{"id":158419,"date":"2024-11-03T01:42:38","date_gmt":"2024-11-02T17:42:38","guid":{"rendered":"https:\/\/server.hk\/cnblog\/158419\/"},"modified":"2024-11-03T01:42:40","modified_gmt":"2024-11-02T17:42:40","slug":"%e6%90%9e%e5%ae%9a%e9%80%99%e5%80%8b%e6%97%a5%e8%aa%8c%e6%99%ba%e8%83%bd%e5%88%86%e6%9e%90%e8%a8%ad%e8%a8%88%ef%bc%8c%e5%a4%a7%e5%b0%8f%e6%95%85%e9%9a%9c%e9%83%bd%e7%84%a1%e8%99%95%e5%8f%af%e9%80%83","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/158419\/","title":{"rendered":"\u641e\u5b9a\u9019\u500b\u65e5\u8a8c\u667a\u80fd\u5206\u6790\u8a2d\u8a08\uff0c\u5927\u5c0f\u6545\u969c\u90fd\u7121\u8655\u53ef\u9003"},"content":{"rendered":"

\u641e\u5b9a\u9019\u500b\u65e5\u8a8c\u667a\u80fd\u5206\u6790\u8a2d\u8a08\uff0c\u5927\u5c0f\u6545\u969c\u90fd\u7121\u8655\u53ef\u9003<\/h1>\n

\u5728\u7576\u4eca\u7684\u6578\u4f4d\u6642\u4ee3\uff0c\u4f3a\u670d\u5668\u7684\u7a69\u5b9a\u6027\u548c\u5b89\u5168\u6027\u5c0d\u65bc\u4f01\u696d\u904b\u71df\u81f3\u95dc\u91cd\u8981\u3002\u65e5\u8a8c\u6587\u4ef6\u4f5c\u70ba\u7cfb\u7d71\u904b\u884c\u7684\u201c\u5fc3\u8df3\u201d\uff0c\u80fd\u5920\u63d0\u4f9b\u95dc\u9375\u7684\u904b\u884c\u6578\u64da\u548c\u6545\u969c\u6392\u67e5\u4fe1\u606f\u3002\u96a8\u8457\u7cfb\u7d71\u7684\u8907\u96dc\u6027\u589e\u52a0\uff0c\u5982\u4f55\u6709\u6548\u5730\u5206\u6790\u548c\u7ba1\u7406\u9019\u4e9b\u65e5\u8a8c\u6210\u70ba\u4e86IT\u5c08\u696d\u4eba\u54e1\u9762\u81e8\u7684\u4e00\u5927\u6311\u6230\u3002\u672c\u6587\u5c07\u63a2\u8a0e\u65e5\u8a8c\u667a\u80fd\u5206\u6790\u7684\u8a2d\u8a08\u539f\u5247\uff0c\u5e6b\u52a9\u4f01\u696d\u5728\u9762\u5c0d\u5927\u5c0f\u6545\u969c\u6642\uff0c\u80fd\u5920\u8fc5\u901f\u53cd\u61c9\uff0c\u7121\u6240\u9041\u5f62\u3002<\/p>\n

\u65e5\u8a8c\u7684\u91cd\u8981\u6027<\/h2>\n

\u65e5\u8a8c\u6587\u4ef6\u8a18\u9304\u4e86\u7cfb\u7d71\u7684\u5404\u7a2e\u4e8b\u4ef6\uff0c\u5305\u62ec\u932f\u8aa4\u3001\u8b66\u544a\u3001\u4fe1\u606f\u548c\u8abf\u8a66\u4fe1\u606f\u3002\u9019\u4e9b\u6578\u64da\u4e0d\u50c5\u6709\u52a9\u65bc\u6545\u969c\u6392\u67e5\uff0c\u9084\u80fd\u63d0\u4f9b\u7cfb\u7d71\u6027\u80fd\u7684\u6d1e\u5bdf\u3002\u901a\u904e\u5206\u6790\u65e5\u8a8c\uff0c\u4f01\u696d\u53ef\u4ee5\u8b58\u5225\u6f5b\u5728\u7684\u554f\u984c\uff0c\u512a\u5316\u7cfb\u7d71\u6027\u80fd\uff0c\u4e26\u63d0\u9ad8\u5b89\u5168\u6027\u3002<\/p>\n

