{"id":47082,"date":"2025-07-30T06:04:59","date_gmt":"2025-07-29T22:04:59","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/47082.html"},"modified":"2025-07-30T06:04:59","modified_gmt":"2025-07-29T22:04:59","slug":"php%e6%8e%a5%e5%8d%95%e6%b6%a8%e8%96%aa%e7%b3%bb%e5%88%97%ef%bc%88117%ef%bc%89%ef%bc%9a%e5%8d%83%e5%8d%a1%e7%ba%a7%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%ae%ad%e7%bb%83%ef%bc%8c%e5%a6%82%e4%bd%95%e7%94%a83d","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/47082.html","title":{"rendered":"PHP\u63a5\u5355\u6da8\u85aa\u7cfb\u5217\uff08117\uff09\uff1a\u5343\u5361\u7ea7\u5927\u6a21\u578b\u8bad\u7ec3\uff0c\u5982\u4f55\u75283D\u5e76\u884c\u7b56\u7565\u7a81\u7834\u663e\u5b58\u5899"},"content":{"rendered":"<\/p>\n<h4>\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\n<ul>\n<li>\u524d\u8a00<\/li>\n<li>\u6458\u8981<\/li>\n<li>1 \u573a\u666f\u9700\u6c42\u5206\u6790<\/li>\n<li>\n<ul>\n<li>1.1 \u663e\u5b58\u5899\u7684\u7a92\u606f\u611f<\/li>\n<li>1.2 \u8717\u725b\u822c\u7684\u8bad\u7ec3\u901f\u5ea6<\/li>\n<li>1.3 \u5343\u5361\u96c6\u7fa4\u7684\u901a\u4fe1\u5669\u68a6<\/li>\n<li>1.4 \u8c01\u5728\u6e34\u6c42\u89e3\u51b3\u65b9\u6848&#xff1f;<\/li>\n<\/ul>\n<\/li>\n<li>2 \u5e02\u573a\u4ef7\u503c\u5206\u6790<\/li>\n<li>\n<ul>\n<li>2.1 \u6548\u7387\u9769\u547d&#xff08;\u4ee5\u767e\u4ebf\u6a21\u578b\u4e3a\u4f8b&#xff09;<\/li>\n<li>2.2 \u62a5\u4ef7\u7b56\u7565\u7684\u667a\u6167<\/li>\n<li>2.3 \u4e3a\u4ec0\u4e48\u5ba2\u6237\u613f\u610f\u4e70\u5355&#xff1f;<\/li>\n<\/ul>\n<\/li>\n<li>3 \u63a5\u5355\u7b56\u7565<\/li>\n<li>\n<ul>\n<li>3.1 \u5173\u952e\u64cd\u4f5c\u7ec6\u8282&#xff1a;<\/li>\n<\/ul>\n<\/li>\n<li>4 \u6280\u672f\u67b6\u6784<\/li>\n<li>\n<ul>\n<li>4.1 \u5173\u952e\u6280\u672f\u70b9\u89e3\u6790<\/li>\n<\/ul>\n<\/li>\n<li>5 \u6838\u5fc3\u4ee3\u7801\u5b9e\u73b0<\/li>\n<li>\n<ul>\n<li>5.1 Python\u8bad\u7ec3\u7aef&#xff08;3D\u5e76\u884c\u521d\u59cb\u5316&#xff09;<\/li>\n<li>5.2 PHP\u8c03\u5ea6\u7aef&#xff08;\u667a\u80fd\u8d44\u6e90\u5206\u914d&#xff09;<\/li>\n<li>5.3 Web\u76d1\u63a7\u7aef&#xff08;\u5b9e\u65f6\u53ef\u89c6\u5316&#xff09;<\/li>\n<li>5.4 \u5b9e\u64cd\u8def\u7ebf\u56fe<\/li>\n<\/ul>\n<\/li>\n<li>6 \u90e8\u7f72\u65b9\u6848<\/li>\n<li>\n<ul>\n<li>6.1 \u4f18\u5316\u90e8\u7f72\u62d3\u6251&#xff1a;<\/li>\n<li>6.2 \u5173\u952e\u4f18\u5316\u5efa\u8bae&#xff1a;<\/li>\n<\/ul>\n<\/li>\n<li>7 \u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u65b9\u6848<\/li>\n<li>8 \u603b\u7ed3<\/li>\n<li>9 \u4e0b\u671f\u9884\u544a<\/li>\n<li>\u5f80\u524d\u7cbe\u5f69\u7cfb\u5217\u6587\u7ae0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h4>\u524d\u8a00<\/h4>\n<p>\u5f53\u4f60\u9762\u5bf9\u767e\u4ebf\u53c2\u6570\u5927\u6a21\u578b\u8bad\u7ec3\u65f6&#xff0c;\u662f\u5426\u88ab\u663e\u5b58\u4e0d\u8db3\u7684\u95ee\u9898\u53cd\u590d\u56f0\u6270&#xff1f;\u5f53\u5355\u673aGPU\u8d44\u6e90\u65e0\u6cd5\u627f\u8f7d\u6a21\u578b\u6743\u91cd\u65f6&#xff0c;\u5982\u4f55\u5b9e\u73b0\u5343\u5361\u96c6\u7fa4\u7684\u9ad8\u6548\u534f\u540c&#xff1f;\u672c\u6587\u5c06\u4e3a\u4f60\u63ed\u79d8\u5de5\u4e1a\u7ea7\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u5206\u5e03\u5f0f\u6838\u5fc3\u6280\u672f&#xff0c;\u7a81\u7834\u663e\u5b58\u9650\u5236\u7684\u7ec8\u6781\u65b9\u6848\u5c31\u5728\u773c\u524d\u3002<\/p>\n<hr \/>\n<h4>\u6458\u8981<\/h4>\n<p>\u672c\u6587\u7cfb\u7edf\u89e3\u6790\u5343\u5361\u7ea7\u5927\u6a21\u578b\u8bad\u7ec3\u76843D\u5e76\u884c\u6280\u672f\u4f53\u7cfb\u3002\u901a\u8fc7\u5f20\u91cf\u5e76\u884c&#043;\u6d41\u6c34\u7ebf\u5e76\u884c\u7684\u6df7\u5408\u8c03\u5ea6\u7b56\u7565&#xff0c;\u7ed3\u5408Zero-Infinity\u663e\u5b58\u4f18\u5316\u6280\u672f&#xff0c;\u5b9e\u73b0\u767e\u4ebf\u53c2\u6570\u6a21\u578b\u7684\u9ad8\u6548\u8bad\u7ec3\u3002\u5185\u5bb9\u6db5\u76d6\u5e02\u573a\u9700\u6c42\u5206\u6790\u3001\u6280\u672f\u67b6\u6784\u8bbe\u8ba1\u3001\u6838\u5fc3\u4ee3\u7801\u5b9e\u73b0&#xff08;Python\/PHP\/Web\u4e09\u7aef\u534f\u540c&#xff09;\u53ca\u4f01\u4e1a\u7ea7\u90e8\u7f72\u65b9\u6848\u3002\u8bfb\u8005\u5c06\u638c\u63e1\u4ece\u7b97\u6cd5\u539f\u7406\u5230\u5de5\u7a0b\u843d\u5730\u7684\u5b8c\u6574\u89e3\u51b3\u65b9\u6848&#xff0c;\u9002\u7528\u4e8eAI\u57fa\u7840\u8bbe\u65bd\u5f00\u53d1\u8005\u3001\u4e91\u8ba1\u7b97\u67b6\u6784\u5e08\u53ca\u5927\u6a21\u578b\u7814\u53d1\u56e2\u961f\u3002<\/p>\n<hr \/>\n<h4>1 \u573a\u666f\u9700\u6c42\u5206\u6790<\/h4>\n<p>\u5f53\u4f60\u7740\u624b\u767e\u4ebf\u53c2\u6570\u5927\u6a21\u578b\u8bad\u7ec3\u65f6&#xff0c;\u9996\u5148\u4f1a\u9762\u4e34\u4e09\u91cd\u56f0\u5883&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220439-68894577dff61.jpg\" alt=\"\u9700\u6c42\u5206\u6790\" \/><\/p>\n<h5>1.1 \u663e\u5b58\u5899\u7684\u7a92\u606f\u611f<\/h5>\n<p>\u6a21\u578b\u6743\u91cd\u5982\u5de8\u4eba\u822c\u81a8\u80c0&#xff0c;Transformer\u67b6\u6784\u6bcf10\u4ebf\u53c2\u6570\u9700\u8981\u7ea612GB\u663e\u5b58\u3002\u4ee51750\u4ebf\u53c2\u6570\u7684GPT-3\u4e3a\u4f8b&#xff0c;\u4ec5\u6743\u91cd\u5c31\u97001.2TB\u663e\u5b58\u2014\u2014\u76f8\u5f53\u4e8e40\u5f20A100-80G\u663e\u5361\u7684\u6781\u9650\u5bb9\u91cf&#xff08;\u6bcf\u5f2030GB\u53ef\u7528\u663e\u5b58&#xff09;\u3002\u4f60\u7684GPU\u96c6\u7fa4\u5982\u540c\u88ab\u585e\u6ee1\u7684\u4ed3\u5e93&#xff0c;\u8fde\u4e00\u4e2a\u989d\u5916\u53c2\u6570\u90fd\u96be\u4ee5\u5bb9\u7eb3\u3002\u66f4\u6b8b\u9177\u7684\u662f&#xff0c;\u5b9e\u9645\u8bad\u7ec3\u8fd8\u9700\u8981\u989d\u591630%\u663e\u5b58\u7528\u4e8e\u5b58\u50a8\u4f18\u5316\u5668\u72b6\u6001\u548c\u68af\u5ea6&#xff0c;\u8fd9\u4f7f\u5f97\u663e\u5b58\u9700\u6c42\u8fdb\u4e00\u6b65\u98d9\u5347\u52301.56TB\u3002<\/p>\n<h5>1.2 \u8717\u725b\u822c\u7684\u8bad\u7ec3\u901f\u5ea6<\/h5>\n<p>\u4ee5NVIDIA A100\u7684\u5355\u5361\u7b97\u529b&#xff08;312 TFLOPS&#xff09;\u8ba1\u7b97&#xff0c;\u8bad\u7ec3\u767e\u4ebf\u53c2\u6570\u6a21\u578b\u5b8c\u62101\u4e2aepoch&#xff08;\u5047\u8bbe1TB tokens&#xff09;\u9700\u8981\u7ea645\u5929\u3002\u6bcf\u6b21\u5b9e\u9a8c\u8fed\u4ee3\u90fd\u662f\u6f2b\u957f\u7684\u714e\u71ac&#xff0c;\u8c03\u53c2\u8fc7\u7a0b\u53ef\u80fd\u9700\u8981\u91cd\u590d10-20\u6b21\u3002\u4f60\u4f1a\u773c\u7741\u7741\u770b\u7740\u7ade\u54c1\u91c7\u7528\u5206\u5e03\u5f0f\u8bad\u7ec3\u5feb\u901f\u8fed\u4ee3\u6a21\u578b&#xff0c;\u800c\u81ea\u5df1\u7684\u5355\u5361\u8fdb\u5ea6\u6761\u6bcf\u5929\u4ec5\u524d\u8fdb1%&#xff0c;\u5173\u952e\u8bba\u6587\u622a\u7a3f\u65e5\u671f\u5374\u65e5\u76ca\u4e34\u8fd1\u3002<\/p>\n<h5>1.3 \u5343\u5361\u96c6\u7fa4\u7684\u901a\u4fe1\u5669\u68a6<\/h5>\n<p>\u5f53\u4f60\u7ec8\u4e8e\u6269\u5c55\u81f3\u5343\u5361\u89c4\u6a21&#xff08;\u59821024\u5f20A100&#xff09;&#xff0c;NVLink\u548cInfiniBand\u7684\u5e26\u5bbd\u4f18\u52bf\u5374\u88abAll-Reduce\u64cd\u4f5c\u62b5\u6d88\u3002\u5728\u53c2\u6570\u670d\u52a1\u5668\u67b6\u6784\u4e0b&#xff0c;\u6bcf\u4e2aiteration\u9700\u8981\u540c\u6b65\u7ea6200GB\u7684\u68af\u5ea6\u6570\u636e&#xff0c;\u5bfc\u81f4\u901a\u4fe1\u5ef6\u8fdf\u98d9\u5347\u5230100-150\u6beb\u79d2\u3002\u8fd9\u5982\u540c\u5728\u65e9\u9ad8\u5cf0\u7684\u5317\u4eac\u4e94\u73af\u8def\u4e0a\u8c03\u5ea6\u5343\u8f86\u5361\u8f66&#xff0c;30-40%\u7684\u7b97\u529b\u88ab\u6d6a\u8d39\u5728\u7b49\u5f85\u6570\u636e\u4f20\u9012\u4e0a\u3002\u66f4\u7cdf\u7684\u662f&#xff0c;\u968f\u7740GPU\u6570\u91cf\u589e\u52a0&#xff0c;\u901a\u4fe1\u5f00\u9500\u5448\u975e\u7ebf\u6027\u589e\u957f&#xff0c;\u4f7f\u6269\u5c55\u6548\u7387&#xff08;Scaling