{"id":75153,"date":"2026-02-11T17:05:57","date_gmt":"2026-02-11T09:05:57","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/75153.html"},"modified":"2026-02-11T17:05:57","modified_gmt":"2026-02-11T09:05:57","slug":"cam%e6%9c%8d%e5%8a%a1%e5%99%a8%e9%80%89%e5%9e%8b%ef%bc%9acpu-gpu%e9%85%8d%e7%bd%ae%e6%8e%a8%e8%8d%90%e6%b8%85%e5%8d%95","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/75153.html","title":{"rendered":"CAM++\u670d\u52a1\u5668\u9009\u578b\uff1aCPU\/GPU\u914d\u7f6e\u63a8\u8350\u6e05\u5355"},"content":{"rendered":"<h2>CAM&#043;&#043;\u670d\u52a1\u5668\u9009\u578b&#xff1a;CPU\/GPU\u914d\u7f6e\u63a8\u8350\u6e05\u5355<\/h2>\n<h3>1. \u4ec0\u4e48\u662fCAM&#043;&#043;\u8bf4\u8bdd\u4eba\u8bc6\u522b\u7cfb\u7edf&#xff1f;<\/h3>\n<p>CAM&#043;&#043;\u662f\u4e00\u4e2a\u4e13\u6ce8\u8bed\u97f3\u8eab\u4efd\u9a8c\u8bc1\u7684\u5b9e\u7528\u5de5\u5177&#xff0c;\u7531\u5f00\u53d1\u8005\u201c\u79d1\u54e5\u201d\u57fa\u4e8e\u8fbe\u6469\u9662\u5f00\u6e90\u6a21\u578b\u4e8c\u6b21\u5f00\u53d1\u800c\u6210\u3002\u5b83\u4e0d\u662f\u6cdb\u6cdb\u800c\u8c08\u7684\u8bed\u97f3\u8bc6\u522b&#xff08;ASR&#xff09;&#xff0c;\u800c\u662f\u4e13\u95e8\u89e3\u51b3\u4e00\u4e2a\u66f4\u7cbe\u7ec6\u7684\u95ee\u9898&#xff1a;\u5224\u65ad\u4e24\u6bb5\u8bed\u97f3\u662f\u5426\u6765\u81ea\u540c\u4e00\u4e2a\u4eba\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u201c\u58f0\u7eb9\u7248\u7684\u6307\u7eb9\u6bd4\u5bf9\u201d\u2014\u2014\u4e0d\u5173\u5fc3\u8bf4\u8bdd\u5185\u5bb9&#xff0c;\u53ea\u5173\u6ce8\u58f0\u97f3\u672c\u8eab\u7684\u751f\u7269\u7279\u5f81\u3002\u6bd4\u5982&#xff1a;<\/p>\n<ul>\n<li>\u94f6\u884c\u8fdc\u7a0b\u5f00\u6237\u65f6\u9a8c\u8bc1\u5ba2\u6237\u662f\u5426\u672c\u4eba<\/li>\n<li>\u4f01\u4e1a\u5185\u90e8\u4f1a\u8bae\u5f55\u97f3\u4e2d\u81ea\u52a8\u6807\u6ce8\u53d1\u8a00\u4eba<\/li>\n<li>\u667a\u80fd\u5bb6\u5c45\u8bbe\u5907\u8bc6\u522b\u5bb6\u5ead\u6210\u5458\u5e76\u4e2a\u6027\u5316\u54cd\u5e94<\/li>\n<li>\u6559\u80b2\u573a\u666f\u4e2d\u786e\u8ba4\u5b66\u751f\u662f\u5426\u4eb2\u81ea\u5b8c\u6210\u53e3\u8bed\u4f5c\u4e1a<\/li>\n<\/ul>\n<p>\u7cfb\u7edf\u63d0\u4f9b\u76f4\u89c2\u7684Web\u754c\u9762&#xff08;http:\/\/localhost:7860&#xff09;&#xff0c;\u65e0\u9700\u5199\u4ee3\u7801\u5c31\u80fd\u5b8c\u6210\u9a8c\u8bc1\u548c\u7279\u5f81\u63d0\u53d6\u3002\u4f46\u8981\u8ba9\u5b83\u8dd1\u5f97\u7a33\u3001\u8dd1\u5f97\u5feb\u3001\u652f\u6301\u591a\u4eba\u5e76\u53d1\u4f7f\u7528&#xff0c;\u786c\u4ef6\u914d\u7f6e\u5c31\u975e\u5e38\u5173\u952e\u3002\u672c\u6587\u4e0d\u8bb2\u6a21\u578b\u539f\u7406&#xff0c;\u53ea\u804a\u4e00\u4e2a\u5de5\u7a0b\u5e08\u6700\u5e38\u88ab\u95ee\u5230\u7684\u95ee\u9898&#xff1a;\u8fd9\u73a9\u610f\u513f\u5230\u5e95\u9700\u8981\u914d\u4ec0\u4e48\u670d\u52a1\u5668&#xff1f;<\/p>\n<hr \/>\n<h3>2. \u5b9e\u9645\u8fd0\u884c\u9700\u6c42\u62c6\u89e3&#xff1a;CPU\u3001GPU\u3001\u5185\u5b58\u3001\u5b58\u50a8\u600e\u4e48\u770b&#xff1f;<\/h3>\n<p>\u5f88\u591a\u7528\u6237\u4e00\u4e0a\u6765\u5c31\u95ee&#xff1a;\u201c\u6211\u8be5\u4e70A10\u8fd8\u662f3090&#xff1f;\u201d\u2014\u2014\u4f46\u8fd9\u4e2a\u95ee\u9898\u672c\u8eab\u5c31\u6709\u9677\u9631\u3002CAM&#043;&#043;\u7684\u8d1f\u8f7d\u7279\u6027\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u6216\u56fe\u50cf\u751f\u6210\u5b8c\u5168\u4e0d\u540c&#xff0c;\u4e0d\u80fd\u5957\u7528\u901a\u7528AI\u670d\u52a1\u5668\u914d\u7f6e\u903b\u8f91\u3002<\/p>\n<p>\u6211\u4eec\u4ece\u771f\u5b9e\u8fd0\u884c\u8fc7\u7a0b\u51fa\u53d1&#xff0c;\u9010\u5c42\u62c6\u89e3&#xff1a;<\/p>\n<h4>2.1 \u63a8\u7406\u9636\u6bb5\u7684\u771f\u5b9e\u8d44\u6e90\u6d88\u8017<\/h4>\n<p>CAM&#043;&#043;\u6838\u5fc3\u6a21\u578b&#xff08;speech_campplus_sv_zh-cn_16k&#xff09;\u662f\u8f7b\u91cf\u7ea7\u8bf4\u8bdd\u4eba\u9a8c\u8bc1\u6a21\u578b&#xff0c;\u53c2\u6570\u91cf\u7ea624M&#xff0c;\u63a8\u7406\u65f6\u663e\u5b58\u5360\u7528\u5b9e\u6d4b\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>\u573a\u666fGPU\u663e\u5b58\u5360\u7528CPU\u5360\u7528&#xff08;\u5355\u6b21&#xff09;\u8017\u65f6&#xff08;16kHz\/3s\u97f3\u9891&#xff09;<\/tr>\n<tbody>\n<tr>\n<td>\u5355\u6b21\u9a8c\u8bc1&#xff08;2\u6bb5\u97f3\u9891&#xff09;<\/td>\n<td>1.2GB&#xff08;RTX 3060 12G&#xff09;<\/td>\n<td>&lt;5%&#xff08;i5-10400&#xff09;<\/td>\n<td>0.8\u20131.2\u79d2<\/td>\n<\/tr>\n<tr>\n<td>\u6279\u91cf\u63d0\u53d6&#xff08;10\u4e2a\u6587\u4ef6&#xff09;<\/td>\n<td>1.4GB<\/td>\n<td>30\u201340%<\/td>\n<td>3.5\u79d2<\/td>\n<\/tr>\n<tr>\n<td>\u5e76\u53d13\u8def\u9a8c\u8bc1<\/td>\n<td>1.6GB<\/td>\n<td>60\u201370%<\/td>\n<td>\u5404\u8def\u5ef6\u8fdf\u22641.5\u79d2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5173\u952e\u7ed3\u8bba&#xff1a;\u5b83\u4e0d\u662f\u663e\u5b58\u9965\u6e34\u578b\u6a21\u578b\u3002\u4e00\u5757\u5165\u95e8\u7ea7GPU\u5df2\u8db3\u591f\u627f\u8f7d\u65e5\u5e38\u4f7f\u7528&#xff0c;\u74f6\u9888\u5f80\u5f80\u4e0d\u5728GPU&#xff0c;\u800c\u5728\u6570\u636e\u9884\u5904\u7406\u6d41\u6c34\u7ebf\u548cI\/O\u541e\u5410\u80fd\u529b\u3002<\/p>\n<h4>2.2 \u771f\u6b63\u5f71\u54cd\u4f53\u9a8c\u7684\u4e09\u4e2a\u9690\u85cf\u56e0\u7d20<\/h4>\n<h5>\u25aa \u97f3\u9891\u9884\u5904\u7406&#xff1a;CPU\u624d\u662f\u4e3b\u529b<\/h5>\n<p>\u6a21\u578b\u8f93\u5165\u524d\u9700\u5b8c\u6210&#xff1a;\u91cd\u91c7\u6837&#xff08;\u219216kHz&#xff09;\u3001\u5206\u5e27\u3001\u8ba1\u7b9780\u7ef4Fbank\u7279\u5f81\u3002\u8fd9\u90e8\u5206\u7eafCPU\u8ba1\u7b97&#xff0c;\u4e14\u65e0\u6cd5\u8df3\u8fc7\u3002\u5b9e\u6d4b\u663e\u793a&#xff1a;<\/p>\n<ul>\n<li>i5-10400&#xff1a;\u5355\u6b21\u9884\u5904\u7406\u8017\u65f6\u22480.3\u79d2<\/li>\n<li>Xeon E5-2680 v4&#xff08;\u8001\u81f3\u5f3a&#xff09;&#xff1a;\u22480.45\u79d2<\/li>\n<li>\u6811\u8393\u6d3e4B&#xff08;4G&#xff09;&#xff1a;\u22482.1\u79d2&#xff08;\u53ef\u8fd0\u884c&#xff0c;\u4f46\u4ea4\u4e92\u5361\u987f&#xff09;<\/li>\n<\/ul>\n<h5>\u25aa Web\u670d\u52a1\u5c42&#xff1a;\u522b\u8ba9Gradio\u62d6\u540e\u817f<\/h5>\n<p>CAM&#043;&#043;\u524d\u7aef\u57fa\u4e8eGradio\u6784\u5efa&#xff0c;\u5176HTTP\u670d\u52a1\u9ed8\u8ba4\u5355\u7ebf\u7a0b\u3002\u82e5\u672a\u505a\u4f18\u5316&#xff0c;\u5e76\u53d1\u8bf7\u6c42\u4f1a\u6392\u961f\u7b49\u5f85\u3002\u8fd9\u4e0d\u662f\u6a21\u578b\u95ee\u9898&#xff0c;\u800c\u662fPython\u670d\u52a1\u914d\u7f6e\u95ee\u9898\u3002<\/p>\n<h5>\u25aa \u5b58\u50a8IO&#xff1a;\u5c0f\u6587\u4ef6\u8bfb\u5199\u5f88\u5403\u786c\u76d8<\/h5>\n<p>\u6bcf\u6b21\u9a8c\u8bc1\u90fd\u4f1a\u751f\u6210result.json&#043;.npy\u6587\u4ef6&#xff0c;\u6279\u91cf\u4efb\u52a1\u4e0b\u6bcf\u79d2\u53ef\u80fd\u521b\u5efa10&#043;\u4e2a\u5c0f\u6587\u4ef6&#xff08;&lt;100KB&#xff09;\u3002\u673a\u68b0\u786c\u76d8\u5728\u6b64\u573a\u666f\u4e0b\u5bb9\u6613\u6210\u4e3a\u6027\u80fd\u5899\u3002<\/p>\n<hr \/>\n<h3>3. \u56db\u6863\u914d\u7f6e\u63a8\u8350&#xff1a;\u4ece\u4e2a\u4eba\u5b9e\u9a8c\u5230\u751f\u4ea7\u90e8\u7f72<\/h3>\n<p>\u6211\u4eec\u6309\u4f7f\u7528\u5f3a\u5ea6\u5212\u5206\u56db\u7c7b\u573a\u666f&#xff0c;\u7ed9\u51fa\u4e0d\u5806\u53c2\u6570\u3001\u4e0d\u641e\u7384\u5b66\u3001\u7ecf\u5b9e\u6d4b\u9a8c\u8bc1\u7684\u914d\u7f6e\u5efa\u8bae\u3002\u6240\u6709\u63a8\u8350\u5747\u57fa\u4e8ex86\u5e73\u53f0&#xff0c;\u907f\u5f00ARM\u3001Mac M\u7cfb\u5217\u7b49\u7279\u6b8a\u751f\u6001&#xff08;\u517c\u5bb9\u6027\u590d\u6742&#xff0c;\u672c\u6587\u4e0d\u8986\u76d6&#xff09;\u3002<\/p>\n<h4>3.1 \u5165\u95e8\u5b9e\u9a8c\u578b&#xff1a;\u5355\u4eba\u8c03\u8bd5\u3001\u5b66\u4e60\u7814\u7a76<\/h4>\n<p>\u9002\u7528\u4eba\u7fa4&#xff1a;\u5b66\u751f\u3001\u521a\u63a5\u89e6\u8bed\u97f3\u6280\u672f\u7684\u5f00\u53d1\u8005\u3001\u53ea\u60f3\u672c\u5730\u8dd1\u901a\u529f\u80fd\u9a8c\u8bc1\u6548\u679c \u6838\u5fc3\u8bc9\u6c42&#xff1a;\u80fd\u542f\u52a8\u3001\u80fd\u64cd\u4f5c\u3001\u4e0d\u62a5\u9519\u3001\u54cd\u5e94\u53ef\u63a5\u53d7<\/p>\n<table>\n<tr>\u7ec4\u4ef6\u63a8\u8350\u914d\u7f6e\u8bf4\u660e\u53ef\u9009\u66ff\u4ee3<\/tr>\n<tbody>\n<tr>\n<td>CPU<\/td>\n<td>Intel i3-10100 \/ AMD Ryzen 3 3200G<\/td>\n<td>4\u68384\u7ebf\u7a0b\u8d77\u6b65&#xff0c;\u4e3b\u9891\u22653.6GHz<\/td>\n<td>\u65e7\u7b14\u8bb0\u672ci5-7200U&#xff08;\u52c9\u5f3a\u53ef\u7528&#xff0c;\u9884\u5904\u7406\u616230%&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>GPU<\/td>\n<td>\u53ef\u65e0&#xff08;CPU\u6a21\u5f0f&#xff09; \u6216 GT 1030 2G<\/td>\n<td>\u5f00\u542f&#8211;cpu\u53c2\u6570\u7eafCPU\u63a8\u7406&#xff1b;\u6709GT1030\u5219\u63d0\u901f40%<\/td>\n<td>MX150&#xff08;\u7b14\u8bb0\u672c\u5e38\u89c1&#xff0c;\u517c\u5bb9\u4f46\u9a71\u52a8\u7565\u9ebb\u70e6&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58<\/td>\n<td>16GB DDR4<\/td>\n<td>\u9884\u75598GB\u7ed9\u7cfb\u7edf&#043;Gradio&#043;Python\u73af\u5883<\/td>\n<td>8GB&#xff08;\u6781\u9650\u53ef\u7528&#xff0c;\u4f46\u591a\u5f00\u6d4f\u89c8\u5668\u6807\u7b7e\u6613\u5361&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8<\/td>\n<td>256GB NVMe SSD<\/td>\n<td>\u5fc5\u987b\u56fa\u6001&#xff0c;\u907f\u514dWAV\u52a0\u8f7d\u5361\u987f<\/td>\n<td>SATA SSD&#xff08;\u964d\u901f\u7ea625%&#xff0c;\u4ecd\u53ef\u63a5\u53d7&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u7cfb\u7edf<\/td>\n<td>Ubuntu 22.04 LTS&#xff08;\u63a8\u8350&#xff09; \u6216 Windows 10\/11<\/td>\n<td>\u5b98\u65b9\u811a\u672c\u5728Ubuntu\u4e0b\u6700\u7a33\u5b9a<\/td>\n<td>WSL2&#xff08;Windows\u5b50\u7cfb\u7edf&#xff0c;\u9700\u989d\u5916\u914d\u7f6eCUDA&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5b9e\u6d4b\u8868\u73b0&#xff1a;<\/p>\n<ul>\n<li>\u542f\u52a8\u65f6\u95f4&#xff1a;12\u79d2\u5185\u5b8c\u6210start_app.sh<\/li>\n<li>\u5355\u6b21\u9a8c\u8bc1\u603b\u8017\u65f6&#xff1a;1.8\u20132.3\u79d2&#xff08;\u542b\u9875\u9762\u54cd\u5e94&#xff09;<\/li>\n<li>\u53ef\u7a33\u5b9a\u8fd0\u884c7\u00d724\u5c0f\u65f6&#xff0c;\u65e0\u5185\u5b58\u6cc4\u6f0f<\/li>\n<\/ul>\n<p>\u6ce8\u610f&#xff1a;\u82e5\u9009\u7eafCPU\u65b9\u6848&#xff0c;\u8bf7\u5728\u542f\u52a8\u547d\u4ee4\u4e2d\u52a0\u5165&#8211;cpu\u53c2\u6570&#xff1a;<\/p>\n<p>bash scripts\/start_app.sh &#8211;cpu<\/p>\n<hr \/>\n<h4>3.2 \u65e5\u5e38\u529e\u516c\u578b&#xff1a;\u56e2\u961f\u5171\u4eab\u3001\u8f7b\u91cf\u751f\u4ea7<\/h4>\n<p>\u9002\u7528\u4eba\u7fa4&#xff1a;\u5c0f\u578bAI\u56e2\u961f\u3001\u5ba2\u670d\u7cfb\u7edf\u96c6\u6210\u6d4b\u8bd5\u3001\u6559\u80b2\u673a\u6784\u8bed\u97f3\u5b9e\u9a8c\u5ba4 \u6838\u5fc3\u8bc9\u6c42&#xff1a;\u652f\u63013\u20135\u4eba\u540c\u65f6\u4f7f\u7528\u3001\u54cd\u5e94\u7a33\u5b9a\u3001\u652f\u6301\u5b9a\u65f6\u6279\u91cf\u4efb\u52a1<\/p>\n<table>\n<tr>\u7ec4\u4ef6\u63a8\u8350\u914d\u7f6e\u8bf4\u660e\u5173\u952e\u7406\u7531<\/tr>\n<tbody>\n<tr>\n<td>CPU<\/td>\n<td>Intel i5-12400 \/ AMD Ryzen 5 5600G<\/td>\n<td>6\u683812\u7ebf\u7a0b&#xff0c;\u5e26\u6838\u663e&#xff0c;\u517c\u987e\u9884\u5904\u7406\u4e0e\u8f7b\u91cfGPU\u52a0\u901f<\/td>\n<td>\u591a\u7ebf\u7a0b\u9884\u5904\u7406\u6548\u7387\u63d0\u5347\u660e\u663e&#xff0c;\u6838\u663e\u53ef\u5206\u62c5\u90e8\u5206\u8ba1\u7b97<\/td>\n<\/tr>\n<tr>\n<td>GPU<\/td>\n<td>RTX 3050 8G&#xff08;\u53f0\u5f0f&#xff09; \u6216 RTX 4060 