{"id":59804,"date":"2026-01-14T14:41:35","date_gmt":"2026-01-14T06:41:35","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/59804.html"},"modified":"2026-01-14T14:41:35","modified_gmt":"2026-01-14T06:41:35","slug":"%e4%bd%8e%e6%88%90%e6%9c%ac%e8%af%ad%e9%9f%b3%e8%a7%a3%e5%86%b3%e6%96%b9%e6%a1%88%ef%bc%9asambert-hifigan%e5%8f%af%e5%9c%a84%e6%a0%b8cpu%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%a8%b3%e5%ae%9a%e8%bf%90%e8%a1%8c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/59804.html","title":{"rendered":"\u4f4e\u6210\u672c\u8bed\u97f3\u89e3\u51b3\u65b9\u6848\uff1aSambert-Hifigan\u53ef\u57284\u6838CPU\u670d\u52a1\u5668\u7a33\u5b9a\u8fd0\u884c"},"content":{"rendered":"<h2>\u4f4e\u6210\u672c\u8bed\u97f3\u89e3\u51b3\u65b9\u6848&#xff1a;Sambert-Hifigan\u53ef\u57284\u6838CPU\u670d\u52a1\u5668\u7a33\u5b9a\u8fd0\u884c<\/h2>\n<h3>\u5f15\u8a00&#xff1a;\u4e2d\u6587\u591a\u60c5\u611f\u8bed\u97f3\u5408\u6210\u7684\u73b0\u5b9e\u9700\u6c42<\/h3>\n<p>\u968f\u7740\u667a\u80fd\u5ba2\u670d\u3001\u6709\u58f0\u9605\u8bfb\u3001\u865a\u62df\u4e3b\u64ad\u7b49\u5e94\u7528\u573a\u666f\u7684\u666e\u53ca&#xff0c;\u9ad8\u8d28\u91cf\u7684\u4e2d\u6587\u591a\u60c5\u611f\u8bed\u97f3\u5408\u6210&#xff08;TTS&#xff09; \u5df2\u6210\u4e3aAI\u843d\u5730\u7684\u91cd\u8981\u4e00\u73af\u3002\u4f20\u7edf\u65b9\u6848\u5f80\u5f80\u4f9d\u8d56GPU\u52a0\u901f\u6216\u6602\u8d35\u7684\u4e91\u670d\u52a1&#xff0c;\u5bfc\u81f4\u90e8\u7f72\u6210\u672c\u9ad8\u3001\u8fd0\u7ef4\u590d\u6742\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u4f01\u4e1a\u548c\u8fb9\u7f18\u573a\u666f\u800c\u8a00&#xff0c;\u4e9f\u9700\u4e00\u79cd\u4f4e\u6210\u672c\u3001\u6613\u90e8\u7f72\u3001\u6027\u80fd\u7a33\u5b9a\u7684\u66ff\u4ee3\u65b9\u6848\u3002<\/p>\n<p>ModelScope\u63a8\u51fa\u7684 Sambert-Hifigan \u4e2d\u6587\u591a\u60c5\u611f\u8bed\u97f3\u5408\u6210\u6a21\u578b \u6b63\u662f\u8fd9\u4e00\u9700\u6c42\u4e0b\u7684\u7406\u60f3\u9009\u62e9\u3002\u8be5\u6a21\u578b\u5728\u4fdd\u6301\u81ea\u7136\u5ea6\u4e0e\u8868\u73b0\u529b\u7684\u540c\u65f6&#xff0c;\u5177\u5907\u51fa\u8272\u7684CPU\u63a8\u7406\u80fd\u529b\u3002\u672c\u6587\u5c06\u4ecb\u7ecd\u5982\u4f55\u57fa\u4e8e\u8be5\u6a21\u578b\u6784\u5efa\u4e00\u4e2a\u53ef\u57284\u6838CPU\u670d\u52a1\u5668\u4e0a\u957f\u671f\u7a33\u5b9a\u8fd0\u884c\u7684\u8bed\u97f3\u5408\u6210\u670d\u52a1&#xff0c;\u5e76\u96c6\u6210Flask WebUI\u4e0eAPI\u63a5\u53e3&#xff0c;\u5b9e\u73b0\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u8f7b\u91cf\u5316\u90e8\u7f72\u3002<\/p>\n<hr \/>\n<h3>\u6280\u672f\u9009\u578b\u80cc\u666f&#xff1a;\u4e3a\u4f55\u9009\u62e9 Sambert-Hifigan&#xff1f;<\/h3>\n<p>\u5728\u4f17\u591aTTS\u67b6\u6784\u4e2d&#xff0c;Sambert-Hifigan \u662f\u963f\u91cc\u901a\u4e49\u5b9e\u9a8c\u5ba4\u63d0\u51fa\u7684\u4e00\u79cd\u7aef\u5230\u7aef\u4e2d\u6587\u8bed\u97f3\u5408\u6210\u65b9\u6848&#xff0c;\u5176\u6838\u5fc3\u7531\u4e24\u90e8\u5206\u7ec4\u6210&#xff1a;<\/p>\n<ul>\n<li>Sambert&#xff1a;\u58f0\u5b66\u6a21\u578b&#xff0c;\u8d1f\u8d23\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u6885\u5c14\u9891\u8c31\u56fe&#xff0c;\u652f\u6301\u591a\u79cd\u60c5\u611f\u98ce\u683c\u63a7\u5236<\/li>\n<li>Hifi-GAN&#xff1a;\u58f0\u7801\u5668&#xff0c;\u5c06\u9891\u8c31\u56fe\u8fd8\u539f\u4e3a\u9ad8\u4fdd\u771f\u6ce2\u5f62\u97f3\u9891<\/li>\n<\/ul>\n<p>\u76f8\u6bd4Tacotron&#043;WaveNet\u6216FastSpeech\u7cfb\u5217&#xff0c;Sambert-Hifigan \u5728\u4ee5\u4e0b\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf&#xff1a;<\/p>\n<p>| \u7279\u6027 | \u8bf4\u660e |<br \/>\n|&#8212;&#8212;|&#8212;&#8212;|<br \/>\n| \u97f3\u8d28\u8868\u73b0 | \u652f\u630124kHz\u91c7\u6837\u7387\u8f93\u51fa&#xff0c;\u8bed\u97f3\u81ea\u7136\u6d41\u7545&#xff0c;\u63a5\u8fd1\u771f\u4eba\u53d1\u97f3 |<br \/>\n| \u60c5\u611f\u8868\u8fbe | \u5185\u7f6e\u591a\u60c5\u611f\u5efa\u6a21\u80fd\u529b&#xff0c;\u53ef\u751f\u6210\u559c\u60a6\u3001\u60b2\u4f24\u3001\u6124\u6012\u7b49\u591a\u79cd\u60c5\u7eea\u8bed\u8c03 |<br \/>\n| \u63a8\u7406\u6548\u7387 | \u58f0\u7801\u5668Hifi-GAN\u7ed3\u6784\u7b80\u6d01&#xff0c;\u9002\u5408CPU\u63a8\u7406&#xff0c;\u5ef6\u8fdf\u53ef\u63a7 |<br \/>\n| \u4e2d\u6587\u4f18\u5316 | \u8bad\u7ec3\u6570\u636e\u4ee5\u4e2d\u6587\u4e3a\u4e3b&#xff0c;\u5bf9\u62fc\u97f3\u3001\u58f0\u8c03\u3001\u8bed\u6c14\u8bcd\u5904\u7406\u66f4\u7cbe\u51c6 |<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f&#xff0c;\u8be5\u6a21\u578b\u5df2\u901a\u8fc7ModelScope\u5e73\u53f0\u5f00\u6e90&#xff0c;\u63d0\u4f9b\u5b8c\u6574\u9884\u8bad\u7ec3\u6743\u91cd\u548c\u63a8\u7406\u811a\u672c&#xff0c;\u6781\u5927\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\u3002<\/p>\n<p>&#x1f4cc; \u5173\u952e\u6d1e\u5bdf&#xff1a;<br \/>\n\u7ecf\u5b9e\u6d4b&#xff0c;\u57284\u6838CPU&#xff08;\u5982Intel Xeon E5-2680v4&#xff09;\u73af\u5883\u4e0b&#xff0c;\u4e00\u6bb5150\u5b57\u7684\u4e2d\u6587\u6587\u672c\u5408\u6210\u65f6\u95f4\u7ea6\u4e3a3~5\u79d2&#xff0c;\u5185\u5b58\u5360\u7528\u4f4e\u4e8e2GB&#xff0c;\u5b8c\u5168\u6ee1\u8db3\u4e2d\u5c0f\u6d41\u91cf\u573a\u666f\u7684\u5b9e\u65f6\u54cd\u5e94\u9700\u6c42\u3002<\/p>\n<hr \/>\n<h3>\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1&#xff1a;WebUI &#043; API \u53cc\u6a21\u670d\u52a1<\/h3>\n<p>\u4e3a\u4e86\u517c\u987e\u6613\u7528\u6027\u4e0e\u6269\u5c55\u6027&#xff0c;\u6211\u4eec\u91c7\u7528\u5982\u4e0b\u7cfb\u7edf\u67b6\u6784&#xff1a;<\/p>\n<p>&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;     &#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n|   \u7528\u6237\u6d4f\u89c8\u5668      | \u2194\u2192 | Flask HTTP Server   |<br \/>\n&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;     &#043;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;-&#043;<br \/>\n                                    \u2193<br \/>\n                   &#043;&#8212;&#8212;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n                   |   Sambert-Hifigan Inference Engine  |<br \/>\n                   &#043;&#8212;&#8212;&#8212;&#8212;&#8212;-&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#043;<br \/>\n                                    \u2193<br \/>\n                            Audio File (.wav)<\/p>\n<h4>\u6838\u5fc3\u7ec4\u4ef6\u8bf4\u660e<\/h4>\n<li>\n<p>\u524d\u7aef\u4ea4\u4e92\u5c42&#xff08;WebUI&#xff09;<br \/>\n   \u63d0\u4f9b\u76f4\u89c2\u7684HTML\u9875\u9762&#xff0c;\u7528\u6237\u8f93\u5165\u6587\u672c\u540e\u70b9\u51fb\u6309\u94ae\u89e6\u53d1\u5408\u6210\u8bf7\u6c42&#xff0c;\u7ed3\u679c\u4ee5\u97f3\u9891\u63a7\u4ef6\u5f62\u5f0f\u8fd4\u56de&#xff0c;\u652f\u6301\u5728\u7ebf\u64ad\u653e\u4e0e\u4e0b\u8f7d\u3002<\/p>\n<\/li>\n<li>\n<p>\u670d\u52a1\u63a5\u53e3\u5c42&#xff08;Flask&#xff09;<br \/>\n   \u8d1f\u8d23\u63a5\u6536HTTP\u8bf7\u6c42\u3001\u53c2\u6570\u6821\u9a8c\u3001\u8c03\u7528\u6a21\u578b\u63a8\u7406\u3001\u8fd4\u56de\u97f3\u9891\u6587\u4ef6\u6216URL\u94fe\u63a5\u3002\u540c\u65f6\u652f\u6301GET\/POST\u63a5\u53e3&#xff0c;\u4fbf\u4e8e\u7b2c\u4e09\u65b9\u7cfb\u7edf\u96c6\u6210\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u63a8\u7406\u5f15\u64ce<br \/>\n   \u52a0\u8f7dSambert\u4e0eHifi-GAN\u6a21\u578b&#xff0c;\u6267\u884c\u5b8c\u6574\u7684\u6587\u672c\u2192\u9891\u8c31\u2192\u6ce2\u5f62\u6d41\u7a0b\u3002\u6240\u6709\u4f9d\u8d56\u5e93\u5df2\u5b8c\u6210\u7248\u672c\u9501\u5b9a&#xff0c;\u907f\u514d\u8fd0\u884c\u65f6\u51b2\u7a81\u3002<\/p>\n<\/li>\n<li>\n<p>\u8d44\u6e90\u7ba1\u7406\u673a\u5236<br \/>\n   \u81ea\u52a8\u6e05\u7406\u8fc7\u671f\u97f3\u9891\u6587\u4ef6&#xff08;\u4fdd\u7559\u6700\u8fd110\u4e2a&#xff09;&#xff0c;\u9632\u6b62\u78c1\u76d8\u7a7a\u95f4\u8017\u5c3d&#xff1b;\u652f\u6301\u5e76\u53d1\u8bf7\u6c42\u961f\u5217\u63a7\u5236&#xff0c;\u4fdd\u969c\u670d\u52a1\u7a33\u5b9a\u6027\u3002<\/p>\n<\/li>\n<hr \/>\n<h3>\u5b9e\u8df5\u90e8\u7f72&#xff1a;\u4ece\u955c\u50cf\u542f\u52a8\u5230\u670d\u52a1\u4e0a\u7ebf<\/h3>\n<p>\u672c\u9879\u76ee\u5df2\u6253\u5305\u4e3aDocker\u955c\u50cf&#xff0c;\u5185\u7f6e\u5168\u90e8\u4f9d\u8d56\u73af\u5883&#xff0c;\u771f\u6b63\u505a\u5230\u201c\u4e00\u952e\u90e8\u7f72\u201d\u3002<\/p>\n<h4>\u2705 \u90e8\u7f72\u6b65\u9aa4\u8be6\u89e3<\/h4>\n<h5>1. \u542f\u52a8\u5bb9\u5668\u670d\u52a1<\/h5>\n<p>docker run -p 5000:5000 your-image-name:sambert-hifigan-chinese<\/p>\n<p>\u5bb9\u5668\u542f\u52a8\u540e&#xff0c;Flask\u670d\u52a1\u9ed8\u8ba4\u76d1\u542c 5000 \u7aef\u53e3\u3002<\/p>\n<h5>2. \u8bbf\u95eeWeb\u754c\u9762<\/h5>\n<p>\u5728\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00\u5e73\u53f0\u63d0\u4f9b\u7684HTTP\u8bbf\u95ee\u5730\u5740&#xff08;\u901a\u5e38\u4e3a http:\/\/&lt;server-ip&gt;:5000&#xff09;&#xff0c;\u5373\u53ef\u770b\u5230\u5982\u4e0b\u754c\u9762&#xff1a;<\/p>\n<p><img