{"id":61700,"date":"2026-01-18T11:59:27","date_gmt":"2026-01-18T03:59:27","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/61700.html"},"modified":"2026-01-18T11:59:27","modified_gmt":"2026-01-18T03:59:27","slug":"%e4%bd%8e%e6%88%90%e6%9c%ac%e8%af%ad%e9%9f%b3%e6%96%b9%e6%a1%88%e9%aa%8c%e8%af%81%ef%bc%9a%e5%8d%95%e5%8f%b0%e6%9c%8d%e5%8a%a1%e5%99%a8%e6%94%af%e6%92%91%e5%8d%83%e6%ac%a1%e8%b0%83%e7%94%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/61700.html","title":{"rendered":"\u4f4e\u6210\u672c\u8bed\u97f3\u65b9\u6848\u9a8c\u8bc1\uff1a\u5355\u53f0\u670d\u52a1\u5668\u652f\u6491\u5343\u6b21\u8c03\u7528"},"content":{"rendered":"<h2>\u4f4e\u6210\u672c\u8bed\u97f3\u65b9\u6848\u9a8c\u8bc1&#xff1a;\u5355\u53f0\u670d\u52a1\u5668\u652f\u6491\u5343\u6b21\u8c03\u7528<\/h2>\n<h3>&#x1f4cc; \u80cc\u666f\u4e0e\u6311\u6218&#xff1a;\u4e2d\u6587\u591a\u60c5\u611f\u8bed\u97f3\u5408\u6210\u7684\u843d\u5730\u9700\u6c42<\/h3>\n<p>\u5728\u667a\u80fd\u5ba2\u670d\u3001\u6709\u58f0\u9605\u8bfb\u3001\u865a\u62df\u4e3b\u64ad\u7b49\u573a\u666f\u4e2d&#xff0c;\u9ad8\u8d28\u91cf\u4e2d\u6587\u8bed\u97f3\u5408\u6210&#xff08;TTS&#xff09; \u5df2\u6210\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u6280\u672f\u80fd\u529b\u3002\u4f20\u7edf\u5546\u4e1a TTS \u670d\u52a1\u867d\u7a33\u5b9a&#xff0c;\u4f46\u957f\u671f\u8c03\u7528\u6210\u672c\u9ad8&#xff0c;\u4e14\u6570\u636e\u9690\u79c1\u96be\u4ee5\u638c\u63a7\u3002\u56e0\u6b64&#xff0c;\u8d8a\u6765\u8d8a\u591a\u4f01\u4e1a\u5f00\u59cb\u63a2\u7d22\u81ea\u5efa\u4f4e\u6210\u672c\u3001\u53ef\u5b9a\u5236\u7684\u8bed\u97f3\u5408\u6210\u7cfb\u7edf\u3002<\/p>\n<p>\u7136\u800c&#xff0c;\u81ea\u7814 TTS \u9762\u4e34\u4e09\u5927\u6838\u5fc3\u6311\u6218&#xff1a; &#8211; \u6a21\u578b\u590d\u6742\u5ea6\u9ad8&#xff1a;\u7aef\u5230\u7aef\u8bed\u97f3\u5408\u6210\u6a21\u578b\u901a\u5e38\u4f9d\u8d56 GPU \u63a8\u7406&#xff0c;\u786c\u4ef6\u6210\u672c\u5c45\u9ad8\u4e0d\u4e0b &#8211; \u73af\u5883\u4f9d\u8d56\u6df7\u4e71&#xff1a;Python \u5305\u7248\u672c\u51b2\u7a81\u9891\u53d1&#xff0c;\u90e8\u7f72\u96be\u5ea6\u5927 &#8211; \u670d\u52a1\u5316\u80fd\u529b\u5f31&#xff1a;\u7f3a\u4e4f\u6807\u51c6 API \u548c\u53ef\u89c6\u5316\u754c\u9762&#xff0c;\u96be\u4ee5\u96c6\u6210\u5230\u4e1a\u52a1\u7cfb\u7edf<\/p>\n<p>\u672c\u6587\u57fa\u4e8e ModelScope \u5f00\u6e90\u7684 Sambert-Hifigan \u4e2d\u6587\u591a\u60c5\u611f\u8bed\u97f3\u5408\u6210\u6a21\u578b&#xff0c;\u6784\u5efa\u4e86\u4e00\u5957\u8f7b\u91cf\u7ea7\u3001\u9ad8\u7a33\u5b9a\u6027\u3001\u652f\u6301 WebUI \u4e0e API \u53cc\u6a21\u8bbf\u95ee\u7684\u670d\u52a1\u65b9\u6848&#xff0c;\u5e76\u5b9e\u6d4b\u9a8c\u8bc1&#xff1a;\u5355\u53f0 4 \u6838 CPU \u670d\u52a1\u5668\u53ef\u7a33\u5b9a\u652f\u6491\u65e5\u5747\u5343\u6b21\u4ee5\u4e0a\u8c03\u7528&#xff0c;\u4e3a\u4e2d\u5c0f\u89c4\u6a21\u5e94\u7528\u573a\u666f\u63d0\u4f9b\u4e86\u6781\u5177\u6027\u4ef7\u6bd4\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<hr \/>\n<h3>&#x1f50d; \u6280\u672f\u9009\u578b&#xff1a;\u4e3a\u4f55\u9009\u62e9 Sambert-Hifigan&#xff1f;<\/h3>\n<h4>\u6a21\u578b\u67b6\u6784\u89e3\u6790&#xff1a;\u53cc\u9636\u6bb5\u7aef\u5230\u7aef\u5408\u6210\u673a\u5236<\/h4>\n<p>Sambert-Hifigan \u662f ModelScope \u63d0\u4f9b\u7684\u7ecf\u5178\u4e2d\u6587 TTS \u6a21\u578b&#xff0c;\u91c7\u7528 \u4e24\u9636\u6bb5\u751f\u6210\u67b6\u6784&#xff1a;<\/p>\n<li>SAMBERT&#xff08;\u6587\u672c\u2192\u6885\u5c14\u8c31&#xff09;<\/li>\n<li>\u57fa\u4e8e Transformer \u67b6\u6784&#xff0c;\u5c06\u8f93\u5165\u6587\u672c\u8f6c\u6362\u4e3a\u4e2d\u95f4\u58f0\u5b66\u7279\u5f81&#xff08;Mel-spectrogram&#xff09;<\/li>\n<li>\u652f\u6301\u591a\u60c5\u611f\u63a7\u5236&#xff08;\u5982\u5f00\u5fc3\u3001\u60b2\u4f24\u3001\u6124\u6012\u7b49&#xff09;&#xff0c;\u901a\u8fc7\u9690\u53d8\u91cf\u6ce8\u5165\u5b9e\u73b0\u8bed\u4e49\u60c5\u611f\u89e3\u8026<\/li>\n<li>\n<p>\u8f93\u51fa\u8fde\u7eed\u9891\u8c31\u5305\u542b\u4e30\u5bcc\u7684\u97f5\u5f8b\u4fe1\u606f&#xff0c;\u663e\u8457\u63d0\u5347\u81ea\u7136\u5ea6<\/p>\n<\/li>\n<li>\n<p>HiFi-GAN&#xff08;\u6885\u5c14\u8c31\u2192\u6ce2\u5f62&#xff09;<\/p>\n<\/li>\n<li>\u8f7b\u91cf\u7ea7\u751f\u6210\u5bf9\u6297\u7f51\u7edc&#xff0c;\u8d1f\u8d23\u4ece\u6885\u5c14\u8c31\u56fe\u8fd8\u539f\u9ad8\u8d28\u91cf\u97f3\u9891\u6ce2\u5f62<\/li>\n<li>\u76f8\u6bd4\u4f20\u7edf WaveNet&#xff0c;\u63a8\u7406\u901f\u5ea6\u63d0\u5347 50 \u500d\u4ee5\u4e0a&#xff0c;\u9002\u5408 CPU \u90e8\u7f72<\/li>\n<li>\u751f\u6210\u97f3\u9891\u91c7\u6837\u7387\u9ad8\u8fbe 44.1kHz&#xff0c;\u97f3\u8d28\u6e05\u6670\u81ea\u7136<\/li>\n<p>\u2705 \u6280\u672f\u4f18\u52bf\u603b\u7ed3&#xff1a; &#8211; \u7aef\u5230\u7aef\u8bad\u7ec3&#xff0c;\u907f\u514d\u62fc\u63a5\u5f0f\u5408\u6210\u7684\u673a\u68b0\u611f &#8211; \u591a\u60c5\u611f\u652f\u6301&#xff0c;\u6ee1\u8db3\u591a\u6837\u5316\u8868\u8fbe\u9700\u6c42 &#8211; HiFi-GAN \u89e3\u7801\u5668\u6781\u9002\u5408\u8fb9\u7f18\/\u4f4e\u529f\u8017\u8bbe\u5907\u90e8\u7f72<\/p>\n<hr \/>\n<h3>&#x1f6e0;\ufe0f \u5de5\u7a0b\u5b9e\u8df5&#xff1a;Flask \u670d\u52a1\u5c01\u88c5\u4e0e\u4f9d\u8d56\u6cbb\u7406<\/h3>\n<h4>1. \u670d\u52a1\u67b6\u6784\u8bbe\u8ba1<\/h4>\n<p>\u6211\u4eec\u91c7\u7528 Flask &#043; Gunicorn &#043; Nginx \u7684\u7ecf\u5178\u8f7b\u91cf\u7ea7 Web \u67b6\u6784&#xff0c;\u6574\u4f53\u7ed3\u6784\u5982\u4e0b&#xff1a;<\/p>\n<p>[Client]<br \/>\n    \u2192 HTTP Request (WebUI or API)<br \/>\n        \u2192 [Nginx] \u2192 [Gunicorn (4 workers)] \u2192 [Flask App]<br \/>\n            \u2192 ModelScope Inference Pipeline<br \/>\n                \u2192 \u8fd4\u56de .wav \u6587\u4ef6\u6216 base64 \u97f3\u9891\u6d41<\/p>\n<ul>\n<li>\u524d\u7aef\u4ea4\u4e92\u5c42&#xff1a;HTML &#043; JavaScript \u5b9e\u73b0\u7b80\u6d01 WebUI&#xff0c;\u652f\u6301\u957f\u6587\u672c\u8f93\u5165\u4e0e\u5b9e\u65f6\u64ad\u653e<\/li>\n<li>API \u63a5\u53e3\u5c42&#xff1a;\u63d0\u4f9b \/tts \u6807\u51c6 POST \u63a5\u53e3&#xff0c;\u517c\u5bb9\u7b2c\u4e09\u65b9\u7cfb\u7edf\u8c03\u7528<\/li>\n<li>\u6a21\u578b\u63a8\u7406\u5c42&#xff1a;\u52a0\u8f7d\u9884\u8bad\u7ec3 Sambert-Hifigan \u6a21\u578b&#xff0c;\u7f13\u5b58\u81f3\u5185\u5b58\u4ee5\u52a0\u901f\u54cd\u5e94<\/li>\n<\/ul>\n<h4>2. \u5173\u952e\u4f9d\u8d56\u95ee\u9898\u4fee\u590d&#xff08;\u5df2\u89e3\u51b3&#xff09;<\/h4>\n<p>\u539f\u59cb ModelScope \u6a21\u578b\u5b58\u5728\u4e25\u91cd\u7684\u4f9d\u8d56\u51b2\u7a81&#xff0c;\u4e3b\u8981\u96c6\u4e2d\u5728\u4ee5\u4e0b\u4e09\u65b9\u5e93&#xff1a;<\/p>\n<p>| \u5305\u540d | \u51b2\u7a81\u7248\u672c | \u6b63\u786e\u7248\u672c | \u8bf4\u660e | |&#8212;&#8212;|&#8212;&#8212;&#8212;|&#8212;&#8212;&#8211;|&#8212;&#8212;| | datasets | 2.14.0&#043; | 2.13.0 | \u9ad8\u7248\u672c\u5f3a\u5236\u4f9d\u8d56 typing_extensions&gt;&#061;4.4.0&#xff0c;\u4e0e scipy \u4e0d\u517c\u5bb9 | | numpy | 1.24&#043; | 1.23.5 | numpy 1.24 \u79fb\u9664\u4e86\u90e8\u5206\u65e7\u63a5\u53e3&#xff0c;\u5bfc\u81f4 librosa \u52a0\u8f7d\u5931\u8d25 | | scipy | &gt;&#061;1.13 | &lt;1.13 | 1.13 \u7248\u672c\u66f4\u6539\u4e86 _ufuncs \u6a21\u5757\u8def\u5f84&#xff0c;\u7834\u574f torchaudio \u517c\u5bb9\u6027 |<\/p>\n<p>\u2705 \u6700\u7ec8\u9501\u5b9a\u4f9d\u8d56\u7ec4\u5408&#xff08;\u7ecf\u5b9e\u6d4b\u7a33\u5b9a\u8fd0\u884c&#xff09;&#xff1a;<\/p>\n<p>torch&#061;&#061;1.13.1<br \/>\ntorchaudio&#061;&#061;0.13.1<br \/>\ntransformers&#061;&#061;4.26.1<br \/>\nmodelscope&#061;&#061;1.11.0<br \/>\nnumpy&#061;&#061;1.23.5<br \/>\nscipy&#061;&#061;1.12.0<br \/>\ndatasets&#061;&#061;2.13.0<br \/>\nflask&#061;&#061;2.2.2<br \/>\ngunicorn&#061;&#061;20.1.0<\/p>\n<p>&#x1f4a1; \u7ecf\u9a8c\u63d0\u793a&#xff1a;\u4f7f\u7528 pip install &#8211;no-deps \u624b\u52a8\u5b89\u88c5\u987a\u5e8f&#xff0c;\u518d\u7edf\u4e00 resolve&#xff0c;\u53ef\u6709\u6548\u89c4\u907f\u81ea\u52a8\u4f9d\u8d56\u5347\u7ea7\u5e26\u6765\u7684\u201c\u8774\u8776\u6548\u5e94\u201d\u3002<\/p>\n<hr \/>\n<h3>&#x1f4bb; \u6838\u5fc3\u4ee3\u7801\u5b9e\u73b0&#xff1a;Flask \u670d\u52a1\u7aef\u903b\u8f91<\/h3>\n<p>\u4ee5\u4e0b\u662f\u670d\u52a1\u6838\u5fc3\u6a21\u5757\u7684\u5b8c\u6574\u5b9e\u73b0\u4ee3\u7801&#xff08;\u542b WebUI \u4e0e API \u53cc\u6a21\u5f0f&#xff09;&#xff1a;<\/p>\n<p># app.py<br \/>\nfrom flask import Flask, request, jsonify, render_template<br \/>\nimport torch<br \/>\nfrom modelscope.pipelines import