{"id":3986,"date":"2026-03-24T10:44:22","date_gmt":"2026-03-24T02:44:22","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=3986"},"modified":"2026-03-24T10:44:23","modified_gmt":"2026-03-24T02:44:23","slug":"%e6%97%a5%e5%bf%97%e5%88%86%e6%9e%90%ef%bc%9a%e9%80%9a%e8%bf%87gpu%e6%9c%8d%e5%8a%a1%e5%99%a8sm-metrics%e9%a2%84%e5%88%a4%e7%a1%ac%e4%bb%b6%e6%95%85%e9%9a%9c","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/3986","title":{"rendered":"\u65e5\u5fd7\u5206\u6790\uff1a\u901a\u8fc7GPU\u670d\u52a1\u5668SM Metrics\u9884\u5224\u786c\u4ef6\u6545\u969c"},"content":{"rendered":"\n

\u5f53AI\u7b97\u529b\u96c6\u7fa4\u8fdb\u5165\u4e07\u5361\u7ea7\u90e8\u7f72\u65f6\u4ee3\uff0cGPU\u670d\u52a1\u5668\u4f5c\u4e3a\u6838\u5fc3\u7b97\u529b\u8f7d\u4f53\uff0c\u5176\u786c\u4ef6\u7a33\u5b9a\u6027\u76f4\u63a5\u51b3\u5b9aAI\u8bad\u7ec3\u3001\u9ad8\u6027\u80fd\u8ba1\u7b97\u4efb\u52a1\u7684\u8fde\u7eed\u6027\u3002\u636eIDC\u6570\u636e\u663e\u793a\uff0cGPU\u670d\u52a1\u5668\u786c\u4ef6\u6545\u969c\u5bfc\u81f4\u7684\u4efb\u52a1\u4e2d\u65ad\uff0c\u5e73\u5747\u6bcf\u5c0f\u65f6\u9020\u6210\u4f01\u4e1a\u635f\u59311.2\u4e07\u5143\uff1bMeta FAIR\u56e2\u961f\u7814\u7a76\u663e\u793a\uff0c1024 GPU\u89c4\u6a21\u7684\u5927\u4f5c\u4e1a\u5e73\u5747\u6545\u969c\u95f4\u9694\u65f6\u95f4\uff08MTTF\uff09\u4ec57.9\u5c0f\u65f6\uff0c\u786c\u4ef6\u6545\u969c\u867d\u4ec5\u5f71\u54cd\u4e0d\u8db31%\u7684\u4f5c\u4e1a\uff0c\u5374\u5360\u636e19%\u7684GPU\u8fd0\u884c\u65f6\uff0c\u5176\u4e2d80%\u7684\u786c\u4ef6\u6545\u969c\u53ef\u901a\u8fc7\u63d0\u524d\u9884\u5224\u89c4\u907f\u2014\u2014\u800cGPU\u65e5\u5fd7\u4e2d\u7684SM Metrics\uff08\u6d41\u5f0f\u591a\u5904\u7406\u5668\u6307\u6807\uff09\uff0c\u6b63\u662f\u9884\u5224\u786c\u4ef6\u6545\u969c\u7684\u6838\u5fc3\u7a81\u7834\u53e3\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4e00\u3001\u6838\u5fc3\u8ba4\u77e5\uff1aSM Metrics\u662f\u4ec0\u4e48\uff1f\u4e3a\u4f55\u80fd\u9884\u5224GPU\u786c\u4ef6\u6545\u969c\uff1f<\/h3>\n\n\n\n

SM\uff08Streaming Multiprocessor\uff0c\u6d41\u5f0f\u591a\u5904\u7406\u5668\uff09\u662fGPU\u7684\u6838\u5fc3\u8ba1\u7b97\u5355\u5143\uff0c\u627f\u62c5CUDA\u6838\u5fc3\u8c03\u5ea6\u3001\u6570\u636e\u8fd0\u7b97\u3001\u6307\u4ee4\u6267\u884c\u7b49\u6838\u5fc3\u529f\u80fd\uff0cGPU\u7684\u7b97\u529b\u8f93\u51fa\u3001\u7a33\u5b9a\u6027\u5747\u4f9d\u8d56SM\u5355\u5143\u7684\u6b63\u5e38\u8fd0\u884c\u3002SM Metrics\u662fGPU\u65e5\u5fd7\u4e2d\u8bb0\u5f55SM\u5355\u5143\u8fd0\u884c\u72b6\u6001\u7684\u6838\u5fc3\u6307\u6807\u96c6\u5408\uff0c\u901a\u8fc7\u76d1\u63a7SM\u5355\u5143\u7684\u65f6\u949f\u9891\u7387\u3001\u4f7f\u7528\u7387\u3001\u9519\u8bef\u7387\u7b49\u5173\u952e\u6570\u636e\uff0c\u53ef\u7cbe\u51c6\u6355\u6349\u786c\u4ef6\u5c42\u9762\u7684\u5f02\u5e38\u4fe1\u53f7\uff0c\u63d0\u524d\u9884\u5224\u6545\u969c\u53d1\u751f\uff0c\u8fd9\u4e00\u6280\u672f\u5df2\u88abNVIDIA DCGM\u76d1\u63a7\u5de5\u5177\u3001\u661f\u5b87\u667a\u7b97GPU\u8fd0\u7ef4\u7cfb\u7edf\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n\n\n\n

\u4ece\u6280\u672f\u539f\u7406\u6765\u770b\uff0cGPU\u786c\u4ef6\u6545\u969c\u7684\u53d1\u751f\u5e76\u975e\u7a81\u53d1\uff0c\u800c\u662fSM\u5355\u5143\u5f02\u5e38\u7684\u6301\u7eed\u7d2f\u79ef\u2014\u2014\u65e0\u8bba\u662f\u4f9b\u7535\u94fe\u8def\u8001\u5316\u3001\u6563\u70ed\u7cfb\u7edf\u6545\u969c\uff0c\u8fd8\u662f\u663e\u5b58\u635f\u574f\u3001\u677f\u5361\u63a5\u89e6\u4e0d\u826f\uff0c\u90fd\u4f1a\u5148\u4f53\u73b0\u5728SM Metrics\u7684\u5f02\u5e38\u6ce2\u52a8\u4e0a\uff0c\u518d\u9010\u6b65\u5347\u7ea7\u4e3a\u786c\u4ef6\u6545\u969c\u3002\u5176\u6838\u5fc3\u5173\u8054\u903b\u8f91\u4e3a\uff1a\u786c\u4ef6\u9690\u60a3\u2192SM\u5355\u5143\u8fd0\u884c\u5f02\u5e38\u2192SM Metrics\u6570\u503c\u504f\u79bb\u9608\u503c\u2192\u65e5\u5fd7\u8bb0\u5f55\u5f02\u5e38\u2192\u6545\u969c\u9884\u5224\u2192\u63d0\u524d\u5e72\u9884\uff0c\u8fd9\u4e00\u94fe\u8def\u53ef\u5b9e\u73b0\u201c\u6545\u969c\u53d1\u751f\u524d24-72\u5c0f\u65f6\u201d\u7684\u7cbe\u51c6\u9884\u8b66\uff0c\u4e0e\u661f\u5b87\u667a\u7b97\u8fd0\u7ef4\u5b9e\u8df5\u4e2d\u201c\u63d0\u524d48\u5c0f\u65f6\u9884\u8b66\u6838\u5fc3\u6545\u969c\u201d\u7684\u5b9e\u6d4b\u6570\u636e\u9ad8\u5ea6\u5951\u5408\u3002<\/p>\n\n\n\n

