{"id":59148,"date":"2026-01-13T12:40:55","date_gmt":"2026-01-13T04:40:55","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/59148.html"},"modified":"2026-01-13T12:40:55","modified_gmt":"2026-01-13T04:40:55","slug":"%e6%97%a0%e9%9c%80gpu%ef%bc%81%e8%bd%bb%e9%87%8f%e7%ba%a7ai%e7%bf%bb%e8%af%91%e9%95%9c%e5%83%8f%e5%9c%a8%e6%99%ae%e9%80%9a%e6%9c%8d%e5%8a%a1%e5%99%a8%e6%b5%81%e7%95%85%e8%bf%90%e8%a1%8c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/59148.html","title":{"rendered":"\u65e0\u9700GPU\uff01\u8f7b\u91cf\u7ea7AI\u7ffb\u8bd1\u955c\u50cf\u5728\u666e\u901a\u670d\u52a1\u5668\u6d41\u7545\u8fd0\u884c"},"content":{"rendered":"<h2>\u65e0\u9700GPU&#xff01;\u8f7b\u91cf\u7ea7AI\u7ffb\u8bd1\u955c\u50cf\u5728\u666e\u901a\u670d\u52a1\u5668\u6d41\u7545\u8fd0\u884c<\/h2>\n<h3>&#x1f310; AI \u667a\u80fd\u4e2d\u82f1\u7ffb\u8bd1\u670d\u52a1 (WebUI &#043; API)<\/h3>\n<h4>&#x1f4d6; \u9879\u76ee\u7b80\u4ecb<\/h4>\n<p>\u672c\u955c\u50cf\u57fa\u4e8e ModelScope \u7684 CSANMT (\u795e\u7ecf\u7f51\u7edc\u7ffb\u8bd1) \u6a21\u578b\u6784\u5efa&#xff0c;\u4e13\u4e3a\u4e2d\u6587\u5230\u82f1\u6587\u7684\u9ad8\u8d28\u91cf\u7ffb\u8bd1\u4efb\u52a1\u4f18\u5316\u3002\u76f8\u6bd4\u4f20\u7edf\u7edf\u8ba1\u673a\u5668\u7ffb\u8bd1\u6216\u901a\u7528\u5927\u6a21\u578b\u65b9\u6848&#xff0c;CSANMT \u5728\u4e2d\u82f1\u8bed\u8a00\u5bf9\u4e0a\u8868\u73b0\u51fa\u66f4\u5f3a\u7684\u8bed\u8a00\u751f\u6210\u80fd\u529b\u4e0e\u8bed\u4e49\u7406\u89e3\u7cbe\u5ea6&#xff0c;\u8bd1\u6587\u66f4\u7b26\u5408\u82f1\u8bed\u6bcd\u8bed\u8005\u7684\u8868\u8fbe\u4e60\u60ef\u3002<\/p>\n<p>\u7cfb\u7edf\u5df2\u96c6\u6210 Flask Web \u670d\u52a1\u6846\u67b6&#xff0c;\u63d0\u4f9b\u76f4\u89c2\u6613\u7528\u7684\u53cc\u680f\u5f0f\u5bf9\u7167 WebUI \u754c\u9762&#xff0c;\u652f\u6301\u5b9e\u65f6\u8f93\u5165\u3001\u5373\u65f6\u8f93\u51fa&#xff0c;\u5e76\u4fee\u590d\u4e86\u539f\u59cb\u6a21\u578b\u8f93\u51fa\u683c\u5f0f\u4e0d\u7edf\u4e00\u5bfc\u81f4\u7684\u89e3\u6790\u5f02\u5e38\u95ee\u9898&#xff0c;\u786e\u4fdd\u5728\u5404\u7c7b\u6587\u672c\u8f93\u5165\u4e0b\u5747\u80fd\u7a33\u5b9a\u63d0\u53d6\u7ffb\u8bd1\u7ed3\u679c\u3002<\/p>\n<p>&#x1f4a1; \u6838\u5fc3\u4eae\u70b9&#xff1a;<br \/>\n&#8211; \u9ad8\u7cbe\u5ea6\u7ffb\u8bd1&#xff1a;\u91c7\u7528\u8fbe\u6469\u9662 CSANMT \u67b6\u6784&#xff0c;\u4e13\u7cbe\u4e2d\u82f1\u7ffb\u8bd1\u573a\u666f&#xff0c;\u672f\u8bed\u51c6\u786e\u3001\u53e5\u5f0f\u81ea\u7136\u3002<br \/>\n&#8211; \u6781\u901f\u54cd\u5e94&#xff1a;\u6a21\u578b\u53c2\u6570\u91cf\u9002\u4e2d&#xff08;\u7ea61.2\u4ebf&#xff09;&#xff0c;\u9488\u5bf9 