>\nI20250618 14:40:13.268462  1994 websocket-server.cpp:425] initAsr run check_and_clean_connection<br \/>\nI20250618 14:40:13.268668  1994 websocket-server.cpp:428] initAsr run check_and_clean_connection finished<br \/>\nI20250618 14:40:13.268684  1994 funasr-wss-server.cpp:513] decoder-thread-num: 255<br \/>\nI20250618 14:40:13.268694  1994 funasr-wss-server.cpp:514] io-thread-num: 16<br \/>\nI20250618 14:40:13.268703  1994 funasr-wss-server.cpp:515] model-thread-num: 1<br \/>\nI20250618 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