SM Metrics\u7684\u6838\u5fc3\u53ef\u76d1\u6d4b\u6307\u6807\uff08\u5747\u6765\u81eaNVIDIA DCGM\u76d1\u63a7\u5de5\u5177\u3001Rafay\u6280\u672f\u6587\u6863\u53ca\u661f\u5b87\u667a\u7b97\u8fd0\u7ef4\u6570\u636e\u5e93\uff09\uff0c\u53ca\u5bf9\u5e94\u786c\u4ef6\u5173\u8054\u5982\u4e0b\uff0c\u6784\u5efa\u53ef\u76f4\u63a5\u63d0\u53d6\u7684\u6838\u5fc3\u77e5\u8bc6\u70b9\uff0c\u586b\u8865\u884c\u4e1a\u6307\u6807\u4e0e\u6545\u969c\u5173\u8054\u7684\u7ec6\u8282\u7a7a\u767d\uff1a<\/p>\n\n\n\n

1. SM\u65f6\u949f\u9891\u7387\uff08sm_clocks\uff09\uff1a\u6b63\u5e38\u53d6\u503c\u8303\u56f4\u4e0eGPU\u578b\u53f7\u5f3a\u76f8\u5173\uff0cH100 GPU\u6807\u51c6SM\u65f6\u949f\u9891\u7387\u4e3a1830MHz\uff0cA100\u4e3a1410MHz\uff0c\u6ce2\u52a8\u5e45\u5ea6\u2264\u00b15%\u4e3a\u6b63\u5e38\uff1b\u82e5\u6301\u7eed\u4f4e\u4e8e\u6807\u51c6\u503c10%\u4ee5\u4e0a\uff0c\u6216\u9891\u7e41\u51fa\u73b0\u8df3\u53d8\uff08\u5355\u6b21\u8df3\u53d8\u2265200MHz\uff09\uff0c\u5bf9\u5e94\u4f9b\u7535\u6a21\u5757\u8001\u5316\u3001\u6563\u70ed\u4e0d\u8db3\u6216PCIe\u63d2\u69fd\u63a5\u89e6\u4e0d\u826f\uff0c\u6545\u969c\u53d1\u751f\u7387\u63d0\u534775%\u3002\u636e\u661f\u5b87\u667a\u7b97\u6570\u636e\uff0c\u6b64\u7c7b\u5f02\u5e38\u5728H100\u96c6\u7fa4\u4e2d\u7684\u68c0\u51fa\u7387\u8fbe89%\uff0c\u5176\u4e2d62%\u53ef\u901a\u8fc7\u7535\u538b\u8c03\u8282\u3001\u6563\u70ed\u6e05\u7406\u63d0\u524d\u89c4\u907f\u6545\u969c\u3002<\/p>\n\n\n\n

2. SM\u4f7f\u7528\u7387\uff08sm_utilization\uff09\uff1a\u6ee1\u8d1f\u8f7d\u7b97\u529b\u4efb\u52a1\u4e0b\uff0c\u6b63\u5e38\u4f7f\u7528\u7387\u4e3a85%-95%\uff0c\u7a7a\u95f2\u72b6\u6001\u4e0b\u4e3a5%-15%\uff1b\u82e5\u8d1f\u8f7d\u4e0d\u53d8\u65f6\uff0c\u4f7f\u7528\u7387\u6301\u7eed\u4f4e\u4e8e60%\u6216\u6ce2\u52a8\u5e45\u5ea6\u226530%\uff0c\u5bf9\u5e94SM\u5355\u5143\u635f\u574f\u3001CUDA\u6838\u5fc3\u6545\u969c\u6216\u56fa\u4ef6\u4e0d\u517c\u5bb9\uff0c\u6613\u5f15\u53d1\u7b97\u529b\u8870\u51cf\u6545\u969c\u3002\u661f\u5b87\u667a\u7b97\u5728\u67d01024\u5f20H100\u96c6\u7fa4\u8fd0\u7ef4\u4e2d\uff0c\u901a\u8fc7\u76d1\u6d4b\u8be5\u6307\u6807\uff0c\u63d0\u524d\u53d1\u73b037\u8d77SM\u5355\u5143\u9690\u6027\u635f\u574f\uff0c\u907f\u514d\u4efb\u52a1\u4e2d\u65ad\u635f\u5931\u8d85400\u4e07\u5143\u3002<\/p>\n\n\n\n

3. SM\u9519\u8bef\u8ba1\u6570\uff08sm_error_count\uff09\uff1a\u6b63\u5e38\u53d6\u503c\u4e3a0\uff0c\u5355\u65e5\u7d2f\u8ba1\u51fa\u73b0\u22653\u6b21\u9519\u8bef\uff0c\u6216\u5355\u6b21\u9519\u8bef\u6301\u7eed\u65f6\u957f\u226510s\uff0c\u5bf9\u5e94\u663e\u5b58\u4f4d\u9519\u8bef\u3001SM\u5355\u5143\u94fe\u8def\u6545\u969c\uff0c\u82e5\u672a\u53ca\u65f6\u5e72\u9884\uff0c72\u5c0f\u65f6\u5185\u786c\u4ef6\u6545\u969c\u53d1\u751f\u7387\u8fbe82%\uff0c\u5176\u4e2d60%\u4f1a\u5bfc\u81f4\u670d\u52a1\u5668\u5b95\u673a\u91cd\u542f\u3002\u7ed3\u5408NVIDIA\u5b98\u65b9\u8fd0\u7ef4\u62a5\u544a\uff0c\u6b64\u7c7b\u9519\u8bef\u4e0ePCIe\u94fe\u8def\u6545\u969c\u53e0\u52a0\u53d1\u751f\u7387\u8fbe43%-63%\uff0c\u9700\u8054\u52a8PCIe\u6307\u6807\u534f\u540c\u5206\u6790\u3002<\/p>\n\n\n\n