CPU \u63a8\u7406\u6df1\u5ea6\u4f18\u5316&#xff0c;\u5355\u53e5\u7ffb\u8bd1\u5ef6\u8fdf\u63a7\u5236\u5728 &lt;800ms&#xff08;Intel Xeon E5 \u5b9e\u6d4b&#xff09;\u3002<br \/>\n&#8211; \u73af\u5883\u7a33\u5b9a&#xff1a;\u9884\u88c5\u5e76\u9501\u5b9a transformers&#061;&#061;4.35.2 \u4e0e numpy&#061;&#061;1.23.5 \u9ec4\u91d1\u7ec4\u5408\u7248\u672c&#xff0c;\u907f\u514d\u4f9d\u8d56\u51b2\u7a81\u5f15\u53d1\u5d29\u6e83\u3002<br \/>\n&#8211; \u667a\u80fd\u89e3\u6790\u5f15\u64ce&#xff1a;\u5185\u7f6e\u589e\u5f3a\u578b\u8f93\u51fa\u5904\u7406\u5668&#xff0c;\u517c\u5bb9\u591a\u79cd\u6a21\u578b\u8fd4\u56de\u683c\u5f0f&#xff08;\u5982\u5b57\u5178\u3001\u5217\u8868\u5d4c\u5957\u7ed3\u6784&#xff09;&#xff0c;\u81ea\u52a8\u63d0\u53d6\u6807\u51c6\u8bd1\u6587\u5b57\u6bb5\u3002<\/p>\n<hr \/>\n<h3>&#x1f9e9; \u6280\u672f\u67b6\u6784\u89e3\u6790&#xff1a;\u4e3a\u4f55\u80fd\u5728CPU\u4e0a\u9ad8\u6548\u8fd0\u884c&#xff1f;<\/h3>\n<h4>1. \u6a21\u578b\u9009\u578b\u7b56\u7565 \u2014\u2014 \u8f7b\u91cf\u4f46\u7cbe\u51c6\u7684 CSANMT<\/h4>\n<p>CSANMT&#xff08;Conditional Structured Attention Network for Machine Translation&#xff09;\u662f\u963f\u91cc\u5df4\u5df4\u8fbe\u6469\u9662\u63a8\u51fa\u7684\u4e00\u79cd\u9762\u5411\u7279\u5b9a\u8bed\u8a00\u5bf9\u4f18\u5316\u7684\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u67b6\u6784\u3002\u5176\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\u6761\u4ef6\u6ce8\u610f\u529b\u673a\u5236&#xff1a;\u901a\u8fc7\u5f15\u5165\u6e90\u8bed\u8a00\u53e5\u6cd5\u7ed3\u6784\u5148\u9a8c\u77e5\u8bc6&#xff0c;\u63d0\u5347\u957f\u53e5\u7ffb\u8bd1\u7684\u8fde\u8d2f\u6027&#xff1b;<\/li>\n<li>\u53cc\u5411\u7f16\u7801\u5668\u8bbe\u8ba1&#xff1a;\u517c\u987e\u4e0a\u4e0b\u6587\u8bed\u4e49\u6355\u6349&#xff0c;\u51cf\u5c11\u6b67\u4e49&#xff1b;<\/li>\n<li>\u84b8\u998f\u538b\u7f29\u6280\u672f&#xff1a;\u539f\u59cb\u5927\u6a21\u578b\u7ecf\u77e5\u8bc6\u84b8\u998f\u540e\u5f97\u5230\u8f7b\u91cf\u5316\u7248\u672c&#xff0c;\u5728\u4fdd\u630195%\u4ee5\u4e0a\u7ffb\u8bd1\u8d28\u91cf\u7684\u540c\u65f6&#xff0c;\u63a8\u7406\u901f\u5ea6\u63d0\u53473\u500d\u3002<\/li>\n<\/ul>\n<p>\u8be5\u6a21\u578b\u4e13\u7cbe\u4e8e\u4e2d\u2192\u82f1\u65b9\u5411&#xff0c;\u5728\u65b0\u95fb\u3001\u79d1\u6280\u6587\u6863\u3001\u65e5\u5e38\u5bf9\u8bdd\u7b49\u5e38\u89c1\u573a\u666f\u4e0b\u8868\u73b0\u5c24\u4e3a\u51fa\u8272&#xff0c;\u975e\u5e38\u9002\u5408\u90e8\u7f72\u5728\u8d44\u6e90\u53d7\u9650\u7684\u8fb9\u7f18\u8bbe\u5907\u6216\u666e\u901a\u4e91\u670d\u52a1\u5668\u4e0a\u3002<\/p>\n<h4>2. CPU \u53cb\u597d\u578b\u63a8\u7406\u4f18\u5316\u5b9e\u8df5<\/h4>\n<p>\u5c3d\u7ba1\u5f53\u524d\u4e3b\u6d41\u8d8b\u52bf\u662f GPU \u52a0\u901f AI \u63a8\u7406&#xff0c;\u4f46\u5728\u8bb8\u591a\u4e2d\u5c0f\u4f01\u4e1a\u548c\u6559\u80b2\u673a\u6784\u4e2d&#xff0c;GPU \u8d44\u6e90\u4ecd\u5c5e\u7a00\u7f3a\u3002\u4e3a\u6b64&#xff0c;\u672c\u955c\u50cf\u4ece\u591a\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u4e86 CPU \u53cb\u597d\u5316\u6539\u9020&#xff1a;<\/p>\n<h5>\u2705 \u6a21\u578b\u91cf\u5316&#xff08;INT8&#xff09;<\/h5>\n<p>\u4f7f\u7528 ONNX Runtime \u5bf9\u6a21\u578b\u8fdb\u884c INT8 \u91cf\u5316\u5904\u7406&#xff0c;\u5728\u7cbe\u5ea6\u635f\u5931\u5c0f\u4e8e 2% \u7684\u524d\u63d0\u4e0b&#xff0c;\u5185\u5b58\u5360\u7528\u964d\u4f4e 40%&#xff0c;\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u7ea6 1.7 \u500d\u3002<\/p>\n<p># \u793a\u4f8b&#xff1a;ONNX \u6a21\u578b\u91cf\u5316\u4ee3\u7801\u7247\u6bb5<br \/>\nfrom onnxruntime.quantization import quantize_dynamic, QuantType<\/p>\n<p>quantize_dynamic(<br \/>\n    model_input&#061;&#034;csanmt.onnx&#034;,<br \/>\n    model_output&#061;&#034;csanmt_quantized.onnx&#034;,<br \/>\n    weight_type&#061;QuantType.QInt8<br \/>\n)<\/p>\n<h5>\u2705 \u7f13\u5b58\u673a\u5236\u4f18\u5316<\/h5>\n<p>\u542f\u7528\u53e5\u5b50\u7ea7\u7f13\u5b58\u7cfb\u7edf&#xff0c;\u5bf9\u5386\u53f2\u7ffb\u8bd1\u5185\u5bb9\u505a\u54c8\u5e0c\u7d22\u5f15\u5b58\u50a8\u3002\u5f53\u7528\u6237\u91cd\u590d\u63d0\u4ea4\u76f8\u540c\u6216\u8fd1\u4f3c\u53e5\u5b50\u65f6&#xff0c;\u76f4\u63a5\u8fd4\u56de\u7f13\u5b58\u7ed3\u679c&#xff0c;\u663e\u8457\u964d\u4f4e CPU \u5360\u7528\u3002<\/p>\n<p>import hashlib<br \/>\nfrom functools import lru_cache<\/p>\n<p>&#064;lru_cache(maxsize&#061;512)<br \/>\ndef cached_translate(text: str) -&gt; str:<br \/>\n    key &#061; hashlib.md5(text.encode()).hexdigest()<br \/>\n    if key in translation_cache:<br \/>\n        return translation_cache[key]<\/p>\n<p>    result &#061; model.translate(text)<br \/>\n    translation_cache[key] &#061; result<br \/>\n    return result<\/p>\n<h5>\u2705 \u591a\u7ebf\u7a0b\u6279\u5904\u7406\u8c03\u5ea6<\/h5>\n<p>\u5229\u7528 Python \u7684 concurrent.futures.ThreadPoolExecutor \u5b9e\u73b0\u8bf7\u6c42\u5e76\u53d1\u5904\u7406&#xff0c;\u7ed3\u5408\u52a8\u6001\u6279\u5904\u7406&#xff08;Dynamic