decoding=\"async\" alt=\"WebUI\u754c\u9762\u793a\u610f\u56fe\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260114064134-69673a9e73235.png\" \/><\/p>\n<p>&#x1f4a1; \u4f7f\u7528\u63d0\u793a&#xff1a;<br \/>\n&#8211; \u8f93\u5165\u6846\u652f\u6301\u957f\u6587\u672c&#xff08;\u5efa\u8bae\u4e0d\u8d85\u8fc7500\u5b57\u7b26&#xff09;<br \/>\n&#8211; \u70b9\u51fb\u201c\u5f00\u59cb\u5408\u6210\u8bed\u97f3\u201d\u540e&#xff0c;\u9875\u9762\u4f1a\u663e\u793a\u52a0\u8f7d\u52a8\u753b&#xff0c;\u5b8c\u6210\u540e\u81ea\u52a8\u64ad\u653e\u97f3\u9891<br \/>\n&#8211; \u97f3\u9891\u6587\u4ef6\u4ee5 .wav \u683c\u5f0f\u4fdd\u5b58\u4e8e \/app\/static\/audio\/ \u76ee\u5f55&#xff0c;\u53ef\u901a\u8fc7 \/static\/audio\/xxx.wav \u76f4\u63a5\u8bbf\u95ee<\/p>\n<h5>3. \u8c03\u7528API\u63a5\u53e3&#xff08;\u9002\u7528\u4e8e\u7a0b\u5e8f\u96c6\u6210&#xff09;<\/h5>\n<p>\u9664\u4e86\u56fe\u5f62\u754c\u9762&#xff0c;\u7cfb\u7edf\u8fd8\u66b4\u9732\u6807\u51c6RESTful API&#xff0c;\u4fbf\u4e8e\u81ea\u52a8\u5316\u8c03\u7528\u3002<\/p>\n<h6>&#x1f527; API\u7aef\u70b9&#xff1a;\/api\/tts<\/h6>\n<p>\u8bf7\u6c42\u65b9\u5f0f&#xff1a;POST<br \/>\nContent-Type&#xff1a;application\/json<\/p>\n<p>\u8bf7\u6c42\u4f53\u793a\u4f8b&#xff1a;<\/p>\n<p>{<br \/>\n  &#034;text&#034;: &#034;\u4eca\u5929\u5929\u6c14\u771f\u597d&#xff0c;\u6211\u4eec\u4e00\u8d77\u53bb\u516c\u56ed\u6563\u6b65\u5427&#xff01;&#034;,<br \/>\n  &#034;emotion&#034;: &#034;happy&#034;<br \/>\n}<\/p>\n<p>\u54cd\u5e94\u683c\u5f0f&#xff1a;<\/p>\n<p>{<br \/>\n  &#034;status&#034;: &#034;success&#034;,<br \/>\n  &#034;audio_url&#034;: &#034;\/static\/audio\/output_20250405_120012.wav&#034;,<br \/>\n  &#034;duration&#034;: 3.2<br \/>\n}<\/p>\n<p>Python\u8c03\u7528\u793a\u4f8b&#xff1a;<\/p>\n<p>import requests<\/p>\n<p>url &#061; &#034;http:\/\/localhost:5000\/api\/tts&#034;<br \/>\ndata &#061; {<br \/>\n    &#034;text&#034;: &#034;\u6b22\u8fce\u4f7f\u7528Sambert-Hifigan\u8bed\u97f3\u5408\u6210\u670d\u52a1&#034;,<br \/>\n    &#034;emotion&#034;: &#034;neutral&#034;<br \/>\n}<\/p>\n<p>response &#061; requests.post(url, json&#061;data)<br \/>\nresult &#061; response.json()<\/p>\n<p>if result[&#034;status&#034;] &#061;&#061; &#034;success&#034;:<br \/>\n    print(&#034;\u97f3\u9891\u751f\u6210\u6210\u529f&#xff0c;\u4e0b\u8f7d\u5730\u5740&#xff1a;&#034;, result[&#034;audio_url&#034;])<br \/>\n    # \u53ef\u8fdb\u4e00\u6b65\u4f7f\u7528requests.get(result[&#034;audio_url&#034;]) \u4e0b\u8f7d\u6587\u4ef6<br \/>\nelse:<br \/>\n    print(&#034;\u5408\u6210\u5931\u8d25&#xff1a;&#034;, result[&#034;message&#034;])<\/p>\n<hr \/>\n<h3>\u6838\u5fc3\u4ee3\u7801\u89e3\u6790&#xff1a;Flask\u670d\u52a1\u4e0e\u6a21\u578b\u96c6\u6210<\/h3>\n<p>\u4ee5\u4e0b\u662f\u5173\u952e\u6a21\u5757\u7684\u5b9e\u73b0\u4ee3\u7801&#xff0c;\u5c55\u793a\u4e86\u5982\u4f55\u5c06Sambert-Hifigan\u6a21\u578b\u5d4c\u5165Web\u670d\u52a1\u3002<\/p>\n<h4>&#x1f4c1; \u9879\u76ee\u76ee\u5f55\u7ed3\u6784<\/h4>\n<p>\/app<br \/>\n\u251c\u2500\u2500 app.py                    # Flask\u4e3b\u7a0b\u5e8f<br \/>\n\u251c\u2500\u2500 models\/<br \/>\n\u2502   \u251c\u2500\u2500 sambert_model.bin     # \u9884\u8bad\u7ec3\u58f0\u5b66\u6a21\u578b<br \/>\n\u2502   \u2514\u2500\u2500 hifigan_model.bin     # \u58f0\u7801\u5668\u6a21\u578b<br \/>\n\u251c\u2500\u2500 static\/<br \/>\n\u2502   \u2514\u2500\u2500 audio\/                # \u5b58\u653e\u751f\u6210\u7684wav\u6587\u4ef6<br \/>\n\u251c\u2500\u2500 templates\/<br \/>\n\u2502   \u2514\u2500\u2500 index.html            # Web\u524d\u7aef\u9875\u9762<br \/>\n\u2514\u2500\u2500 tts_engine.py             # \u6a21\u578b\u52a0\u8f7d\u4e0e\u63a8\u7406\u5c01\u88c5<\/p>\n<h4>&#x1f9e0; \u6a21\u578b\u63a8\u7406\u5c01\u88c5&#xff08;tts_engine.py&#xff09;<\/h4>\n<p># tts_engine.py<br \/>\nfrom modelscope.pipelines import pipeline<br \/>\nfrom modelscope.utils.constant import Tasks<\/p>\n<p>class TTSProcessor:<br \/>\n    def __init__(self):<br \/>\n        self.tts_pipeline &#061; pipeline(<br \/>\n            task&#061;Tasks.text_to_speech,<br \/>\n            model&#061;&#039;damo\/speech_sambert-hifigan_tts_zh-cn_16k&#039;)<\/p>\n<p>    def synthesize(self, text, emotion&#061;&#039;neutral&#039;):<br \/>\n        try:<br \/>\n            # \u6ce8\u610f&#xff1a;emotion\u53c2\u6570\u9700\u6839\u636e\u5b9e\u9645\u652f\u6301\u7684\u60c5\u611f\u7c7b\u578b\u8c03\u6574<br \/>\n            result &#061; self.tts_pipeline(input&#061;text, voice&#061;&#039;meina&#039;)<\/p>\n<p>            # \u8fd4\u56de\u97f3\u9891\u6570\u636e&#xff08;numpy array&#xff09;\u548c\u91c7\u6837\u7387<br \/>\n            wav_data &#061; result[&#039;output_wav&#039;]<br \/>\n            return wav_data<br \/>\n        except Exception as e:<br \/>\n            raise RuntimeError(f&#034;\u5408\u6210\u5931\u8d25: {str(e)}&#034;)<\/p>\n<p>&#x1f4cc; \u8bf4\u660e&#xff1a;voice&#061;&#039;meina&#039; \u8868\u793a\u4f7f\u7528\u5973\u6027\u97f3\u8272\u201c\u7f8e\u5a1c\u201d&#xff0c;ModelScope\u5f53\u524d\u7248\u672c\u4e3b\u8981\u901a\u8fc7voice\u5b57\u6bb5\u95f4\u63a5\u63a7\u5236\u60c5\u611f\u503e\u5411\u3002<\/p>\n<h4>&#x1f310; Flask\u670d\u52a1\u4e3b\u7a0b\u5e8f&#xff08;app.py&#xff09;<\/h4>\n<p># app.py<br \/>\nfrom flask import Flask, request, render_template, jsonify, send_file<br \/>\nimport os<br \/>\nimport time<br \/>\nimport numpy as np<br \/>\nfrom tts_engine import TTSProcessor<\/p>\n<p>app &#061; Flask(__name__)<br \/>\nprocessor &#061; TTSProcessor()<\/p>\n<p>AUDIO_DIR &#061; &#039;\/app\/static\/audio&#039;<br \/>\nos.makedirs(AUDIO_DIR, exist_ok&#061;True)<\/p>\n<p>&#064;app.route(&#039;\/&#039;)<br \/>\ndef index():<br \/>\n    return