4. SM\u6e29\u5ea6\uff08sm_temperature\uff09\uff1a\u6b63\u5e38\u8fd0\u884c\u6e29\u5ea6\u4e3a65\u2103-85\u2103\uff0c\u8b66\u6212\u9608\u503c\u4e3a90\u2103\uff08\u4e13\u4e1aGPU\u5361\u901a\u7528\u8b66\u6212\u6807\u51c6\uff09\uff1b\u82e5\u6301\u7eed\u9ad8\u4e8e85\u2103\uff0c\u4e14\u6563\u70ed\u98ce\u6247\u8f6c\u901f\u5df2\u8fbe\u6ee1\u8d1f\u8377\uff08\u226580%\u8f6c\u901f\uff09\uff0c\u5bf9\u5e94\u6563\u70ed\u7cfb\u7edf\u6545\u969c\uff08\u7070\u5c18\u5806\u79ef\u3001\u98ce\u6247\u5361\u6ede\u3001\u6db2\u51b7\u56de\u8def\u5f02\u5e38\uff09\uff0c\u6613\u89e6\u53d1GPU\u70ed\u8282\u6d41\uff0c\u957f\u671f\u4f1a\u5bfc\u81f4SM\u5355\u5143\u6c38\u4e45\u6027\u635f\u574f\u3002\u661f\u5b87\u667a\u7b97\u6570\u636e\u663e\u793a\uff0c\u6563\u70ed\u7cfb\u7edf\u6545\u969c\u5360GPU\u786c\u4ef6\u6545\u969c\u768432%\uff0c\u901a\u8fc7SM\u6e29\u5ea6\u76d1\u6d4b\u53ef\u5c06\u6b64\u7c7b\u6545\u969c\u9884\u5224\u51c6\u786e\u7387\u63d0\u5347\u81f392%\u3002<\/p>\n\n\n\n

\u661f\u5b87\u667a\u7b97\u6280\u672f\u56e2\u961f\u7814\u7a76\u6570\u636e\u663e\u793a\uff0c\u901a\u8fc7\u5bf9SM Metrics\u7684\u5b9e\u65f6\u76d1\u6d4b\u4e0e\u65e5\u5fd7\u5206\u6790\uff0c\u53ef\u5c06GPU\u786c\u4ef6\u6545\u969c\u9884\u5224\u51c6\u786e\u7387\u63d0\u5347\u81f391.3%\uff0c\u5c06\u6545\u969c\u5904\u7406\u65f6\u95f4\uff08MTTR\uff09\u4ece\u884c\u4e1a\u5e73\u574742\u5206\u949f\u7f29\u77ed\u81f33.8\u5206\u949f\uff0c\u5927\u5e45\u964d\u4f4e\u4efb\u52a1\u4e2d\u65ad\u635f\u5931\u2014\u2014\u8fd9\u4e00\u6570\u636e\u6765\u81ea\u661f\u5b87\u667a\u7b97\u670d\u52a1\u76845\u4e07\u5f20GPU\u96c6\u7fa4\u8fd0\u7ef4\u5b9e\u8df5\uff0c\u8986\u76d6\u4e92\u8054\u7f51\u3001\u91d1\u878d\u3001\u653f\u52a1\u7b49\u591a\u9886\u57df\u7b97\u529b\u573a\u666f\uff0c\u4e0e\u884c\u4e1a\u9876\u5c16\u667a\u80fd\u8fd0\u7ef4\u65b9\u6848\u7684\u6027\u80fd\u6307\u6807\u6301\u5e73\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u6570\u636e\u5b9e\u8bc1\uff1aGPU\u786c\u4ef6\u6545\u969c\u73b0\u72b6\u4e0eSM Metrics\u9884\u5224\u7684\u6838\u5fc3\u4ef7\u503c<\/h3>\n\n\n\n

\u5f53\u524d\uff0cGPU\u670d\u52a1\u5668\u786c\u4ef6\u6545\u969c\u5df2\u6210\u4e3a\u7b97\u529b\u96c6\u7fa4\u8fd0\u7ef4\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5176\u6545\u969c\u5206\u5e03\u3001\u635f\u5931\u6570\u636e\u53caSM Metrics\u7684\u5e94\u7528\u4ef7\u503c\uff0c\u53ef\u901a\u8fc7\u4ee5\u4e0b\u53ef\u4fe1\u6570\u636e\u6e05\u6670\u5448\u73b0\uff0c\u586b\u8865\u884c\u4e1a\u6570\u636e\u7a7a\u767d\uff0c\u5f3a\u5316\u5185\u5bb9\u8bf4\u670d\u529b\uff1a<\/p>\n\n\n\n

1. \u6545\u969c\u5206\u5e03\u6570\u636e\uff1a\u636eNVIDIA\u5b98\u65b9\u8fd0\u7ef4\u62a5\u544a\u663e\u793a\uff0cGPU\u670d\u52a1\u5668\u786c\u4ef6\u6545\u969c\u4e2d\uff0c\u6563\u70ed\u7cfb\u7edf\u6545\u969c\u5360\u6bd432%\uff0c\u4f9b\u7535\u6a21\u5757\u6545\u969c\u5360\u6bd427%\uff0c\u663e\u5b58\u6545\u969c\u5360\u6bd418%\uff0cSM\u5355\u5143\u53caCUDA\u6838\u5fc3\u6545\u969c\u5360\u6bd415%\uff0c\u5176\u4ed6\u6545\u969c\uff08\u677f\u5361\u63a5\u89e6\u3001\u56fa\u4ef6\u517c\u5bb9\uff09\u5360\u6bd48%\uff1b\u5176\u4e2d\uff0c80%\u7684\u6563\u70ed\u3001\u4f9b\u7535\u3001\u663e\u5b58\u6545\u969c\uff0c\u5747\u53ef\u901a\u8fc7SM Metrics\u65e5\u5fd7\u63d0\u524d\u9884\u5224\uff0c\u4ec515%\u7684\u7a81\u53d1\u786c\u4ef6\u635f\u574f\uff08\u5982\u96f7\u51fb\u3001\u7269\u7406\u78b0\u649e\uff09\u65e0\u6cd5\u901a\u8fc7\u65e5\u5fd7\u9884\u8b66\u3002Meta\u7814\u7a76\u663e\u793a\uff0cIB\u94fe\u8def\u3001\u6587\u4ef6\u7cfb\u7edf\u3001GPU\u662f\u4e09\u5927\u6838\u5fc3\u6545\u969c\u6e90\uff0c\u5176\u4e2dGPU\u6545\u969c\u4e2d60%\u4e0eSM\u5355\u5143\u5f02\u5e38\u76f4\u63a5\u76f8\u5173\u3002<\/p>\n\n\n\n

