{"id":34598,"date":"2025-03-11T14:22:58","date_gmt":"2025-03-11T06:22:58","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34598"},"modified":"2025-03-11T14:22:58","modified_gmt":"2025-03-11T06:22:58","slug":"%e5%a6%82%e4%bd%95%e8%a7%a3%e5%86%b3%e6%95%85%e9%9a%9c%e6%a0%b9%e5%9b%a0%e5%88%86%e6%9e%90%e4%b8%ad%e7%9a%84%e6%95%b0%e6%8d%ae%e7%bc%ba%e5%a4%b1%e9%97%ae%e9%a2%98%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34598.html","title":{"rendered":"\u5982\u4f55\u89e3\u51b3\u6545\u969c\u6839\u56e0\u5206\u6790\u4e2d\u7684\u6570\u636e\u7f3a\u5931\u95ee\u9898\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/1hjqK.jpg\" alt=\"\u5982\u4f55\u89e3\u51b3\u6545\u969c\u6839\u56e0\u5206\u6790\u4e2d\u7684\u6570\u636e\u7f3a\u5931\u95ee\u9898\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u8fd0\u7ef4\u7cfb\u7edf\u6bcf\u5929\u4ea7\u751fPB\u7ea7\u6570\u636e\uff0c\u5374\u4ecd\u670935%\u7684\u6545\u969c\u56e0\u6570\u636e\u7f3a\u5931\u5bfc\u81f4\u6839\u56e0\u5b9a\u4f4d\u5931\u8d25\u3002<strong>\u5f53\u6545\u969c\u53d1\u751f\u65f6\uff0c\u7f3a\u5931\u7684\u65e5\u5fd7\u3001\u65ad\u88c2\u7684\u94fe\u8def\u6570\u636e\u3001\u4e0d\u5b8c\u6574\u7684\u76d1\u63a7\u6307\u6807\uff0c\u5c31\u50cf\u62fc\u56fe\u4e2d\u4e22\u5931\u7684\u5173\u952e\u788e\u7247<\/strong>\uff0c\u8ba9\u5de5\u7a0b\u5e08\u5728\u590d\u6742\u7684\u7cfb\u7edf\u8ff7\u5bab\u4e2d\u4e3e\u6b65\u7ef4\u8270\u3002\u8fd9\u79cd\u56f0\u5883\u4e0d\u4ec5\u5ef6\u957f\u4e86MTTR\uff08\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4\uff09\uff0c\u66f4\u53ef\u80fd\u5f15\u53d1\u4e1a\u52a1\u4e2d\u65ad\u7684\u8fde\u9501\u53cd\u5e94\u2014\u2014\u67d0\u77e5\u540d\u7535\u5546\u5e73\u53f0\u66fe\u56e010\u5206\u949f\u7684\u6570\u636e\u65ad\u6863\uff0c\u5bfc\u81f4\u8fd1\u5343\u4e07\u8ba2\u5355\u72b6\u6001\u5f02\u5e38\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8<strong>\u6570\u636e\u7f3a\u5931\u7684\u4e09\u7ef4\u89e3\u6cd5<\/strong>\uff0c\u6784\u5efa\u4ece\u91c7\u96c6\u5230\u5206\u6790\u7684\u5b8c\u6574\u9632\u5fa1\u4f53\u7cfb\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u6570\u636e\u7f3a\u5931\u7684-\u51b0\u5c71\u7ed3\u6784-\u663e\u6027\u95ee\u9898\u4e0e\u9690\u6027\u6311\u6218\">\u4e00\u3001\u6570\u636e\u7f3a\u5931\u7684&rdquo;\u51b0\u5c71\u7ed3\u6784&rdquo;\uff1a\u663e\u6027\u95ee\u9898\u4e0e\u9690\u6027\u6311\u6218<\/h3>\n<p><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6545\u969c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/a>\u4e2d\u7684\u6570\u636e\u7f3a\u5931\u5e76\u975e\u7b80\u5355\u7684&rdquo;\u6570\u636e\u4e0d\u5b58\u5728&rdquo;\uff0c\u800c\u662f\u5305\u542b\u4e09\u4e2a\u5c42\u7ea7\u7684\u7ed3\u6784\u5316\u95ee\u9898\uff1a<\/p>\n<ol>\n<li><strong>\u7269\u7406\u5c42\u7f3a\u5931<\/strong>\uff1a\u786c\u4ef6\u6545\u969c\u5bfc\u81f4\u65e5\u5fd7\u4e22\u5931\uff08\u5982\u78c1\u76d8\u635f\u574f\uff09\u3001\u7f51\u7edc\u4e2d\u