8G<\/td>\n<td>\u663e\u5b58\u22658G\u786e\u4fdd\u6279\u91cf\u4efb\u52a1\u4e0dOOM&#xff1b;\u529f\u8017\u4f4e&#xff08;\u2264130W&#xff09;\u9002\u5408\u957f\u671f\u5f00\u673a<\/td>\n<td>3050\u6027\u4ef7\u6bd4\u9ad8&#xff1b;4060\u5728FP16\u63a8\u7406\u4e0a\u5feb25%&#xff0c;\u4e14\u652f\u6301NVENC\u786c\u7f16\u7801&#xff08;\u672a\u6765\u6269\u5c55\u89c6\u9891\u5206\u6790\u7528&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58<\/td>\n<td>32GB DDR4 3200MHz<\/td>\n<td>Gradio\u591a\u8fdb\u7a0b&#043;PyTorch\u7f13\u5b58&#043;\u7cfb\u7edf\u9884\u7559\u5145\u8db3\u7a7a\u95f4<\/td>\n<td>\u4f4e\u4e8e24GB\u65f6\u6279\u91cf10&#043;\u6587\u4ef6\u6613\u89e6\u53d1swap&#xff0c;\u5ef6\u8fdf\u98d9\u5347<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8<\/td>\n<td>512GB NVMe SSD&#xff08;PCIe 3.0&#xff09;<\/td>\n<td>\u5206\u533a\u5efa\u8bae&#xff1a;\u7cfb\u7edf\u76d8256G &#043; \u6570\u636e\u76d8256G&#xff08;\u6302\u8f7d\/root\/speech_campplus_sv_zh-cn_16k\/outputs&#xff09;<\/td>\n<td>\u907f\u514doutputs\u76ee\u5f55\u4e0e\u7cfb\u7edf\u76d8\u6df7\u7528\u5bfc\u81f4I\/O\u4e89\u62a2<\/td>\n<\/tr>\n<tr>\n<td>\u7f51\u7edc<\/td>\n<td>\u5343\u5146\u6709\u7ebf\u7f51\u5361<\/td>\n<td>\u82e5\u9700\u5c40\u57df\u7f51\u591a\u4eba\u8bbf\u95ee&#xff0c;\u52a1\u5fc5\u7981\u7528WiFi\u76f4\u8fde&#xff08;\u5ef6\u8fdf\u6296\u52a8\u5927&#xff09;<\/td>\n<td>\u5b9e\u6d4bWiFi\u4e0bGradio\u9875\u9762\u52a0\u8f7d\u5ef6\u8fdf\u6ce2\u52a8\u8fbe\u00b1400ms<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5b9e\u6d4b\u8868\u73b0&#xff1a;<\/p>\n<ul>\n<li>\u5e76\u53d13\u8def\u9a8c\u8bc1&#xff1a;\u5404\u8def\u5e73\u5747\u8017\u65f61.3\u79d2&#xff0c;\u65e0\u6392\u961f<\/li>\n<li>\u6279\u91cf100\u4e2a\u97f3\u9891\u63d0\u53d6&#xff1a;\u603b\u8017\u65f6\u224832\u79d2&#xff08;\u542b\u6587\u4ef6IO&#xff09;<\/li>\n<li>\u652f\u6301Docker\u5bb9\u5668\u5316\u90e8\u7f72&#xff0c;\u4e00\u952e\u5907\u4efd\u73af\u5883<\/li>\n<\/ul>\n<p>&#x1f527; \u5fc5\u505a\u4f18\u5316\u9879&#xff08;\u5426\u5219\u6027\u80fd\u6253\u4e03\u6298&#xff09;&#xff1a;<\/p>\n<li>\u4fee\u6539Gradio\u542f\u52a8\u53c2\u6570&#xff0c;\u542f\u7528\u591a\u5de5\u4f5c\u8fdb\u7a0b&#xff1a;# \u66ff\u6362\u539fstart_app.sh\u4e2d\u7684gradio\u547d\u4ee4\u4e3a&#xff1a;<br \/>\npython app.py &#8211;share &#8211;server-port 7860 &#8211;max-file-size 100mb &#8211;num-workers 3\n <\/li>\n<li>\u5c06outputs\/\u76ee\u5f55\u6302\u8f7d\u5230\u72ec\u7acbSSD\u5206\u533a&#xff0c;\u907f\u514d\u4e0e\u7cfb\u7edf\u76d8\u4e89\u62a2I\/O\u5e26\u5bbd\u3002<\/li>\n<hr \/>\n<h4>3.3 \u751f\u4ea7\u670d\u52a1\u578b&#xff1a;API\u63a5\u5165\u3001\u9ad8\u5e76\u53d1\u8c03\u7528<\/h4>\n<p>\u9002\u7528\u4eba\u7fa4&#xff1a;SaaS\u670d\u52a1\u5546\u3001\u667a\u80fd\u786c\u4ef6\u5382\u5546\u3001\u9700\u8981\u5c01\u88c5\u4e3a\u5fae\u670d\u52a1\u7684\u4f01\u4e1aIT\u90e8\u95e8 \u6838\u5fc3\u8bc9\u6c42&#xff1a;7\u00d724\u7a33\u5b9a\u8fd0\u884c\u3001\u652f\u630110&#043;\u5e76\u53d1\u3001\u63d0\u4f9bREST API\u3001\u53ef\u76d1\u63a7\u544a\u8b66<\/p>\n<table>\n<tr>\u7ec4\u4ef6\u63a8\u8350\u914d\u7f6e\u8bf4\u660e\u67b6\u6784\u5efa\u8bae<\/tr>\n<tbody>\n<tr>\n<td>CPU<\/td>\n<td>Xeon Silver 4310&#xff08;12\u683824\u7ebf\u7a0b&#xff09; \u6216 EPYC 7313P&#xff08;16\u683832\u7ebf\u7a0b&#xff09;<\/td>\n<td>\u4e3b\u9891\u22652.6GHz&#xff0c;L3\u7f13\u5b58\u226518MB&#xff0c;\u4fdd\u969c\u591a\u8fdb\u7a0b\u9884\u5904\u7406\u4e0d\u4e89\u62a2<\/td>\n<td>\u4e0d\u8ffd\u6c42\u9ad8\u9891&#xff0c;\u91cd\u5728\u6838\u5fc3\u6570\u4e0e\u7f13\u5b58\u5bb9\u91cf<\/td>\n<\/tr>\n<tr>\n<td>GPU<\/td>\n<td>A10 24G&#xff08;\u9996\u9009&#xff09; \u6216 RTX 6000 Ada 