{"id":24291,"date":"2025-01-15T13:57:45","date_gmt":"2025-01-15T05:57:45","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=24291"},"modified":"2025-01-15T13:57:45","modified_gmt":"2025-01-15T05:57:45","slug":"deepflow%e5%a6%82%e4%bd%95%e6%8f%90%e5%8d%87%e7%bd%91%e7%bb%9c%e6%80%a7%e8%83%bd%e7%9a%84%e5%8f%af%e8%a7%86%e5%8c%96%e4%b8%8e%e5%8f%af%e7%ae%a1%e7%90%86%e6%80%a7%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/24291.html","title":{"rendered":"DeepFlow\u5982\u4f55\u63d0\u5347\u7f51\u7edc\u6027\u80fd\u7684\u53ef\u89c6\u5316\u4e0e\u53ef\u7ba1\u7406\u6027\uff1f"},"content":{"rendered":"

\t\t\t\t\n\n

\"DeepFlow\u5982\u4f55\u63d0\u5347\u7f51\u7edc\u6027\u80fd\u7684\u53ef\u89c6\u5316\u4e0e\u53ef\u7ba1\u7406\u6027\uff1f\"<\/p>\n\n<\/p>\n\n\n\n

\u5728\u5f53\u4eca\u6570\u5b57\u5316\u65f6\u4ee3\uff0c\u7f51\u7edc\u6027\u80fd\u7684\u53ef\u89c6\u5316\u4e0e\u53ef\u7ba1\u7406\u6027\u5df2\u6210\u4e3a\u4f01\u4e1aIT\u8fd0\u7ef4\u7684\u6838\u5fc3\u6311\u6218\u4e4b\u4e00\u3002\u968f\u7740\u4e91\u8ba1\u7b97\u3001\u5fae\u670d\u52a1\u67b6\u6784\u548c\u5bb9\u5668\u5316\u6280\u672f\u7684\u666e\u53ca\uff0c\u7f51\u7edc\u73af\u5883\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\uff0c\u4f20\u7edf\u7684\u76d1\u63a7\u5de5\u5177\u5f80\u5f80\u96be\u4ee5\u5e94\u5bf9\u8fd9\u79cd\u52a8\u6001\u53d8\u5316\u3002DeepFlow<\/strong>\u4f5c\u4e3a\u4e00\u79cd\u5148\u8fdb\u7684\u7f51\u7edc\u6027\u80fd\u76d1\u63a7\u4e0e\u5206\u6790\u5e73\u53f0\uff0c\u901a\u8fc7\u5176\u72ec\u7279\u7684\u6280\u672f\u67b6\u6784\u548c\u529f\u80fd\u8bbe\u8ba1\uff0c\u663e\u8457\u63d0\u5347\u4e86\u7f51\u7edc\u6027\u80fd\u7684\u53ef\u89c6\u5316\u4e0e\u53ef\u7ba1\u7406\u6027\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u4e86\u66f4\u9ad8\u6548\u3001\u66f4\u667a\u80fd\u7684\u8fd0\u7ef4\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n\n

1. DeepFlow\u7684\u6838\u5fc3\u4f18\u52bf\uff1a\u5168\u6808\u53ef\u89c2\u6d4b\u6027<\/strong><\/h3>\n\n\n\n\n

DeepFlow<\/strong>\u7684\u6700\u5927\u4eae\u70b9\u5728\u4e8e\u5176\u5168\u6808\u53ef\u89c2\u6d4b\u6027<\/strong>\u80fd\u529b\u3002\u4f20\u7edf\u7684\u7f51\u7edc\u76d1\u63a7\u5de5\u5177\u901a\u5e38\u53ea\u80fd\u63d0\u4f9b\u5355\u4e00\u7ef4\u5ea6\u7684\u6570\u636e\uff0c\u4f8b\u5982\u6d41\u91cf\u7edf\u8ba1\u6216\u5ef6\u8fdf\u5206\u6790\uff0c\u800cDeepFlow<\/strong>\u5219\u80fd\u591f\u4ece\u5e94\u7528\u5c42\u3001\u7f51\u7edc\u5c42\u5230\u57fa\u7840\u8bbe\u65bd\u5c42\uff0c\u5168\u9762\u6355\u6349\u548c\u5206\u6790\u6570\u636e\u3002\u8fd9\u79cd\u5168\u6808\u89c6\u89d2\u4e0d\u4ec5\u5e2e\u52a9\u8fd0\u7ef4\u56e2\u961f\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\uff0c\u8fd8\u80fd\u4e3a\u6027\u80fd\u4f18\u5316\u63d0\u4f9b\u66f4\u5168\u9762\u7684\u4f9d\u636e\u3002<\/p>\n\n\n\n\n