Efficiency&#xff09;\u8dcc\u783460%\u8b66\u6212\u7ebf\u3002<\/p>\n<h5>1.4 \u8c01\u5728\u6e34\u6c42\u89e3\u51b3\u65b9\u6848&#xff1f;<\/h5>\n<li>\u4e91\u670d\u52a1\u5546&#xff08;AWS\/\u963f\u91cc\u4e91\u7b49&#xff09;&#xff1a;\u4f60\u7684\u4f01\u4e1a\u5ba2\u6237\u8981\u6c42\u90e8\u7f72\u5343\u4ebf\u53c2\u6570\u6a21\u578b&#xff0c;\u4f46\u73b0\u6709TensorFlow\/PyTorch\u65b9\u6848\u5728p3.16xlarge\u5b9e\u4f8b\u4e0aGPU\u5229\u7528\u7387\u4ec538-42%<\/li>\n<li>AI\u7814\u53d1\u4f01\u4e1a&#xff1a;\u767e\u4ebf\u6a21\u578b\u8bad\u7ec3\u6bcf\u6b21\u6d88\u8017150\u4e07\u7f8e\u5143&#xff08;\u6309AWS p4d.24xlarge\u5b9e\u4f8b\u8ba1\u8d39&#xff09;&#xff0c;\u6295\u8d44\u4eba\u8981\u6c42\u5c06\u8bad\u7ec3\u6210\u672c\u538b\u7f29\u5230\u539f1\/3<\/li>\n<li>\u9ad8\u6821\u5b9e\u9a8c\u5ba4&#xff1a;\u4f60\u76842000\u5361\u96c6\u7fa4\u6392\u961f\u7cfb\u7edf\u663e\u793a\u5e73\u5747\u7b49\u5f85\u65f6\u95f4\u8fbe72\u5c0f\u65f6&#xff0c;\u535a\u58eb\u751f\u4eec\u4e3a\u62a2\u7b97\u529b\u7206\u53d1\u51b2\u7a81<\/li>\n<li>\u91d1\u878d\/\u533b\u7597\u884c\u4e1a&#xff1a;\u75c5\u5386\u6570\u636e\u9700\u5728\u672c\u5730\u8bad\u7ec3130\u4ebf\u53c2\u6570\u6a21\u578b&#xff0c;\u4f46\u73b0\u6709DGX\u5de5\u4f5c\u7ad9\u4ec5\u652f\u6301\u6700\u592770\u4ebf\u53c2\u6570<\/li>\n<p>\u8fd9\u65f6\u4f60\u4f1a\u610f\u8bc6\u5230&#xff1a;\u5728LLM\u519b\u5907\u7ade\u8d5b\u4e2d&#xff0c;\u7a81\u7834\u663e\u5b58\u5899\u4e0d\u662f\u9009\u62e9\u9898&#xff0c;\u800c\u662f\u51b3\u5b9a\u4f01\u4e1a\u5b58\u4ea1\u7684\u80cc\u6c34\u4e00\u6218\u30022023\u5e74arXiv\u6570\u636e\u663e\u793a&#xff0c;\u672a\u80fd\u89e3\u51b3\u8bad\u7ec3\u6548\u7387\u95ee\u9898\u7684AI\u56e2\u961f&#xff0c;\u5176\u9879\u76ee\u592d\u6298\u7387\u9ad8\u8fbe67%\u3002<\/p>\n<hr \/>\n<h4>2 \u5e02\u573a\u4ef7\u503c\u5206\u6790<\/h4>\n<p>\u5f53\u4f60\u91c7\u75283D\u5e76\u884c\u65b9\u6848\u540e&#xff0c;\u4ef7\u503c\u63d0\u5347\u5c06\u76f4\u89c2\u4f53\u73b0\u5728\u4e09\u4e2a\u7ef4\u5ea6&#xff1a;<\/p>\n<h5>2.1 \u6548\u7387\u9769\u547d&#xff08;\u4ee5\u767e\u4ebf\u6a21\u578b\u4e3a\u4f8b&#xff09;<\/h5>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220441-68894579c288f.jpg\" alt=\"\u6548\u7387\u9769\u547d\" \/><\/p>\n<table>\n<tr>\u6307\u6807\u4f20\u7edf\u65b9\u68483D\u5e76\u884c\u65b9\u6848\u4ef7\u503c\u63d0\u5347<\/tr>\n<tbody>\n<tr>\n<td>\u8bad\u7ec3\u5468\u671f<\/td>\n<td>45\u5929&#xff08;\u97004\u6b21\u5168\u91cf\u6570\u636e\u904d\u5386&#xff09;<\/td>\n<td>9\u5929&#xff08;\u91c7\u7528\u68af\u5ea6\u7d2f\u79ef&#043;\u52a8\u6001\u6279\u5904\u7406&#xff09;<\/td>\n<td>\u8282\u770180\u4e07\u7535\u8d39&#xff08;\u63090.8\u5143\/\u5ea6\u8ba1\u7b97&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>GPU\u5229\u7528\u7387<\/td>\n<td>35%&#xff08;\u9891\u7e41\u7b49\u5f85\u6570\u636e\u52a0\u8f7d&#xff09;<\/td>\n<td>82%&#xff08;\u91c7\u7528\u6d41\u6c34\u7ebf\u5e76\u884c&#043;\u91cd\u53e0\u8ba1\u7b97&#xff09;<\/td>\n<td>\u5343\u5361\u96c6\u7fa4\u5e74\u77012300\u4e07&#xff08;\u542b\u8bbe\u5907\u6298\u65e7&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u663e\u5b58\u5360\u7528<\/td>\n<td>1.2TB&#xff08;\u5168\u53c2\u6570\u5b58\u50a8&#xff09;<\/td>\n<td>320GB&#xff08;\u5f20\u91cf\u5e76\u884c&#043;\u4f18\u5316\u5668\u72b6\u6001\u5206\u5272&#xff09;<\/td>\n<td>\u964d\u4f4e73%\u786c\u4ef6\u6210\u672c&#xff08;A100\u91c7\u8d2d\u4ef7\u5dee&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5178\u578b\u5e94\u7528\u573a\u666f&#xff1a;\u67d0\u81ea\u52a8\u9a7e\u9a76\u516c\u53f8\u75283D\u5e76\u884c\u57282\u5468\u5185\u5b8c\u6210\u591a\u6a21\u6001\u6a21\u578b\u8bad\u7ec3&#xff0c;\u8f83\u539f\u8ba1\u5212\u63d0\u524d\u62ff\u5230\u8def\u6d4b\u724c\u7167<\/p>\n<h5>2.2 \u62a5\u4ef7\u7b56\u7565\u7684\u667a\u6167<\/h5>\n<p>\u4f60\u4f1a\u8fd9\u6837\u8bbe\u8ba1\u670d\u52a1\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u57fa\u7840\u6388\u6743\u5c42&#xff08;50-80\u4e07\/\u5e74&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u63d0\u4f9b\u6838\u5fc3\u5e76\u884c\u6846\u67b6&#xff08;\u542b\u6570\u636e\/\u6a21\u578b\/\u6d41\u6c34\u7ebf\u5e76\u884c&#xff09;<\/li>\n<li>\u652f\u6301PyTorch\/TensorFlow\u63a5\u53e3\u9002\u914d<\/li>\n<li>\u5ba2\u6237\u53ef\u81ea\u4e3b\u8c03\u914d\u5343\u5361\u4ee5\u4e0b\u96c6\u7fa4&#xff08;\u9700\u901a\u8fc7\u8ba4\u8bc1\u8003\u8bd5&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u9ec4\u91d1\u90e8\u7f72\u5305&#xff08;300-500\u4e07&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u786c\u4ef6\u4f18\u5316\u65b9\u6848&#xff1a;\n<ul>\n<li>InfiniBand\u7f51\u7edc\u8c03\u4f18&#xff08;\u5ef6\u8fdf&#xff1c;1.2\u03bcs&#xff09;<\/li>\n<li>NVMe\u5206\u7ea7\u5b58\u50a8\u914d\u7f6e&#xff08;\u70ed\u6570\u636eIOPS&#xff1e;200K&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\u542b3\u6b21\u73b0\u573a\u6027\u80fd\u8bca\u65ad&#xff08;\u63d0\u4f9b\u541e\u5410\u91cf\u4f18\u5316\u62a5\u544a&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u767d\u91d1\u62a4\u822a\u670d\u52a1&#xff08;20\u4e07\/\u4efb\u52a1&#xff09;&#xff1a;<\/p>\n<ul>\n<li>7\u00d724\u5c0f\u65f6\u9a7b\u573a\u4f18\u5316&#xff08;2\u540d\u4e13\u5bb6\u968f\u65f6\u5019\u547d&#xff09;<\/li>\n<li>\u4fdd\u969c\u541e\u5410\u91cf&#xff1e;1400 samples\/sec\/GPU&#xff08;\u7b7e\u8ba2SLA&#xff09;<\/li>\n<li>\u7d27\u6025\u60c5\u51b515\u5206\u949f\u54cd\u5e94&#xff08;\u542b\u5907\u7528\u7b97\u529b\u8c03\u5ea6\u6743\u9650&#xff09;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h5>2.3 \u4e3a\u4ec0\u4e48\u5ba2\u6237\u613f\u610f\u4e70\u5355&#xff1f;<\/h5>\n<ul>\n<li>\u91d1\u878d\u5ba2\u6237&#xff1a;\u9ad8\u9891\u4ea4\u6613\u6a21\u578b9\u5929\u5b8c\u6210\u8fed\u4ee3&#xff08;\u4f20\u7edf\u97006\u5468&#xff09;&#xff0c;\u6293\u4f4f0.3%\u7684\u5957\u5229\u7a97\u53e3\u671f<\/li>\n<li>\u4e91\u670d\u52a1\u5546&#xff1a;\n<ul>\n<li>GPU\u5229\u7528\u7387\u4ece38%\u63d0\u5347\u81f381%<\/li>\n<li>\u540c\u7b49V100\u96c6\u7fa4\u53ef\u591a\u63a540%\u8ba2\u5355&#xff08;\u5b9e\u6d4b\u541e\u5410\u91cf\u63d0\u53472.7\u500d&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\u9ad8\u6821\u56e2\u961f&#xff1a;\n<ul>\n<li>\u5343\u5361\u96c6\u7fa4\u53ef\u5e76\u884c6\u4e2a\u8bfe\u9898&#xff08;\u8d44\u6e90\u9694\u79bb\u7cbe\u5ea6\u635f\u5931&#xff1c;0.5%&#xff09;<\/li>\n<li>\u5b66\u751f\u4f5c\u4e1a\u961f\u5217\u7b49\u5f85\u65f6\u95f4\u4ece72\u5c0f\u65f6\u964d\u81f3\u5b9e\u65f6\u63d0\u4ea4<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h4>3 \u63a5\u5355\u7b56\u7565<\/h4>\n<p>\u5f53\u4f60\u9762\u5bf9\u5ba2\u6237\u9700\u6c42\u65f6&#xff0c;\u9075\u5faa\u8fd9\u4e2a\u63a5\u5355\u8def\u7ebf\u56fe&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220442-6889457ad8f1d.jpg\" alt=\"\u63a5\u5355\u7b56\u7565\" \/><\/p>\n<h5>3.1 \u5173\u952e\u64cd\u4f5c\u7ec6\u8282&#xff1a;<\/h5>\n<p>\u6b65\u9aa41&#xff1a;\u9700\u6c42\u8bca\u65ad&#xff08;\u6df1\u5ea6\u6280\u672f\u8bc4\u4f30\u4e0e\u5546\u4e1a\u4ef7\u503c\u5206\u6790&#xff09;<\/p>\n<ul>\n<li>\u91c7\u7528\u6807\u51c6\u5316\u8bc4\u4f30\u5de5\u5177\u5305\u8fdb\u884c\u5168\u65b9\u4f4d\u8bca\u65ad&#xff1a;\n<ul>\n<li>\u6a21\u578b\u67b6\u6784\u626b\u63cf&#xff1a;\u25a1Transformer \u25a1RNN \u25a1MoE \u25a1\u6df7\u5408\u67b6\u6784<\/li>\n<li>\u786c\u4ef6\u8d44\u6e90\u5ba1\u8ba1&#xff1a;\u25a1A100\u96c6\u7fa4 \u25a1H100\u96c6\u7fa4 \u25a1\u81ea\u5efa\u6570\u636e\u4e2d\u5fc3<\/li>\n<li>\u5546\u4e1a\u4ef7\u503c\u8bc4\u4f30&#xff1a;\u25a1POC\u9a8c\u8bc1\u9636\u6bb5 \u25a1\u5546\u4e1a\u5316\u90e8\u7f72\u51c6\u5907<\/li>\n<\/ul>\n<\/li>\n<li>\u5178\u578b\u6848\u4f8b&#xff1a;\u67d0\u91d1\u878d\u98ce\u63a7\u5ba2\u6237\u539f\u8ba1\u5212\u91c7\u8d2d64\u53f0DGX\u670d\u52a1\u5668&#xff0c;\u7ecf\u62d3\u6251\u5206\u6790\u53d1\u73b0\u5176Attention\u5c42\u5360\u6bd4\u8fbe78%&#xff0c;\u6700\u7ec8\u91c7\u7528TP&#061;4&#043;PP&#061;2\u6df7\u5408\u65b9\u6848&#xff0c;\u8282\u7701\u786c\u4ef6\u6295\u8d44320\u4e07\u7f8e\u5143<\/li>\n<\/ul>\n<p>\u6b65\u9aa42&#xff1a;\u52a8\u6001\u65b9\u6848\u8bbe\u8ba1&#xff08;\u57fa\u4e8e\u8ba1\u7b97\u56fe\u8c31\u7684\u667a\u80fd\u5207\u5206&#xff09; \u901a\u8fc7\u8ba1\u7b97\u56fe\u5206\u6790\u5f15\u64ce\u81ea\u52a8\u751f\u6210&#xff1a;<\/p>\n<ul>\n<li>\u7b97\u5b50\u7ea7\u5e76\u884c\u7b56\u7565&#xff1a;\n<ul>\n<li>\u77e9\u9635\u4e58\u6cd5\u7c7b&#xff1a;\u4f18\u5148\u91c7\u7528TP&#xff08;\u5f20\u91cf\u5e76\u884c&#xff09;<\/li>\n<li>\u5f52\u4e00\u5316\u5c42&#xff1a;\u5f3a\u5236\u91c7\u7528DP&#xff08;\u6570\u636e\u5e76\u884c&#xff09;<\/li>\n<li>\u5168\u8fde\u63a5\u5c42&#xff1a;\u542f\u7528AP&#xff08;\u81ea\u52a8\u5e76\u884c&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\u8d44\u6e90\u914d\u6bd4\u7b97\u6cd5&#xff1a;<span class=\"token keyword\">def<\/span> <span class=\"token function\">allocate_parallelism<\/span><span class=\"token punctuation\">(<\/span>params<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> params <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">50e8<\/span><span class=\"token punctuation\">:<\/span>  <span class=\"token comment\"># 50\u4ebf\u53c2\u6570\u4ee5\u4e0a<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039;TP&#039;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">8<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;PP&#039;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;DP&#039;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">16<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#039;TP&#039;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;PP&#039;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#039;DP&#039;<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">32<\/span><span class=\"token punctuation\">}<\/span>\n <\/li>\n<\/ul>\n<p>\u6b65\u9aa43&#xff1a;\u8d44\u6e90\u62d3\u6251\u4f18\u5316&#xff08;\u6784\u5efa\u9ad8\u6027\u80fd\u8bad\u7ec3\u57fa\u5ea7&#xff09;<\/p>\n<ul>\n<li>\u7f51\u7edc\u4f18\u5316&#xff1a;\n<ul>\n<li>\u90e8\u7f72NCCL2.18&#043;\u5b9a\u5236\u62d3\u6251&#xff1a;\u5c06\u8de8\u673a\u901a\u4fe1\u8df3\u6570\u63a7\u5236\u57283\u8df3\u5185<\/li>\n<li>\u542f\u7528GPUDirect RDMA&#xff1a;\u5b9e\u73b0\u663e\u5b58\u5230\u663e\u5b58\u7684\u96f6\u62f7\u8d1d\u4f20\u8f93<\/li>\n<\/ul>\n<\/li>\n<li>\u5b58\u50a8\u67b6\u6784&#xff1a; <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220443-6889457bd3b45.png\" alt=\"\u5b58\u50a8\u67b6\u6784\" \/><\/li>\n<\/ul>\n<p>\u6b65\u9aa44&#xff1a;SLA\u6280\u672f\u4fdd\u969c\u4f53\u7cfb&#xff08;\u519b\u4e8b\u7ea7\u5bb9\u707e\u65b9\u6848&#xff09;<\/p>\n<ul>\n<li>\u4e09\u91cd\u4fdd\u969c\u673a\u5236&#xff1a;\n<li>\u5fc3\u8df3\u68c0\u6d4b&#xff1a;\u6bcf5\u79d2\u6821\u9a8c\u6240\u6709Worker\u72b6\u6001<\/li>\n<li>\u68af\u5ea6\u6821\u9a8c&#xff1a;\u91c7\u7528CRC32\u68c0\u67e5\u6570\u636e\u4f20\u8f93\u5b8c\u6574\u6027<\/li>\n<li>\u65ad\u70b9\u5b58\u6863&#xff1a;\u6bcf\u5c0f\u65f6\u751f\u6210ETCD\u5206\u5e03\u5f0f\u5feb\u7167<\/li>\n<\/li>\n<li>\u6027\u80fd\u57fa\u7ebf&#xff1a;\n<ul>\n<li>\u5343\u5361\u6548\u7387&#xff1a;\u226592%\u7684\u7406\u8bba\u5cf0\u503c\u7b97\u529b<\/li>\n<li>\u6062\u590d\u65f6\u6548&#xff1a;\u5355\u8282\u70b9\u6545\u969c30\u79d2\u5185\u81ea\u52a8\u8fc1\u79fb<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u6b65\u9aa45&#xff1a;\u667a\u80fd\u8fd0\u7ef4\u7cfb\u7edf&#xff08;\u9884\u6d4b\u6027\u7ef4\u62a4&#xff09; \u90e8\u7f72AIOps\u76d1\u63a7\u5e73\u53f0&#xff1a;<\/p>\n<ul>\n<li>\u5b9e\u65f6\u4eea\u8868\u76d8&#xff1a;\n<ul>\n<li>\u8ba1\u7b97\u5bc6\u5ea6\u70ed\u529b\u56fe<\/li>\n<li>\u901a\u4fe1\u5ef6\u8fdf\u62d3\u6251\u56fe<\/li>\n<li>\u663e\u5b58\u788e\u7247\u7387\u8d8b\u52bf<\/li>\n<\/ul>\n<\/li>\n<li>\u9884\u8b66\u7cfb\u7edf&#xff1a;\n<ul>\n<li>\u63d0\u524d12\u5c0f\u65f6\u9884\u6d4b\u786c\u4ef6\u6545\u969c\u98ce\u9669<\/li>\n<li>\u52a8\u6001\u8c03\u6574batch_size\u9632\u6b62OOM<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u4ef7\u503c\u5347\u534e&#xff1a; \u901a\u8fc7\u5efa\u7acb&#034;\u8bc4\u4f30-\u8bbe\u8ba1-\u5b9e\u65bd-\u4fdd\u969c-\u8fdb\u5316&#034;\u7684\u5168\u751f\u547d\u5468\u671f\u670d\u52a1\u4f53\u7cfb&#xff0c;\u5c06\u5ba2\u6237\u6a21\u578b\u8bad\u7ec3\u6548\u7387\u63d0\u53473-8\u500d&#xff0c;\u6545\u969c\u7387\u964d\u4f4e90%&#xff0c;\u6210\u4e3a\u5ba2\u6237AI\u57fa\u7840\u8bbe\u65bd\u7684\u6838\u5fc3\u6280\u672f\u4f19\u4f34\u3002\u6240\u6709\u670d\u52a1\u8fc7\u7a0b\u5747\u901a\u8fc7\u533a\u5757\u94fe\u5b58\u8bc1&#xff0c;\u786e\u4fdd\u65b9\u6848\u53ef\u5ba1\u8ba1\u3001\u53ef\u590d\u73b0\u3002<\/p>\n<hr \/>\n<h4>4 \u6280\u672f\u67b6\u6784<\/h4>\n<p>\u5f53\u4f60\u6784\u5efa\u5343\u5361\u8bad\u7ec3\u7cfb\u7edf\u65f6&#xff0c;\u4f1a\u91c7\u7528\u5206\u5c42\u534f\u540c\u67b6\u6784\u3002\u6574\u4e2a\u6d41\u7a0b\u5c31\u50cf\u7cbe\u5bc6\u8fd0\u8f6c\u7684\u949f\u8868&#xff0c;\u5404\u7ec4\u4ef6\u73af\u73af\u76f8\u6263&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220443-6889457be08de.jpg\" alt=\"\u6280\u672f\u67b6\u6784\" \/><\/p>\n<h5>4.1 \u5173\u952e\u6280\u672f\u70b9\u89e3\u6790<\/h5>\n<li>\n<p>\u6570\u636e\u5e76\u884c(Data Parallelism, DP)&#xff1a; \u5728\u5206\u5e03\u5f0f\u8bad\u7ec3\u573a\u666f\u4e2d&#xff0c;\u5c06\u5b8c\u6574\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u5747\u5300\u5212\u5206\u4e3a1024\u4e2a\u6570\u636e\u5206\u7247&#xff08;\u4f8b\u5982ImageNet\u7684128\u4e07\u5f20\u56fe\u7247&#xff0c;\u6bcf\u5f20\u5361\u5206\u914d\u7ea61250\u5f20&#xff09;\u3002\u6bcf\u5757GPU\u4f7f\u7528\u76f8\u540c\u7684\u6a21\u578b\u526f\u672c&#xff0c;\u72ec\u7acb\u5904\u7406\u4e0d\u540c\u7684\u6570\u636e\u7247\u6bb5\u5e76\u8ba1\u7b97\u68af\u5ea6&#xff0c;\u6700\u540e\u901a\u8fc7All-Reduce\u64cd\u4f5c\u540c\u6b65\u68af\u5ea6\u66f4\u65b0\u3002\u8fd9\u79cd\u65b9\u6cd5\u7c7b\u4f3c\u4e8e\u8ba91000\u540d\u53a8\u5e08\u540c\u65f6\u70f9\u996a\u4e0d\u540c\u7684\u98df\u6750&#xff08;\u59821\u53f7\u53a8\u5e08\u4e13\u653b\u7ca4\u83dc\u30012\u53f7\u8d1f\u8d23\u5ddd\u83dc&#xff09;&#xff0c;\u6700\u540e\u901a\u8fc7\u4e2d\u592e\u53a8\u623f&#xff08;\u53c2\u6570\u670d\u52a1\u5668&#xff09;\u6c47\u603b\u5404\u83dc\u7cfb\u7cbe\u534e&#xff0c;\u5b8c\u6210\u6ee1\u6c49\u5168\u5e2d\u7ea7\u522b\u7684\u6a21\u578b\u8bad\u7ec3\u3002\u5178\u578b\u5e94\u7528\u573a\u666f\u5305\u62ecResNet\u7b49CNN\u6a21\u578b\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u3002<\/p>\n<\/li>\n<li>\n<p>\u6d41\u6c34\u7ebf\u5e76\u884c(Pipeline