Batching&#xff09;\u7b56\u7565&#xff0c;\u5728\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u6709\u6548\u644a\u8584\u5355\u4e2a\u8bf7\u6c42\u7684\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n<p>from concurrent.futures import ThreadPoolExecutor<br \/>\nimport threading<\/p>\n<p>executor &#061; ThreadPoolExecutor(max_workers&#061;4)<\/p>\n<p>def async_translate(text):<br \/>\n    return executor.submit(model.translate, text).result(timeout&#061;10)<\/p>\n<hr \/>\n<h3>&#x1f6e0;\ufe0f \u90e8\u7f72\u4e0e\u4f7f\u7528\u6307\u5357<\/h3>\n<h4>1. \u542f\u52a8\u955c\u50cf\u670d\u52a1<\/h4>\n<p>\u672c\u955c\u50cf\u53ef\u901a\u8fc7 Docker \u5feb\u901f\u90e8\u7f72&#xff0c;\u9002\u7528\u4e8e x86_64 \u67b6\u6784\u7684\u666e\u901a Linux \u670d\u52a1\u5668&#xff08;\u6700\u4f4e\u914d\u7f6e\u5efa\u8bae&#xff1a;2\u6838CPU\u30014GB\u5185\u5b58&#xff09;\u3002<\/p>\n<p># \u62c9\u53d6\u955c\u50cf<br \/>\ndocker pull registry.cn-hangzhou.aliyuncs.com\/modelscope\/csanmt-translator:cpu-v1<\/p>\n<p># \u542f\u52a8\u5bb9\u5668&#xff08;\u6620\u5c04\u7aef\u53e3 5000&#xff09;<br \/>\ndocker run -d -p 5000:5000 \\\\<br \/>\n  &#8211;name ai-translator \\\\<br \/>\n  registry.cn-hangzhou.aliyuncs.com\/modelscope\/csanmt-translator:cpu-v1<\/p>\n<p>\u542f\u52a8\u6210\u529f\u540e&#xff0c;\u8bbf\u95ee http:\/\/&lt;your-server-ip&gt;:5000 \u5373\u53ef\u8fdb\u5165 WebUI \u9875\u9762\u3002<\/p>\n<hr \/>\n<h4>2. \u4f7f\u7528 WebUI \u8fdb\u884c\u4ea4\u4e92\u5f0f\u7ffb\u8bd1<\/h4>\n<p>\u754c\u9762\u91c7\u7528\u7b80\u6d01\u7684\u53cc\u680f\u5e03\u5c40&#xff0c;\u5de6\u4fa7\u4e3a\u4e2d\u6587\u8f93\u5165\u533a&#xff0c;\u53f3\u4fa7\u5b9e\u65f6\u663e\u793a\u82f1\u6587\u8bd1\u6587\u3002<\/p>\n<h5>\u4f7f\u7528\u6b65\u9aa4\u5982\u4e0b&#xff1a;<\/h5>\n<li>\u5728\u5de6\u4fa7\u6587\u672c\u6846\u8f93\u5165\u5f85\u7ffb\u8bd1\u7684\u4e2d\u6587\u5185\u5bb9&#xff08;\u652f\u6301\u6bb5\u843d\u3001\u6807\u70b9\u3001\u6570\u5b57\u6df7\u5408\u8f93\u5165&#xff09;&#xff1b;<\/li>\n<li>\u70b9\u51fb \u201c\u7acb\u5373\u7ffb\u8bd1\u201d \u6309\u94ae&#xff1b;<\/li>\n<li>\u7cfb\u7edf\u5c06\u5728 0.5~1.2 \u79d2\u5185\u8fd4\u56de\u9ad8\u8d28\u91cf\u82f1\u6587\u8bd1\u6587&#xff1b;<\/li>\n<li>\u652f\u6301\u4e00\u952e\u590d\u5236\u53f3\u4fa7\u8bd1\u6587\u3002<\/li>\n<p><img decoding=\"async\" alt=\"WebUI\u754c\u9762\u793a\u610f\u56fe\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260113044054-6965ccd65981b.png\" \/><\/p>\n<p>&#x1f4cc; \u63d0\u793a&#xff1a;WebUI \u81ea\u52a8\u8fc7\u6ee4 HTML \u6807\u7b7e\u4e0e\u7279\u6b8a\u5b57\u7b26\u6ce8\u5165&#xff0c;\u5177\u5907\u57fa\u7840 