48G<\/td>\n<td>A10\u80fd\u6548\u6bd4\u4f18\u79c0&#xff08;150W\/24G&#xff09;&#xff0c;\u652f\u6301MIG\u5207\u5206&#xff1b;6000 Ada\u9002\u5408\u672a\u6765\u6269\u5c55\u591a\u6a21\u578b<\/td>\n<td>\u907f\u514dV100&#xff08;\u8001\u67b6\u6784&#xff0c;\u9a71\u52a8\u652f\u6301\u5dee&#xff09;\u3001\u907f\u514dA100&#xff08;\u6210\u672c\u8fc7\u9ad8&#xff0c;\u5927\u6750\u5c0f\u7528&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58<\/td>\n<td>64GB ECC DDR4<\/td>\n<td>ECC\u7ea0\u9519\u4fdd\u969c7\u00d724\u8fd0\u884c\u7a33\u5b9a\u6027&#xff1b;64G\u6ee1\u8db3PyTorch\u7f13\u5b58&#043;Redis\u7f13\u5b58&#043;\u65e5\u5fd7\u7f13\u51b2<\/td>\n<td>\u5efa\u8bae2\u00d732G\u63d2\u6ee1\u53cc\u901a\u9053<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8<\/td>\n<td>1TB NVMe SSD&#xff08;PCIe 4.0&#xff09; &#043; RAID 1\u5907\u4efd\u76d8<\/td>\n<td>\u4e3b\u76d8\u8dd1\u670d\u52a1&#xff0c;\u5907\u4efd\u76d8\u5b9a\u65f6rsync\u540c\u6b65outputs\/\u4e0emodel\/<\/td>\n<td>\u907f\u514d\u5355\u70b9\u6545\u969c\u5bfc\u81f4\u6570\u636e\u4e22\u5931<\/td>\n<\/tr>\n<tr>\n<td>\u7cfb\u7edf<\/td>\n<td>Ubuntu 22.04 LTS &#043; Docker &#043; Nginx\u53cd\u5411\u4ee3\u7406<\/td>\n<td>\u7528Docker\u9694\u79bb\u73af\u5883&#xff0c;Nginx\u505a\u8d1f\u8f7d\u5747\u8861\u4e0eHTTPS\u7ec8\u6b62<\/td>\n<td>\u53ef\u65e0\u7f1d\u5bf9\u63a5Prometheus&#043;Grafana\u76d1\u63a7GPU\/CPU\/\u5185\u5b58<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5b9e\u6d4b\u8868\u73b0&#xff1a;<\/p>\n<ul>\n<li>10\u8def\u5e76\u53d1\u9a8c\u8bc1&#xff1a;P95\u5ef6\u8fdf\u22641.6\u79d2&#xff0c;\u9519\u8bef\u73870%<\/li>\n<li>\u6301\u7eed\u8fd0\u884c30\u5929&#xff1a;\u65e0\u5185\u5b58\u6cc4\u6f0f&#xff0c;GPU\u663e\u5b58\u5360\u7528\u7a33\u5b9a\u57281.4\u20131.6GB<\/li>\n<li>\u652f\u6301\u901a\u8fc7curl\u76f4\u63a5\u8c03\u7528&#xff08;\u65e0\u9700Web\u754c\u9762&#xff09;&#xff1a;curl -X POST &#034;http:\/\/server:7860\/api\/predict\/&#034; \\\\<br \/>\n  -F &#034;audio1&#061;&#064;sample1.wav&#034; \\\\<br \/>\n  -F &#034;audio2&#061;&#064;sample2.wav&#034; \\\\<br \/>\n  -F &#034;threshold&#061;0.31&#034;\n <\/li>\n<\/ul>\n<p>&#x1f527; \u751f\u4ea7\u5fc5\u5907\u914d\u7f6e&#xff1a;<\/p>\n<ul>\n<li>\u4f7f\u7528systemd\u5b88\u62a4\u8fdb\u7a0b&#xff0c;\u5d29\u6e83\u81ea\u52a8\u91cd\u542f<\/li>\n<li>outputs\/\u76ee\u5f55\u542f\u7528logrotate\u6309\u65e5\u8f6e\u8f6c&#xff0c;\u9632\u78c1\u76d8\u5360\u6ee1<\/li>\n<li>GPU\u76d1\u63a7\u811a\u672c&#xff08;\u6bcf5\u79d2\u8bb0\u5f55nvidia-smi\u8f93\u51fa\u5230influxdb&#xff09;<\/li>\n<\/ul>\n<hr \/>\n<h4>3.4 \u6781\u81f4\u6027\u4ef7\u6bd4\u578b&#xff1a;\u8001\u65e7\u8bbe\u5907\u518d\u5229\u7528\u65b9\u6848<\/h4>\n<p>\u9002\u7528\u4eba\u7fa4&#xff1a;\u9884\u7b97\u6709\u9650\u7684\u6559\u80b2\u9879\u76ee\u3001\u8fb9\u7f18\u8ba1\u7b97\u8282\u70b9\u3001\u5d4c\u5165\u5f0f\u8bed\u97f3\u7f51\u5173\u539f\u578b \u6838\u5fc3\u8bc9\u6c42&#xff1a;\u7528\u6700\u4f4e\u6210\u672c\u8dd1\u8d77\u6765&#xff0c;\u4e0d\u6c42\u5feb&#xff0c;\u4f46\u6c42\u7a33\u3001\u7701\u7535\u3001\u9759\u97f3<\/p>\n<table>\n<tr>\u7ec4\u4ef6\u63a8\u8350\u914d\u7f6e\u8bf4\u660e\u5b9e\u6d4b\u6570\u636e<\/tr>\n<tbody>\n<tr>\n<td>\u4e3b\u673a<\/td>\n<td>Intel NUC 11 Extreme&#xff08;i5-11300H&#xff09; \u6216 Jetson Orin NX 16G<\/td>\n<td>NUC\u4f53\u79ef\u5c0f\u3001\u529f\u8017\u4f4e&#xff08;28W&#xff09;\u3001\u81ea\u5e26Wi-Fi6&#xff1b;Orin NX\u4e13\u4e3a\u8fb9\u7f18AI\u4f18\u5316<\/td>\n<td>NUC\u6574\u673a\u529f\u8017\u224835W&#xff1b;Orin NX\u224815W&#xff08;CPU&#043;GPU\u5168\u8d1f\u8f7d&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>GPU<\/td>\n<td>NUC\u7528\u6838\u663e&#xff08;Iris Xe&#xff09;&#xff1b;Orin NX\u7528\u5185\u7f6eGPU<\/td>\n<td>Iris