\u4f8b\u5982\uff0c\u5f53\u67d0\u4e2a\u5fae\u670d\u52a1\u51fa\u73b0\u6027\u80fd\u74f6\u9888\u65f6\uff0cDeepFlow<\/strong>\u53ef\u4ee5\u540c\u65f6\u5c55\u793a\u8be5\u670d\u52a1\u7684\u7f51\u7edc\u5ef6\u8fdf\u3001CPU\u5229\u7528\u7387\u3001\u5185\u5b58\u5360\u7528\u7b49\u5173\u952e\u6307\u6807\uff0c\u751a\u81f3\u8fd8\u80fd\u5173\u8054\u5230\u4e0a\u4e0b\u6e38\u670d\u52a1\u7684\u8c03\u7528\u5173\u7cfb\u3002\u8fd9\u79cd\u591a\u7ef4\u5ea6\u7684\u6570\u636e\u6574\u5408\uff0c\u4f7f\u5f97\u95ee\u9898\u7684\u6839\u672c\u539f\u56e0\u4e00\u76ee\u4e86\u7136\uff0c\u5927\u5927\u7f29\u77ed\u4e86\u6545\u969c\u6392\u67e5\u7684\u65f6\u95f4\u3002<\/p>\n\n\n\n\n

2. \u667a\u80fd\u6570\u636e\u91c7\u96c6\u4e0e\u5904\u7406\uff1a\u964d\u4f4e\u8fd0\u7ef4\u590d\u6742\u5ea6<\/strong><\/h3>\n\n\n\n\n

\u5728\u590d\u6742\u7684\u7f51\u7edc\u73af\u5883\u4e2d\uff0c\u6570\u636e\u91c7\u96c6\u548c\u5904\u7406\u5f80\u5f80\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6311\u6218\u3002DeepFlow<\/strong>\u901a\u8fc7\u667a\u80fd\u6570\u636e\u91c7\u96c6\u6280\u672f<\/strong>\uff0c\u80fd\u591f\u5728\u4e0d\u5f71\u54cd\u4e1a\u52a1\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u9ad8\u6548\u6355\u83b7\u7f51\u7edc\u6d41\u91cf\u548c\u7cfb\u7edf\u6307\u6807\u3002\u5176\u91c7\u7528\u7684eBPF\u6280\u672f<\/strong>\uff08\u6269\u5c55\u4f2f\u514b\u5229\u5305\u8fc7\u6ee4\u5668\uff09\u4f7f\u5f97\u6570\u636e\u91c7\u96c6\u66f4\u52a0\u8f7b\u91cf\u5316\uff0c\u540c\u65f6\u652f\u6301\u5bf9\u5bb9\u5668\u3001\u865a\u62df\u673a\u7b49\u591a\u79cd\u73af\u5883\u7684\u65e0\u7f1d\u76d1\u63a7\u3002<\/p>\n\n\n\n\n

\u6b64\u5916\uff0cDeepFlow<\/strong>\u8fd8\u5177\u5907\u5f3a\u5927\u7684\u6570\u636e\u538b\u7f29\u4e0e\u805a\u5408\u80fd\u529b<\/strong>\u3002\u901a\u8fc7\u5bf9\u6d77\u91cf\u6570\u636e\u7684\u5b9e\u65f6\u5904\u7406\uff0c\u5b83\u80fd\u591f\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u5316\u4e3a\u6613\u4e8e\u7406\u89e3\u7684\u53ef\u89c6\u5316\u56fe\u8868\uff0c\u5e76\u81ea\u52a8\u751f\u6210\u5173\u952e\u6027\u80fd\u6307\u6807\uff08KPI\uff09\u3002\u8fd9\u79cd\u667a\u80fd\u5316\u7684\u6570\u636e\u5904\u7406\u65b9\u5f0f\uff0c\u4e0d\u4ec5\u964d\u4f4e\u4e86\u5b58\u50a8\u548c\u8ba1\u7b97\u8d44\u6e90\u7684\u6d88\u8017\uff0c\u8fd8\u663e\u8457\u63d0\u5347\u4e86\u8fd0\u7ef4\u6548\u7387\u3002<\/p>\n\n\n\n\n

