{"id":36788,"date":"2025-04-11T15:01:39","date_gmt":"2025-04-11T07:01:39","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=36788"},"modified":"2025-04-11T15:01:39","modified_gmt":"2025-04-11T07:01:39","slug":"%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%b9%b3%e5%8f%b0%e5%a6%82%e4%bd%95%e5%ae%9e%e7%8e%b0%e6%95%b0%e6%8d%ae%e5%8e%8b%e7%bc%a9%e4%b8%8e%e5%ad%98%e5%82%a8%e4%bc%98%e5%8c%96%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/36788.html","title":{"rendered":"\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u5982\u4f55\u5b9e\u73b0\u6570\u636e\u538b\u7f29\u4e0e\u5b58\u50a8\u4f18\u5316\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/04\/RbMK3jPtjD.jpg\" alt=\"\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u5982\u4f55\u5b9e\u73b0\u6570\u636e\u538b\u7f29\u4e0e\u5b58\u50a8\u4f18\u5316\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7cfb\u7edf\u67b6\u6784\u7684\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4ece\u5fae\u670d\u52a1\u3001\u5bb9\u5668\u5316\u5230\u65e0\u670d\u52a1\u5668\u8ba1\u7b97\uff0c\u6bcf\u4e00\u6b21\u6280\u672f\u6f14\u8fdb\u90fd\u5728\u4ea7\u751f\u6d77\u91cf\u7684\u65e5\u5fd7\u3001\u6307\u6807\u548c\u8ffd\u8e2a\u6570\u636e\u3002\u636e\u884c\u4e1a\u62a5\u544a\u663e\u793a\uff0c<strong>\u4e00\u4e2a\u4e2d\u7b49\u89c4\u6a21\u7684\u4e91\u539f\u751f\u7cfb\u7edf\u6bcf\u5929\u4ea7\u751f\u7684\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u53ef\u8fbeTB\u7ea7<\/strong>\uff0c\u800c\u4f20\u7edf\u7684\u6570\u636e\u5b58\u50a8\u65b9\u5f0f\u4e0d\u4ec5\u6210\u672c\u9ad8\u6602\uff0c\u8fd8\u53ef\u80fd\u56e0\u67e5\u8be2\u5ef6\u8fdf\u5f71\u54cd\u6545\u969c\u54cd\u5e94\u6548\u7387\u3002\u5982\u4f55\u8ba9\u8fd9\u4e9b\u6570\u636e\u65e2\u201c\u8f7b\u201d\u53c8\u201c\u5feb\u201d\u2014\u2014\u65e2\u80fd\u964d\u4f4e\u5b58\u50a8\u5f00\u9500\uff0c\u53c8\u80fd\u652f\u6491\u5b9e\u65f6\u5206\u6790\u2014\u2014\u5df2\u6210\u4e3a<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0<\/a>\u8bbe\u8ba1\u7684\u6838\u5fc3\u6311\u6218\u3002<\/p>\n<p>\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0<\/a>\u5982\u4f55\u901a\u8fc7\u667a\u80fd\u538b\u7f29\u7b97\u6cd5\u4e0e\u5b58\u50a8\u67b6\u6784\u521b\u65b0\uff0c\u5728\u6570\u636e\u6d2a\u6d41\u4e2d\u5bfb\u627e\u6210\u672c\u4e0e\u6548\u80fd\u7684\u5e73\u8861\u70b9<\/strong>\uff0c\u5e76\u63ed