Parallelism, PP)&#xff1a; \u9488\u5bf9\u8d85\u5927\u89c4\u6a21\u6a21\u578b&#xff08;\u5982GPT-3\u7684175B\u53c2\u6570&#xff09;&#xff0c;\u5c06\u7f51\u7edc\u5c42\u5782\u76f4\u5207\u5206\u4e3a4\u4e2a\u8ba1\u7b97\u9636\u6bb5&#xff08;stage&#xff09;\u3002\u4ee5\u767e\u5c42Transformer\u4e3a\u4f8b&#xff1a;<\/p>\n<ul>\n<li>GPU1\u4e13\u8d23\u5904\u7406\u7b2c1-25\u5c42&#xff08;\u8f93\u5165\u5d4c\u5165&#043;\u524d12\u4e2aTransformer\u5757&#xff09;<\/li>\n<li>GPU2\u5904\u7406\u7b2c26-50\u5c42&#xff08;\u4e2d\u95f413-25\u4e2aTransformer\u5757&#xff09;<\/li>\n<li>GPU3\u5904\u7406\u7b2c51-75\u5c42<\/li>\n<li>GPU4\u5904\u7406\u6700\u540e25\u5c42 \u901a\u8fc7\u5fae\u6279\u6b21(micro-batch)\u8c03\u5ea6\u5b9e\u73b0\u6d41\u6c34\u7ebf\u6c14\u6ce1\u586b\u5145&#xff1a;\u5f53GPU1\u5904\u7406\u7b2c2\u4e2a\u6837\u672c\u7684embedding\u65f6&#xff0c;GPU2\u6b63\u5728\u5bf9\u7b2c1\u4e2a\u6837\u672c\u8fdb\u884c\u4e2d\u95f4\u7279\u5f81\u8f6c\u6362&#xff0c;GPU3\u5219\u53ef\u80fd\u5904\u4e8e\u7a7a\u95f2\u7b49\u5f85\u72b6\u6001\u3002\u4f18\u5316\u540e\u7684\u8c03\u5ea6\u7b97\u6cd5&#xff08;\u5982GPipe\u76841F1B&#xff09;\u53ef\u4f7f\u6c14\u6ce1\u6d6a\u8d39\u964d\u4f4e\u523012%\u4ee5\u4e0b\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5f20\u91cf\u5e76\u884c(Tensor Parallelism, TP)&#xff1a; \u5728\u5355\u4e2a\u8ba1\u7b97\u5bc6\u96c6\u578b\u7b97\u5b50\u5c42\u9762\u8fdb\u884c\u5206\u89e3&#xff0c;\u4ee5\u5168\u8fde\u63a5\u5c42\u4e3a\u4f8b\u5b9e\u65bd&#034;\u77e9\u9635\u624b\u672f&#034;&#xff1a;<\/p>\n<ul>\n<li>\u8f93\u5165\u7279\u5f81\u77e9\u9635X\u62c6\u5206\u4e3a[X1,X2]\u6cbf\u5217\u5206\u5272<\/li>\n<li>\u6743\u91cd\u77e9\u9635W\u62c6\u5206\u4e3a[W1;W2]\u6cbf\u884c\u5206\u5272<\/li>\n<li>\u5404GPU\u5206\u522b\u8ba1\u7b97X1W1\u548cX2W2<\/li>\n<li>\u901a\u8fc7All-Gather\u64cd\u4f5c\u5408\u5e76\u90e8\u5206\u7ed3\u679c \u8fd9\u79cd\u5207\u5206\u65b9\u5f0f\u7279\u522b\u9002\u7528\u4e8eMegatron-LM\u7b49\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b&#xff0c;\u53ef\u5c06\u5355\u4e2aFFN\u5c42\u7684\u8ba1\u7b97\u8d1f\u8f7d\u5206\u644a\u5230\u591a\u5361\u3002\u4f8b\u5982\u5904\u74068192\u7ef4\u9690\u85cf\u5c42\u65f6&#xff0c;4\u5361\u5e76\u884c\u53ef\u4f7f\u77e9\u9635\u4e58\u6cd5\u8ba1\u7b97\u91cf\u964d\u4e3a\u539f\u6765\u76841\/4\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220444-6889457cd7185.png\" alt=\"\u5f20\u91cf\u5e76\u884c\" \/><\/li>\n<\/ul>\n<p>\u6bcf\u5f20\u5361\u4ec5\u5b581\/8\u6743\u91cd&#xff0c;\u663e\u5b58\u538b\u529b\u9aa4\u964d\u3002<\/p>\n<\/li>\n<li>\n<p>Zero-Infinity&#xff1a;\u667a\u80fd\u663e\u5b58\u5206\u7ea7\u7ba1\u7406\u7cfb\u7edf \u4f60\u7684\u663e\u5b58\u6551\u751f\u8231&#xff0c;\u5b9e\u73b0\u6d77\u91cf\u53c2\u6570\u6a21\u578b\u7684\u6d41\u7545\u8bad\u7ec3&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u70ed\u53c2\u6570&#xff08;Hot Parameters&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u9ad8\u9891\u8bbf\u95ee\u7684\u6838\u5fc3\u53c2\u6570&#xff08;\u5982\u5f53\u524d\u8bad\u7ec3\u6279\u6b21\u7684\u68af\u5ea6\u3001\u6743\u91cd&#xff09;<\/li>\n<li>\u5e38\u9a7bGPU\u663e\u5b58&#xff0c;\u786e\u4fdd\u5373\u65f6\u8bbf\u95ee&#xff08;\u5ef6\u8fdf&lt;1ms&#xff09;<\/li>\n<li>\u7ea6\u5360\u603b\u53c2\u6570\u76845-10%&#xff0c;\u5982ResNet-152\u7684\u6700\u540e\u4e00\u5c42\u53c2\u6570<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6e29\u53c2\u6570&#xff08;Warm Parameters&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u4e2d\u9891\u4f7f\u7528\u7684\u8f85\u52a9\u53c2\u6570&#xff08;\u5982\u4e0a\u4e00\u4e2aepoch\u7684\u6743\u91cd&#xff09;<\/li>\n<li>\u6682\u5b58CPU\u5185\u5b58&#xff08;DDR4\/DDR5&#xff09;&#xff0c;\u901a\u8fc7PCIe\u901a\u9053\u5feb\u901f\u4ea4\u6362<\/li>\n<li>\u5ef6\u8fdf\u7ea610-100\u03bcs&#xff0c;\u5360\u53c2\u6570\u603b\u91cf20-30%<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u51b7\u53c2\u6570&#xff08;Cold Parameters&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u4f4e\u9891\u5386\u53f2\u53c2\u6570&#xff08;\u5982\u524d10\u4e2aepoch\u7684\u68c0\u67e5\u70b9&#xff09;<\/li>\n<li>\u5b58\u5165\u9ad8\u901fNVMe\u56fa\u6001\u76d8&#xff08;\u63a8\u8350PCIe 4.0 x4\u63a5\u53e3&#xff09;<\/li>\n<li>\u5ef6\u8fdf\u63a7\u5236\u57285-10ms&#xff0c;\u652f\u6301TB\u7ea7\u53c2\u6570\u5b58\u50a8<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u667a\u80fd\u9884\u53d6\u673a\u5236&#xff1a;<\/p>\n<li>\u57fa\u4e8eLSTM\u7684\u8bbf\u95ee\u9884\u6d4b\u6a21\u578b&#xff0c;\u5206\u6790\u53c2\u6570\u8c03\u7528\u6a21\u5f0f<\/li>\n<li>\u63d0\u524d0.5\u79d2&#xff08;\u7ea6500ms&#xff09;\u5c06\u5373\u5c06\u4f7f\u7528\u7684\u53c2\u6570\u4ece\u51b7\u5b58\u50a8\u5c42\u7ea7\u63d0\u5347<\/li>\n<li>\u91c7\u7528\u53cc\u7f13\u51b2\u6280\u672f&#xff0c;\u786e\u4fdd\u52a0\u8f7d\u8fc7\u7a0b\u4e0d\u5f71\u54cd\u5f53\u524d\u8bad\u7ec3\u6279\u6b21<\/li>\n<li>\u5b9e\u6d4b\u53ef\u51cf\u5c1199.7%\u7684\u663e\u5b58\u6ea2\u51fa\u5bfc\u81f4\u7684\u8bad\u7ec3\u505c\u987f<\/li>\n<p>&#xff08;\u5178\u578b\u5e94\u7528\u573a\u666f&#xff1a;\u8bad\u7ec350\u4ebf\u53c2\u6570\u5927\u6a21\u578b\u65f6&#xff0c;\u663e\u5b58\u5360\u7528\u53ef\u964d\u4f4e\u81f3\u539f\u672c\u76841\/8&#xff09;<\/p>\n<\/li>\n<hr \/>\n<h4>5 \u6838\u5fc3\u4ee3\u7801\u5b9e\u73b0<\/h4>\n<h5>5.1 Python\u8bad\u7ec3\u7aef&#xff08;3D\u5e76\u884c\u521d\u59cb\u5316&#xff09;<\/h5>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220444-6889457ce78bc.jpg\" alt=\"3D\u5e76\u884c\u521d\u59cb\u5316\" \/><\/p>\n<p>\u4f60\u53ef\u4ee5\u53c2\u8003\u4e0b\u9762\u7684\u65b9\u5f0f\u642d\u5efa\u8bad\u7ec3\u9aa8\u67b6&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u6b65\u9aa41&#xff1a;\u5bfc\u5165\u5206\u5e03\u5f0f\u8bad\u7ec3\u795e\u5668<\/span><br \/>\n<span class=\"token keyword\">import<\/span> deepspeed<br \/>\n<span class=\"token keyword\">from<\/span> megatron<span class=\"token punctuation\">.<\/span>core <span class=\"token keyword\">import<\/span> parallel_state<\/p>\n<p><span class=\"token comment\"># \u6b65\u9aa42&#xff1a;\u914d\u7f6e3D\u5e76\u884c\u7ef4\u5ea6&#xff08;\u4ee51024\u5361\u4e3a\u4f8b&#xff09;<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">setup_parallel_world<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># TP&#061;8&#xff1a;\u6bcf8\u5361\u5207\u5206\u5f20\u91cf<\/span><br \/>\n    parallel_state<span class=\"token punctuation\">.<\/span>initialize_tensor_parallel<span class=\"token punctuation\">(<\/span>tensor_model_parallel_size<span class=\"token operator\">&#061;<\/span><span class=\"token number\">8<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># PP&#061;4&#xff1a;\u6a21\u578b\u62c6\u62104\u6bb5\u6d41\u6c34\u7ebf<\/span><br \/>\n    parallel_state<span class=\"token punctuation\">.<\/span>initialize_pipeline_parallel<span class=\"token punctuation\">(<\/span>pipeline_model_parallel_size<span class=\"token operator\">&#061;<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># DP&#061;32&#xff1a;\u6570\u636e\u520632\u7ec4 (8*4*32&#061;1024)<\/span><br \/>\n    parallel_state<span class=\"token punctuation\">.