65ad\u5f15\u53d1\u7684\u76d1\u63a7\u65ad\u6d41\uff0c\u8fd9\u7c7b\u95ee\u9898\u5360\u7f3a\u5931\u6848\u4f8b\u768442%\n<\/li>\n<li><strong>\u903b\u8f91\u5c42\u65ad\u88c2<\/strong>\uff1a\u8de8\u7cfb\u7edf\u65e5\u5fd7\u65f6\u95f4\u6233\u4e0d\u540c\u6b65\uff08\u8bef\u5dee\u8d85500ms\uff09\u3001\u670d\u52a1\u94fe\u8defID\u672a\u900f\u4f20\uff0c\u9020\u6210\u5173\u8054\u5206\u6790\u5931\u6548\n<\/li>\n<li><strong>\u8bed\u4e49\u5c42\u7a7a\u6d1e<\/strong>\uff1a\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7f3a\u5931\uff08\u5982\u7528\u6237\u64cd\u4f5c\u8f68\u8ff9\uff09\u3001\u5f02\u5e38\u6a21\u5f0f\u672a\u88ab\u5b9a\u4e49\uff0c\u5bfc\u81f4AI\u6a21\u578b\u8bef\u5224\n<\/li>\n<\/ol>\n<p>\u67d0\u94f6\u884c\u7cfb\u7edf\u5347\u7ea7\u65f6\u51fa\u73b0\u7684\u4ea4\u6613\u5ef6\u8fdf\u6545\u969c\uff0c\u6b63\u66b4\u9732\u4e86\u8fd9\u79cd\u590d\u5408\u578b\u7f3a\u5931\u2014\u2014\u7269\u7406\u5c42\u4e22\u5931\u4e863%\u7684\u6570\u636e\u5e93\u65e5\u5fd7\uff0c\u903b\u8f91\u5c42\u7f3a\u5c11\u5fae<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u670d\u52a1\u8c03\u7528\u94fe<\/a>\u6807\u8bb0\uff0c\u8bed\u4e49\u5c42\u53c8\u672a\u8bb0\u5f55\u5f53\u65f6\u7a81\u589e\u7684\u8de8\u5883\u652f\u4ed8\u8bf7\u6c42\u3002<strong>\u8fd9\u79cd\u591a\u5c42\u7f3a\u5931\u53e0\u52a0\uff0c\u4f7f\u6839\u56e0\u5b9a\u4f4d\u8017\u65f6\u4ece\u5e38\u89c4\u768420\u5206\u949f\u6fc0\u589e\u81f38\u5c0f\u65f6<\/strong>\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6784\u5efa\u6570\u636e\u5b8c\u6574\u6027\u9632\u5fa1\u4f53\u7cfb\u7684\u4e94\u5927\u7b56\u7565\">\u4e8c\u3001\u6784\u5efa\u6570\u636e\u5b8c\u6574\u6027\u9632\u5fa1\u4f53\u7cfb\u7684\u4e94\u5927\u7b56\u7565<\/h3>\n<h4 id=\"1-\u9884\u57cb\u5f0f\u6570\u636e\u91c7\u96c6\u6846\u67b6\u8bbe\u8ba1\">1. <strong>\u9884\u57cb\u5f0f\u6570\u636e\u91c7\u96c6\u6846\u67b6\u8bbe\u8ba1<\/strong><\/h4>\n<p>\u5728\u7cfb\u7edf\u8bbe\u8ba1\u9636\u6bb5\u690d\u5165\u6570\u636e\u57fa\u56e0\uff0c\u91c7\u7528<strong>\u53cc\u901a\u9053\u5197\u4f59\u91c7\u96c6+\u667a\u80fd\u964d\u7ea7\u673a\u5236<\/strong>\uff1a<\/p>\n<ul>\n<li>\u6838\u5fc3\u670d\u52a1\u90e8\u7f72Filebeat+Fluentd\u53cc\u65e5\u5fd7\u4ee3\u7406\uff0c\u5f53\u5e26\u5bbd\u8d85\u9608\u503c\u65f6\u81ea\u52a8\u5207\u6362\u4e3a\u6458\u8981\u6a21\u5f0f\n<\/li>\n<li>\u5173\u952e\u8def\u5f84\u690d\u5165OpenTelemetry\u63a2\u9488\uff0c\u786e\u4fdd\u8c03\u7528\u94feID\u7a7f\u900fKafka\u3001Redis\u7b49\u4e2d\u95f4\u4ef6\n<\/li>\n<li>\u914d\u7f6e\u52a8\u6001\u91c7\u6837\u7b56\u7565\uff0c\u5728\u7cfb\u7edf\u8d1f\u8f7d\uff1e70%\u65f6\u542f\u52a8\u81ea\u9002\u5e94\u91c7\u6837\uff08\u5982\u4ece\u5168\u91cf\u91c7\u96c6\u5207\u6362\u4e3a10%\u62bd\u6837\uff09\n<\/li>\n<\/ul>\n<p>\u67d0\u89c6\u9891\u5e73\u53f0\u901a\u8fc7\u8be5\u65b9\u6848\uff0c\u5728\u670d\u52a1\u5668CPU\u98d9\u5347\u81f390%\u7684\u60c5\u51b5\u4e0b\uff0c\u4ecd\u4fdd\u7559\u4e8683%\u7684\u5173\u952e\u8bca\u65ad\u6570\u636e\u3002<\/p>\n<h4 