\u793a\u5934\u90e8\u79d1\u6280\u516c\u53f8\u6b63\u5728\u91c7\u7528\u7684\u524d\u6cbf\u5b9e\u8df5\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u6570\u636e\u538b\u7f29-\u4ece-\u5b58\u5f97\u8d77-\u5230-\u7528\u5f97\u597d-\u7684\u8fdb\u5316\">\u4e00\u3001\u6570\u636e\u538b\u7f29\uff1a\u4ece\u201c\u5b58\u5f97\u8d77\u201d\u5230\u201c\u7528\u5f97\u597d\u201d\u7684\u8fdb\u5316<\/h3>\n<h4 id=\"1-\u91c7\u6837\u7b56\u7565-\u5728\u6570\u636e\u7cbe\u5ea6\u4e0e\u4f53\u91cf\u95f4\u535a\u5f08\">1. <strong>\u91c7\u6837\u7b56\u7565\uff1a\u5728\u6570\u636e\u7cbe\u5ea6\u4e0e\u4f53\u91cf\u95f4\u535a\u5f08<\/strong><\/h4>\n<p>\u5bf9\u4e8e\u9ad8\u9891\u7387\u91c7\u96c6\u7684\u6307\u6807\u6570\u636e\uff08\u5982\u6bcf\u79d2\u6570\u4e07\u6b21\u7684CPU\u5229\u7528\u7387\u76d1\u6d4b\uff09\uff0c\u5168\u91cf\u5b58\u50a8\u65e2\u4e0d\u7ecf\u6d4e\u4e5f\u65e0\u5fc5\u8981\u3002*\u52a8\u6001\u91c7\u6837\u6280\u672f*\u901a\u8fc7\u7edf\u8ba1\u5b66\u6a21\u578b\uff0c\u5728\u4fdd\u8bc1\u5173\u952e\u7279\u5f81\u4e0d\u4e22\u5931\u7684\u524d\u63d0\u4e0b\uff0c\u5bf9\u6570\u636e\u8fdb\u884c\u964d\u9891\u5904\u7406\u3002\u4f8b\u5982\uff0c<strong>\u81ea\u9002\u5e94\u91c7\u6837<\/strong>\u53ef\u6839\u636e\u7cfb\u7edf\u8d1f\u8f7d\u81ea\u52a8\u8c03\u6574\u91c7\u6837\u7387\uff1a\u5f53CPU\u6ce2\u52a8\u5267\u70c8\u65f6\u4fdd\u7559\u9ad8\u9891\u6570\u636e\uff0c\u5e73\u7a33\u671f\u5219\u964d\u4f4e\u81f31\/10\u91c7\u6837\u9891\u7387\uff0c\u4f7f\u5b58\u50a8\u91cf\u51cf\u5c1140%-70%\u3002<\/p>\n<h4 id=\"2-\u7f16\u7801\u4f18\u5316-\u8ba9\u6570\u636e-\u81ea\u5e26\u538b\u7f29\u5c5e\u6027\">2. <strong>\u7f16\u7801\u4f18\u5316\uff1a\u8ba9\u6570\u636e\u201c\u81ea\u5e26\u538b\u7f29\u5c5e\u6027\u201d<\/strong><\/h4>\n<ul>\n<li><strong>\u65f6\u5e8f\u6570\u636e\u7684\u5217\u5f0f\u5b58\u50a8<\/strong>\uff1a\u5c06\u65f6\u95f4\u6233\u3001\u6307\u6807\u503c\u5206\u79bb\u5b58\u50a8\uff0c\u5229\u7528Delta-of-Delta\u7f16\u7801\u538b\u7f29\u65f6\u95f4\u6233\uff0c\u914d\u5408Gorilla\u7b49\u6d6e\u70b9\u6570\u538b\u7f29\u7b97\u6cd5\uff0c\u53ef\u4f7f\u5b58\u50a8\u7a7a\u95f4\u51cf\u5c1180%\u3002\u4f8b\u5982<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u7684TSDB\u5f15\u64ce\uff0c\u6b63\u662f\u901a\u8fc7\u8fd9\u79cd\u8bbe\u8ba1\u5b9e\u73b0\u5355\u8282\u70b9PB\u7ea7\u6570\u636e\u5b58\u50a8\u3002\n<\/li>\n<li><strong>\u65e5\u5fd7\u6587\u672c\u7684\u6a21\u5f0f\u8bc6\u522b<\/strong>\uff1a\u91c7\u7528CLP\uff08Compressed