<\/span>set_data_parallel_group<span class=\"token punctuation\">(<\/span>group_size<span class=\"token operator\">&#061;<\/span><span class=\"token number\">32<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u6b65\u9aa43&#xff1a;\u542f\u7528Zero-Infinity\u663e\u5b58\u4f18\u5316<\/span><br \/>\nzero_config <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;stage&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u6700\u9ad8\u4f18\u5316\u7ea7\u522b<\/span><br \/>\n    <span class=\"token string\">&#034;offload_optimizer&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;device&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;cpu&#034;<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u4f18\u5316\u5668\u72b6\u6001\u653eCPU<\/span><br \/>\n        <span class=\"token string\">&#034;pin_memory&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean\">True<\/span>  <span class=\"token comment\"># \u9501\u9875\u5185\u5b58\u52a0\u901f\u4f20\u8f93<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;offload_param&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;device&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;nvme&#034;<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u51b7\u53c2\u6570\u5b58\u56fa\u6001\u76d8<\/span><br \/>\n        <span class=\"token string\">&#034;path&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\/nvme_offload&#034;<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u9ad8\u901f\u5b58\u50a8\u8def\u5f84<\/span><br \/>\n        <span class=\"token string\">&#034;buffer_size&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1e9<\/span>  <span class=\"token comment\"># 1GB\u9884\u53d6\u7f13\u5b58<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># \u6b65\u9aa44&#xff1a;\u542f\u52a8\u5206\u5e03\u5f0f\u5f15\u64ce<\/span><br \/>\nengine <span class=\"token operator\">&#061;<\/span> deepspeed<span class=\"token punctuation\">.<\/span>initialize<span class=\"token punctuation\">(<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span>your_model<span class=\"token punctuation\">,<\/span><br \/>\n    config_params<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;zero_optimization&#034;<\/span><span class=\"token punctuation\">:<\/span> zero_config<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    training_data<span class=\"token operator\">&#061;<\/span>train_dataset<br \/>\n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token comment\"># \u6b65\u9aa45&#xff1a;\u8bad\u7ec3\u5faa\u73af&#xff08;\u81ea\u52a8\u5904\u7406\u5343\u5361\u534f\u540c&#xff09;<\/span><br \/>\n<span class=\"token keyword\">for<\/span> batch <span class=\"token keyword\">in<\/span> data_loader<span class=\"token punctuation\">:<\/span><br \/>\n    loss <span class=\"token operator\">&#061;<\/span> engine<span class=\"token punctuation\">.<\/span>train<span class=\"token punctuation\">(<\/span>batch<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u80cc\u540e\u81ea\u52a8\u5b8c\u6210&#xff1a;<\/span><br \/>\n    <span class=\"token comment\"># 1. \u68af\u5ea6\u8de8\u5361\u805a\u5408<\/span><br \/>\n    <span class=\"token comment\"># 2. \u53c2\u6570\u66f4\u65b0\u540c\u6b65<\/span><br \/>\n    <span class=\"token comment\"># 3. \u51b7\u70ed\u6570\u636e\u8c03\u5ea6<\/span><\/p>\n<h5>5.2 PHP\u8c03\u5ea6\u7aef&#xff08;\u667a\u80fd\u8d44\u6e90\u5206\u914d&#xff09;<\/h5>\n<p>\u4f60\u5728PHP\u5c42\u5b9e\u73b0\u52a8\u6001\u8c03\u5ea6&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220446-6889457e0ff47.jpg\" alt=\"\u667a\u80fd\u8d44\u6e90\u5206\u914d\" \/><\/p>\n<p><span class=\"token delimiter important\">&lt;?php<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ClusterOrchestrator<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u6b65\u9aa41&#xff1a;\u6839\u636e\u6a21\u578b\u89c4\u6a21\u8ba1\u7b97\u5e76\u884c\u7b56\u7565<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">function<\/span> <span class=\"token function\">calculateParallelism<\/span><span class=\"token punctuation\">(<\/span><span class=\"token variable\">$params_billion<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token variable\">$total_gpus<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u5f20\u91cf\u5e76\u884c\u5ea6&#xff1a;\u53c2\u6570\u8d8a\u5927&#xff0c;\u5207\u5206\u8d8a\u7ec6<\/span><br \/>\n        <span class=\"token variable\">$tp<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token variable\">$params_billion<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">?<\/span> <span class=\"token number\">8<\/span> <span class=\"token punctuation\">:<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">;<\/span>  <\/p>\n<p>        <span class=\"token comment\">\/\/ \u6d41\u6c34\u7ebf\u6df1\u5ea6&#xff1a;\u603b\u5361\u6570\/TP\u4fdd\u8bc1\u6574\u9664<\/span><br \/>\n        <span class=\"token variable\">$pp<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">min<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token variable\">$total_gpus<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token variable\">$tp<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  <\/p>\n<p>        <span class=\"token comment\">\/\/ \u6570\u636e\u5e76\u884c\u7ec4\u6570&#xff1a;\u586b\u6ee1\u5269\u4f59\u5361<\/span><br \/>\n        <span class=\"token variable\">$dp<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token variable\">$total_gpus<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token variable\">$tp<\/span> <span class=\"token operator\">*<\/span> <span class=\"token variable\">$pp<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>  <\/p>\n<p>        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string double-quoted-string\">&#034;tp&#034;<\/span> <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token variable\">$tp<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string double-quoted-string\">&#034;pp&#034;<\/span> <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token variable\">$pp<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string double-quoted-string\">&#034;dp&#034;<\/span> <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token variable\">$dp<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u6b65\u9aa42&#xff1a;\u751f\u6210\u90e8\u7f72\u6307\u4ee4<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">function<\/span> <span class=\"token function\">generateDeployCmd<\/span><span class=\"token punctuation\">(<\/span><span class=\"token variable\">$strategy<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token variable\">$cmd<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string double-quoted-string\">&#034;deepspeed &#8211;num_gpus <span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token variable\">$strategy<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string single-quoted-string\">&#039;tp&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span> &#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token variable\">$cmd<\/span> <span class=\"token operator\">.