\u65e5\u8a8c\u667a\u80fd\u5206\u6790\u7684\u8a2d\u8a08\u539f\u5247<\/h2>\n

1. \u6578\u64da\u6536\u96c6<\/h3>\n

\u9996\u5148\uff0c\u5fc5\u9808\u78ba\u4fdd\u65e5\u8a8c\u6578\u64da\u7684\u5168\u9762\u6536\u96c6\u3002\u9019\u5305\u62ec\u61c9\u7528\u7a0b\u5e8f\u65e5\u8a8c\u3001\u7cfb\u7d71\u65e5\u8a8c\u548c\u5b89\u5168\u65e5\u8a8c\u7b49\u3002\u53ef\u4ee5\u4f7f\u7528\u96c6\u4e2d\u5f0f\u65e5\u8a8c\u7ba1\u7406\u5de5\u5177\uff0c\u5982ELK Stack\uff08Elasticsearch, Logstash, Kibana\uff09\u6216Splunk\uff0c\u4f86\u6536\u96c6\u548c\u5b58\u5132\u9019\u4e9b\u6578\u64da\u3002<\/p>\n

2. \u6578\u64da\u6e05\u6d17<\/h3>\n

\u6536\u96c6\u5230\u7684\u65e5\u8a8c\u6578\u64da\u5f80\u5f80\u5305\u542b\u5197\u9918\u4fe1\u606f\uff0c\u56e0\u6b64\u9700\u8981\u9032\u884c\u6e05\u6d17\u3002\u9019\u4e00\u6b65\u9a5f\u53ef\u4ee5\u901a\u904e\u6b63\u5247\u8868\u9054\u5f0f\u6216\u6578\u64da\u8655\u7406\u5de5\u5177\u4f86\u5be6\u73fe\uff0c\u76ee\u7684\u662f\u63d0\u53d6\u51fa\u6709\u7528\u7684\u4fe1\u606f\uff0c\u53bb\u9664\u7121\u95dc\u7684\u566a\u97f3\u3002<\/p>\n

3. \u6578\u64da\u5206\u6790<\/h3>\n

\u5728\u6578\u64da\u6e05\u6d17\u5f8c\uff0c\u63a5\u4e0b\u4f86\u662f\u6578\u64da\u5206\u6790\u3002\u53ef\u4ee5\u4f7f\u7528\u6a5f\u5668\u5b78\u7fd2\u7b97\u6cd5\u4f86\u8b58\u5225\u7570\u5e38\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u805a\u985e\u7b97\u6cd5\u4f86\u767c\u73fe\u76f8\u4f3c\u7684\u65e5\u8a8c\u4e8b\u4ef6\uff0c\u6216\u4f7f\u7528\u5206\u985e\u7b97\u6cd5\u4f86\u9810\u6e2c\u6545\u969c\u7684\u53ef\u80fd\u6027\u3002\u4ee5\u4e0b\u662f\u4e00\u500b\u7c21\u55ae\u7684Python\u4ee3\u78bc\u793a\u4f8b\uff0c\u5c55\u793a\u5982\u4f55\u4f7f\u7528Pandas\u9032\u884c\u65e5\u8a8c\u6578\u64da\u7684\u57fa\u672c\u5206\u6790\uff1a<\/p>\n