Log Processor\uff09\u6280\u672f\uff0c\u5c06\u91cd\u590d\u51fa\u73b0\u7684\u65e5\u5fd7\u6a21\u677f\uff08\u5982\u201cError occurred at [timestamp] in [module]\u201d\uff09\u8f6c\u6362\u4e3a\u6a21\u677fID+\u53d8\u91cf\u5b57\u5178\uff0c\u538b\u7f29\u7387\u53ef\u8fbe10:1\u3002Splunk\u7684SmartStore\u529f\u80fd\u4fbf\u8fd0\u7528\u4e86\u7c7b\u4f3c\u539f\u7406\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u8bed\u4e49\u611f\u77e5\u538b\u7f29-\u7406\u89e3\u6570\u636e\u80cc\u540e\u7684\u4e1a\u52a1\u903b\u8f91\">3. <strong>\u8bed\u4e49\u611f\u77e5\u538b\u7f29\uff1a\u7406\u89e3\u6570\u636e\u80cc\u540e\u7684\u4e1a\u52a1\u903b\u8f91<\/strong><\/h4>\n<p>\u65b0\u4e00\u4ee3\u5e73\u53f0\u5f00\u59cb\u5f15\u5165<strong>\u9886\u57df\u7279\u5b9a\u538b\u7f29<\/strong>\uff08Domain-Specific Compression\uff09\u3002\u4f8b\u5982\u5728Kubernetes\u76d1\u63a7\u573a\u666f\u4e2d\uff0cPod\u751f\u547d\u5468\u671f\u4e8b\u4ef6\uff08Create\/Restart\/Delete\uff09\u53ef\u6620\u5c04\u4e3a\u9884\u5b9a\u4e49\u7684\u72b6\u6001\u7801\uff0c\u4ec5\u97002\u6bd4\u7279\u5373\u53ef\u8868\u793a\u4f20\u7edf\u65e5\u5fd7\u4e2d\u6570\u5341\u5b57\u8282\u7684\u4fe1\u606f\u3002\u8fd9\u79cd\u201c\u4e1a\u52a1\u7ea7\u538b\u7f29\u201d\u4f7f\u67d0\u7535\u5546\u5e73\u53f0\u7684\u5ba1\u8ba1\u65e5\u5fd7\u5b58\u50a8\u6210\u672c\u964d\u4f4e\u4e8692%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u5b58\u50a8\u4f18\u5316-\u5206\u5c42\u67b6\u6784\u4e0e\u667a\u80fd\u751f\u547d\u5468\u671f\u7ba1\u7406\">\u4e8c\u3001\u5b58\u50a8\u4f18\u5316\uff1a\u5206\u5c42\u67b6\u6784\u4e0e\u667a\u80fd\u751f\u547d\u5468\u671f\u7ba1\u7406<\/h3>\n<h4 id=\"1-\u51b7\u70ed\u5206\u5c42-\u6253\u7834-\u4e00\u5200\u5207-\u5b58\u50a8\u6a21\u5f0f\">1. <strong>\u51b7\u70ed\u5206\u5c42\uff1a\u6253\u7834\u201c\u4e00\u5200\u5207\u201d\u5b58\u50a8\u6a21\u5f0f<\/strong><\/h4>\n<ul>\n<li><strong>\u70ed\u6570\u636e\u5c42<\/strong>\uff1aSSD\u5b58\u50a8\u8fd124\u5c0f\u65f6\u7684\u9ad8\u9891\u8bbf\u95ee\u6570\u636e\uff0c\u91c7\u7528\u590d\u5236\u56e0\u5b50\u22653\u786e\u4fdd\u53ef\u7528\u6027\uff1b\n<\/li>\n<li><strong>\u6e29\u6570\u636e\u5c42<\/strong>\uff1aHDD\u5b58\u50a81-30\u5929\u7684\u6570\u636e\uff0c\u501f\u52a9<strong>\u7ea0\u5220\u7801<\/strong>\uff08Erasure