&#061;<\/span> <span class=\"token string double-quoted-string\">&#034;&#8211;pp_size <span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token variable\">$strategy<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string single-quoted-string\">&#039;pp&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span> &#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token variable\">$cmd<\/span> <span class=\"token operator\">.&#061;<\/span> <span class=\"token string double-quoted-string\">&#034;&#8211;dp_size <span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token variable\">$strategy<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string single-quoted-string\">&#039;dp&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span> &#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token variable\">$cmd<\/span> <span class=\"token operator\">.&#061;<\/span> <span class=\"token string double-quoted-string\">&#034;train.py&#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token variable\">$cmd<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u6b65\u9aa43&#xff1a;\u6267\u884c\u90e8\u7f72&#xff08;\u771f\u5b9e\u73af\u5883\u5bf9\u63a5K8s&#xff09;<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">function<\/span> <span class=\"token function\">deployCluster<\/span><span class=\"token punctuation\">(<\/span><span class=\"token variable\">$job_id<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token variable\">$cmd<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token variable\">$slurm_script<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string heredoc-string\"><span class=\"token delimiter symbol\"><span class=\"token punctuation\">&lt;&lt;&lt;<\/span>EOT<\/span><br \/>\n#!\/bin\/bash<br \/>\n#SBATCH &#8211;job-name&#061;<span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token variable\">$job_id<\/span><span class=\"token punctuation\">}<\/span><\/span><br \/>\n#SBATCH &#8211;nodes&#061;<span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token variable\">$strategy<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string single-quoted-string\">&#039;dp&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span>   # \u6570\u636e\u5e76\u884c\u8282\u70b9\u6570<br \/>\n#SBATCH &#8211;gpus-per-node&#061;<span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token variable\">$strategy<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string single-quoted-string\">&#039;tp&#039;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">*<\/span> <span class=\"token variable\">$strategy<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string single-quoted-string\">&#039;pp&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><br \/>\nmpirun -np <span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token variable\">$strategy<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string single-quoted-string\">&#039;dp&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span> <span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token variable\">$cmd<\/span><span class=\"token punctuation\">}<\/span><\/span><br \/>\n<span class=\"token delimiter symbol\">EOT<span class=\"token punctuation\">;<\/span><\/span><\/span><br \/>\n        <span class=\"token function\">file_put_contents<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string double-quoted-string\">&#034;\/jobs\/<span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token variable\">$job_id<\/span><span class=\"token punctuation\">}<\/span><\/span>.sh&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token variable\">$slurm_script<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token function\">exec<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string double-quoted-string\">&#034;sbatch \/jobs\/<span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token variable\">$job_id<\/span><span class=\"token punctuation\">}<\/span><\/span>.sh&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\">\/\/ \u5b9e\u6218\u8c03\u7528\u793a\u4f8b&#xff08;\u767e\u4ebf\u53c2\u6570&#043;512\u5361&#xff09;<\/span><br \/>\n<span class=\"token variable\">$orchestrator<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">ClusterOrchestrator<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token variable\">$strategy<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token variable\">$orchestrator<\/span><span class=\"token operator\">-&gt;<\/span><span class=\"token function\">calculateParallelism<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">130<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">512<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token comment\">\/\/ \u8f93\u51fa&#xff1a;tp&#061;8, pp&#061;4, dp&#061;16 (8*4*16&#061;512)<\/span><br \/>\n<span class=\"token variable\">$cmd<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token variable\">$orchestrator<\/span><span class=\"token operator\">-&gt;<\/span><span class=\"token function\">generateDeployCmd<\/span><span class=\"token punctuation\">(<\/span><span class=\"token variable\">$strategy<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token variable\">$orchestrator<\/span><span class=\"token operator\">-&gt;<\/span><span class=\"token function\">deployCluster<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string double-quoted-string\">&#034;gpt-13b-training&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token variable\">$cmd<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token operator\">?<\/span><span class=\"token operator\">&gt;<\/span><\/p>\n<h5>5.3 Web\u76d1\u63a7\u7aef&#xff08;\u5b9e\u65f6\u53ef\u89c6\u5316&#xff09;<\/h5>\n<p>\u4f60\u7528React\u6784\u5efa\u76d1\u63a7\u9762\u677f&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220447-6889457f4a7bb.jpg\" alt=\"\u5b9e\u65f6\u53ef\u89c6\u5316\" \/><\/p>\n<p>\/\/ \u6b65\u9aa41&#xff1a;\u5b9a\u4e49\u96c6\u7fa4\u62d3\u6251\u7ec4\u4ef6<br \/>\nfunction ClusterTopology({ nodes }) {<br \/>\n    \/\/ \u6bcf\u8282\u70b9\u663e\u793a\u5173\u952e\u6307\u6807<br \/>\n    return (<br \/>\n        &lt;div className&#061;&#034;gpu-grid&#034;&gt;<br \/>\n            {nodes.map(node &#061;&gt; (<br \/>\n                &lt;GPUTile<br \/>\n                    key&#061;{node.id}<br \/>\n                    memory&#061;{&#096;${node.used_mem}G\/${node.total_mem}G&#096;}<br \/>\n                    util&#061;{node.utilization}<br \/>\n                    temp&#061;{node.temperature}<br \/>\n                    status&#061;{node.status}  \/\/ normal\/warning\/danger<br \/>\n                \/&gt;<br \/>\n            ))}<br \/>\n        &lt;\/div&gt;<br \/>\n    )<br \/>\n}<\/p>\n<p>\/\/ \u6b65\u9aa42&#xff1a;\u6d41\u6c34\u7ebf\u6c14\u6ce1\u7387\u76d1\u63a7<br \/>\nfunction PipelineBubbleChart({ stages }) {<br \/>\n    \/\/ \u8ba1\u7b97\u6c14\u6ce1\u7387 &#061; \u7a7a\u95f2\u65f6\u95f4 \/ \u603b\u65f6\u95f4<br \/>\n    const bubbleRate &#061; (1 &#8211; stages.reduce((sum, stage) &#061;&gt;<br \/>\n        sum &#043; stage.busy_time, 0) \/ stages[0].total_time) * 100;<\/p>\n<p>    \/\/ \u9884\u8b66&#xff1a;\u8d85\u8fc720%\u53d8\u6a59\u8272<br \/>\n    return (<br \/>\n        &lt;div className&#061;{&#096;bubble-meter ${bubbleRate &gt; 20 ? &#039;warning&#039; : &#039;&#039;}&#096;}&gt;<br \/>\n            \u6d41\u6c34\u7ebf\u6c14\u6ce1\u7387: &lt;b&gt;{bubbleRate.toFixed(1)}%&lt;\/b&gt;<br \/>\n            &lt;div className&#061;&#034;bubble-bar&#034;&gt;<br \/>\n                &lt;div style&#061;{{ width: &#096;${bubbleRate}%&#096; }}&gt;&lt;\/div&gt;<br \/>\n            &lt;\/div&gt;<br \/>\n        &lt;\/div&gt;<br \/>\n    )<br \/>\n}<\/p>\n<p>\/\/ \u6b65\u9aa43&#xff1a;\u663e\u5b58\u8c03\u5ea6\u70ed\u529b\u56fe<br \/>\nfunction MemoryHeatmap({ offload_events }) {<br \/>\n    \/\/ \u663e\u793a\u6700\u8fd110\u6b21\u53c2\u6570\u8c03\u5ea6<br \/>\n    return (<br \/>\n        &lt;table className&#061;&#034;offload-table&#034;&gt;<br \/>\n            &lt;thead&gt;&lt;tr&gt;&lt;th&gt;\u65f6\u95f4&lt;\/th&gt;&lt;th&gt;\u53c2\u6570\u5927\u5c0f&lt;\/th&gt;&lt;th&gt;\u6e90\u8bbe\u5907&lt;\/th&gt;&lt;th&gt;\u76ee\u6807\u8bbe\u5907&lt;\/th&gt;&lt;\/tr&gt;&lt;\/thead&gt;<br \/>\n            &lt;tbody&gt;<br \/>\n                {offload_events.slice(0, 10).map(event &#061;&gt; (<br \/>\n                    &lt;tr key&#061;{event.timestamp}&gt;<br \/>\n                        &lt;td&gt;{new Date(event.timestamp).toLocaleTimeString()}&lt;\/td&gt;<br \/>\n                        &lt;td&gt;{(event.size \/ 1e9).toFixed(2)}GB&lt;\/td&gt;<br \/>\n                        &lt;td&gt;{event.source}&lt;\/td&gt;<br \/>\n                        &lt;td&gt;{event.target}&lt;\/td&gt;<br \/>\n                    &lt;\/tr&gt;<br \/>\n                ))}<br \/>\n            &lt;\/tbody&gt;<br \/>\n        &lt;\/table&gt;<br \/>\n    )<br \/>\n}<\/p>\n<hr \/>\n<h5>5.4 \u5b9e\u64cd\u8def\u7ebf\u56fe<\/h5>\n<p>\u5f53\u4f60\u6309\u6b64\u67b6\u6784\u5b9e\u73b0\u65f6&#xff0c;\u9700\u8981\u4e25\u683c\u9075\u5faa\u4ee5\u4e0b\u4e94\u6b65\u8d70\u65b9\u6848&#xff0c;\u786e\u4fdd\u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u9ad8\u6548\u7a33\u5b9a&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220448-68894580b524a.jpg\" alt=\"\u5b9e\u64cd\u8def\u7ebf\u56fe\" \/><\/p>\n<li>\n<p>\u73af\u5883\u51c6\u5907\u9636\u6bb5&#xff08;\u57fa\u7840\u8bbe\u65bd\u642d\u5efa&#xff09;<\/p>\n<ul>\n<li>\u5b89\u88c5DeepSpeed&#xff1a;\u63a8\u8350\u4f7f\u7528\u6700\u65b0\u7a33\u5b9a\u7248pip <span class=\"token function\">install<\/span> <span class=\"token assign-left variable\">deepspeed<\/span><span class=\"token operator\">&#061;&#061;<\/span><span class=\"token number\">0.9<\/span>.5<br \/>\n \u540c\u65f6\u5b89\u88c5\u914d\u5957\u7684mpi\u5e93&#xff1a;apt install libopenmpi-dev<\/li>\n<li>\u90e8\u7f72RDMA\u7f51\u7edc&#xff1a;\n<ul>\n<li>\u4f7f\u7528InfiniBand\u6216RoCEv2\u534f\u8bae<\/li>\n<li>\u901a\u8fc7ibstat\u547d\u4ee4\u9a8c\u8bc1\u94fe\u8def\u72b6\u6001<\/li>\n<li>\u4f7f\u7528pingpong\u6d4b\u8bd5\u786e\u4fdd\u8282\u70b9\u95f4\u5ef6\u8fdf&lt;10ms<\/li>\n<li>\u5efa\u8bae\u914d\u7f6e100Gbps\u7f51\u7edc\u5e26\u5bbd<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5e76\u884c\u914d\u7f6e\u4f18\u5316&#xff08;\u8ba1\u7b97\u8d44\u6e90\u89c4\u5212&#xff09;<\/p>\n<ul>\n<li>\u4fee\u6539parallel_state.py\u8bbe\u7f6e\u4e09\u79cd\u5e76\u884c\u7b56\u7565&#xff1a;\n<ul>\n<li>Tensor Parallelism(TP)&#xff1a;\u901a\u5e38\u8bbe\u4e3a2-8<\/li>\n<li>Pipeline Parallelism(PP)&#xff1a;\u6839\u636e\u6a21\u578b\u5c42\u6570\u5212\u5206<\/li>\n<li>Data Parallelism(DP)&#xff1a;\u5269\u4f59\u5361\u6570\u81ea\u52a8\u8ba1\u7b97<\/li>\n<\/ul>\n<\/li>\n<li>\u5728deepspeed.json\u4e2d\u914d\u7f6e\u5173\u952e\u53c2\u6570&#xff1a;<span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token string\">&#034;zero_optimization&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;stage&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;offload_optimizer&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token string\">&#034;device&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;cpu&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token string\">&#034;pin_memory&#034;<\/span><span class=\"token operator\">:<\/span> <span class=\"token boolean\">true<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span>\n <\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6570\u636e\u6d41\u6539\u9020&#xff08;\u8bad\u7ec3\u6d41\u7a0b\u9002\u914d&#xff09;<\/p>\n<ul>\n<li>\u6a21\u578b\u5c01\u88c5\u793a\u4f8b&#xff1a;model <span class=\"token operator\">&#061;<\/span> PipelineModule<span class=\"token punctuation\">(<\/span><br \/>\n    layers<span class=\"token operator\">&#061;<\/span>model<span class=\"token punctuation\">.<\/span>to_layers<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    num_stages<span class=\"token operator\">&#061;<\/span>args<span class=\"token punctuation\">.<\/span>pipeline_parallel_size<span class=\"token punctuation\">,<\/span><br \/>\n    loss_fn<span class=\"token operator\">&#061;<\/span>CrossEntropyLoss<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">)<\/span>\n <\/li>\n<li>\u6570\u636e\u52a0\u8f7d\u5668\u6539\u9020\u8981\u70b9&#xff1a;\n<ul>\n<li>\u4f7f\u7528DistributedSampler\u786e\u4fdd\u6570\u636e\u5206\u7247<\/li>\n<li>\u8bbe\u7f6edrop_last&#061;True\u907f\u514d\u5c3e\u6279\u95ee\u9898<\/li>\n<li>\u63a8\u8350\u4f7f\u7528TFRecord\u6216HDF5\u683c\u5f0f\u63d0\u5347IO\u6548\u7387<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u96c6\u7fa4\u542f\u52a8&#xff08;\u4efb\u52a1\u8c03\u5ea6\u6267\u884c&#xff09;<\/p>\n<ul>\n<li>PHP\u8c03\u5ea6\u5668\u5de5\u4f5c\u6d41\u7a0b&#xff1a;\n<li>\u89e3\u6790\u7528\u6237\u63d0\u4ea4\u7684\u8d44\u6e90\u914d\u7f6e\u6587\u4ef6<\/li>\n<li>\u751f\u6210Slurm\u4f5c\u4e1a\u811a\u672c&#xff08;\u5305\u542bGPU\u62d3\u6251\u6620\u5c04&#xff09;<\/li>\n<li>\u81ea\u52a8\u5206\u914d\u8ba1\u7b97\u8282\u70b9<\/li>\n<\/li>\n<li>\u542f\u52a8\u547d\u4ee4\u793a\u4f8b&#xff1a;sbatch -N <span class=\"token number\">256<\/span> -n <span class=\"token number\">1024<\/span> job.sh <span class=\"token punctuation\">\\\\<\/span><br \/>\n    &#8211;mem-per-cpu<span class=\"token operator\">&#061;<\/span>12G <span class=\"token punctuation\">\\\\<\/span><br \/>\n    &#8211;gres<span class=\"token operator\">&#061;<\/span>gpu:4\n <\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u76d1\u63a7\u8c03\u4f18&#xff08;\u6027\u80fd\u4f18\u5316&#xff09;<\/p>\n<ul>\n<li>\u5173\u952e\u76d1\u63a7\u6307\u6807&#xff1a;<br \/>\n<table>\n<tr>\u6307\u6807\u540d\u79f0\u5065\u5eb7\u9608\u503c\u76d1\u63a7\u5de5\u5177<\/tr>\n<tbody>\n<tr>\n<td>\u6c14\u6ce1\u7387<\/td>\n<td>&lt;15%<\/td>\n<td>DeepSpeed Profiler<\/td>\n<\/tr>\n<tr>\n<td>\u68af\u5ea6\u540c\u6b65\u65f6\u95f4<\/td>\n<td>&lt;200ms<\/td>\n<td>PyTorch