id=\"2-\u65f6\u7a7a\u77e9\u9635\u8865\u5168\u6280\u672f\">2. <strong>\u65f6\u7a7a\u77e9\u9635\u8865\u5168\u6280\u672f<\/strong><\/h4>\n<p>\u9488\u5bf9\u5df2\u53d1\u751f\u7684\u7f3a\u5931\u6570\u636e\uff0c\u91c7\u7528<strong>\u65f6\u7a7a\u5173\u8054\u4fee\u590d\u7b97\u6cd5<\/strong>\uff1a<\/p>\n<ul>\n<li>\u6a2a\u5411\u8865\u5168\uff1a\u7528\u540c\u4e00\u4e8b\u52a1\u5176\u4ed6\u8282\u70b9\u7684\u65e5\u5fd7\u53cd\u63a8\u7f3a\u5931\u5185\u5bb9\uff08\u5982\u901a\u8fc7\u652f\u4ed8\u6210\u529f\u7684\u6d88\u606f\u63a8\u65ad\u6570\u636e\u5e93\u5199\u5165\u64cd\u4f5c\uff09\n<\/li>\n<li>\u7eb5\u5411\u9884\u6d4b\uff1a\u57fa\u4e8eARIMA-LSTM\u6df7\u5408\u6a21\u578b\uff0c\u7528\u524d\u540e\u65f6\u6bb5\u6570\u636e\u91cd\u5efa\u7f3a\u5931\u6307\u6807\u66f2\u7ebf\n<\/li>\n<li>\u62d3\u6251\u63a8\u7406\uff1a\u7ed3\u5408\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\uff0c\u63a8\u5bfc\u7f3a\u5931\u8282\u70b9\u7684\u53ef\u80fd\u72b6\u6001\uff08\u5982\u56fe\u8bba\u4e2d\u7684\u6700\u5927\u8fde\u901a\u5b50\u56fe\u5e94\u7528\uff09\n<\/li>\n<\/ul>\n<p>\u67d0\u667a\u80fd\u5de5\u5382\u5e94\u7528\u8be5\u65b9\u6cd5\u540e\uff0c\u5728\u4f20\u611f\u5668\u6570\u636e\u4e22\u593140%\u7684\u60c5\u51b5\u4e0b\uff0c\u4ecd\u51c6\u786e\u8fd8\u539f\u4e86\u8bbe\u5907\u6545\u969c\u53d1\u751f\u524d\u7684\u632f\u52a8\u9891\u7387\u53d8\u5316\u8d8b\u52bf\u3002<\/p>\n<h4 id=\"3-\u77e5\u8bc6\u56fe\u8c31\u9a71\u52a8\u7684\u6839\u56e0\u63a8\u65ad\">3. <strong>\u77e5\u8bc6\u56fe\u8c31\u9a71\u52a8\u7684\u6839\u56e0\u63a8\u65ad<\/strong><\/h4>\n<p>\u5f53\u5173\u952e\u6570\u636e\u4e0d\u53ef\u6062\u590d\u65f6\uff0c\u6784\u5efa<strong>\u6545\u969c\u77e5\u8bc6\u56fe\u8c31<\/strong>\u5b9e\u73b0\u95f4\u63a5\u63a8\u7406\uff1a<\/p>\n<ul>\n<li>\u5c06\u5386\u53f2\u6545\u969c\u6848\u4f8b\u8f6c\u5316\u4e3a\u5b9e\u4f53\u5173\u7cfb\u7f51\u7edc\uff08\u5305\u542b300+\u6545\u969c\u6a21\u5f0f\u30015000+\u5173\u8054\u89c4\u5219\uff09\n<\/li>\n<li>\u7ed3\u5408\u5f53\u524d\u53ef\u7528\u6570\u636e\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u6267\u884c\u6982\u7387\u63a8\u7406\uff08\u8d1d\u53f6\u65af\u7f51\u7edc+\u56fe\u5d4c\u5165\u7b97\u6cd5\uff09\n<\/li>\n<li>\u8f93\u51fa\u5e26\u7f6e\u4fe1\u5ea6\u7684\u6839\u56e0\u5047\u8bbe\u96c6\u5408\uff0c\u5982&rdquo;\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\uff08\u7f6e\u4fe1\u5ea672%\uff09&rdquo;\u6216&rdquo;\u7f13\u5b58\u96ea\u5d29\uff08\u7f6e\u4fe1\u5ea668%\uff09&rdquo;\n<\/li>\n<\/ul>\n<p>\u67d0\u4e91\u8ba1\u7b97\u5382\u5546\u901a\u8fc7\u8be5\u65b9\u6cd5\uff0c\u5728\u76d1\u63a7\u6570\u636e\u7f3a\u593160%\u7684\u6781\u7aef\u60c5\u51b5\u4e0b\uff0c\u4ecd\u5c06\u6545\u969c\u5b9a\u4f4d\u51c6\u786e\u7387\u4ece31%\u63d0\u5347\u81f358%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u4ece\u88ab\u52a8\u5e94\u5bf9\u5230\u4e3b\u52a8\u9632\u5fa1-\u6570\u636e\u6cbb\u7