Coding\uff09\u5c06\u5197\u4f59\u5ea6\u4ece300%\u964d\u81f3150%\uff1b\n<\/li>\n<li><strong>\u51b7\u6570\u636e\u5c42<\/strong>\uff1a\u5bf9\u8c61\u5b58\u50a8\uff08\u5982AWS S3\uff09\u4fdd\u5b58\u5386\u53f2\u6570\u636e\uff0c\u7ed3\u5408<strong>ZSTD\u538b\u7f29\u7b97\u6cd5<\/strong>\u4e0e\u5217\u5f0f\u5b58\u50a8\u683c\u5f0f\uff08Apache Parquet\uff09\uff0c\u67e5\u8be2\u6027\u80fd\u4ecd\u53ef\u8fbe\u5230\u76f4\u8fde\u786c\u76d8\u768470%\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u8fd9\u79cd<strong>\u4e09\u5c42\u5b58\u50a8\u67b6\u6784<\/strong>\u4f7f\u5e74\u5ea6\u5b58\u50a8\u6210\u672c\u4e0b\u964d58%\uff0c\u540c\u65f6P99\u67e5\u8be2\u5ef6\u8fdf\u4fdd\u6301\u5728800ms\u4ee5\u5185\u3002<\/p>\n<h4 id=\"2-\u5411\u91cf\u5316\u5b58\u50a8-\u52a0\u901f\u5206\u6790\u7684-\u7a7a\u95f4\u6362\u65f6\u95f4-\u7b56\u7565\">2. <strong>\u5411\u91cf\u5316\u5b58\u50a8\uff1a\u52a0\u901f\u5206\u6790\u7684\u201c\u7a7a\u95f4\u6362\u65f6\u95f4\u201d\u7b56\u7565<\/strong><\/h4>\n<p>\u5c06\u79bb\u6563\u7684\u6307\u6807\u6570\u636e\u9884\u5904\u7406\u4e3a<strong>\u65f6\u95f4\u5e8f\u5217\u5411\u91cf\u5757<\/strong>\uff0c\u6bcf\u4e2a\u5757\u5305\u542b\u56fa\u5b9a\u65f6\u95f4\u7a97\u53e3\uff08\u598215\u5206\u949f\uff09\u7684\u805a\u5408\u7edf\u8ba1\u503c\uff08\u5747\u503c\u3001\u5206\u4f4d\u6570\u3001\u5f02\u5e38\u6807\u8bb0\uff09\u3002\u5f53\u7528\u6237\u67e5\u8be2\u67d0\u670d\u52a1\u8fc7\u53bb\u534a\u5e74\u7684\u6027\u80fd\u8d8b\u52bf\u65f6\uff0c\u5e73\u53f0\u53ef\u76f4\u63a5\u8bfb\u53d6\u5411\u91cf\u5757\u800c\u975e\u539f\u59cb\u6570\u636e\uff0c\u4f7f\u67e5\u8be2\u901f\u5ea6\u63d0\u534720\u500d\u3002Datadog\u7684Metric Tiles\u6280\u672f\u6b63\u662f\u8fd9\u4e00\u7406\u5ff5\u7684\u5178\u578b\u4ee3\u8868\u3002<\/p>\n<h4 id=\"3-\u5143\u6570\u636e\u9a71\u52a8-\u7528-\u5bfc\u822a\u56fe-\u66ff\u4ee3-\u5168\u91cf\u626b\u63cf\">3. <strong>\u5143\u6570\u636e\u9a71\u52a8\uff1a\u7528\u201c\u5bfc\u822a\u56fe\u201d\u66ff\u4ee3\u201c\u5168\u91cf\u626b\u63cf\u201d<\/strong><\/h4>\n<p>\u901a\u8fc7\u63d0\u53d6\u6570\u636e\u7279\u5f81\u6784\u5efa<strong>\u589e\u5f3a\u578b\u5143\u6570\u636e\u7d22\u5f15<\/strong>\uff1a<\/p>\n<ul>\n<li>\u65e5\u5fd7\u6570\u636e\uff1a\u63d0\u53d6\u670d\u52a1\u540d\u3001\u9519\u8bef\u7801\u3001trace_id\u7b49\u6807\u7b7e\uff1b\n<\/li>\n<li>\u6307\u6807\u6570\u636e\uff1a\u8bb0\u5f55\u7edf\u8ba1\u5206\u5e03\uff08\u6700\u