import pandas as pd\n\n# \u8b80\u53d6\u65e5\u8a8c\u6578\u64da\nlogs = pd.read_csv('logs.csv')\n\n# \u57fa\u672c\u7d71\u8a08\u5206\u6790\nsummary = logs.describe()\n\n# \u67e5\u627e\u932f\u8aa4\u4e8b\u4ef6\nerrors = logs[logs['level'] == 'ERROR']\nprint(errors)<\/code><\/pre>\n
4. \u53ef\u8996\u5316<\/h3>\n
\u6578\u64da\u53ef\u8996\u5316\u662f\u7406\u89e3\u548c\u5206\u6790\u65e5\u8a8c\u6578\u64da\u7684\u91cd\u8981\u5de5\u5177\u3002\u901a\u904e\u5716\u8868\u548c\u5100\u8868\u677f\uff0cIT\u5718\u968a\u53ef\u4ee5\u5feb\u901f\u8b58\u5225\u8da8\u52e2\u548c\u7570\u5e38\u3002Kibana\u7b49\u5de5\u5177\u53ef\u4ee5\u5e6b\u52a9\u7528\u6236\u5275\u5efa\u52d5\u614b\u5100\u8868\u677f\uff0c\u5be6\u6642\u76e3\u63a7\u7cfb\u7d71\u72c0\u614b\u3002<\/p>\n
5. \u81ea\u52d5\u5316\u97ff\u61c9<\/h3>\n
\u5728\u6545\u969c\u767c\u751f\u6642\uff0c\u5feb\u901f\u97ff\u61c9\u81f3\u95dc\u91cd\u8981\u3002\u53ef\u4ee5\u8a2d\u7f6e\u81ea\u52d5\u5316\u8b66\u5831\u7cfb\u7d71\uff0c\u7576\u6aa2\u6e2c\u5230\u7570\u5e38\u6642\uff0c\u7acb\u5373\u901a\u77e5\u76f8\u95dc\u4eba\u54e1\u6216\u81ea\u52d5\u57f7\u884c\u4fee\u5fa9\u64cd\u4f5c\u3002\u9019\u6a23\u53ef\u4ee5\u5927\u5927\u7e2e\u77ed\u6545\u969c\u6062\u5fa9\u7684\u6642\u9593\u3002<\/p>\n
\u7d50\u8ad6<\/h2>\n
\u65e5\u8a8c\u667a\u80fd\u5206\u6790\u8a2d\u8a08\u662f\u4e00\u500b\u7cfb\u7d71\u5316\u7684\u904e\u7a0b\uff0c\u6db5\u84cb\u4e86\u6578\u64da\u6536\u96c6\u3001\u6e05\u6d17\u3001\u5206\u6790\u3001\u53ef\u8996\u5316\u548c\u81ea\u52d5\u5316\u97ff\u61c9\u7b49\u591a\u500b\u65b9\u9762\u3002\u901a\u904e\u6709\u6548\u7684\u65e5\u8a8c\u7ba1\u7406\uff0c\u4f01\u696d\u80fd\u5920\u5728\u9762\u5c0d\u5404\u7a2e\u6545\u969c\u6642\uff0c\u8fc5\u901f\u5b9a\u4f4d\u554f\u984c\uff0c\u4e26\u63a1\u53d6\u76f8\u61c9\u63aa\u65bd\uff0c\u5f9e\u800c\u63d0\u9ad8\u7cfb\u7d71\u7684\u7a69\u5b9a\u6027\u548c\u5b89\u5168\u6027\u3002<\/p>\n
\u5982\u679c\u60a8\u6b63\u5728\u5c0b\u627e\u53ef\u9760\u7684 \u9999\u6e2fVPS<\/a> \u89e3\u6c7a\u65b9\u6848\uff0cServer.HK \u63d0\u4f9b\u591a\u7a2e\u9078\u64c7\uff0c\u5e6b\u52a9\u60a8\u8f15\u9b06\u7ba1\u7406\u4f3a\u670d\u5668\u65e5\u8a8c\uff0c\u78ba\u4fdd\u7cfb\u7d71\u7684\u9ad8\u6548\u904b\u884c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u638c\u63e1\u65e5\u8a8c\u667a\u80fd\u5206\u6790\u8a2d\u8a08\uff0c\u7121\u8ad6\u5927\u5c0f\u6545\u969c\u90fd\u80fd\u8f15\u9b06\u8b58\u5225\uff0c\u63d0\u5347\u7cfb\u7d71\u7a69\u5b9a\u6027\u8207\u904b\u884c\u6548\u7387\u3002<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[101],"tags":[],"class_list":["post-158419","post","type-post","status-publish","format-standard","hentry","category-database"],"_links":{"self":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/158419","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/comments?post=158419"}],"version-history":[{"count":1,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/158419\/revisions"}],"predecessor-version":[{"id":158420,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/posts\/158419\/revisions\/158420"}],"wp:attachment":[{"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/media?parent=158419"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/categories?post=158419"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/server.hk\/cnblog\/wp-json\/wp\/v2\/tags?post=158419"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}