406\u65b0\u8303\u5f0f\">\u4e09\u3001\u4ece\u88ab\u52a8\u5e94\u5bf9\u5230\u4e3b\u52a8\u9632\u5fa1\uff1a\u6570\u636e\u6cbb\u7406\u65b0\u8303\u5f0f<\/h3>\n<p>\u89e3\u51b3\u6570\u636e\u7f3a\u5931\u4e0d\u80fd\u6b62\u6b65\u4e8e\u6280\u672f\u4fee\u8865\uff0c\u66f4\u9700\u8981\u5efa\u7acb<strong>\u5168\u751f\u547d\u5468\u671f\u6570\u636e\u6cbb\u7406\u673a\u5236<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u4e8b\u524d<\/strong>\uff1a\u5236\u5b9a\u300a\u5173\u952e\u6570\u636e\u8d44\u4ea7\u6e05\u5355\u300b\uff0c\u660e\u786e\u5404\u7cfb\u7edf\u5fc5\u987b\u4fdd\u969c\u768421\u9879\u6838\u5fc3\u6570\u636e\u8981\u7d20\n<\/li>\n<li><strong>\u4e8b\u4e2d<\/strong>\uff1a\u90e8\u7f72\u5b9e\u65f6\u6570\u636e\u8d28\u91cf\u76d1\u6d4b\uff0c\u5f53\u5b57\u6bb5\u7f3a\u5931\u7387\uff1e5%\u65f6\u89e6\u53d1\u7194\u65ad\u544a\u8b66\n<\/li>\n<li><strong>\u4e8b\u540e<\/strong>\uff1a\u5efa\u7acb\u6570\u636e\u5b8c\u6574\u6027\u6eaf\u6e90\u770b\u677f\uff0c\u53ef\u89c6\u5316\u5c55\u793a\u7f3a\u5931\u70ed\u70b9\uff08\u5982\u53d1\u73b0Nginx\u65e5\u5fd7\u5728UTC\u65f6\u95f4\u6574\u70b9\u65f6\u4e22\u5931\u7387\u5f02\u5e38\u5347\u9ad8\uff09\n<\/li>\n<\/ul>\n<p>\u67d0\u533b\u7597\u7cfb\u7edf\u5b9e\u65bd\u8be5\u4f53\u7cfb\u540e\uff0c\u5c06PACS\u5f71\u50cf\u6570\u636e\u7684\u5b8c\u6574\u6027\u4ece89%\u63d0\u5347\u81f399.7%\uff0c\u4f7f\u5f71\u50cfAI\u8f85\u52a9\u8bca\u65ad\u7684\u8bef\u5224\u7387\u4e0b\u964d43%\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u6280\u672f\u878d\u5408\u5b9e\u8df5-\u5f53\u533a\u5757\u94fe\u9047\u89c1\u6839\u56e0\u5206\u6790\">\u56db\u3001\u6280\u672f\u878d\u5408\u5b9e\u8df5\uff1a\u5f53\u533a\u5757\u94fe\u9047\u89c1<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/h3>\n<p>\u524d\u6cbf\u6280\u672f\u4e3a\u89e3\u51b3\u6570\u636e\u7f3a\u5931\u63d0\u4f9b\u65b0\u601d\u8def\uff1a<\/p>\n<ul>\n<li><strong>\u533a\u5757\u94fe\u5b58\u8bc1<\/strong>\uff1a\u5c06\u5173\u952e\u65e5\u5fd7\u7684\u54c8\u5e0c\u503c\u5b9e\u65f6\u4e0a\u94fe\uff0c\u786e\u4fdd\u6570\u636e\u5b58\u5728\u6027\u4e0e\u65f6\u95f4\u987a\u5e8f\u4e0d\u53ef\u7be1\u6539\n<\/li>\n<li><strong>\u8054\u90a6\u5b66\u4e60<\/strong>\uff1a\u5728\u4fdd\u62a4\u9690\u79c1\u524d\u63d0\u4e0b\uff0c\u8de8\u4f01\u4e1a\u5171\u4eab\u6545\u969c\u6a21\u5f0f\u7279\u5f81\uff08\u5982\u591a\u5bb6\u8f66\u4f01\u5171\u540c\u8bad\u7ec3\u7535\u6c60\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\uff09\n<\/li>\n<li><strong>\u6570\u5b57\u5b6a\u751f<\/strong>\uff1a\u6784\u5efa\u7cfb\u7edf\u955c\u50cf\u6a21\u578b\uff0c\u5728\u6570\u636e\u7f3a\u5931\u65f6\u901a\u8fc7\u4eff\u771f\u63a8\u6f14\u8865\u5145\u4fe1\u606f\n<\/li>\n<\/ul>\n<p>\u67d0\u7269\u6d41\u516c\u53f8\u5e94\u7528\u533a\u5757\u94fe\u5b58\u8bc1\u6280\u672f\u540e\uff0c\u6210\u529f\u8ffd\u6eaf\u4e00\u8d77\u56e0\u6570\u636e\u88ab\u6076\u610f\u5220\u9664\u5bfc\u81f4\u7684\u5206\u62e3\u7cfb\u7edf\u6545\u969c\uff0c\u6eaf