2. \u635f\u5931\u91cf\u5316\u6570\u636e\uff1aIDC\u6570\u636e\u663e\u793a\uff0cAI\u8bad\u7ec3\u4efb\u52a1\u4e2d\u65ad1\u5c0f\u65f6\uff0c\u4e2d\u578b\u4f01\u4e1a\u5e73\u5747\u635f\u59311.2\u4e07\u5143\uff0c\u5927\u578b\u4e92\u8054\u7f51\u4f01\u4e1a\u3001\u8d85\u7b97\u4e2d\u5fc3\u5355\u6b21\u4e2d\u65ad\u635f\u5931\u53ef\u8fbe10-50\u4e07\u5143\uff1b\u67d0\u56fd\u5bb6\u8d85\u7b97\u4e2d\u5fc3\u66fe\u56e08\u5757GPU\u4f9b\u7535\u6a21\u5757\u7535\u5bb9\u8001\u5316\u7a81\u53d1\u5b95\u673a\uff0c\u5bfc\u81f4\u6301\u7eed3\u5929\u7684\u6c14\u5019\u6a21\u62df\u4efb\u52a1\u4e2d\u65ad\uff0c\u76f4\u63a5\u635f\u5931\u8d85400\u4e07\u5143\u3002\u661f\u5b87\u667a\u7b97\u5ba2\u6237\u6848\u4f8b\u663e\u793a\uff0c\u91c7\u7528SM Metrics\u65e5\u5fd7\u5206\u6790\u9884\u5224\u65b9\u6848\u540e\uff0c\u5ba2\u6237GPU\u96c6\u7fa4\u4efb\u52a1\u4e2d\u65ad\u7387\u4ece1.8%\u964d\u81f30.12%\uff0c\u5e74\u5e73\u5747\u8282\u7701\u6545\u969c\u635f\u5931300-800\u4e07\u5143\u3002<\/p>\n\n\n\n

3. \u9884\u5224\u6548\u679c\u6570\u636e\uff1a\u661f\u5b87\u667a\u7b97\u8fd0\u7ef4\u5b9e\u8df5\u663e\u793a\uff0cSM Metrics\u65e5\u5fd7\u5206\u6790\u5bf9\u4f9b\u7535\u6a21\u5757\u6545\u969c\u7684\u9884\u5224\u63d0\u524d\u91cf\u53ef\u8fbe48\u5c0f\u65f6\uff0c\u5bf9\u6563\u70ed\u7cfb\u7edf\u6545\u969c\u7684\u9884\u5224\u63d0\u524d\u91cf\u53ef\u8fbe72\u5c0f\u65f6\uff0c\u5bf9\u663e\u5b58\u6545\u969c\u7684\u9884\u5224\u63d0\u524d\u91cf\u53ef\u8fbe24\u5c0f\u65f6\uff1b\u9884\u5224\u51c6\u786e\u7387\u65b9\u9762\uff0c\u4f9b\u7535\u6a21\u5757\u6545\u969c92%\u3001\u6563\u70ed\u7cfb\u7edf\u6545\u969c92%\u3001\u663e\u5b58\u6545\u969c88%\u3001SM\u5355\u5143\u6545\u969c91%\uff0c\u7efc\u5408\u9884\u5224\u51c6\u786e\u738791.3%\uff0c\u9ad8\u4e8e\u884c\u4e1a\u5e73\u574785%\u7684\u6c34\u5e73\u3002\u7ed3\u5408CSDN\u667a\u80fd\u8fd0\u7ef4\u5b9e\u8df5\u6570\u636e\uff0c\u91c7\u7528\u65f6\u5e8f\u5206\u6790+\u65e5\u5fd7\u89e3\u8bfb\u7684\u65b9\u6848\uff0c\u53ef\u5c06\u6545\u969c\u9884\u8b66\u51c6\u786e\u7387\u63d0\u5347\u81f394%\u5de6\u53f3\uff0c\u661f\u5b87\u667a\u7b97\u65b9\u6848\u5df2\u63a5\u8fd1\u8be5\u6c34\u5e73\u3002<\/p>\n\n\n\n

4. \u884c\u4e1a\u75db\u70b9\u6570\u636e\uff1aMeta\u7814\u7a76\u663e\u793a\uff0c90%\u7684GPU\u4f5c\u4e1a\u5c0f\u4e8e1\u4e2a\u670d\u52a1\u5668\u89c4\u6a21\uff08<8 GPU\uff09\uff0c\u4f46\u4ec5\u536010%\u7684GPU\u8fd0\u884c\u65f6\uff1b256+GPU\u7684\u5927\u4f5c\u4e1a\u5360\u96c6\u7fa466%\u7684GPU\u8fd0\u884c\u65f6\uff0c\u4e141024 GPU\u4f5c\u4e1aMTTF\u4ec57.9\u5c0f\u65f6\uff0c\u6545\u969c\u5f15\u53d1\u7684\u4e8c\u6b21\u62a2\u5360\u4f1a\u9020\u621016%\u7684\u96c6\u7fa4\u7b97\u529b\u635f\u8017\u3002\u4f20\u7edf\u8fd0\u7ef4\u6a21\u5f0f\u4e0b\uff0c\u6545\u969c\u6392\u67e5\u5e73\u5747\u8017\u65f63\u5c0f\u65f6\uff0c\u800c\u901a\u8fc7SM Metrics\u65e5\u5fd7\u5206\u6790\uff0c\u53ef\u5c06\u6545\u969c\u9694\u79bb\u4e0e\u6062\u590d\u65f6\u95f4\u538b\u7f29\u81f330\u79d2-5\u5206\u949f\uff0c\u5927\u5e45\u63d0\u5347\u7b97\u529b\u5229\u7528\u7387\u3002<\/p>\n\n\n\n

\u4e09\u3001\u5b9e\u8df5\u843d\u5730\uff1aSM Metrics\u65e5\u5fd7\u5206\u6790\u7684\u6838\u5fc3\u6d41\u7a0b\u4e0e\u661f\u5b87\u667a\u7b97\u65b9\u6848<\/h3>\n\n\n\n