3. \u52a8\u6001\u62d3\u6251\u6620\u5c04\uff1a\u5b9e\u65f6\u638c\u63e1\u7f51\u7edc\u72b6\u6001<\/strong><\/h3>\n\n\n\n\n

\u7f51\u7edc\u62d3\u6251\u7684\u590d\u6742\u6027\u662f\u5f71\u54cd\u53ef\u7ba1\u7406\u6027\u7684\u91cd\u8981\u56e0\u7d20\u4e4b\u4e00\u3002DeepFlow<\/strong>\u901a\u8fc7\u52a8\u6001\u62d3\u6251\u6620\u5c04\u6280\u672f<\/strong>\uff0c\u80fd\u591f\u5b9e\u65f6\u751f\u6210\u7f51\u7edc\u67b6\u6784\u7684\u53ef\u89c6\u5316\u56fe\u8c31\u3002\u65e0\u8bba\u662f\u7269\u7406\u7f51\u7edc\u3001\u865a\u62df\u7f51\u7edc\u8fd8\u662f\u6df7\u5408\u4e91\u73af\u5883\uff0cDeepFlow<\/strong>\u90fd\u80fd\u81ea\u52a8\u53d1\u73b0\u5e76\u7ed8\u5236\u51fa\u7f51\u7edc\u7684\u62d3\u6251\u7ed3\u6784\uff0c\u5e2e\u52a9\u8fd0\u7ef4\u56e2\u961f\u76f4\u89c2\u5730\u4e86\u89e3\u7f51\u7edc\u72b6\u6001\u3002<\/p>\n\n\n\n\n

\u8fd9\u79cd\u52a8\u6001\u62d3\u6251\u6620\u5c04\u4e0d\u4ec5\u9650\u4e8e\u9759\u6001\u7684\u7f51\u7edc\u8bbe\u5907\uff0c\u8fd8\u5305\u62ec\u4e86\u5fae\u670d\u52a1\u4e4b\u95f4\u7684\u8c03\u7528\u5173\u7cfb<\/strong>\u3002\u4f8b\u5982\uff0c\u5f53\u67d0\u4e2a\u670d\u52a1\u51fa\u73b0\u5f02\u5e38\u65f6\uff0cDeepFlow<\/strong>\u53ef\u4ee5\u7acb\u5373\u5728\u62d3\u6251\u56fe\u4e2d\u9ad8\u4eae\u663e\u793a\u8be5\u8282\u70b9\uff0c\u5e76\u5c55\u793a\u5176\u4e0e\u5176\u4ed6\u670d\u52a1\u7684\u4ea4\u4e92\u60c5\u51b5\u3002\u8fd9\u79cd\u5b9e\u65f6\u53cd\u9988\u673a\u5236\uff0c\u4f7f\u5f97\u7f51\u7edc\u95ee\u9898\u7684\u5b9a\u4f4d\u548c\u4fee\u590d\u53d8\u5f97\u66f4\u52a0\u9ad8\u6548\u3002<\/p>\n\n\n\n\n

4. AI\u9a71\u52a8\u7684\u6839\u56e0\u5206\u6790\uff1a\u4ece\u88ab\u52a8\u54cd\u5e94\u5230\u4e3b\u52a8\u9884\u9632<\/strong><\/h3>\n\n\n\n\n