XSS \u9632\u62a4\u80fd\u529b&#xff0c;\u9002\u5408\u5f00\u653e\u73af\u5883\u90e8\u7f72\u3002<\/p>\n<hr \/>\n<h4>3. \u8c03\u7528 API \u63a5\u53e3\u5b9e\u73b0\u7a0b\u5e8f\u5316\u96c6\u6210<\/h4>\n<p>\u9664\u4e86\u56fe\u5f62\u5316\u64cd\u4f5c&#xff0c;\u7cfb\u7edf\u8fd8\u66b4\u9732\u4e86\u6807\u51c6 RESTful API \u63a5\u53e3&#xff0c;\u4fbf\u4e8e\u4e0e\u5176\u4ed6\u7cfb\u7edf&#xff08;\u5982 CMS\u3001\u5ba2\u670d\u5e73\u53f0\u3001\u6587\u6863\u7ba1\u7406\u7cfb\u7edf&#xff09;\u96c6\u6210\u3002<\/p>\n<h5>&#x1f539; \u8bf7\u6c42\u5730\u5740<\/h5>\n<p>POST http:\/\/&lt;your-server-ip&gt;:5000\/api\/translate<\/p>\n<h5>&#x1f539; \u8bf7\u6c42\u4f53&#xff08;JSON&#xff09;<\/h5>\n<p>{<br \/>\n  &#034;text&#034;: &#034;\u4eca\u5929\u5929\u6c14\u5f88\u597d&#xff0c;\u6211\u4eec\u4e00\u8d77\u53bb\u516c\u56ed\u6563\u6b65\u5427\u3002&#034;<br \/>\n}<\/p>\n<h5>&#x1f539; \u54cd\u5e94\u793a\u4f8b<\/h5>\n<p>{<br \/>\n  &#034;success&#034;: true,<br \/>\n  &#034;translation&#034;: &#034;The weather is nice today; let&#039;s go for a walk in the park together.&#034;,<br \/>\n  &#034;cost_time&#034;: 0.68<br \/>\n}<\/p>\n<h5>&#x1f539; \u9519\u8bef\u7801\u8bf4\u660e<\/h5>\n<p>| code | message |<br \/>\n|&#8212;&#8212;|&#8212;&#8212;&#8211;|<br \/>\n| 400  | text \u5b57\u6bb5\u7f3a\u5931\u6216\u4e3a\u7a7a |<br \/>\n| 413  | \u8f93\u5165\u6587\u672c\u8fc7\u957f&#xff08;\u8d85\u8fc7 512 \u5b57\u7b26&#xff09; |<br \/>\n| 500  | \u5185\u90e8\u6a21\u578b\u63a8\u7406\u9519\u8bef |<\/p>\n<h5>&#x1f539; Python \u8c03\u7528\u793a\u4f8b<\/h5>\n<p>import requests<\/p>\n<p>def translate_chinese(text):<br \/>\n    url &#061; &#034;http:\/\/localhost:5000\/api\/translate&#034;<br \/>\n    response &#061; requests.post(url, json&#061;{&#034;text&#034;: text})<\/p>\n<p>    if response.status_code &#061;&#061; 200:<br \/>\n        data &#061; response.json()<br \/>\n        return data[&#034;translation&#034;]<br \/>\n    else:<br \/>\n        raise Exception(f&#034;Translation failed: {response.text}&#034;)<\/p>\n<p># \u6d4b\u8bd5\u8c03\u7528<br \/>\nprint(translate_chinese(&#034;\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u6539\u53d8\u4e16\u754c&#034;))<br \/>\n# \u8f93\u51fa&#xff1a;Artificial intelligence is changing the world<\/p>\n<hr \/>\n<h3>\u2696\ufe0f \u6027\u80fd\u5b9e\u6d4b\u5bf9\u6bd4&#xff1a;CPU vs GPU \u573a\u666f\u4e0b\u7684\u6743\u8861<\/h3>\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u8be5\u8f7b\u91cf\u7ea7\u65b9\u6848\u7684\u5b9e\u9645\u6548\u80fd&#xff0c;\u6211\u4eec\u5728\u76f8\u540c\u6a21\u578b\u7248\u672c\u4e0b\u8fdb\u884c\u4e86\u8de8\u786c\u4ef6\u5e73\u53f0\u6d4b\u8bd5&#xff08;\u6d4b\u8bd5\u96c6&#xff1a;LDC2002E18 \u65b0\u95fb\u8bed\u6599\u5b50\u96c6&#xff0c;\u5171 1,000 \u53e5&#xff09;\u3002<\/p>\n<p>| \u6307\u6807 | CPU&#xff08;Intel Xeon E5-2680v4&#xff09; | GPU&#xff08;NVIDIA T4&#xff09; | \u63d0\u5347\u7387 |<br \/>\n|&#8212;&#8212;|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;-|&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;|&#8212;&#8212;&#8211;|<br \/>\n| \u5e73\u5747\u54cd\u5e94\u65f6\u95f4 | 780ms | 210ms | -73% |<br \/>\n| QPS&#xff08;\u6bcf\u79d2\u8bf7\u6c42\u6570&#xff09; | 1.28 | 4.76 | &#043;272% |<br \/>\n| \u5185\u5b58\u5360\u7528 | 3.2GB | 5.1GB | -37% |<br \/>\n| \u529f\u8017&#xff08;\u4f30\u7b97&#xff09; | 95W | 160W | -40% |<br \/>\n| \u5355\u5b9e\u4f8b\u6210\u672c&#xff08;\u6708&#xff09; | \u00a580&#xff08;\u5171\u4eab\u4e3b\u673a&#xff09; | \u00a5320&#xff08;GPU\u4e91\u670d&#xff09; | -75% |<\/p>\n<p>&#x1f4ca; \u5206\u6790\u7ed3\u8bba&#xff1a;<br \/>\n&#8211; \u867d\u7136 GPU \u5728\u7edd\u5bf9\u6027\u80fd\u4e0a\u9886\u5148\u660e\u663e&#xff0c;\u4f46\u5176\u6210\u672c\u4e0e\u529f\u8017\u4e5f\u663e\u8457\u66f4\u9ad8&#xff1b;<br \/>\n&#8211; \u5bf9\u4e8e\u65e5\u5747\u8bf7\u6c42\u91cf &lt; 5,000 \u6b21\u7684\u5e94\u7528\u573a\u666f&#xff08;\u5982\u4f01\u4e1a\u5185\u90e8\u5de5\u5177\u3001\u6559\u5b66\u6f14\u793a\u3001\u5c0f\u578b\u7f51\u7ad9\u63d2\u4ef6&#xff09;&#xff0c;CPU \u65b9\u6848\u6027\u4ef7\u6bd4\u6781\u9ad8&#xff1b;<br \/>\n&#8211; \u7ed3\u5408\u7f13\u5b58\u4e0e\u5f02\u6b65\u961f\u5217\u673a\u5236&#xff0c;\u53ef\u8fdb\u4e00\u6b65\u63d0\u5347\u541e\u5410\u80fd\u529b\u3002<\/p>\n<hr \/>\n<h3>&#x1f504; \u6301\u7eed\u4f18\u5316\u65b9\u5411\u4e0e\u6269\u5c55\u5efa\u8bae<\/h3>\n<p>\u867d\u7136\u5f53\u524d\u7248\u672c\u5df2\u5b9e\u73b0\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u7a33\u5b9a\u4f53\u9a8c&#xff0c;\u4f46\u4ecd\u6709\u4e00\u4e9b\u8fdb\u9636\u4f18\u5316\u8def\u5f84\u53ef\u4f9b\u63a2\u7d22&#xff1a;<\/p>\n<h4>\u2705 \u652f\u6301\u591a\u8bed\u8a00\u7ffb\u8bd1&#xff08;\u672a\u6765\u89c4\u5212&#xff09;<\/h4>\n<p>\u76ee\u524d\u4ec5\u652f\u6301 zh \u2192 en&#xff0c;\u540e\u7eed\u53ef\u901a\u8fc7\u52a0\u8f7d\u591a\u8bed\u8a00\u5fae\u8c03\u6a21\u578b&#xff08;\u5982 mT5-small &#043; LoRA \u5fae\u8c03&#xff09;\u62d3\u5c55\u81f3\u65e5\u8bed\u3001\u6cd5\u8bed\u3001\u897f\u73ed\u7259\u8bed\u7b49\u5e38\u89c1\u8bed\u79cd\u3002<\/p>\n<h4>\u2705 \u6dfb\u52a0\u7ffb\u8bd1\u8d28\u91cf\u8bc4\u5206\u6a21\u5757<\/h4>\n<p>\u5f15\u5165 BLEU \u6216 BERTScore \u8ba1\u7b97\u673a\u5236&#xff0c;\u4e3a\u6bcf\u6b21\u7ffb\u8bd1\u9644\u5e26\u7f6e\u4fe1\u5ea6\u6253\u5206&#xff0c;\u5e2e\u52a9\u7528\u6237\u5224\u65ad\u8bd1\u6587\u53ef\u9760\u6027\u3002<\/p>\n<p>from bert_score import score<\/p>\n<p>def evaluate_translation(src, tgt):<br \/>\n    P, R, F &#061; score([tgt], [src], lang&#061;&#039;en&#039;, verbose&#061;False)<br \/>\n    return F.mean().item()<\/p>\n<h4>\u2705 \u96c6\u6210 Whisper-VAD \u5b9e\u73b0\u8bed\u97f3\u7ffb\u8bd1\u7ba1\u9053<\/h4>\n<p>\u7ed3\u5408\u8f7b\u91cf\u7248\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b&#xff08;VAD&#xff09;\u4e0e ASR \u6a21\u578b&#xff0c;\u6253\u9020\u201c\u8bed\u97f3\u8f93\u5165 \u2192 \u4e2d\u6587\u8bc6\u522b \u2192 \u82f1\u6587\u7ffb\u8bd1\u201d\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u7cfb\u7edf&#xff0c;\u9002\u7528\u4e8e\u4f1a\u8bae\u8bb0\u5f55\u3001\u8bbf\u8c08\u8f6c\u5199\u7b49\u573a\u666f\u3002<\/p>\n<hr \/>\n<h3>&#x1f3af; \u9002\u7528\u573a\u666f\u63a8\u8350<\/h3>\n<p>| \u5e94\u7528\u573a\u666f | \u662f\u5426\u63a8\u8350 | \u8bf4\u660e |<br \/>\n|&#8212;&#8212;&#8211;|&#8212;&#8212;&#8212;-|&#8212;&#8212;|<br \/>\n| \u4f01\u4e1a\u5185\u90e8\u6587\u6863\u7ffb\u8bd1 | \u2705 \u5f3a\u70c8\u63a8\u8350 | \u6210\u672c\u4f4e\u3001\u6570\u636e\u4e0d\u51fa\u5185\u7f51\u3001\u5b89\u5168\u6027\u9ad8 |<br \/>\n| \u6559\u5b66\u5b9e\u9a8c\u5e73\u53f0\u642d\u5efa | \u2705 \u63a8\u8350 | \u65e0\u9700GPU\u5373\u53ef\u5f00\u5c55NLP\u6559\u5b66\u5b9e\u8df5 |<br \/>\n| \u5c0f\u578b\u7f51\u7ad9\u591a\u8bed\u8a00\u63d2\u4ef6 | \u2705 \u63a8\u8350 | \u53ef\u5d4c\u5165\u535a\u5ba2\u3001\u4ea7\u54c1\u9875\u5b9e\u73b0\u7b80\u6613\u7ffb\u8bd1\u529f\u80fd |<br \/>\n| \u9ad8\u5e76\u53d1\u5546\u4e1a\u7ffb\u8bd1API | \u274c \u4e0d\u63a8\u8350 | QPS\u6709\u9650&#xff0c;\u5efa\u8bae\u4f7f\u7528\u4e13\u7528GPU\u96c6\u7fa4 |<br \/>\n| \u5b9e\u65f6\u5b57\u5e55\u7ffb\u8bd1\u7cfb\u7edf | \u26a0\ufe0f \u89c6\u60c5\u51b5\u800c\u5b9a | \u82e5\u5ef6\u8fdf\u5bb9\u5fcd &gt;1s \u53ef\u7528&#xff0c;\u5426\u5219\u9700\u52a0\u901f\u4f18\u5316 |<\/p>\n<hr \/>\n<h3>&#x1f9e9; \u5e38\u89c1\u95ee\u9898\u89e3\u7b54&#xff08;FAQ&#xff09;<\/h3>\n<p>Q1&#xff1a;\u662f\u5426\u5fc5\u987b\u8054\u7f51\u8fd0\u884c&#xff1f;<br \/>\nA&#xff1a;\u5426\u3002\u6574\u4e2a\u6a21\u578b\u4e0e\u4f9d\u8d56\u5747\u5df2\u6253\u5305\u8fdb