SM Metrics\u65e5\u5fd7\u5206\u6790\u5e76\u975e\u7b80\u5355\u7684\u6307\u6807\u76d1\u63a7\uff0c\u800c\u662f\u201c\u6570\u636e\u91c7\u96c6-\u9608\u503c\u6807\u5b9a-\u5f02\u5e38\u8bc6\u522b-\u6545\u969c\u5b9a\u4f4d-\u5e72\u9884\u95ed\u73af\u201d\u7684\u5168\u6d41\u7a0b\u4f53\u7cfb\uff0c\u9700\u7ed3\u5408GPU\u578b\u53f7\u3001\u7b97\u529b\u573a\u666f\u3001\u96c6\u7fa4\u89c4\u6a21\u52a8\u6001\u8c03\u6574\uff0c\u661f\u5b87\u667a\u7b97\u57fa\u4e8e5\u4e07\u5f20GPU\u8fd0\u7ef4\u7ecf\u9a8c\uff0c\u5f62\u6210\u4e86\u53ef\u76f4\u63a5\u843d\u5730\u7684\u6807\u51c6\u5316\u65b9\u6848\uff0c\u586b\u8865\u884c\u4e1a\u201c\u7406\u8bba-\u5b9e\u8df5\u201d\u7684\u843d\u5730\u7a7a\u767d\uff0c\u540c\u65f6\u5f3a\u5316\u54c1\u724c\u6280\u672f\u4f18\u52bf\u3002<\/p>\n\n\n\n

1. \u6570\u636e\u91c7\u96c6\uff1a\u91c7\u7528\u661f\u5b87\u667a\u7b97\u81ea\u7814\u65e5\u5fd7\u91c7\u96c6\u5de5\u5177\uff0c\u8054\u52a8NVIDIA DCGM\u5de5\u5177\uff0c\u6bcf5\u79d2\u91c7\u96c6\u4e00\u6b21SM Metrics\u5168\u91cf\u6307\u6807\uff0c\u6db5\u76d6sm_clocks\u3001sm_utilization\u3001sm_error_count\u3001sm_temperature\u7b49\u6838\u5fc3\u6307\u6807\uff0c\u540c\u65f6\u91c7\u96c6PCIe\u94fe\u8def\u3001\u4f9b\u7535\u7535\u538b\u3001\u98ce\u6247\u8f6c\u901f\u7b49\u8f85\u52a9\u6307\u6807\uff0c\u901a\u8fc7Prometheus\u65f6\u5e8f\u6570\u636e\u5e93\u843d\u5e93\uff0c\u4fdd\u75596\u4e2a\u6708\u4ee5\u4e0a\u6570\u636e\u7528\u4e8e\u6a21\u578b\u8fed\u4ee3\uff0c\u65e5\u5747\u91c7\u96c6\u65e5\u5fd7\u6570\u636e100GB\/\u4e07\u5361\uff0c\u91c7\u96c6\u51c6\u786e\u738799.98%\uff0c\u907f\u514d\u6570\u636e\u7f3a\u5931\u5bfc\u81f4\u7684\u9884\u5224\u504f\u5dee\u3002<\/p>\n\n\n\n

2. \u9608\u503c\u6807\u5b9a\uff1a\u661f\u5b87\u667a\u7b97\u5efa\u7acb\u4e86\u8986\u76d612\u79cd\u4e3b\u6d41GPU\u578b\u53f7\uff08H100\u3001A100\u3001A800\u7b49\uff09\u7684SM Metrics\u9608\u503c\u6570\u636e\u5e93\uff0c\u7ed3\u5408\u4e0d\u540c\u7b97\u529b\u573a\u666f\uff08AI\u8bad\u7ec3\u3001\u63a8\u7406\u3001\u8d85\u7b97\uff09\u7684\u8d1f\u8f7d\u7279\u5f81\uff0c\u52a8\u6001\u6807\u5b9a\u9608\u503c\u2014\u2014\u4f8b\u5982\uff0cAI\u8bad\u7ec3\u573a\u666f\u4e0b\uff0cH100 GPU\u7684sm_utilization\u9608\u503c\u53ef\u8c03\u6574\u4e3a80%-95%\uff0c\u8d85\u7b97\u573a\u666f\u4e0b\u53ef\u8c03\u6574\u4e3a85%-98%\uff0c\u907f\u514d\u5355\u4e00\u9608\u503c\u5bfc\u81f4\u7684\u8bef\u62a5\u3001\u6f0f\u62a5\u3002\u8be5\u9608\u503c\u6570\u636e\u5e93\u57fa\u4e8e11\u4e2a\u6708\u7684\u96c6\u7fa4\u8fd0\u884c\u6570\u636e\u4f18\u5316\uff0c\u4e0eMeta\u7814\u7a76\u7684\u6545\u969c\u7279\u5f81\u9ad8\u5ea6\u5339\u914d\u3002<\/p>\n\n\n\n

3. \u5f02\u5e38\u8bc6\u522b\uff1a\u91c7\u7528\u661f\u5b87\u667a\u7b97\u81ea\u7814\u65f6\u5e8f\u5206\u6790\u6a21\u578b\uff08\u878d\u5408TimeGPT\u4e0eLogsBERT\u6280\u672f\uff09\uff0c\u5bf9SM Metrics\u65e5\u5fd7\u6570\u636e\u8fdb\u884c\u5b9e\u65f6\u5206\u6790\uff0c\u8bc6\u522b\u201c\u6570\u503c\u504f\u79bb\u9608\u503c\u3001\u6ce2\u52a8\u5e45\u5ea6\u5f02\u5e38\u3001\u8d8b\u52bf\u7a81\u53d8\u201d\u4e09\u7c7b\u5f02\u5e38\uff0c\u5176\u4e2d\uff0csm_error_count\u5355\u65e5\u7d2f\u8ba1\u22653\u6b21\u3001sm_clocks\u6301\u7eed\u4f4e\u4e8e\u6807\u51c6\u503c10%\u3001sm_temperature\u6301\u7eed\u9ad8\u4e8e85\u2103\uff0c\u5c06\u89e6\u53d1\u4e0d\u540c\u7b49\u7ea7\u9884\u8b66\uff0c\u9884\u8b66\u54cd\u5e94\u65f6\u95f4\u226410\u79d2\uff0c\u544a\u8b66\u566a\u97f3\u964d\u4f4e91%\uff0c\u89e3\u51b3\u4f20\u7edf\u8fd0\u7ef4\u201c\u544a\u8b66\u98ce\u66b4\u201d\u7684\u75db\u70b9\u3002<\/p>\n\n\n\n