\u6e90\u6548\u7387\u63d0\u53476\u500d\u3002<\/p>\n<hr>\n<p>\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6df1\u5ea6\u63a8\u8fdb\uff0c\u4f7f\u5f97<strong>\u6570\u636e\u5b8c\u6574\u6027\u5df2\u6210\u4e3a<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6545\u969c\u6839\u56e0\u5206\u6790<\/a>\u7684\u80dc\u8d1f\u624b<\/strong>\u3002\u901a\u8fc7&rdquo;\u9884\u9632-\u4fee\u590d-\u63a8\u65ad&rdquo;\u7684\u4e09\u5c42\u9632\u5fa1\u4f53\u7cfb\u3001\u5168\u94fe\u8def\u6cbb\u7406\u673a\u5236\u4e0e\u6280\u672f\u521b\u65b0\u878d\u5408\uff0c\u4f01\u4e1a\u4e0d\u4ec5\u80fd\u89e3\u51b3\u5f53\u4e0b\u6570\u636e\u7f3a\u5931\u7684\u75db\u70b9\uff0c\u66f4\u5728\u6784\u5efa\u9762\u5411\u672a\u6765\u7684\u97e7\u6027\u8fd0\u7ef4\u80fd\u529b\u3002\u5f53\u6bcf\u4e2a\u5b57\u8282\u90fd\u88ab\u8d4b\u4e88\u5b88\u62a4\u7cfb\u7edf\u7684\u4f7f\u547d\uff0c\u6545\u969c\u5206\u6790\u7684\u8ff7\u96fe\u7ec8\u5c06\u88ab\u9a71\u6563\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u8fd0\u7ef4\u7cfb\u7edf\u6bcf\u5929\u4ea7\u751fPB\u7ea7\u6570\u636e\uff0c\u5374\u4ecd\u670935%\u7684\u6545\u969c\u56e0\u6570\u636e\u7f3a\u5931\u5bfc\u81f4\u6839\u56e0\u5b9a\u4f4d\u5931\u8d25\u3002\u5f53\u6545\u969c\u53d1\u751f\u65f6\uff0c\u7f3a\u5931\u7684\u65e5\u5fd7\u3001\u65ad\u88c2\u7684\u94fe\u8def\u6570\u636e\u3001\u4e0d\u5b8c\u6574\u7684\u76d1\u63a7\u6307\u6807\uff0c\u5c31\u50cf\u62fc\u56fe\u4e2d\u4e22\u5931\u7684\u5173\u952e\u788e\u7247\uff0c\u8ba9\u5de5\u7a0b\u5e08\u5728\u590d\u6742\u7684\u7cfb\u7edf\u8ff7\u5bab\u4e2d\u4e3e\u6b65\u7ef4\u8270\u3002\u8fd9\u79cd\u56f0\u5883\u4e0d\u4ec5\u5ef6\u957f\u4e86MTTR\uff08\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4\uff09\uff0c\u66f4\u53ef\u80fd\u5f15\u53d1\u4e1a\u52a1\u4e2d\u65ad\u7684\u8fde\u9501\u53cd\u5e94\u2014\u2014\u67d0\u77e5\u540d\u7535\u5546\u5e73\u53f0\u66fe\u56e010\u5206\u949f\u7684\u6570\u636e\u65ad\u6863\uff0c\u5bfc\u81f4\u8fd1\u5343\u4e07\u8ba2\u5355\u72b6\u6001\u5f02\u5e38\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u6570\u636e\u7f3a\u5931\u7684\u4e09\u7ef4\u89e3\u6cd5\uff0c\u6784\u5efa\u4ece\u91c7\u96c6\u5230\u5206\u6790\u7684\u5b8c\u6574\u9632\u5fa1\u4f53\u7cfb\u3002 \u4e00\u3001\u6570\u636e\u7f3a\u5931\u7684&rdquo;\u51b0\u5c71\u7ed3\u6784&rdquo;\uff1a\u663e\u6027\u95ee\u9898\u4e0e\u9690\u6027\u6311\u6218 \u6545\u969c\u6839\u56e0\u5206\u6790\u4e2d\u7684\u6570\u636e\u7f3a\u5931\u5e76\u975e\u7b80\u5355\u7684&rdquo;\u6570\u636e\u4e0d\u5b58\u5728&rdquo;\uff0c\u800c\u662f\u5305\u542b\u4e09\u4e2a\u5c42\u7ea7\u7684\u7ed3\u6784\u5316\u95ee\u9898\uff1a \u7269\u7406\u5c42\u7f3a\u5931\uff1a\u786c\u4ef6\u6545\u969c\u5bfc\u81f4\u65e5\u5fd7\u4e22\u5931\uff08\u5982\u78c1\u76d8\u635f\u574f\uff09\u3001\u7f51\u7edc\u4e2d\u65ad\u5f15\u53d1\u7684\u76d1\u63a7\u65ad\u6d41\uff0c\u8fd9\u7c7b\u95ee\u9898\u5360\u7f3a\u5931\u6848\u4f8b\u768442% \u903b\u8f91\u5c42\u65ad\u88c2\uff1a\u8de8\u7cfb\u7edf\u65e5\u5fd7\u65f6\u95f4\u6233\u4e0d\u540c\u6b65\uff08\u8bef\u5dee\u8d85500ms\uff09\u3001\u670d\u52a1\u94fe\u8defID\u672a\u900f\u4f20\uff0c\u9020\u6210\u5173\u8054\u5206\u6790\u5931\u6548 \u8bed\u4e49\u5c42\u7a7a\u6d1e\uff1a\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7f3a\u5931\uff08\u5982\u7528\u6237\u64cd\u4f5c\u8f68\u8ff9\uff09\u3001\u5f02\u5e38\u6a21\u5f0f\u672a\u88ab\u5b9a\u4e49\uff0c\u5bfc\u81f4AI\u6a21\u578b\u8bef\u5224 \u67d0\u94f6\u884c\u7cfb\u7edf\u5347\u7ea7\u65f6\u51fa\u73b0\u7684\u4ea4\u6613\u5ef6\u8fdf\u6545\u969c\uff0c\u6b63\u66b4\u9732\u4e86\u8fd9\u79cd\u590d\u5408\u578b\u7f3a\u5931\u2014\u2014\u7269\u7406\u5c42\u4e22\u5931\u4e863%\u7684\u6570\u636e\u5e93\u65e5\u5fd7\uff0c\u903b\u8f91\u5c42\u7f3a\u5c11\u5fae\u670d\u52a1\u8c03\u7528\u94fe\u6807\u8bb0\uff0c\u8bed\u4e49\u5c42\u53c8\u672a\u8bb0\u5f55\u5f53\u65f6\u7a81\u589e\u7684\u8de8\u5883\u652f\u4ed8\u8bf7\u6c42\u3002\u8fd9\u79cd\u591a\u5c42\u7f3a\u5931\u53e0\u52a0\uff0c\u4f7f\u6839\u56e0\u5b9a\u4f4d\u8017\u65f6\u4ece\u5e38\u89c4\u768420\u5206\u949f\u6fc0\u589e\u81f38\u5c0f\u65f6\u3002 \u4e8c\u3001\u6784\u5efa\u6570\u636e\u5b8c\u6574\u6027\u9632\u5fa1\u4f53\u7cfb\u7684\u4e94\u5927\u7b56\u7565 1. \u9884\u57cb\u5f0f\u6570\u636e\u91c7\u96c6\u6846\u67b6\u8bbe\u8ba1 \u5728\u7cfb\u7edf\u8bbe\u8ba1\u9636\u6bb5\u690d\u5165\u6570\u636e\u57fa\u56e0\uff0c\u91c7\u7528\u53cc\u901a\u9053\u5197\u4f59\u91c7\u96c6+\u667a\u80fd\u964d\u7ea7\u673a\u5236\uff1a \u6838\u5fc3\u670d\u52a1\u90e8\u7f72Filebeat+Fluentd\u53cc\u65e5\u5fd7\u4ee3\u7406\uff0c\u5f53\u5e26\u5bbd\u8d85\u9608\u503c\u65f6\u81ea\u52a8\u5207\u6362\u4e3a\u6458\u8981\u6a21\u5f0f \u5173\u952e\u8def\u5f84\u690d\u5165OpenTelemetry\u63a2\u9488\uff0c\u786e\u4fdd\u8c03\u7528\u94feID\u7a7f\u900fKafka\u3001Redis\u7b49\u4e2d\u95f4\u4ef6 \u914d\u7f6e\u52a8\u6001\u91c7\u6837\u7b56\u7565\uff0c\u5728\u7cfb\u7edf\u8d1f\u8f7d\uff1e70%\u65f6\u542f\u52a8\u81ea\u9002\u5e94\u91c7\u6837\uff08\u5982\u4ece\u5168\u91cf\u91c7\u96c6\u5207\u6362\u4e3a10%\u62bd\u6837\uff09 \u67d0\u89c6\u9891\u5e73\u53f0\u901a\u8fc7\u8be5\u65b9\u6848\uff0c\u5728\u670d\u52a1\u5668CPU\u98d9\u5347\u81f390%\u7684\u60c5\u51b5\u4e0b\uff0c\u4ecd\u4fdd\u7559\u4e8683%\u7684\u5173\u952e\u8bca\u65ad\u6570\u636e\u3002 2. \u65f6\u7a7a\u77e9\u9635\u8865\u5168\u6280\u672f \u9488\u5bf9\u5df2\u53d1\u751f\u7684\u7f3a\u5931\u6570\u636e\uff0c\u91c7\u7528\u65f6\u7a7a\u5173\u8054\u4fee\u590d\u7b97\u6cd5\uff1a \u6a2a\u5411\u8865\u5168\uff1a\u7528\u540c\u4e00\u4e8b\u52a1\u5176\u4ed6\u8282\u70b9\u7684\u65e5\u5fd7\u53cd\u63a8\u7f3a\u5931\u5185\u5bb9\uff08\u5982\u901a\u8fc7\u652f\u4ed8\u6210\u529f\u7684\u6d88\u606f\u63a8\u65ad\u6570\u636e\u5e93\u5199\u5165\u64cd\u4f5c\uff09 \u7eb5\u5411\u9884\u6d4b\uff1a\u57fa\u4e8eARIMA-LSTM\u6df7\u5408\u6a21\u578b\uff0c\u7528\u524d\u540e\u65f6\u6bb5\u6570\u636e\u91cd\u5efa\u7f3a\u5931\u6307\u6807\u66f2\u7ebf \u62d3\u6251\u63a8\u7406\uff1a\u7ed3\u5408\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\uff0c\u63a8\u5bfc\u7f3a\u5931\u8282\u70b9\u7684\u53ef\u80fd\u72b6\u6001\uff08\u5982\u56fe\u8bba\u4e2d\u7684\u6700\u5927\u8fde\u901a\u5b50\u56fe\u5e94\u7528\uff09 \u67d0\u667a\u80fd\u5de5\u5382\u5e94\u7528\u8be5\u65b9\u6cd5\u540e\uff0c\u5728\u4f20\u611f\u5668\u6570\u636e\u4e22\u593140%\u7684\u60c5\u51b5\u4e0b\uff0c\u4ecd\u51c6\u786e\u8fd8\u539f\u4e86\u8bbe\u5907\u6545\u969c\u53d1\u751f\u524d\u7684\u632f\u52a8\u9891\u7387\u53d8\u5316\u8d8b\u52bf\u3002 3. \u77e5\u8bc6\u56fe\u8c31\u9a71\u52a8\u7684\u6839\u56e0\u63a8\u65ad \u5f53\u5173\u952e\u6570\u636e\u4e0d\u53ef\u6062\u590d\u65f6\uff0c\u6784\u5efa\u6545\u969c\u77e5\u8bc6\u56fe\u8c31\u5b9e\u73b0\u95f4\u63a5\u63a8\u7406\uff1a \u5c06\u5386\u53f2\u6545\u969c\u6848\u4f8b\u8f6c\u5316\u4e3a\u5b9e\u4f53\u5173\u7cfb\u7f51\u7edc\uff08\u5305\u542b300+\u6545\u969c\u6a21\u5f0f\u30015000+\u5173\u8054\u89c4\u5219\uff09 \u7ed3\u5408\u5f53\u524d\u53ef\u7528\u6570\u636e\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u6267\u884c\u6982\u7387\u63a8\u7406\uff08\u8d1d\u53f6\u65af\u7f51\u7edc+\u56fe\u5d4c\u5165\u7b97\u6cd5\uff09 \u8f93\u51fa\u5e26\u7f6e\u4fe1\u5ea6\u7684\u6839\u56e0\u5047\u8bbe\u96c6\u5408\uff0c\u5982&rdquo;\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\uff08\u7f6e\u4fe1\u5ea672%\uff09&rdquo;\u6216&rdquo;\u7f13\u5b58\u96ea\u5d29\uff08\u7f6e\u4fe1\u5ea668%\uff09&rdquo; \u67d0\u4e91\u8ba1\u7b97\u5382\u5546\u901a\u8fc7\u8be5\u65b9\u6cd5\uff0c\u5728\u76d1\u63a7\u6570\u636e\u7f3a\u593160%\u7684\u6781\u7aef\u60c5\u51b5\u4e0b\uff0c\u4ecd\u5c06\u6545\u969c\u5b9a\u4f4d\u51c6\u786e\u7387\u4ece31%\u63d0\u5347\u81f358%\u3002 \u4e09\u3001\u4ece\u88ab\u52a8\u5e94\u5bf9\u5230\u4e3b\u52a8\u9632\u5fa1\uff1a\u6570\u636e\u6cbb\u7406\u65b0\u8303\u5f0f \u89e3\u51b3\u6570\u636e\u7f3a\u5931\u4e0d\u80fd\u6b62\u6b65\u4e8e\u6280\u672f\u4fee\u8865\uff0c\u66f4\u9700\u8981\u5efa\u7acb\u5168\u751f\u547d\u5468\u671f\u6570\u636e\u6cbb\u7406\u673a\u5236\uff1a \u4e8b\u524d\uff1a\u5236\u5b9a\u300a\u5173\u952e\u6570\u636e\u8d44\u4ea7\u6e05\u5355\u300b\uff0c\u660e\u786e\u5404\u7cfb\u7edf\u5fc5\u987b\u4fdd\u969c\u768421\u9879\u6838\u5fc3\u6570\u636e\u8981\u7d20 \u4e8b\u4e2d\uff1a\u90e8\u7f72\u5b9e\u65f6\u6570\u636e\u8d28\u91cf\u76d1\u6d4b\uff0c\u5f53\u5b57\u6bb5\u7f3a\u5931\u7387\uff1e5%\u65f6\u89e6\u53d1\u7194\u65ad\u544a\u8b66 \u4e8b\u540e\uff1a\u5efa\u7acb\u6570\u636e\u5b8c\u6574\u6027\u6eaf\u6e90\u770b\u677f\uff0c\u53ef\u89c6\u5316\u5c55\u793a\u7f3a\u5931\u70ed\u70b9\uff08\u5982\u53d1\u73b0Nginx\u65e5\u5fd7\u5728UTC\u65f6\u95f4\u6574\u70b9\u65f6\u4e22\u5931\u7387\u5f02\u5e38\u5347\u9ad8\uff09 \u67d0\u533b\u7597\u7cfb\u7edf\u5b9e\u65bd\u8be5\u4f53\u7cfb\u540e\uff0c\u5c06PACS\u5f71\u50cf\u6570\u636e\u7684\u5b8c\u6574\u6027\u4ece89%\u63d0\u5347\u81f399.7%\uff0c\u4f7f\u5f71\u50cfAI\u8f85\u52a9\u8bca\u65ad\u7684\u8bef\u5224\u7387\u4e0b\u964d43%\u3002 \u56db\u3001\u6280\u672f\u878d\u5408\u5b9e\u8df5\uff1a\u5f53\u533a\u5757\u94fe\u9047\u89c1\u6839\u56e0\u5206\u6790 \u524d\u6cbf\u6280\u672f\u4e3a\u89e3\u51b3\u6570\u636e\u7f3a\u5931\u63d0\u4f9b\u65b0\u601d\u8def\uff1a \u533a\u5757\u94fe\u5b58\u8bc1\uff1a\u5c06\u5173\u952e\u65e5\u5fd7\u7684\u54c8\u5e0c\u503c\u5b9e\u65f6\u4e0a\u94fe\uff0c\u786e\u4fdd\u6570\u636e\u5b58\u5728\u6027\u4e0e\u65f6\u95f4\u987a\u5e8f\u4e0d\u53ef\u7be1\u6539 \u8054\u90a6\u5b66\u4e60\uff1a\u5728\u4fdd\u62a4\u9690\u79c1\u524d\u63d0\u4e0b\uff0c\u8de8\u4f01\u4e1a\u5171\u4eab\u6545\u969c\u6a21\u5f0f\u7279\u5f81\uff08\u5982\u591a\u5bb6\u8f66\u4f01\u5171\u540c\u8bad\u7ec3\u7535\u6c60\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\uff09 \u6570\u5b57\u5b6a\u751f\uff1a\u6784\u5efa\u7cfb\u7edf\u955c\u50cf\u6a21\u578b\uff0c\u5728\u6570\u636e\u7f3a\u5931\u65f6\u901a\u8fc7\u4eff\u771f\u63a8\u6f14\u8865\u5145\u4fe1\u606f \u67d0\u7269\u6d41\u516c\u53f8\u5e94\u7528\u533a\u5757\u94fe\u5b58\u8bc1\u6280\u672f\u540e\uff0c\u6210\u529f\u8ffd\u6eaf\u4e00\u8d77\u56e0\u6570\u636e\u88ab\u6076\u610f\u5220\u9664\u5bfc\u81f4\u7684\u5206\u62e3\u7cfb\u7edf\u6545\u969c\uff0c\u6eaf\u6e90\u6548\u7387\u63d0\u53476\u500d\u3002 \u6570\u5b57\u5316\u8f6c\u578b\u7684\u6df1\u5ea6\u63a8\u8fdb\uff0c\u4f7f\u5f97\u6570\u636e\u5b8c\u6574\u6027\u5df2\u6210\u4e3a\u6545\u969c\u6839\u56e0\u5206\u6790\u7684\u80dc\u8d1f\u624b\u3002\u901a\u8fc7&rdquo;\u9884\u9632-\u4fee\u590d-\u63a8\u65ad&rdquo;\u7684\u4e09\u5c42\u9632\u5fa1\u4f53\u7cfb\u3001\u5168\u94fe\u8def\u6cbb\u7406\u673a\u5236\u4e0e\u6280\u672f\u521b\u65b0\u878d\u5408\uff0c\u4f01\u4e1a\u4e0d\u4ec5\u80fd\u89e3\u51b3\u5f53\u4e0b\u6570\u636e\u7f3a\u5931\u7684\u75db\u70b9\uff0c\u66f4\u5728\u6784\u5efa\u9762\u5411\u672a\u6765\u7684\u97e7\u6027\u8fd0\u7ef4\u80fd\u529b\u3002\u5f53\u6bcf\u4e2a\u5b57\u8282\u90fd\u88ab\u8d4b\u4e88\u5b88\u62a4\u7cfb\u7edf\u7684\u4f7f\u547d\uff0c\u6545\u969c\u5206\u6790\u7684\u8ff7\u96fe\u7ec8\u5c06\u88ab\u9a71\u6563\u3002<\/p>\n","protected":false},"author":4,"featured_media":34599,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-34598","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-news"],"_links":{"self":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/34598","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/comments?post=34598"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/34598\/revisions"}],"predecessor-version":[{"id":34600,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/34598\/revisions\/34600"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/34599"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=34598"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=34598"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=34598"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}