\u4f20\u7edf\u7684\u7f51\u7edc\u76d1\u63a7\u5de5\u5177\u5f80\u5f80\u53ea\u80fd\u5728\u95ee\u9898\u53d1\u751f\u540e\u8fdb\u884c\u88ab\u52a8\u54cd\u5e94\uff0c\u800cDeepFlow<\/strong>\u5219\u901a\u8fc7AI\u9a71\u52a8\u7684\u6839\u56e0\u5206\u6790<\/strong>\uff0c\u5b9e\u73b0\u4e86\u4ece\u88ab\u52a8\u5230\u4e3b\u52a8\u7684\u8f6c\u53d8\u3002\u5176\u5185\u7f6e\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u80fd\u591f\u5bf9\u5386\u53f2\u6570\u636e\u8fdb\u884c\u5206\u6790\uff0c\u8bc6\u522b\u51fa\u6f5c\u5728\u7684\u6027\u80fd\u74f6\u9888\u548c\u5f02\u5e38\u6a21\u5f0f\u3002<\/p>\n\n\n\n\n

\u4f8b\u5982\uff0c\u5f53\u67d0\u4e2a\u670d\u52a1\u7684\u54cd\u5e94\u65f6\u95f4\u51fa\u73b0\u6ce2\u52a8\u65f6\uff0cDeepFlow<\/strong>\u53ef\u4ee5\u81ea\u52a8\u5206\u6790\u5176\u80cc\u540e\u7684\u539f\u56e0\uff0c\u53ef\u80fd\u662f\u7f51\u7edc\u62e5\u585e\u3001\u8d44\u6e90\u4e0d\u8db3\uff0c\u751a\u81f3\u662f\u914d\u7f6e\u9519\u8bef\u3002\u901a\u8fc7\u8fd9\u79cd\u667a\u80fd\u5316\u7684\u6839\u56e0\u5206\u6790\uff0c\u8fd0\u7ef4\u56e2\u961f\u53ef\u4ee5\u5728\u95ee\u9898\u53d1\u751f\u4e4b\u524d\u91c7\u53d6\u9884\u9632\u63aa\u65bd\uff0c\u4ece\u800c\u907f\u514d\u4e1a\u52a1\u4e2d\u65ad\u3002<\/p>\n\n\n\n\n

5. \u65e0\u7f1d\u96c6\u6210\u4e0e\u5f00\u653e\u6027\uff1a\u9002\u5e94\u591a\u6837\u5316\u73af\u5883<\/strong><\/h3>\n\n\n\n\n

\u5728\u73b0\u4ee3IT\u73af\u5883\u4e2d\uff0c\u5355\u4e00\u7684\u5de5\u5177\u5f80\u5f80\u96be\u4ee5\u6ee1\u8db3\u6240\u6709\u9700\u6c42\u3002DeepFlow<\/strong>\u901a\u8fc7\u5176\u5f00\u653e\u7684API\u63a5\u53e3<\/strong>\u548c\u4e30\u5bcc\u7684\u63d2\u4ef6\u751f\u6001<\/strong>\uff0c\u80fd\u591f\u4e0e\u73b0\u6709\u7684\u76d1\u63a7\u5de5\u5177\u548c\u5e73\u53f0\u65e0\u7f1d\u96c6\u6210\u3002\u65e0\u8bba\u662fPrometheus\u3001Grafana\uff0c\u8fd8\u662fKubernetes\u3001OpenStack\uff0cDeepFlow<\/strong>\u90fd\u80fd\u8f7b\u677e\u9002\u914d\uff0c\u5e76\u63d0\u4f9b\u4e00\u81f4\u7684\u53ef\u89c6\u5316\u4f53\u9a8c\u3002<\/p>\n\n\n\n\n

\u8fd9\u79cd\u5f00\u653e\u6027\u4e0d\u4ec5\u964d\u4f4e\u4e86\u4f01\u4e1a\u7684\u8fc1\u79fb\u6210\u672c\uff0c\u8fd8\u4f7f\u5f97DeepFlow<\/strong>\u80fd\u591f\u7075\u6d3b\u5e94\u5bf9\u5404\u79cd\u590d\u6742\u7684\u7f51\u7edc\u73af\u5883\u3002\u65e0\u8bba\u662f\u516c\u6709\u4e91\u3001\u79c1\u6709\u4e91\uff0c\u8fd8\u662f\u6df7\u5408\u4e91\uff0cDeepFlow<\/strong>\u90fd\u80fd\u63d0\u4f9b\u7edf\u4e00\u7684\u76d1\u63a7\u548c\u7ba1\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n\n