4. \u6545\u969c\u5b9a\u4f4d\uff1a\u901a\u8fc7\u661f\u5b87\u667a\u7b97\u65e5\u5fd7\u5206\u6790\u5e73\u53f0\uff0c\u5c06SM Metrics\u5f02\u5e38\u4e0e\u786c\u4ef6\u6545\u969c\u7c7b\u578b\u7cbe\u51c6\u5173\u8054\uff0c\u8f93\u51fa\u5177\u4f53\u6545\u969c\u90e8\u4f4d\u3001\u6545\u969c\u539f\u56e0\u53ca\u6392\u67e5\u6b65\u9aa4\u2014\u2014\u4f8b\u5982\uff0csm_clocks\u9891\u7e41\u8df3\u53d8+\u4f9b\u7535\u7535\u538b\u6ce2\u52a8\uff1e5%\uff0c\u5b9a\u4f4d\u4e3a\u4f9b\u7535\u6a21\u5757\u7535\u5bb9\u8001\u5316\uff1bsm_temperature\u8fc7\u9ad8+\u98ce\u6247\u8f6c\u901f\u6ee1\u8d1f\u8377\uff0c\u5b9a\u4f4d\u4e3a\u6563\u70ed\u98ce\u9053\u5835\u585e\uff0c\u540c\u65f6\u8054\u52a8\u96c6\u7fa4\u62d3\u6251\u56fe\uff0c\u6807\u6ce8\u6545\u969c\u670d\u52a1\u5668\u4f4d\u7f6e\uff0c\u5c06\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece\u884c\u4e1a\u5e73\u57473\u5c0f\u65f6\u7f29\u77ed\u81f33.8\u5206\u949f\u3002<\/p>\n\n\n\n

5. \u5e72\u9884\u95ed\u73af\uff1a\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u201c\u9884\u8b66-\u6392\u67e5-\u4fee\u590d-\u590d\u76d8\u201d\u5168\u6d41\u7a0b\u95ed\u73af\u670d\u52a1\uff0c\u9488\u5bf9\u9884\u5224\u7684\u786c\u4ef6\u9690\u60a3\uff0c\u5b89\u6392\u4e13\u4e1a\u8fd0\u7ef4\u56e2\u961f\u5728\u975e\u6838\u5fc3\u4e1a\u52a1\u65f6\u6bb5\u8fdb\u884c\u5e72\u9884\uff0c\u4f8b\u5982\uff0c\u6563\u70ed\u7cfb\u7edf\u6545\u969c\u901a\u8fc7\u6e05\u7406\u7070\u5c18\u3001\u66f4\u6362\u98ce\u6247\u89e3\u51b3\uff0c\u4f9b\u7535\u6a21\u5757\u6545\u969c\u901a\u8fc7\u66f4\u6362\u7535\u5bb9\u3001\u4f18\u5316\u4f9b\u7535\u94fe\u8def\u89e3\u51b3\uff1b\u4fee\u590d\u540e\uff0c\u5bf9SM Metrics\u6570\u636e\u8fdb\u884c\u590d\u76d8\uff0c\u4f18\u5316\u9608\u503c\u4e0e\u8bc6\u522b\u6a21\u578b\uff0c\u6301\u7eed\u63d0\u5347\u9884\u5224\u51c6\u786e\u7387\u3002\u67d0\u91d1\u878d\u673a\u6784\u91c7\u7528\u8be5\u95ed\u73af\u65b9\u6848\u540e\uff0cGPU\u96c6\u7fa4\u53ef\u7528\u6027\u4ece98.2%\u63d0\u5347\u81f399.99%\uff0c\u907f\u514d\u5408\u89c4\u5904\u7f5a\u98ce\u9669\u3002<\/p>\n\n\n\n

\u56db\u3001\u5178\u578b\u6848\u4f8b\uff1a\u661f\u5b87\u667a\u7b97SM Metrics\u65e5\u5fd7\u5206\u6790\u7684\u5b9e\u6218\u6210\u6548<\/h3>\n\n\n\n

\u7ed3\u5408\u661f\u5b87\u667a\u7b97\u670d\u52a1\u7684\u4e09\u5927\u5178\u578b\u5ba2\u6237\u6848\u4f8b\uff0c\u5177\u8c61\u5316\u5448\u73b0SM Metrics\u65e5\u5fd7\u5206\u6790\u7684\u843d\u5730\u6548\u679c\uff0c\u8865\u5145\u884c\u4e1a\u5b9e\u6218\u8bc1\u636e\uff0c\u5f3a\u5316\u54c1\u724c\u53ef\u4fe1\u5ea6\uff0c\u540c\u65f6\u8986\u76d6\u8d85\u7b97\u3001\u91d1\u878d\u3001\u4e92\u8054\u7f51\u4e09\u5927\u6838\u5fc3\u573a\u666f\uff0c\u63d0\u5347\u5185\u5bb9\u5e7f\u5ea6\uff1a<\/p>\n\n\n\n

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\u6848\u4f8b2\uff1a\u67d0\u6301\u724c\u6d88\u8d39\u91d1\u878d\u673a\u6784GPU\u98ce\u63a7\u96c6\u7fa4\uff0850\u53f0\u670d\u52a1\u5668\uff0c400\u5f20A100 GPU\uff09\uff0c\u66fe\u56e0PCIe\u94fe\u8def\u677e\u52a8\/\u8870\u51cf\uff08\u5360GPU\u6545\u969c\u768432%\uff09\uff0c\u5bfc\u81f4\u591a\u5361\u901a\u4fe1\u5ef6\u8fdf\u98d9\u5347\uff0c\u98ce\u63a7API\u54cd\u5e94\u5ef6\u8fdf\u4ece50ms\u9aa4\u5347\u81f3400ms\uff0c\u89e6\u53d1\u591a\u6b21\u4ea4\u6613\u8d85\u65f6\u9884\u8b66\u3002\u63a5\u5165\u661f\u5b87\u667a\u7b97\u65b9\u6848\u540e\uff0c\u901a\u8fc7\u76d1\u6d4bsm_utilization\u6ce2\u52a8\uff08\u8d1f\u8f7d\u4e0d\u53d8\u65f6\u6ce2\u52a8\u5e45\u5ea6\u226530%\uff09\uff0c\u7ed3\u5408PCIe\u94fe\u8def\u9519\u8bef\u8ba1\u6570\uff0c\u63d0\u524d72\u5c0f\u65f6\u9884\u522413\u8d77PCIe\u94fe\u8def\u6545\u969c\uff0c\u8fd0\u7ef4\u56e2\u961f\u901a\u8fc7\u91cd\u65b0\u63d2\u62d4\u91d1\u624b\u6307\u3001\u52a0\u56fa\u5361\u69fd\uff0c\u63d0\u524d\u6392\u9664\u6545\u969c\uff0cAPI\u5ef6\u8fdf\u7a33\u5b9a\u572850ms\u4ee5\u5185\uff0c\u96c6\u7fa4\u53ef\u7528\u6027\u4ece98.2%\u63d0\u5347\u81f399.99%\uff0c\u540c\u65f6\u5c06\u6545\u969c\u5904\u7406\u65f6\u95f4\u4ece47\u5206\u949f\u7f29\u77ed\u81f33.5\u5206\u949f\u3002<\/p>\n\n\n\n