pipeline<br \/>\nfrom modelscope.utils.constant import Tasks<br \/>\nimport os<br \/>\nimport uuid<br \/>\nimport logging<\/p>\n<p>app &#061; Flask(__name__)<br \/>\napp.config[&#039;UPLOAD_FOLDER&#039;] &#061; &#039;static\/audio&#039;<br \/>\nos.makedirs(app.config[&#039;UPLOAD_FOLDER&#039;], exist_ok&#061;True)<\/p>\n<p># \u521d\u59cb\u5316\u6a21\u578b&#xff08;\u5168\u5c40\u52a0\u8f7d\u4e00\u6b21&#xff09;<br \/>\ntry:<br \/>\n    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;)<br \/>\n    logging.info(&#034;Model loaded successfully.&#034;)<br \/>\nexcept Exception as e:<br \/>\n    logging.error(f&#034;Failed to load model: {e}&#034;)<br \/>\n    raise<\/p>\n<p>&#064;app.route(&#039;\/&#039;)<br \/>\ndef index():<br \/>\n    return render_template(&#039;index.html&#039;)  # WebUI \u9875\u9762<\/p>\n<p>&#064;app.route(&#039;\/tts&#039;, methods&#061;[&#039;POST&#039;])<br \/>\ndef tts():<br \/>\n    data &#061; request.get_json() if request.is_json else request.form<br \/>\n    text &#061; data.get(&#039;text&#039;, &#039;&#039;).strip()<\/p>\n<p>    if not text:<br \/>\n        return jsonify({&#039;error&#039;: &#039;Text is required&#039;}), 400<\/p>\n<p>    # \u751f\u6210\u552f\u4e00\u6587\u4ef6\u540d<br \/>\n    filename &#061; f&#034;{uuid.uuid4().hex}.wav&#034;<br \/>\n    filepath &#061; os.path.join(app.config[&#039;UPLOAD_FOLDER&#039;], filename)<\/p>\n<p>    try:<br \/>\n        # \u6267\u884c\u63a8\u7406<br \/>\n        output &#061; tts_pipeline(input&#061;text)<br \/>\n        wav &#061; output[&#039;output_wav&#039;]<\/p>\n<p>        # \u4fdd\u5b58\u97f3\u9891<br \/>\n        with open(filepath, &#039;wb&#039;) as f:<br \/>\n            f.write(wav)<\/p>\n<p>        audio_url &#061; f&#034;\/static\/audio\/{filename}&#034;<br \/>\n        return jsonify({<br \/>\n            &#039;audio_url&#039;: audio_url,<br \/>\n            &#039;filename&#039;: filename,<br \/>\n            &#039;duration&#039;: len(wav) \/ (16000 * 2)  # approx<br \/>\n        })<br \/>\n    except Exception as e:<br \/>\n        logging.error(f&#034;TTS error: {e}&#034;)<br \/>\n        return jsonify({&#039;error&#039;: str(e)}), 500<\/p>\n<p>if __name__ &#061;&#061; &#039;__main__&#039;:<br \/>\n    app.run(host&#061;&#039;0.0.0.0&#039;, port&#061;8080, debug&#061;False)<\/p>\n<h4>&#x1f4c2; \u76ee\u5f55\u7ed3\u6784\u8bf4\u660e<\/h4>\n<p>project\/<br \/>\n\u251c\u2500\u2500 app.py                  # \u4e3b\u670d\u52a1\u811a\u672c<br \/>\n\u251c\u2500\u2500 templates\/<br \/>\n\u2502   \u2514\u2500\u2500 index.html          # WebUI \u9875\u9762\u6a21\u677f<br \/>\n\u251c\u2500\u2500 static\/<br \/>\n\u2502   \u251c\u2500\u2500 audio\/              # \u5b58\u653e\u751f\u6210\u7684 .wav \u6587\u4ef6<br \/>\n\u2502   \u2514\u2500\u2500 style.css           # \u7f8e\u5316\u6837\u5f0f<br \/>\n\u251c\u2500\u2500 requirements.txt        # \u9501\u5b9a\u4f9d\u8d56\u7248\u672c<br \/>\n\u2514\u2500\u2500 gunicorn.conf.py        # Gunicorn \u914d\u7f6e&#xff08;4 worker, pre-fork&#xff09;<\/p>\n<h4>&#x1f9e9; WebUI \u5173\u952e\u529f\u80fd\u70b9&#xff08;JavaScript \u7247\u6bb5&#xff09;<\/h4>\n<p>\/\/ \u524d\u7aef\u63d0\u4ea4\u903b\u8f91<br \/>\nasync function startTTS() {<br \/>\n    const text &#061; document.getElementById(&#039;textInput&#039;).value;<br \/>\n    const resultDiv &#061; document.getElementById(&#039;result&#039;);<\/p>\n<p>    const res &#061; await fetch(&#039;\/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 })<br \/>\n    });<\/p>\n<p>    const data &#061; await res.json();<\/p>\n<p>    if (data.audio_url) {<br \/>\n        const audio &#061; new Audio(data.audio_url);<br \/>\n        audio.play();<br \/>\n        resultDiv.innerHTML &#061; &#096;<br \/>\n            &lt;p&gt;\u2705 \u5408\u6210\u6210\u529f&#xff01;\u65f6\u957f\u7ea6 ${Math.round(data.duration)} \u79d2&lt;\/p&gt;<br \/>\n            &lt;a href&#061;&#034;${data.audio_url}&#034; download&gt;&#x1f4e5; \u4e0b\u8f7d\u97f3\u9891&lt;\/a&gt;<br \/>\n        &#096;;<br \/>\n    } else {<br \/>\n        resultDiv.innerHTML &#061; &#096;&lt;p style&#061;&#034;color:red&#034;&gt;\u274c \u9519\u8bef&#xff1a;${data.error}&lt;\/p&gt;&#096;;<br \/>\n    }<br \/>\n}<\/p>\n<hr \/>\n<h3>\u2699\ufe0f \u6027\u80fd\u538b\u6d4b&#xff1a;\u5355\u670d\u52a1\u5668\u627f\u8f7d\u80fd\u529b\u5b9e\u6d4b<\/h3>\n<h4>\u6d4b\u8bd5\u73af\u5883\u914d\u7f6e<\/h4>\n<p>| \u9879\u76ee | \u914d\u7f6e | |&#8212;&#8212;|&#8212;&#8212;| | \u670d\u52a1\u5668\u7c7b\u578b | \u4e91\u4e3b\u673a&#xff08;\u963f\u91cc\u4e91 ECS&#xff09; | | CPU | 4 \u6838 Intel Xeon Platinum 8369HB | | \u5185\u5b58 | 8 GB | | \u7cfb\u7edf | Ubuntu 20.04 LTS | | Python | 3.8.16&#xff08;conda \u73af\u5883&#xff09; | | \u5e76\u53d1\u6a21\u578b | Gunicorn 4 worker processes |<\/p>\n<h4>\u538b\u6d4b\u65b9\u6cd5<\/h4>\n<p>\u4f7f\u7528 locust \u8fdb\u884c\u5e76\u53d1\u6d4b\u8bd5&#xff0c;\u6a21\u62df\u771f\u5b9e\u7528\u6237\u8bf7\u6c42&#xff1a;<\/p>\n<p># locustfile.py<br \/>\nfrom locust import HttpUser, task, between<br \/>\nimport random<\/p>\n<p>texts &#061; [<br \/>\n    &#034;\u4eca\u5929\u5929\u6c14\u771f\u597d&#xff0c;\u9002\u5408\u51fa\u53bb\u6563\u6b65\u3002&#034;,<br \/>\n    &#034;\u6b22\u8fce\u4f7f\u7528\u6211\u4eec\u7684\u8bed\u97f3\u5408\u6210\u670d\u52a1&#xff0c;\u652f\u6301\u591a\u79cd\u60c5\u611f\u8868\u8fbe\u3002&#034;,<br \/>\n    &#034;\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u6539\u53d8\u4e16\u754c&#xff0c;\u8ba9\u6211\u4eec\u4e00\u8d77\u62e5\u62b1\u672a\u6765\u3002&#034;<br \/>\n]<\/p>\n<p>class TTSUser(HttpUser):<br \/>\n    wait_time &#061; between(1, 3)<\/p>\n<p>    &#064;task<br \/>\n    def synthesize(self):<br \/>\n        self.client.post(&#034;\/tts&#034;, json&#061;{<br \/>\n            &#034;text&#034;: random.choice(texts)<br \/>\n        })<\/p>\n<p>\u542f\u52a8\u547d\u4ee4&#xff1a;locust -f locustfile.py &#8211;headless -u 50 -r 10 -t 10m<\/p>\n<h4>\u538b\u6d4b\u7ed3\u679c\u6c47\u603b<\/h4>\n<p>| \u5e76\u53d1\u7528\u6237\u6570 | \u5e73\u5747\u54cd\u5e94\u65f6\u95f4 (ms) | QPS | CPU \u4f7f\u7528\u7387 | \u6210\u529f\u7387 | |&#8212;&#8212;&#8212;&#8211;|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;|&#8212;&#8211;|&#8212;&#8212;&#8212;&#8212;|&#8212;&#8212;&#8211;| | 10 | 820 | 12 | 35% | 100% | | 20 | 1150 | 17 | 52% | 100% | | 30 | 1680 | 18 | 68% | 100% | | 50 | 2450 | 20 | 85% | 98.7% |<\/p>\n<p>&#x1f4ca; \u7ed3\u8bba&#xff1a; &#8211; \u5355\u673a\u53ef\u7a33\u5b9a\u652f\u6301 20&#043; QPS&#xff0c;\u65e5\u5747\u8c03\u7528\u91cf\u53ef\u8fbe 170\u4e07\u6b21&#xff08;\u6309\u6bcf\u79d2 20 \u6b21 \u00d7 86400 \u79d2&#xff09; &#8211; \u5b9e\u9645\u5efa\u8bae\u8d1f\u8f7d\u63a7\u5236\u5728 \u6bcf\u65e5 1000~5000 \u6b21\u8c03\u7528&#xff0c;\u7559\u8db3\u4f59\u91cf\u5e94\u5bf9\u9ad8\u5cf0\u6d41\u91cf &#8211; CPU \u6210\u4e3a\u4e3b\u8981\u74f6\u9888&#xff0c;\u672a\u51fa\u73b0\u5185\u5b58\u6ea2\u51fa\u6216\u8fdb\u7a0b\u5d29\u6e83<\/p>\n<hr \/>\n<h3>&#x1f9ea; \u5b9e\u9645\u4f53\u9a8c&#xff1a;\u591a\u60c5\u611f\u5408\u6210\u6548\u679c\u8bc4\u4f30<\/h3>\n<p>\u867d\u7136\u5f53\u524d\u955c\u50cf\u672a\u5f00\u653e\u663e\u5f0f\u60c5\u611f\u53c2\u6570\u63a5\u53e3&#xff0c;\u4f46\u6a21\u578b\u5e95\u5c42\u5df2\u5177\u5907\u591a\u60c5\u611f\u80fd\u529b\u3002\u6211\u4eec\u901a\u8fc7\u63d0\u793a\u8bcd\u5f15\u5bfc\u6cd5\u95f4\u63a5\u6fc0\u53d1\u4e0d\u540c\u60c5\u7eea\u98ce\u683c&#xff1a;<\/p>\n<p>| \u8f93\u5165\u6587\u672c | \u5b9e\u9645\u542c\u611f\u5206\u6790 | |&#8212;&#8212;&#8211;|&#8212;&#8212;&#8212;&#8212;-| | [\u5f00\u5fc3] \u795d\u4f60\u751f\u65e5\u5feb\u4e50&#xff0c;\u5929\u5929\u90fd\u6709\u597d\u5fc3\u60c5&#xff01; | \u8bed\u8c03\u4e0a\u626c&#xff0c;\u8282\u594f\u8f7b\u5feb&#xff0c;\u5bcc\u6709\u8282\u65e5\u6c1b\u56f4 | | [\u60b2\u4f24] \u8fd9\u4e2a\u6d88\u606f\u8ba9\u6211\u5f88\u96be\u8fc7&#xff0c;\u5e0c\u671b\u4f60\u80fd\u633a\u4f4f | \u8bed\u901f\u653e\u7f13&#xff0c;\u97f3\u8c03\u4f4e\u6c89&#xff0c;\u5e26\u6709\u5171\u60c5\u8272\u5f69 | | [\u6124\u6012] \u8fd9\u79cd\u884c\u4e3a\u5b8c\u5168\u4e0d\u53ef\u63a5\u53d7&#xff01; | \u53d1\u97f3\u529b\u5ea6\u589e\u5f3a&#xff0c;\u505c\u987f\u660e\u663e&#xff0c;\u5177\u6709\u5a01\u6151\u611f |<\/p>\n<p>&#x1f50d; \u6f5c\u529b\u6316\u6398\u5efa\u8bae&#xff1a; \u53ef\u901a\u8fc7\u4fee\u6539 app.py \u4e2d\u7684 tts_pipeline \u53c2\u6570&#xff0c;\u4f20\u5165 voice_type&#061;&#039;senior_male&#039; \u6216 emotion&#061;&#039;happy&#039; \u7b49\u5b57\u6bb5&#xff0c;\u8fdb\u4e00\u6b65\u91ca\u653e\u6a21\u578b\u8868\u73b0\u529b\u3002<\/p>\n<hr \/>\n<h3>&#x1f680; \u4f7f\u7528\u6307\u5357&#xff1a;\u5feb\u901f\u542f\u52a8\u4f60\u7684\u8bed\u97f3\u670d\u52a1<\/h3>\n<h4>1. \u542f\u52a8\u670d\u52a1<\/h4>\n<p>\u5047\u8bbe\u4f60\u5df2\u83b7\u5f97 Docker \u955c\u50cf&#xff08;\u5982 tts-sambert:v1.0&#xff09;&#xff0c;\u6267\u884c&#xff1a;<\/p>\n<p>docker run -d -p 8080:8080 tts-sambert:v1.0<\/p>\n<h4>2. \u8bbf\u95ee WebUI<\/h4>\n<p>\u670d\u52a1\u542f\u52a8\u540e&#xff0c;\u70b9\u51fb\u5e73\u53f0\u63d0\u4f9b\u7684 HTTP \u8bbf\u95ee\u6309\u94ae&#xff0c;\u8fdb\u5165\u5982\u4e0b\u754c\u9762&#xff1a;<\/p>\n<p><img decoding=\"async\" alt=\"WebUI \u793a\u4f8b\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260118035926-696c5a9e2a507.png\" \/><\/p>\n<h4>3. \u6587\u672c\u8f6c\u8bed\u97f3\u64cd\u4f5c\u6d41\u7a0b<\/h4>\n<li>\u5728\u6587\u672c\u6846\u4e2d\u8f93\u5165\u4efb\u610f\u4e2d\u6587\u5185\u5bb9&#xff08;\u652f\u6301\u6362\u884c\u548c\u6807\u70b9&#xff09;<\/li>\n<li>\u70b9\u51fb \u201c\u5f00\u59cb\u5408\u6210\u8bed\u97f3\u201d<\/li>\n<li>\u7b49\u5f85 1~3 \u79d2&#xff0c;\u9875\u9762\u81ea\u52a8\u64ad\u653e\u751f\u6210\u7684 .wav \u97f3\u9891<\/li>\n<li>\u53ef\u70b9\u51fb\u4e0b\u8f7d\u6309\u94ae\u4fdd\u5b58\u672c\u5730\u4f7f\u7528<\/li>\n<h4>4. API \u8c03\u7528\u793a\u4f8b&#xff08;Python&#xff09;<\/h4>\n<p>import requests<\/p>\n<p>response &#061; requests.post(<br \/>\n    &#034;http:\/\/your-server-ip:8080\/tts&#034;,<br \/>\n    json&#061;{&#034;text&#034;: &#034;\u4f60\u597d&#xff0c;\u8fd9\u662f\u901a\u8fc7 API \u8c03\u7528\u7684\u8bed\u97f3\u5408\u6210&#034;}<br \/>\n)<\/p>\n<p>if response.status_code &#061;&#061; 200:<br \/>\n    data &#061; response.json()<br \/>\n    print(&#034;Audio URL:&#034;, data[&#039;audio_url&#039;])<br \/>\n    # \u53ef\u76f4\u63a5\u5d4c\u5165\u7f51\u9875\u64ad\u653e\u6216\u4e0b\u8f7d<br \/>\nelse:<br \/>\n    print(&#034;Error:&#034;, response.json())<\/p>\n<hr \/>\n<h3>\u2705 \u603b\u7ed3&#xff1a;\u4f4e\u6210\u672c\u8bed\u97f3\u65b9\u6848\u7684\u6838\u5fc3\u4ef7\u503c<\/h3>\n<p>\u672c\u6b21\u5b9e\u8df5\u9a8c\u8bc1\u4e86\u57fa\u4e8e ModelScope Sambert-Hifigan \u7684\u4e2d\u6587\u591a\u60c5\u611f\u8bed\u97f3\u5408\u6210\u7cfb\u7edf&#xff0c;\u5728\u7eaf CPU \u73af\u5883\u4e0b\u5177\u5907\u51fa\u8272\u7684\u7a33\u5b9a\u6027\u4e0e\u6027\u4ef7\u6bd4\u3002\u5176\u6838\u5fc3\u4f18\u52bf\u4f53\u73b0\u5728&#xff1a;<\/p>\n<p>&#x1f4cc; \u4e09\u5927\u6838\u5fc3\u4eae\u70b9\u603b\u7ed3&#xff1a; 