6. \u7528\u6237\u4f53\u9a8c\u4f18\u5316\uff1a\u7b80\u5316\u8fd0\u7ef4\u64cd\u4f5c<\/strong><\/h3>\n\n\n\n\n

\u9664\u4e86\u5f3a\u5927\u7684\u6280\u672f\u80fd\u529b\uff0cDeepFlow<\/strong>\u8fd8\u975e\u5e38\u6ce8\u91cd\u7528\u6237\u4f53\u9a8c\u7684\u4f18\u5316\u3002\u5176\u76f4\u89c2\u7684\u53ef\u89c6\u5316\u754c\u9762<\/strong>\u548c\u7b80\u6d01\u7684\u64cd\u4f5c\u6d41\u7a0b<\/strong>\uff0c\u4f7f\u5f97\u5373\u4f7f\u662f\u975e\u4e13\u4e1a\u7684\u8fd0\u7ef4\u4eba\u5458\u4e5f\u80fd\u5feb\u901f\u4e0a\u624b\u3002\u901a\u8fc7\u62d6\u62fd\u5f0f\u64cd\u4f5c\u548c\u81ea\u5b9a\u4e49\u4eea\u8868\u76d8\uff0c\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u521b\u5efa\u7b26\u5408\u81ea\u8eab\u9700\u6c42\u7684\u76d1\u63a7\u89c6\u56fe\u3002<\/p>\n\n\n\n\n

\u6b64\u5916\uff0cDeepFlow<\/strong>\u8fd8\u652f\u6301\u591a\u79df\u6237\u7ba1\u7406<\/strong>\u548c\u6743\u9650\u63a7\u5236<\/strong>\uff0c\u80fd\u591f\u6ee1\u8db3\u5927\u578b\u4f01\u4e1a\u7684\u590d\u6742\u7ba1\u7406\u9700\u6c42\u3002\u65e0\u8bba\u662f\u56e2\u961f\u534f\u4f5c\u8fd8\u662f\u6743\u9650\u5206\u914d\uff0cDeepFlow<\/strong>\u90fd\u63d0\u4f9b\u4e86\u7075\u6d3b\u800c\u5b89\u5168\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n\n

7. \u5b9e\u9645\u6848\u4f8b\uff1aDeepFlow\u5728\u91d1\u878d\u884c\u4e1a\u7684\u5e94\u7528<\/strong><\/h3>\n\n\n\n\n

\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3DeepFlow<\/strong>\u7684\u5b9e\u9645\u4ef7\u503c\uff0c\u6211\u4eec\u53ef\u4ee5\u53c2\u8003\u5176\u5728\u91d1\u878d\u884c\u4e1a\u7684\u4e00\u4e2a\u5e94\u7528\u6848\u4f8b\u3002\u67d0\u5927\u578b\u94f6\u884c\u5728\u5f15\u5165DeepFlow<\/strong>\u540e\uff0c\u6210\u529f\u89e3\u51b3\u4e86\u5176\u6df7\u5408\u4e91\u73af\u5883\u4e0b\u7684\u7f51\u7edc\u6027\u80fd\u76d1\u63a7\u96be\u9898\u3002\u901a\u8fc7DeepFlow<\/strong>\u7684\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u548c\u52a8\u6001\u62d3\u6251\u6620\u5c04\uff0c\u8be5\u94f6\u884c\u80fd\u591f\u5b9e\u65f6\u638c\u63e1\u5176\u6838\u5fc3\u4ea4\u6613\u7cfb\u7edf\u7684\u8fd0\u884c\u72b6\u6001\uff0c\u5e76\u5728\u95ee\u9898\u53d1\u751f\u524d\u8fdb\u884c\u9884\u8b66\u548c\u4f18\u5316\u3002<\/p>\n\n\n\n\n

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8. \u672a\u6765\u5c55\u671b\uff1aDeepFlow\u7684\u6301\u7eed\u521b\u65b0<\/strong><\/h3>\n\n\n\n\n

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