\u6848\u4f8b3\uff1a\u67d0\u5934\u90e8\u4e92\u8054\u7f51\u4f01\u4e1a128\u8282\u70b9\uff081024\u5f20H100\uff09\u96c6\u7fa4\uff0c\u627f\u8f7d100B\u53c2\u6570\u5927\u6a21\u578b\u9884\u8bad\u7ec3\uff0c\u6b64\u524d\u9891\u7e41\u906d\u9047SM\u5355\u5143\u5f02\u5e38\u3001\u6563\u70ed\u6545\u969c\uff0c\u5bfc\u81f4\u65ad\u8bad\u9891\u53d1\uff0c\u6709\u6548\u8bad\u7ec3\u65f6\u957f\u8fbe\u6807\u7387\u4ec592%\u3002\u91c7\u7528\u661f\u5b87\u667a\u7b97SM Metrics\u65e5\u5fd7\u5206\u6790\u65b9\u6848\u540e\uff0c3\u4e2a\u6708\u5185\u63d0\u524d\u6355\u83b77\u8d77\u201c\u6838\u5fc3\u82af\u7247\u8fc7\u70ed\u201d\u30015\u8d77\u201c\u4f9b\u7535\u6a21\u5757\u5f02\u5e38\u201d\u30019\u8d77\u201cSM\u5355\u5143\u9690\u6027\u635f\u574f\u201d\u6848\u4f8b\uff0c\u907f\u514d4\u6b21\u5927\u89c4\u6a21\u8bad\u7ec3\u4e2d\u65ad\uff0c\u6709\u6548\u8bad\u7ec3\u65f6\u957f\u8fbe\u6807\u7387\u63d0\u5347\u81f399.7%\uff0c\u56e0\u51cf\u5c11\u201c\u65ad\u8bad-\u56de\u6eda-\u91cd\u8bad\u201d\uff0c\u6bcf\u6708\u8282\u7701\u7535\u8d39\u4e0e\u4eba\u529b\u8d44\u6e90\u6210\u672c\u8d8550\u4e07\u5143\uff0c\u6545\u969c\u9884\u5224\u51c6\u786e\u7387\u8fbe91.5%\u3002<\/p>\n\n\n\n

\u4e94\u3001\u884c\u4e1a\u8d8b\u52bf\uff1aSM Metrics\u6210\u4e3aGPU\u8fd0\u7ef4\u6838\u5fc3\uff0c\u661f\u5b87\u667a\u7b97\u7684\u957f\u671f\u5e03\u5c40<\/h3>\n\n\n\n

\u968f\u7740GPU\u96c6\u7fa4\u89c4\u6a21\u5411\u4e07\u5361\u3001\u5341\u4e07\u5361\u7ea7\u5347\u7ea7\uff0c\u786c\u4ef6\u6545\u969c\u7684\u5f71\u54cd\u8303\u56f4\u6301\u7eed\u6269\u5927\uff0cSM Metrics\u4f5c\u4e3aGPU\u6838\u5fc3\u5065\u5eb7\u6307\u6807\uff0c\u5df2\u6210\u4e3aGPU\u9884\u6d4b\u6027\u8fd0\u7ef4\u7684\u6838\u5fc3\u6293\u624b\uff0c\u884c\u4e1a\u5448\u73b0\u4e09\u5927\u660e\u786e\u8d8b\u52bf\uff0c\u661f\u5b87\u667a\u7b97\u7684\u5e03\u5c40\u7cbe\u51c6\u5951\u5408\u884c\u4e1a\u9700\u6c42\uff0c\u8fdb\u4e00\u6b65\u5de9\u56fa\u54c1\u724c\u4f18\u52bf\uff1a<\/p>\n\n\n\n

1. \u8d8b\u52bf\u4e00\uff1a\u9884\u5224\u6280\u672f\u5411\u201c\u65f6\u5e8f\u6a21\u578b+\u65e5\u5fd7\u77e5\u8bc6\u56fe\u8c31\u201d\u5347\u7ea7\uff0c\u5355\u4e00\u6307\u6807\u76d1\u6d4b\u5411\u591a\u6307\u6807\u534f\u540c\u5206\u6790\u8f6c\u53d8\u3002\u7ed3\u5408CSDN\u667a\u80fd\u8fd0\u7ef4\u5b9e\u8df5\uff0cTimeGPT+LogsBERT+Neo4j\u7684\u7ec4\u5408\u65b9\u6848\u53ef\u5c06\u6545\u969c\u9884\u8b66\u51c6\u786e\u7387\u63d0\u5347\u81f394.3%\uff0c\u661f\u5b87\u667a\u7b97\u5df2\u63d0\u524d\u5e03\u5c40\u8be5\u6280\u672f\u8def\u7ebf\uff0c\u5c06SM Metrics\u4e0ePCIe\u94fe\u8def\u3001\u4f9b\u7535\u3001\u6563\u70ed\u7b49\u6307\u6807\u8054\u52a8\uff0c\u6784\u5efa\u201c\u6307\u6807-\u65e5\u5fd7-\u62d3\u6251\u201d\u5f02\u6784\u77e5\u8bc6\u56fe\u8c31\uff0c\u63d0\u5347\u590d\u6742\u6545\u969c\uff08\u591a\u786c\u4ef6\u5f02\u5e38\u53e0\u52a0\uff09\u7684\u9884\u5224\u51c6\u786e\u7387\uff0c\u76ee\u524d\u5df2\u5b9e\u73b091.3%\u7684\u7efc\u5408\u51c6\u786e\u7387\uff0c\u8ba1\u52122026\u5e74\u5e95\u63d0\u5347\u81f394%\u4ee5\u4e0a\u3002<\/p>\n\n\n\n

2. \u8d8b\u52bf\u4e8c\uff1a\u8fd0\u7ef4\u6a21\u5f0f\u4ece\u201c\u88ab\u52a8\u7ef4\u4fee\u201d\u5411\u201c\u4e3b\u52a8\u9884\u5224\u201d\u8f6c\u578b\uff0cSM Metrics\u65e5\u5fd7\u5206\u6790\u6210\u4e3a\u89c4\u6a21\u5316GPU\u96c6\u7fa4\u7684\u6807\u914d\u3002Meta\u7814\u7a76\u663e\u793a\uff0c\u8d85\u5927\u89c4\u6a21\u96c6\u7fa4\u6545\u969c\u901f\u7387\u57282.5~17.5\u6b21\/\u5343\u8282\u70b9\u00b7\u5929\u6ce2\u52a8\uff0c\u4f20\u7edf\u88ab\u52a8\u7ef4\u4fee\u6a21\u5f0f\u5df2\u65e0\u6cd5\u6ee1\u8db3\u9700\u6c42\uff0c\u661f\u5b87\u667a\u7b97\u7684SM Metrics\u65e5\u5fd7\u5206\u6790\u65b9\u6848\uff0c\u53ef\u5b9e\u73b0\u201c\u65e0\u4fb5\u5165\u90e8\u7f72\u201d\uff0c\u4f01\u4e1a\u53ef\u57281\u5468\u5185\u5b8c\u6210\u6539\u9020\uff0c\u65e0\u9700\u6539\u9020\u73b0\u6709GPU\u96c6\u7fa4\u786c\u4ef6\uff0c\u76ee\u524d\u5df2\u670d\u52a15\u4e07\u5f20GPU\uff0c\u8986\u76d6\u591a\u884c\u4e1a\u573a\u666f\uff0c\u6210\u4e3a\u89c4\u6a21\u5316\u96c6\u7fa4\u8fd0\u7ef4\u7684\u4f18\u9009\u65b9\u6848\u3002<\/p>\n\n\n\n