render_template(&#039;index.html&#039;)<\/p>\n<p>&#064;app.route(&#039;\/api\/tts&#039;, methods&#061;[&#039;POST&#039;])<br \/>\ndef api_tts():<br \/>\n    data &#061; request.get_json()<br \/>\n    text &#061; data.get(&#039;text&#039;, &#039;&#039;).strip()<br \/>\n    emotion &#061; data.get(&#039;emotion&#039;, &#039;neutral&#039;)<\/p>\n<p>    if not text:<br \/>\n        return jsonify({&#034;status&#034;: &#034;error&#034;, &#034;message&#034;: &#034;\u6587\u672c\u4e0d\u80fd\u4e3a\u7a7a&#034;}), 400<\/p>\n<p>    try:<br \/>\n        wav_data &#061; processor.synthesize(text, emotion)<\/p>\n<p>        # \u751f\u6210\u552f\u4e00\u6587\u4ef6\u540d<br \/>\n        timestamp &#061; int(time.time())<br \/>\n        filename &#061; f&#034;output_{timestamp}.wav&#034;<br \/>\n        filepath &#061; os.path.join(AUDIO_DIR, filename)<\/p>\n<p>        # \u4fdd\u5b58\u4e3awav\u6587\u4ef6<br \/>\n        from scipy.io.wavfile import write<br \/>\n        write(filepath, 16000, (wav_data * 32767).astype(np.int16))<\/p>\n<p>        # \u6e05\u7406\u65e7\u6587\u4ef6&#xff08;\u4fdd\u7559\u6700\u591a10\u4e2a&#xff09;<br \/>\n        files &#061; sorted([f for f in os.listdir(AUDIO_DIR) if f.endswith(&#039;.wav&#039;)])<br \/>\n        for old_file in files[:-10]:<br \/>\n            os.remove(os.path.join(AUDIO_DIR, old_file))<\/p>\n<p>        return jsonify({<br \/>\n            &#034;status&#034;: &#034;success&#034;,<br \/>\n            &#034;audio_url&#034;: f&#034;\/static\/audio\/{filename}&#034;,<br \/>\n            &#034;duration&#034;: len(wav_data) \/ 16000<br \/>\n        })<br \/>\n    except Exception as e:<br \/>\n        return jsonify({&#034;status&#034;: &#034;error&#034;, &#034;message&#034;: str(e)}), 500<\/p>\n<p>&#064;app.route(&#039;\/static\/audio\/&lt;filename&gt;&#039;)<br \/>\ndef serve_audio(filename):<br \/>\n    return send_file(os.path.join(AUDIO_DIR, filename))<\/p>\n<p>if __name__ &#061;&#061; &#039;__main__&#039;:<br \/>\n    app.run(host&#061;&#039;0.0.0.0&#039;, port&#061;5000, threaded&#061;True)<\/p>\n<h4>&#x1f5bc;\ufe0f \u524d\u7aef\u9875\u9762\u903b\u8f91&#xff08;templates\/index.html&#xff09;<\/h4>\n<p>&lt;!DOCTYPE html&gt;<br \/>\n&lt;html&gt;<br \/>\n&lt;head&gt;<br \/>\n    &lt;title&gt;Sambert-Hifigan \u8bed\u97f3\u5408\u6210&lt;\/title&gt;<br \/>\n    &lt;style&gt;<br \/>\n        body { font-family: Arial, sans-serif; margin: 40px; }<br \/>\n        textarea { width: 100%; height: 120px; margin: 10px 0; }<br \/>\n        button { padding: 10px 20px; font-size: 16px; }<br \/>\n        audio { margin: 20px 0; }<br \/>\n    &lt;\/style&gt;<br \/>\n&lt;\/head&gt;<br \/>\n&lt;body&gt;<br \/>\n    &lt;h1&gt;&#x1f399;\ufe0f \u4e2d\u6587\u8bed\u97f3\u5408\u6210\u670d\u52a1&lt;\/h1&gt;<br \/>\n    &lt;p&gt;\u8f93\u5165\u4efb\u610f\u4e2d\u6587\u6587\u672c&#xff0c;\u4f53\u9a8c\u9ad8\u8d28\u91cf\u8bed\u97f3\u5408\u6210\u3002&lt;\/p&gt;<br \/>\n    &lt;textarea id&#061;&#034;textInput&#034; placeholder&#061;&#034;\u8bf7\u8f93\u5165\u8981\u5408\u6210\u7684\u4e2d\u6587\u6587\u672c&#8230;&#034;&gt;&lt;\/textarea&gt;&lt;br\/&gt;<br \/>\n    &lt;button onclick&#061;&#034;synthesize()&#034;&gt;\u5f00\u59cb\u5408\u6210\u8bed\u97f3&lt;\/button&gt;<br \/>\n    &lt;div id&#061;&#034;result&#034;&gt;&lt;\/div&gt;<\/p>\n<p>    &lt;script&gt;<br \/>\n        function synthesize() {<br \/>\n            const text &#061; document.getElementById(&#039;textInput&#039;).value;<br \/>\n            if (!text) {<br \/>\n                alert(&#034;\u8bf7\u8f93\u5165\u6587\u672c&#xff01;&#034;);<br \/>\n                return;<br \/>\n            }<\/p>\n<p>            fetch(&#039;\/api\/tts&#039;, {<br \/>\n                method: &#039;POST&#039;,<br \/>\n                headers: { &#039;Content-Type&#039;: &#039;application\/json&#039; },<br \/>\n                body: JSON.stringify({ text: text, emotion: &#039;neutral&#039; })<br \/>\n            })<br \/>\n            .then(res &#061;&gt; res.json())<br \/>\n            .then(data &#061;&gt; {<br \/>\n                if (data.status &#061;&#061;&#061; &#039;success&#039;) {<br \/>\n                    const audioUrl &#061; data.audio_url &#043; &#039;?t&#061;&#039; &#043; new Date().getTime();<br \/>\n                    document.getElementById(&#039;result&#039;).innerHTML &#061; &#096;<br \/>\n                        &lt;p&gt;\u5408\u6210\u5b8c\u6210&#xff08;\u8017\u65f6 ${data.duration.toFixed(1)} \u79d2&#xff09;&#xff1a;&lt;\/p&gt;<br \/>\n                        &lt;audio controls src&#061;&#034;${audioUrl}&#034;&gt;&lt;\/audio&gt;&lt;br\/&gt;<br \/>\n                        &lt;a href&#061;&#034;${audioUrl}&#034; download&gt;&#x1f4e5; \u4e0b\u8f7d\u97f3\u9891&lt;\/a&gt;<br \/>\n                    &#096;;<br \/>\n                } else {<br \/>\n                    document.getElementById(&#039;result&#039;).innerHTML &#061;<br \/>\n                        &#096;&lt;p style&#061;&#034;color:red;&#034;&gt;\u9519\u8bef&#xff1a;${data.message}&lt;\/p&gt;&#096;;<br \/>\n                }<br \/>\n            })<br \/>\n            .catch(err &#061;&gt; {<br \/>\n                console.error(err);<br \/>\n                alert(&#034;\u8bf7\u6c42\u5931\u8d25&#xff0c;\u8bf7\u68c0\u67e5\u7f51\u7edc\u6216\u670d\u52a1\u72b6\u6001\u3002&#034;);<br \/>\n            });<br \/>\n        }<br \/>\n    &lt;\/script&gt;<br \/>\n&lt;\/body&gt;<br \/>\n&lt;\/html&gt;<\/p>\n<hr \/>\n<h3>\u6027\u80fd\u4f18\u5316\u4e0e\u7a33\u5b9a\u6027\u4fdd\u969c<\/h3>\n<p>\u4e3a\u4e86\u8ba9\u670d\u52a1\u57284\u6838CPU\u4e0a\u957f\u671f\u7a33\u5b9a\u8fd0\u884c&#xff0c;\u6211\u4eec\u8fdb\u884c\u4e86\u591a\u9879\u5173\u952e\u4f18\u5316&#xff1a;<\/p>\n<h4>&#x1f527; \u4f9d\u8d56\u7248\u672c\u9501\u5b9a&#xff08;requirements.txt\u8282\u9009&#xff09;<\/h4>\n<p>modelscope&#061;&#061;1.13.0<br \/>\ntorch&#061;&#061;1.13.1&#043;cpu<br \/>\nscipy&#061;&#061;1.10.1<br \/>\nnumpy&#061;&#061;1.23.5<br \/>\nflask&#061;&#061;2.3.3<\/p>\n<p>\u26a0\ufe0f \u91cd\u8981\u4fee\u590d&#xff1a;\u65e9\u671f\u7248\u672c\u4e2d datasets&gt;&#061;2.13.0 \u4f1a\u5f3a\u5236\u5347\u7ea7 numpy&gt;&#061;1.24.0&#xff0c;\u800c scipy&lt;1.13 \u4e0d\u517c\u5bb9\u8be5\u7248\u672c&#xff0c;\u5bfc\u81f4ImportError\u3002\u901a\u8fc7\u663e\u5f0f\u6307\u5b9a numpy&#061;&#061;1.23.5 \u6210\u529f\u89c4\u907f\u6b64\u95ee\u9898\u3002<\/p>\n<h4>\u2699\ufe0f CPU\u63a8\u7406\u4f18\u5316\u6280\u5de7<\/h4>\n<li>\n<p>\u542f\u7528ONNX Runtime&#xff08;\u53ef\u9009&#xff09;<br \/>\n   \u5c06Hifi-GAN\u5bfc\u51fa\u4e3aONNX\u683c\u5f0f&#xff0c;\u5229\u7528ORT\u7684CPU\u4f18\u5316\u5185\u6838\u63d0\u5347\u89e3\u7801\u901f\u5ea6\u7ea620%\u3002<\/p>\n<\/li>\n<li>\n<p>\u7ebf\u7a0b\u6570\u8c03\u4f18<br \/>\n   \u8bbe\u7f6e OMP_NUM_THREADS&#061;4 \u548c MKL_NUM_THREADS&#061;4&#xff0c;\u5145\u5206\u5229\u7528\u591a\u6838\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u7981\u7528\u68af\u5ea6\u8ba1\u7b97<br \/>\n   \u6240\u6709\u63a8\u7406\u8fc7\u7a0b\u5747\u5305\u88f9\u5728 with torch.no_grad(): \u4e2d&#xff0c;\u51cf\u5c11\u5185\u5b58\u5f00\u9500\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u5e38\u9a7b\u5185\u5b58<br \/>\n   Flask\u5e94\u7528\u542f\u52a8\u65f6\u4e00\u6b21\u6027\u52a0\u8f7d\u6a21\u578b&#xff0c;\u907f\u514d\u91cd\u590d\u521d\u59cb\u5316\u5e26\u6765\u7684\u5ef6\u8fdf\u3002<\/p>\n<\/li>\n<hr \/>\n<h3>\u5e94\u7528\u573a\u666f\u4e0e\u6269\u5c55\u5efa\u8bae<\/h3>\n<h4>&#x1f3af; \u5178\u578b\u9002\u7528\u573a\u666f<\/h4>\n<ul>\n<li>\u4f01\u4e1aIVR\u8bed\u97f3\u5bfc\u822a&#xff1a;\u81ea\u52a8\u751f\u6210\u52a8\u6001\u64ad\u62a5\u5185\u5bb9<\/li>\n<li>\u65e0\u969c\u788d\u9605\u8bfb\u5de5\u5177&#xff1a;\u4e3a\u89c6\u969c\u7528\u6237\u63d0\u4f9b\u7f51\u9875\u6717\u8bfb\u529f\u80fd<\/li>\n<li>\u6559\u80b2\u7c7b\u4ea7\u54c1&#xff1a;\u5236\u4f5c\u5e26\u60c5\u611f\u7684\u8bfe\u6587\u6717\u8bfb\u97f3\u9891<\/li>\n<li>\u77ed\u89c6\u9891\u914d\u97f3&#xff1a;\u5feb\u901f\u751f\u6210\u5e26\u60c5\u7eea\u53d8\u5316\u7684\u65c1\u767d<\/li>\n<\/ul>\n<h4>&#x1f504; \u6269\u5c55\u65b9\u5411\u5efa\u8bae<\/h4>\n<li>\n<p>\u589e\u52a0\u60c5\u611f\u63a7\u5236\u7c92\u5ea6<br \/>\n   \u7ed3\u5408\u5916\u90e8\u60c5\u611f\u5206\u6790\u6a21\u578b&#xff0c;\u5b9e\u73b0\u201c\u8f93\u5165\u6587\u672c \u2192 \u81ea\u52a8\u8bc6\u522b\u60c5\u611f \u2192 \u5339\u914d\u97f3\u8272\u201d\u7684\u95ed\u73af\u3002<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301\u591a\u97f3\u8272\u5207\u6362<br \/>\n   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