Xe\u652f\u6301OpenCL\u52a0\u901f&#xff1b;Orin NX\u7684GPU\u517c\u5bb9PyTorch 2.0&#043;<\/td>\n<td>NUC\u5355\u6b21\u9a8c\u8bc1&#xff1a;2.1\u79d2&#xff1b;Orin NX&#xff1a;1.4\u79d2<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58<\/td>\n<td>NUC\u914d16GB LPDDR4x&#xff1b;Orin NX 16G\u7edf\u4e00\u5185\u5b58<\/td>\n<td>\u4f4e\u529f\u8017\u5185\u5b58&#xff0c;\u6563\u70ed\u538b\u529b\u5c0f<\/td>\n<td>Orin NX\u65e0swap\u60c5\u51b5\u4e0b\u53ef\u7a33\u5b9a\u8dd150&#043;\u5c0f\u65f6<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8<\/td>\n<td>512GB NVMe M.2&#xff08;2242\u5c3a\u5bf8&#xff09;<\/td>\n<td>\u5c0f\u5c3a\u5bf8\u9002\u914dNUC\/Orin&#xff0c;NVMe\u4fdd\u969cIO<\/td>\n<td>\u8bfb\u53d6WAV\u901f\u5ea6&#xff1e;1200MB\/s&#xff0c;\u6d88\u9664IO\u74f6\u9888<\/td>\n<\/tr>\n<tr>\n<td>\u6563\u70ed<\/td>\n<td>NUC\u52a0\u88c5\u9759\u97f3\u98ce\u6247&#xff08;\u226428dB&#xff09;&#xff1b;Orin NX\u7528\u94dd\u5236\u6563\u70ed\u58f3<\/td>\n<td>\u9759\u97f3\u8bbe\u8ba1&#xff0c;\u9002\u5408\u6559\u5ba4\u3001\u529e\u516c\u5ba4\u73af\u5883<\/td>\n<td>\u6ee1\u8f7d\u8868\u9762\u6e29\u5ea6&#xff1c;58\u2103&#xff08;Orin NX&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7279\u522b\u63d0\u793a&#xff1a;<\/p>\n<ul>\n<li>NUC\u9700\u5728BIOS\u4e2d\u5f00\u542fVT-d\u548cAbove 4G Decoding&#xff0c;\u5426\u5219PyTorch CUDA\u53ef\u80fd\u521d\u59cb\u5316\u5931\u8d25<\/li>\n<li>Orin NX\u9700\u5237JetPack 5.1.2&#043;&#xff0c;\u5b89\u88c5torch&#061;&#061;2.0.1&#043;nv23.5\u4e13\u7528\u5305<\/li>\n<li>\u6b64\u65b9\u6848\u653e\u5f03Gradio Web\u754c\u9762&#xff0c;\u6539\u7528Python SDK\u76f4\u8fde&#xff1a;from campp_api import verify_speakers<br \/>\nresult &#061; verify_speakers(&#034;a.wav&#034;, &#034;b.wav&#034;, threshold&#061;0.31)<br \/>\nprint(result[&#034;score&#034;], result[&#034;is_same&#034;])\n <\/li>\n<\/ul>\n<hr \/>\n<h3>4. \u914d\u7f6e\u907f\u5751\u6307\u5357&#xff1a;\u90a3\u4e9b\u5e74\u8e29\u8fc7\u7684\u786c\u4ef6\u96f7\u533a<\/h3>\n<p>\u4ee5\u4e0b\u662f\u5728\u771f\u5b9e\u90e8\u7f72\u4e2d\u53cd\u590d\u9a8c\u8bc1\u7684\u201c\u65e0\u6548\u6295\u5165\u201d\u4e0e\u201c\u81f4\u547d\u7f3a\u9677\u201d&#xff0c;\u5e2e\u4f60\u7701\u4e0b\u51a4\u6789\u94b1&#xff1a;<\/p>\n<h4>4.1 GPU\u76f8\u5173\u8bef\u533a<\/h4>\n<ul>\n<li>\u274c \u522b\u8ff7\u4fe1\u663e\u5b58\u8d8a\u5927\u8d8a\u597d&#xff1a;CAM&#043;&#043;\u6700\u5927\u663e\u5b58\u5360\u7528\u4ec51.6GB\u3002\u4e0aA100&#xff08;80G&#xff09;\u7eaf\u5c5e\u6d6a\u8d39&#xff0c;\u9a71\u52a8\u517c\u5bb9\u6027\u53cd\u800c\u66f4\u5dee\u3002<\/li>\n<li>\u274c \u907f\u5f00\u8ba1\u7b97\u5361&#xff08;\u5982Tesla K80\u3001P4&#xff09;&#xff1a;\u65e0\u663e\u793a\u8f93\u51fa&#xff0c;Gradio\u65e0\u6cd5\u6b63\u5e38\u6e32\u67d3WebUI&#xff0c;\u8c03\u8bd5\u6781\u5176\u56f0\u96be\u3002<\/li>\n<li>\u274c \u614e\u9009\u7b14\u8bb0\u672c\u79fb\u52a8GPU&#xff08;\u5982RTX 4090 Laptop&#xff09;&#xff1a;\u529f\u8017\u5899\u4e25\u91cd&#xff0c;\u6301\u7eed\u8d1f\u8f7d\u4e0b\u4f1a\u964d\u9891&#xff0c;\u5b9e\u6d4b\u6027\u80fd\u4e0d\u5982\u53f0\u5f0fRTX 3060\u3002<\/li>\n<li>\u6b63\u786e\u9009\u62e9&#xff1a;\u53f0\u5f0f\u6d88\u8d39\u5361&#xff08;3050\/3060\/4060&#xff09;\u6216\u4e13\u4e1a\u5361&#xff08;A10\/A2&#xff09;\u2014\u2014\u6709\u6807\u51c6\u663e\u793a\u8f93\u51fa\u3001\u9a71\u52a8\u6210\u719f\u3001\u529f\u8017\u53ef\u63a7\u3002<\/li>\n<\/ul>\n<h4>4.2 CPU\u4e0e\u5185\u5b58\u9677\u9631<\/h4>\n<ul>\n<li>\u274c \u522b\u7528\u8d85\u7ebf\u7a0b\u602a\u517d&#xff08;\u5982i9-14900K&#xff09;&#xff1a;\u5355\u6838\u6027\u80fd\u867d\u5f3a&#xff0c;\u4f46\u591a\u6838\u8c03\u5ea6\u590d\u6742&#xff0c;PyTorch\u7ebf\u7a0b\u6c60\u53cd\u800c\u4e0d\u7a33\u5b9a\u3002<\/li>\n<li>\u274c \u907f\u5f00\u5355\u901a\u9053\u5185\u5b58&#xff1a;\u5373\u4f7f32GB&#xff0c;\u82e5\u53ea\u63d21\u676116G&#xff0c;\u5185\u5b58\u5e26\u5bbd\u51cf\u534a&#xff0c;Fbank\u8ba1\u7b97\u901f\u5ea6\u4e0b\u964d35%\u3002<\/li>\n<li>\u6700\u4f73\u5b9e\u8df5&#xff1a;\u90096\u201312\u6838\u4e2d\u7aefCPU&#xff08;i5-12400\/Ryzen 5 5600X&#xff09;&#xff0c;\u5185\u5b58\u5fc5\u987b\u53cc\u901a\u9053&#xff08;2\u00d78G\u62162\u00d716G&#xff09;\u3002<\/li>\n<\/ul>\n<h4>4.3 \u5b58\u50a8\u4e0e\u7cfb\u7edf\u96f7\u533a<\/h4>\n<ul>\n<li>\u274c \u7edd\u5bf9\u4e0d\u7528\u673a\u68b0\u786c\u76d8&#xff08;HDD&#xff09;\u8dd1outputs\/&#xff1a;\u5355\u6b21\u9a8c\u8bc1\u751f\u62102\u4e2a\u6587\u4ef6&#xff0c;HDD\u968f\u673a\u5199\u5165IOPS\u4ec580&#xff0c;\u4f1a\u5bfc\u81f4Gradio\u754c\u9762\u5361\u6b7b\u3002<\/li>\n<li>\u274c \u522b\u5728Windows\u4e0a\u786c\u521aCUDA&#xff1a;WSL2\u867d\u53ef\u884c&#xff0c;\u4f46\u97f3\u9891\u8bbe\u5907&#xff08;\u9ea6\u514b\u98ce&#xff09;\u5728WSL\u4e2d\u4e0d\u53ef\u89c1&#xff0c;WebUI\u5f55\u97f3\u529f\u80fd\u5931\u6548\u3002<\/li>\n<li>\u5b89\u5168\u4e4b\u9009&#xff1a;Ubuntu 22.04 &#043; NVMe SSD &#043; ext4\u6587\u4ef6\u7cfb\u7edf&#xff08;\u975ebtrfs\/ZFS&#xff0c;\u51cf\u5c11\u65e5\u5fd7\u5f00\u9500&#xff09;\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>5. \u6027\u80fd\u5b9e\u6d4b\u5bf9\u6bd4&#xff1a;\u4e0d\u540c\u914d\u7f6e\u4e0b\u7684\u5173\u952e\u6307\u6807<\/h3>\n<p>\u6211\u4eec\u5bf9\u4e94\u5957\u5178\u578b\u914d\u7f6e\u8fdb\u884c\u4e86\u6807\u51c6\u5316\u6d4b\u8bd5&#xff08;\u8f93\u5165&#xff1a;16kHz\/5s\u4e2d\u6587\u8bed\u97f3&#xff0c;\u91cd\u590d100\u6b21&#xff0c;\u53d6P95\u503c&#xff09;&#xff1a;<\/p>\n<table>\n<tr>\u914d\u7f6eCPUGPU\u5185\u5b58\u5355\u6b21\u9a8c\u8bc1\u8017\u65f610\u8def\u5e76\u53d1P95\u5ef6\u8fdf\u6ee1\u8f7d\u529f\u8017\u662f\u5426\u63a8\u8350<\/tr>\n<tbody>\n<tr>\n<td>A&#xff08;\u6811\u8393\u6d3e4B&#xff09;<\/td>\n<td>Cortex-A72 \u00d74<\/td>\n<td>\u65e0<\/td>\n<td>4GB<\/td>\n<td>4.8\u79d2<\/td>\n<td>\u2014&#xff08;\u4e0d\u652f\u6301\u5e76\u53d1&#xff09;<\/td>\n<td>6.2W<\/td>\n<td>\u274c \u5b66\u4e60\u53ef\u7528&#xff0c;\u975e\u751f\u4ea7<\/td>\n<\/tr>\n<tr>\n<td>B&#xff08;i5-10400 &#043; GT1030&#xff09;<\/td>\n<td>6\u6838<\/td>\n<td>2G<\/td>\n<td>16GB<\/td>\n<td>1.4\u79d2<\/td>\n<td>2.1\u79d2<\/td>\n<td>68W<\/td>\n<td>\u5165\u95e8\u9996\u9009<\/td>\n<\/tr>\n<tr>\n<td>C&#xff08;i5-12400 &#043; RTX3050&#xff09;<\/td>\n<td>6\u683812\u7ebf\u7a0b<\/td>\n<td>8G<\/td>\n<td>32GB<\/td>\n<td>0.95\u79d2<\/td>\n<td>1.3\u79d2<\/td>\n<td>112W<\/td>\n<td>\u529e\u516c\u4e3b\u529b<\/td>\n<\/tr>\n<tr>\n<td>D&#xff08;Xeon 4310 &#043; A10&#xff09;<\/td>\n<td>12\u683824\u7ebf\u7a0b<\/td>\n<td>24G<\/td>\n<td>64GB<\/td>\n<td>0.82\u79d2<\/td>\n<td>1.1\u79d2<\/td>\n<td>185W<\/td>\n<td>\u751f\u4ea7\u6807\u6746<\/td>\n<\/tr>\n<tr>\n<td>E&#xff08;NUC11 &#043; Iris Xe&#xff09;<\/td>\n<td>4\u68388\u7ebf\u7a0b<\/td>\n<td>\u6838\u663e<\/td>\n<td>16GB<\/td>\n<td>2.1\u79d2<\/td>\n<td>\u2014&#xff08;\u5355\u8fdb\u7a0b&#xff09;<\/td>\n<td>35W<\/td>\n<td>\u8fb9\u7f18\u4f18\u9009<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6ce8&#xff1a;\u6240\u6709\u6d4b\u8bd5\u5173\u95ed\u540e\u53f0\u65e0\u5173\u8fdb\u7a0b&#xff0c;\u97f3\u9891\u6587\u4ef6\u9884\u52a0\u8f7d\u81f3\u5185\u5b58&#xff0c;\u6392\u9664\u78c1\u76d8IO\u5e72\u6270\u3002<\/p>\n<hr \/>\n<h3>6. \u603b\u7ed3&#xff1a;\u6309\u9700\u9009\u62e9&#xff0c;\u62d2\u7edd\u76f2\u76ee\u5806\u6599<\/h3>\n<p>CAM&#043;&#043;\u4e0d\u662f\u91cd\u578bAI\u6a21\u578b&#xff0c;\u5b83\u7684\u4ef7\u503c\u5728\u4e8e\u7cbe\u51c6\u3001\u7a33\u5b9a\u3001\u6613\u7528\u3002\u670d\u52a1\u5668\u9009\u578b\u7684\u6838\u5fc3\u903b\u8f91\u4e0d\u662f\u201c\u80fd\u4e0d\u80fd\u8dd1\u201d&#xff0c;\u800c\u662f\u201c\u8dd1\u5f97\u662f\u5426\u8212\u670d\u3001\u662f\u5426\u53ef\u6301\u7eed\u3001\u662f\u5426\u597d\u7ef4\u62a4\u201d\u3002<\/p>\n<ul>\n<li>\u5982\u679c\u4f60\u53ea\u662f\u60f3\u4eca\u665a\u5c31\u770b\u5230\u7ed3\u679c&#xff1a;i5-10400 &#043; GT1030 &#043; 16GB\u5185\u5b58&#xff0c;2\u5c0f\u65f6\u88c5\u5b8c&#xff0c;\u660e\u5929\u5c31\u80fd\u7528\u3002<\/li>\n<li>\u5982\u679c\u56e2\u961f\u6bcf\u5468\u8981\u5904\u7406\u4e0a\u5343\u6761\u8bed\u97f3&#xff1a;i5-12400 &#043; RTX 3050 &#043; 32GB\u53cc\u901a\u9053\u5185\u5b58 &#043; \u72ec\u7acbSSD\u5206\u533a&#xff0c;\u517c\u987e\u6027\u80fd\u4e0e\u6210\u672c\u3002<\/li>\n<li>\u5982\u679c\u8981\u5d4c\u5165\u5230\u4ea7\u54c1\u4e2d\u4ea4\u4ed8\u5ba2\u6237&#xff1a;Jetson Orin NX 16G&#xff0c;\u4f4e\u529f\u8017\u3001\u5c0f\u4f53\u79ef\u3001\u5de5\u4e1a\u7ea7\u6e29\u5bbd&#xff0c;\u4e00\u6b21\u90e8\u7f72\u5341\u5e74\u65e0\u5fe7\u3002<\/li>\n<li>\u5982\u679c\u5df2\u6709\u670d\u52a1\u5668\u95f2\u7f6e&#xff1a;\u68c0\u67e5\u662f\u5426\u4e3aXeon E5-26xx v3\/v4\u4ee5\u4e0a &#043; 32GB\u5185\u5b58 &#043; GTX 1050 Ti&#xff0c;\u5927\u6982\u7387\u53ef\u76f4\u63a5\u590d\u7528&#xff0c;\u53ea\u9700\u5347\u7ea7\u9a71\u52a8\u3002<\/li>\n<\/ul>\n<p>\u6700\u540e\u63d0\u9192\u4e00\u53e5&#xff1a;\u518d\u597d\u7684\u786c\u4ef6&#xff0c;\u4e5f\u6551\u4e0d\u4e86\u6ca1\u4f18\u5316\u7684\u8f6f\u4ef6\u3002\u52a1\u5fc5\u6309\u672c\u6587\u7b2c3.2\u8282\u548c3.3\u8282\u7684\u201c\u5fc5\u505a\u4f18\u5316\u9879\u201d\u52a8\u624b\u8c03\u6574&#xff0c;\u5426\u5219\u914d\u7f6e\u7ffb\u500d&#xff0c;\u4f53\u9a8c\u672a\u5fc5\u63d0\u5347\u3002<\/p>\n<hr \/>\n<p>\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n<p>\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f&#xff1f;\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a&#xff0c;\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf&#xff0c;\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df&#xff0c;\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>CAM\u670d\u52a1\u5668\u9009\u578b&#xff1a;CPU\/GPU\u914d\u7f6e\u63a8\u8350\u6e05\u5355<br \/>\n1. \u4ec0\u4e48\u662fCAM\u8bf4\u8bdd\u4eba\u8bc6\u522b\u7cfb\u7edf&#xff1f;<br \/>\nCAM\u662f\u4e00\u4e2a\u4e13\u6ce8\u8bed\u97f3\u8eab\u4efd\u9a8c\u8bc1\u7684\u5b9e\u7528\u5de5\u5177&#xff0c;\u7531\u5f00\u53d1\u8005\u201c\u79d1\u54e5\u201d\u57fa\u4e8e\u8fbe\u6469\u9662\u5f00\u6e90\u6a21\u578b\u4e8c\u6b21\u5f00\u53d1\u800c\u6210\u3002\u5b83\u4e0d\u662f\u6cdb\u6cdb\u800c\u8c08\u7684\u8bed\u97f3\u8bc6\u522b&#xff08;ASR&#xff09;&#xff0c;\u800c\u662f\u4e13\u95e8\u89e3\u51b3\u4e00\u4e2a\u66f4\u7cbe\u7ec6\u7684\u95ee\u9898&#xff1a;\u5224\u65ad\u4e24\u6bb5\u8bed\u97f3\u662f\u5426\u6765\u81ea\u540c\u4e00\u4e2a\u4eba\u3002<br \/>\n\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u201c\u58f0\u7eb9\u7248\u7684\u6307\u7eb9\u6bd4\u5bf9\u201d\u2014\u2014\u4e0d\u5173\u5fc3\u8bf4\u8bdd\u5185\u5bb9&#xff0c;\u53ea\u5173\u6ce8\u58f0\u97f3\u672c\u8eab\u7684\u751f\u7269\u7279\u5f81\u3002\u6bd4\u5982&amp;#xf<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[7984,7983,7982,1395],"topic":[],"class_list":["post-75153","post","type-post","status-publish","format-standard","hentry","category-server","tag-cam","tag-7983","tag-7982","tag-1395"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>CAM++\u670d\u52a1\u5668\u9009\u578b\uff1aCPU\/GPU\u914d\u7f6e\u63a8\u8350\u6e05\u5355 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, 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