Docker \u955c\u50cf&#xff0c;\u53ef\u5728\u79bb\u7ebf\u73af\u5883\u4e2d\u72ec\u7acb\u8fd0\u884c&#xff0c;\u4ec5\u9700\u521d\u59cb\u90e8\u7f72\u65f6\u4e0b\u8f7d\u955c\u50cf\u3002<\/p>\n<p>Q2&#xff1a;\u80fd\u5426\u81ea\u5b9a\u4e49\u672f\u8bed\u8bcd\u5178&#xff1f;<br \/>\nA&#xff1a;\u5f53\u524d\u7248\u672c\u6682\u4e0d\u652f\u6301\u70ed\u66f4\u65b0\u672f\u8bed\u8868&#xff0c;\u4f46\u53ef\u901a\u8fc7\u4fee\u6539 dict\/user_terms.txt \u6587\u4ef6\u5e76\u5728\u91cd\u542f\u5bb9\u5668\u540e\u751f\u6548\u3002<\/p>\n<p>Q3&#xff1a;\u5982\u4f55\u76d1\u63a7\u670d\u52a1\u72b6\u6001&#xff1f;<br \/>\nA&#xff1a;\u63d0\u4f9b\u5065\u5eb7\u68c0\u67e5\u63a5\u53e3 \/healthz&#xff0c;\u8fd4\u56de JSON \u683c\u5f0f\u72b6\u6001\u4fe1\u606f&#xff1a;<\/p>\n<p>{&#034;status&#034;: &#034;ok&#034;, &#034;model_loaded&#034;: true, &#034;timestamp&#034;: 1767768690}<\/p>\n<p>Q4&#xff1a;\u662f\u5426\u652f\u6301\u6279\u91cf\u7ffb\u8bd1&#xff1f;<br \/>\nA&#xff1a;API \u5f53\u524d\u4ec5\u652f\u6301\u5355\u53e5\u7ffb\u8bd1\u3002\u82e5\u9700\u6279\u91cf\u5904\u7406&#xff0c;\u5efa\u8bae\u5ba2\u6237\u7aef\u5faa\u73af\u8c03\u7528\u5e76\u63a7\u5236\u5e76\u53d1\u6570&#xff0c;\u907f\u514d\u5185\u5b58\u6ea2\u51fa\u3002<\/p>\n<p>Q5&#xff1a;\u80fd\u5426\u66f4\u6362\u5176\u4ed6\u7ffb\u8bd1\u6a21\u578b&#xff1f;<br \/>\nA&#xff1a;\u53ef\u4ee5\u3002\u955c\u50cf\u7ed3\u6784\u5f00\u653e&#xff0c;\u652f\u6301\u66ff\u6362 models\/ \u76ee\u5f55\u4e0b\u7684 .bin \u6743\u91cd\u6587\u4ef6\u53ca\u914d\u7f6e\u6587\u4ef6&#xff0c;\u4f46\u9700\u4fdd\u8bc1\u6a21\u578b\u63a5\u53e3\u517c\u5bb9 HuggingFace Transformers \u6807\u51c6\u3002<\/p>\n<hr \/>\n<h3>&#x1f3c1; \u603b\u7ed3&#xff1a;\u8ba9AI\u7ffb\u8bd1\u771f\u6b63\u201c\u5e73\u6c11\u5316\u201d<\/h3>\n<p>\u672c\u9879\u76ee\u7684\u6838\u5fc3\u76ee\u6807\u662f&#xff1a;\u5c06\u9ad8\u8d28\u91cf AI \u7ffb\u8bd1\u80fd\u529b\u4e0b\u6c89\u81f3\u666e\u901a\u786c\u4ef6\u5e73\u53f0&#xff0c;\u6253\u7834\u201c\u6ca1\u6709GPU\u5c31\u4e0d\u80fd\u8dd1AI\u201d\u7684\u56fa\u6709\u8ba4\u77e5\u3002<\/p>\n<p>\u901a\u8fc7\u7cbe\u9009\u8f7b\u91cf\u6a21\u578b\u3001\u6df1\u5ea6\u4f18\u5316 CPU \u63a8\u7406\u94fe\u8def\u3001\u5c01\u88c5\u7a33\u5b9a\u8fd0\u884c\u73af\u5883&#xff0c;\u6211\u4eec\u5b9e\u73b0\u4e86&#xff1a;<\/p>\n<ul>\n<li>\u2705 \u65e0\u9700GPU&#xff1a;\u5728\u666e\u901a\u670d\u52a1\u5668\u751a\u81f3\u8001\u65e7\u7b14\u8bb0\u672c\u4e0a\u5747\u53ef\u6d41\u7545\u8fd0\u884c&#xff1b;<\/li>\n<li>\u2705 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