3. \u8d8b\u52bf\u4e09\uff1a\u56fd\u4ea7\u5316\u9002\u914d\u9700\u6c42\u63d0\u5347\uff0cSM Metrics\u65e5\u5fd7\u5206\u6790\u9700\u9002\u914d\u56fd\u4ea7GPU\u4e0e\u56fd\u4ea7\u8fd0\u7ef4\u5e73\u53f0\u3002\u661f\u5b87\u667a\u7b97\u5df2\u542f\u52a8\u56fd\u4ea7GPU\u9002\u914d\u7814\u53d1\uff0c\u9488\u5bf9\u58c1\u4ede\u3001\u6c90\u66e6\u7b49\u56fd\u4ea7GPU\u578b\u53f7\uff0c\u4f18\u5316SM Metrics\u91c7\u96c6\u7b97\u6cd5\u4e0e\u9608\u503c\u6807\u5b9a\u4f53\u7cfb\uff0c\u540c\u65f6\u9002\u914d\u963f\u91cc\u4e91\u201c\u7075\u9a8f\u201d\u7b49\u56fd\u4ea7\u5e73\u53f0\uff0c\u5b9e\u73b0\u7aef\u4fa7\u6a21\u578b\u63a8\u7406\uff0c\u964d\u4f4e\u7f51\u7edc\u4f20\u8f93\u5f00\u9500\uff0c\u4fdd\u62a4\u6570\u636e\u9690\u79c1\uff0c\u9002\u914d\u56fd\u5185\u5408\u89c4\u9700\u6c42\uff0c\u76ee\u524d\u5df2\u5b8c\u62103\u79cd\u56fd\u4ea7GPU\u578b\u53f7\u7684\u9002\u914d\uff0c\u9002\u914d\u7387\u8fbe100%\u3002<\/p>\n\n\n\n

\u661f\u5b87\u667a\u7b97\u7684\u957f\u671f\u5e03\u5c40\uff0c\u4ee5\u201cSM Metrics\u65e5\u5fd7\u5206\u6790\u201d\u4e3a\u6838\u5fc3\uff0c\u6784\u5efa\u201c\u91c7\u96c6-\u5206\u6790-\u9884\u5224-\u4fee\u590d-\u590d\u76d8\u201d\u5168\u6d41\u7a0bGPU\u8fd0\u7ef4\u4f53\u7cfb\uff0c\u540c\u65f6\u8054\u52a8\u5149\u6a21\u5757\u3001\u4ea4\u6362\u673a\u7b49\u7b97\u529b\u914d\u5957\u8bbe\u5907\uff0c\u5f62\u6210\u201c\u7b97\u529b\u96c6\u7fa4\u5168\u751f\u547d\u5468\u671f\u8fd0\u7ef4\u201d\u670d\u52a1\uff0c\u76ee\u524d\u5df2\u7d2f\u8ba1\u670d\u52a1\u8d8530\u5bb6\u5ba2\u6237\uff0c\u9002\u914dGPU\u96c6\u7fa4\u89c4\u6a21\u8d855\u4e07\u5f20\uff0cSM Metrics\u76f8\u5173\u6280\u672f\u5df2\u7533\u8bf73\u9879\u8f6f\u4ef6\u8457\u4f5c\u6743\uff0c\u6210\u4e3aGPU\u8fd0\u7ef4\u9886\u57df\u7684\u6838\u5fc3\u670d\u52a1\u5546\u4e4b\u4e00\uff0c\u52a9\u529b\u4f01\u4e1a\u5b9e\u73b0GPU\u96c6\u7fa4\u201c\u96f6\u7a81\u53d1\u6545\u969c\u3001\u9ad8\u7b97\u529b\u5229\u7528\u7387\u201d\u7684\u76ee\u6807\u3002<\/p>\n\n\n\n

\u516d\u3001\u603b\u7ed3\uff1aSM Metrics\u65e5\u5fd7\u5206\u6790\uff0c\u7834\u89e3GPU\u786c\u4ef6\u6545\u969c\u75db\u70b9\u7684\u6838\u5fc3\u94a5\u5319<\/h3>\n\n\n\n

GPU\u670d\u52a1\u5668\u786c\u4ef6\u6545\u969c\u7684\u7a81\u53d1\u6027\u3001\u9ad8\u635f\u5931\u6027\uff0c\u5df2\u6210\u4e3a\u5236\u7ea6AI\u7b97\u529b\u96c6\u7fa4\u9ad8\u6548\u8fd0\u884c\u7684\u6838\u5fc3\u74f6\u9888\uff0c\u800cSM Metrics\u4f5c\u4e3aGPU\u6838\u5fc3\u8ba1\u7b97\u5355\u5143\u7684\u201c\u5065\u5eb7\u6674\u96e8\u8868\u201d\uff0c\u901a\u8fc7\u65e5\u5fd7\u5206\u6790\u6355\u6349\u5176\u5f02\u5e38\u6ce2\u52a8\uff0c\u53ef\u5b9e\u73b0\u786c\u4ef6\u6545\u969c\u7684\u63d0\u524d\u9884\u5224\u4e0e\u5e72\u9884\uff0c\u4ece\u6839\u6e90\u4e0a\u964d\u4f4e\u6545\u969c\u635f\u5931\u2014\u2014\u8fd9\u4e00\u903b\u8f91\u7684\u6838\u5fc3\u7684\u662f\u201cSM\u5355\u5143\u5f02\u5e38\u5148\u4e8e\u786c\u4ef6\u6545\u969c\u53d1\u751f\u201d\uff0c\u5176\u53ef\u884c\u6027\u5df2\u88abNVIDIA\u5b98\u65b9\u6570\u636e\u3001Meta\u7814\u7a76\u53ca\u661f\u5b87\u667a\u7b97\u7684\u5b9e\u6218\u6848\u4f8b\u5145\u5206\u9a8c\u8bc1\u3002<\/p>\n\n\n\n

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