1. \u96f6 GPU \u6210\u672c&#xff1a;\u5168\u7a0b CPU \u63a8\u7406&#xff0c;\u5355\u53f0 4 \u6838\u670d\u52a1\u5668\u5373\u53ef\u652f\u6491\u5343\u6b21\u7ea7\u65e5\u8c03\u7528 2. \u5f00\u7bb1\u5373\u7528&#xff1a;\u5df2\u4fee\u590d\u6240\u6709\u5173\u952e\u4f9d\u8d56\u51b2\u7a81&#xff0c;\u675c\u7edd\u201c\u73af\u5883\u707e\u96be\u201d 3. \u53cc\u6a21\u8bbf\u95ee&#xff1a;\u540c\u65f6\u652f\u6301 WebUI \u4ea4\u4e92\u4e0e\u6807\u51c6\u5316 API \u96c6\u6210&#xff0c;\u7075\u6d3b\u9002\u914d\u5404\u7c7b\u573a\u666f<\/p>\n<h4>&#x1f4c8; \u9002\u7528\u573a\u666f\u63a8\u8350<\/h4>\n<ul>\n<li>\u4f01\u4e1a\u5185\u90e8\u77e5\u8bc6\u5e93\u8bed\u97f3\u64ad\u62a5<\/li>\n<li>\u6559\u80b2\u7c7b App \u7684\u8bfe\u6587\u6717\u8bfb\u529f\u80fd<\/li>\n<li>\u667a\u80fd\u786c\u4ef6\u8bbe\u5907\u7684\u79bb\u7ebf TTS \u6a21\u5757<\/li>\n<li>\u5ba2\u670d\u673a\u5668\u4eba\u5e94\u7b54\u8bed\u97f3\u751f\u6210<\/li>\n<\/ul>\n<h4>&#x1f504; \u540e\u7eed\u4f18\u5316\u65b9\u5411<\/h4>\n<ul>\n<li>\u589e\u52a0\u60c5\u611f\u53c2\u6570 API \u63a7\u5236\u63a5\u53e3<\/li>\n<li>\u5f15\u5165\u8bed\u97f3\u514b\u9686&#xff08;Voice Cloning&#xff09;\u80fd\u529b<\/li>\n<li>\u652f\u6301\u6279\u91cf\u5f02\u6b65\u5408\u6210\u4efb\u52a1\u961f\u5217<\/li>\n<li>\u6dfb\u52a0 JWT \u8ba4\u8bc1\u9632\u6b62\u6ee5\u7528<\/li>\n<\/ul>\n<hr \/>\n<h3>&#x1f4da; \u9644\u5f55&#xff1a;\u8d44\u6e90\u94fe\u63a5<\/h3>\n<ul>\n<li>ModelScope \u6a21\u578b\u4e3b\u9875&#xff1a;https:\/\/modelscope.cn\/models\/damo\/speech_sambert-hifigan_tts_zh-cn_16k<\/li>\n<li>GitHub \u793a\u4f8b\u4ee3\u7801\u4ed3\u5e93&#xff1a;https:\/\/github.com\/your-repo\/tts-flask-demo<\/li>\n<li>Docker \u955c\u50cf\u6784\u5efa\u811a\u672c&#xff08;Dockerfile&#xff09;\u53ef\u8054\u7cfb\u4f5c\u8005\u83b7\u53d6<\/li>\n<\/ul>\n<p>\u672c\u6587\u65b9\u6848\u5df2\u5728\u591a\u4e2a\u5b9e\u9645\u9879\u76ee\u4e2d\u843d\u5730\u9a8c\u8bc1&#xff0c;\u771f\u6b63\u5b9e\u73b0\u4e86\u201c\u4f4e\u6210\u672c\u3001\u9ad8\u8d28\u91cf\u3001\u6613\u7ef4\u62a4\u201d\u7684\u8bed\u97f3\u5408\u6210\u670d\u52a1\u95ed\u73af\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f4e\u6210\u672c\u8bed\u97f3\u65b9\u6848\u9a8c\u8bc1&#xff1a;\u5355\u53f0\u670d\u52a1\u5668\u652f\u6491\u5343\u6b21\u8c03\u7528<br \/>\n&#x1f4cc; \u80cc\u666f\u4e0e\u6311\u6218&#xff1a;\u4e2d\u6587\u591a\u60c5\u611f\u8bed\u97f3\u5408\u6210\u7684\u843d\u5730\u9700\u6c42<br \/>\n\u5728\u667a\u80fd\u5ba2\u670d\u3001\u6709\u58f0\u9605\u8bfb\u3001\u865a\u62df\u4e3b\u64ad\u7b49\u573a\u666f\u4e2d&#xff0c;\u9ad8\u8d28\u91cf\u4e2d\u6587\u8bed\u97f3\u5408\u6210&#xff08;TTS&#xff09; 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