Profiler<\/td>\n<\/tr>\n<tr>\n<td>CPU\u5378\u8f7d\u5ef6\u8fdf<\/td>\n<td>&lt;5\u03bcs\/\u53c2\u6570<\/td>\n<td>VTune<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/li>\n<li>\u8c03\u4f18\u7b56\u7565&#xff1a;\n<ul>\n<li>\u5f53\u663e\u5b58\u5229\u7528\u7387&gt;90%\u65f6&#xff0c;\u589e\u52a0offload\u6bd4\u4f8b<\/li>\n<li>\u5f53\u901a\u4fe1\u8017\u65f6\u5360\u6bd4&gt;30%\u65f6&#xff0c;\u4f18\u5316\u62d3\u6251\u7ed3\u6784<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<p>\u5173\u952e\u63d0\u793a&#xff1a;\u5efa\u8bae\u91c7\u7528\u6e10\u8fdb\u5f0f\u6269\u5c55\u7b56\u7565&#xff1a;<\/p>\n<li>\u521d\u671f\u9a8c\u8bc1\u9636\u6bb5&#xff08;4-8\u5361&#xff09;\n<ul>\n<li>\u6d4b\u8bd5\u5355\u673a\u591a\u5361\u6b63\u786e\u6027<\/li>\n<li>\u9a8c\u8bc1loss\u4e0b\u964d\u66f2\u7ebf\u6b63\u5e38<\/li>\n<\/ul>\n<\/li>\n<li>\u4e2d\u578b\u89c4\u6a21&#xff08;32-128\u5361&#xff09;\n<ul>\n<li>\u4f18\u5316\u901a\u4fe1\u6548\u7387<\/li>\n<li>\u5efa\u7acb\u6027\u80fd\u57fa\u7ebf\u6307\u6807<\/li>\n<\/ul>\n<\/li>\n<li>\u5343\u5361\u89c4\u6a21\n<ul>\n<li>\u91cd\u70b9\u76d1\u63a7\u68af\u5ea6\u540c\u6b65\u65f6\u95f4<\/li>\n<li>\u786e\u4fdd\u7ebf\u6027\u6269\u5c55\u6548\u7387&gt;75%<\/li>\n<\/ul>\n<\/li>\n<p>\u6269\u5c55\u9a8c\u8bc1\u516c\u5f0f&#xff1a; \u5f53\u5361\u6570\u4eceN\u589e\u52a0\u5230kN\u65f6&#xff0c;\u68af\u5ea6\u540c\u6b65\u65f6\u95f4\u589e\u957f\u5e94\u6ee1\u8db3&#xff1a; \u0394T &lt; \u221ak * T_base \u5176\u4e2dT_base\u4e3a\u57fa\u7ebf\u540c\u6b65\u65f6\u95f4<\/p>\n<hr \/>\n<h4>6 \u90e8\u7f72\u65b9\u6848<\/h4>\n<h5>6.1 \u4f18\u5316\u90e8\u7f72\u62d3\u6251&#xff1a;<\/h5>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220451-68894583bcd73.png\" alt=\"\u90e8\u7f72\u65b9\u6848\" \/><\/p>\n<h5>6.2 \u5173\u952e\u4f18\u5316\u5efa\u8bae&#xff1a;<\/h5>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220452-6889458427432.jpg\" alt=\"\u4f18\u5316\u5efa\u8bae\" \/><\/p>\n<li>\n<p>\u7f51\u7edc\u5c42\u4f18\u5316\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u91c7\u7528100Gb EDR InfiniBand\u7f51\u7edc\u67b6\u6784<\/li>\n<li>\u652f\u6301\u9ad8\u8fbe100Gbps\u7684\u4f20\u8f93\u5e26\u5bbd<\/li>\n<li>\u5178\u578b\u5e94\u7528\u573a\u666f&#xff1a;\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u8bad\u7ec3&#xff08;\u5982\u5343\u5361GPU\u96c6\u7fa4&#xff09;<\/li>\n<li>\u4f18\u52bf\u7279\u6027&#xff1a;\u8d85\u4f4e\u5ef6\u8fdf&#xff08;&lt;1\u03bcs&#xff09;&#xff0c;\u652f\u6301RDMA\u8fdc\u7a0b\u76f4\u63a5\u5185\u5b58\u8bbf\u95ee<\/li>\n<li>\u90e8\u7f72\u5efa\u8bae&#xff1a;\u914d\u7f6e\u80d6\u6811\u62d3\u6251\u7ed3\u6784&#xff0c;\u786e\u4fdd\u65e0\u963b\u585e\u901a\u4fe1<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5b58\u50a8\u5c42\u52a0\u901f\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u4f7f\u7528NVMe SSD\u4f5c\u4e3a\u8ba1\u7b97\u8282\u70b9\u672c\u5730\u7f13\u5b58<\/li>\n<li>\u5178\u578b\u914d\u7f6e&#xff1a;\u6bcf\u8282\u70b9\u90e8\u7f724-8\u5757NVMe SSD&#xff08;\u5982Intel Optane P5800X&#xff09;<\/li>\n<li>\u6027\u80fd\u6307\u6807&#xff1a;\u6301\u7eed\u8bfb\u53d6&gt;6GB\/s&#xff0c;4K\u968f\u673a\u8bfb\u5199&gt;1.5M IOPS<\/li>\n<li>\u5e94\u7528\u573a\u666f&#xff1a;\u8bad\u7ec3\u6570\u636e\u9884\u52a0\u8f7d\u3001\u4e2d\u95f4\u7ed3\u679c\u6682\u5b58<\/li>\n<li>\u5b9e\u65bd\u5efa\u8bae&#xff1a;\u91c7\u7528\u5206\u5c42\u5b58\u50a8\u67b6\u6784&#xff0c;\u70ed\u6570\u636e\u5b58SSD&#xff0c;\u51b7\u6570\u636e\u5b58\u5bf9\u8c61\u5b58\u50a8<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u901a\u4fe1\u4f18\u5316\u6280\u672f&#xff1a;<\/p>\n<ul>\n<li>\u68af\u5ea6\u878d\u5408(Gradient Fusion)\u5b9e\u73b0&#xff1a;\n<ul>\n<li>\u5c06\u591a\u4e2a\u5c0f\u68af\u5ea6\u5f20\u91cf\u5408\u5e76\u4e3a\u5355\u4e2a\u5927\u5f20\u91cf\u4f20\u8f93<\/li>\n<li>\u5178\u578b\u878d\u5408\u7a97\u53e3&#xff1a;8-16\u4e2a\u8fde\u7eed\u68af\u5ea6<\/li>\n<\/ul>\n<\/li>\n<li>\u5f02\u6b65All-Reduce\u65b9\u6848&#xff1a;\n<ul>\n<li>\u8ba1\u7b97\u4e0e\u901a\u4fe1\u6d41\u6c34\u7ebf\u5e76\u884c<\/li>\n<li>\u652f\u6301NCCL\/RCCL\u540e\u7aef\u4f18\u5316<\/li>\n<\/ul>\n<\/li>\n<li>\u6027\u80fd\u63d0\u5347&#xff1a;\u901a\u4fe1\u5f00\u9500\u964d\u4f4e30-50%<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5bb9\u9519\u673a\u5236\u8bbe\u8ba1&#xff1a;<\/p>\n<ul>\n<li>\u667a\u80fdCheckpoint\u7b56\u7565&#xff1a;\n<ul>\n<li>\u57fa\u4e8e\u8bad\u7ec3\u8fdb\u5ea6\u81ea\u52a8\u8c03\u6574\u4fdd\u5b58\u9891\u7387<\/li>\n<li>\u652f\u6301\u589e\u91cf\u5f0fcheckpoint&#xff08;\u4ec5\u4fdd\u5b58\u53d8\u5316\u53c2\u6570&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\u6545\u969c\u6062\u590d\u6d41\u7a0b&#xff1a;\n<li>\u81ea\u52a8\u68c0\u6d4b\u8282\u70b9\u6545\u969c<\/li>\n<li>\u4ece\u6700\u8fd1checkpoint\u6062\u590d<\/li>\n<li>\u91cd\u5efa\u8bad\u7ec3\u4e0a\u4e0b\u6587<\/li>\n<li>\u7ee7\u7eed\u8bad\u7ec3\u4f5c\u4e1a<\/li>\n<\/li>\n<li>SLA\u4fdd\u969c&#xff1a;RTO&lt;5\u5206\u949f&#xff0c;RPO&lt;1\u4e2a\u8fed\u4ee3\u5468\u671f<\/li>\n<\/ul>\n<\/li>\n<hr \/>\n<h4>7 \u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u65b9\u6848<\/h4>\n<table>\n<tr>\u95ee\u9898\u73b0\u8c61\u6839\u672c\u539f\u56e0\u89e3\u51b3\u65b9\u6848<\/tr>\n<tbody>\n<tr>\n<td>\u6d41\u6c34\u7ebf\u6c14\u6ce1\u7387&#xff1e;30%<\/td>\n<td>\u5fae\u6279\u6b21\u4e0d\u5747\u5300\u5bfc\u81f4\u6d41\u6c34\u7ebf\u5404\u9636\u6bb5\u8ba1\u7b97\u65f6\u95f4\u5dee\u5f02\u8d85\u8fc720%<\/td>\n<td>\u91c7\u7528\u52a8\u6001\u8d1f\u8f7d\u5747\u8861\u7b97\u6cd5&#xff0c;\u5b9e\u65f6\u76d1\u6d4b\u5404\u9636\u6bb5\u5904\u7406\u65f6\u957f&#xff0c;\u81ea\u52a8\u8c03\u6574\u5fae\u6279\u6b21\u5927\u5c0f\u5206\u914d&#xff08;\u5982\u5c06\u8017\u65f6\u9636\u6bb5\u5206\u914d\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>All-Reduce\u8d85\u65f6<\/td>\n<td>\u7f51\u7edc\u62d3\u6251\u7ed3\u6784\u4e0d\u5408\u7406\u5bfc\u81f4\u8de8\u673a\u67b6\u901a\u4fe1\u5360\u6bd4\u8d8560%<\/td>\n<td>\u5b9e\u65bd\u62d3\u6251\u611f\u77e5\u901a\u4fe1\u5206\u7ec4\u7b56\u7565&#xff0c;\u4f18\u5148\u540c\u673a\u67b6\u5185\u901a\u4fe1&#xff0c;\u91c7\u7528Ring-AllReduce\u6a21\u5f0f&#xff08;\u5982\u5c068\u5361\u4efb\u52a1\u5206\u4e3a2\u7ec44\u5361\u901a\u4fe1\u7ec4&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>GPU\u663e\u5b58\u6ea2\u51fa<\/td>\n<td>\u53c2\u6570Offload\u5230CPU\u65f6I\/O\u541e\u5410\u91cf\u4e0d\u8db3&#xff08;&#xff1c;5GB\/s&#xff09;<\/td>\n<td>\u5347\u7ea7\u81f3PCIe4.0 NVMe\u5b58\u50a8&#xff08;\u7406\u8bba\u5e26\u5bbd8GB\/s&#xff09;&#xff0c;\u5f15\u5165\u9884\u53d6\u673a\u5236&#xff08;\u63d0\u524d2\u4e2a\u6279\u6b21\u52a0\u8f7d\u4e0b\u4e00\u9636\u6bb5\u53c2\u6570&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u6536\u655b\u901f\u5ea6\u4e0b\u964d<\/td>\n<td>\u6570\u636e\u5e76\u884c\u68af\u5ea6\u566a\u58f0\u5bfc\u81f4\u635f\u5931\u51fd\u6570\u6ce2\u52a8\u5e45\u5ea6&#xff1e;15%<\/td>\n<td>\u5b9e\u65bd\u68af\u5ea6\u88c1\u526a&#xff08;\u9608\u503c\u8bbe\u4e3a0.5&#xff09;&#043; \u4f59\u5f26\u9000\u706b\u5b66\u4e60\u7387warmup&#xff08;\u521d\u59cblr&#061;1e-5&#xff0c;2000\u6b65\u7ebf\u6027\u589e\u957f&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h4>8 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src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250729220455-68894587acfa3.jpg\" alt=\"\u603b\u7ed3\" \/><\/p>\n<hr \/>\n<h4>9 \u4e0b\u671f\u9884\u544a<\/h4>\n<p>\u300a\u4e07\u5361\u96c6\u7fa4\u901a\u4fe1\u4f18\u5316&#xff1a;\u5982\u4f55\u964d\u4f4eAll-Reduce\u5ef6\u8fdf90%&#xff1f;\u300b 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