5c0f\u503c\/\u6700\u5927\u503c\/\u6807\u51c6\u5dee\uff09\uff1b\n<\/li>\n<li>\u8ffd\u8e2a\u6570\u636e\uff1a\u6784\u5efa\u670d\u52a1\u4f9d\u8d56\u62d3\u6251\u56fe\u3002\n<\/li>\n<\/ul>\n<p>\u5f53\u7528\u6237\u641c\u7d22\u201c\u8fc7\u53bb1\u5c0f\u65f6\u652f\u4ed8\u670d\u52a1\u8d85\u65f6\u9519\u8bef\u201d\u65f6\uff0c\u7cfb\u7edf\u4f18\u5148\u626b\u63cf\u5143\u6570\u636e\u7d22\u5f15\u5b9a\u4f4d\u76f8\u5173\u6570\u636e\u5757\uff0c\u5c06\u78c1\u76d8IO\u51cf\u5c1160%-80%\u3002\u8fd9\u7c7b\u4f3c\u4e8e\u56fe\u4e66\u9986\u7684\u76ee\u5f55\u68c0\u7d22\u7cfb\u7edf\u2014\u2014\u65e0\u9700\u7ffb\u9605\u6240\u6709\u4e66\u7c4d\uff0c\u4ec5\u901a\u8fc7\u5206\u7c7b\u53f7\u5373\u53ef\u9501\u5b9a\u76ee\u6807\u533a\u57df\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u6280\u672f\u878d\u5408-\u4e91\u539f\u751f\u65f6\u4ee3\u7684\u521b\u65b0\u5b9e\u8df5\">\u4e09\u3001\u6280\u672f\u878d\u5408\uff1a\u4e91\u539f\u751f\u65f6\u4ee3\u7684\u521b\u65b0\u5b9e\u8df5<\/h3>\n<h4 id=\"1-\u8fb9\u7f18\u8ba1\u7b97\u4e0e\u4e2d\u5fc3\u5316\u5b58\u50a8\u7684\u534f\u540c\">1. <strong>\u8fb9\u7f18\u8ba1\u7b97\u4e0e\u4e2d\u5fc3\u5316\u5b58\u50a8\u7684\u534f\u540c<\/strong><\/h4>\n<p>\u5728IoT\u76d1\u63a7\u573a\u666f\u4e2d\uff0c<strong>\u8fb9\u7f18\u8282\u70b9<\/strong>\u5148\u6267\u884c\u521d\u6b65\u7684\u6570\u636e\u8fc7\u6ee4\u3001\u805a\u5408\uff0c\u4ec5\u5c06\u5173\u952e\u6458\u8981\uff08\u5982\u8bbe\u5907\u5f02\u5e38\u4e8b\u4ef6\uff09\u4e0a\u4f20\u81f3\u4e2d\u5fc3\u5b58\u50a8\u3002\u67d0\u667a\u80fd\u5de5\u5382\u90e8\u7f72\u8be5\u65b9\u6848\u540e\uff0c\u65e5\u5747\u6570\u636e\u4f20\u8f93\u91cf\u4ece4.2TB\u964d\u81f3360GB\uff0c\u4e14\u8fb9\u7f18\u8282\u70b9CPU\u5229\u7528\u7387\u59cb\u7ec8\u4f4e\u4e8e30%\u3002<\/p>\n<h4 id=\"2-\u673a\u5668\u5b66\u4e60\u9a71\u52a8\u7684\u667a\u80fd\u6e05\u7406\">2. <strong>\u673a\u5668\u5b66\u4e60\u9a71\u52a8\u7684\u667a\u80fd\u6e05\u7406<\/strong><\/h4>\n<p>\u8bad\u7ec3LSTM\u6a21\u578b\u9884\u6d4b\u6570\u636e\u7684\u672a\u6765\u8bbf\u95ee\u6982\u7387\uff0c\u81ea\u52a8\u6267\u884c<strong>\u5206\u7ea7\u8fc7\u671f\u7b56\u7565<\/strong>\uff1a<\/p>\n<ul>\n<li>\u9ad8\u4ef7\u503c\u6570\u636e\uff08\u5982\u6545\u969c\u524d\u540e1\u5c0f\u65f6\u7684\u65e5\u5fd7\uff09\u6c38\u4e45\u4fdd\u7559\uff1b\n<\/li>\n<li>\u5e38\u89c4\u8fd0\u884c\u6570\u636e\u4fdd\u755930\u5929\u540e\u8f6c\u4e3a\u51b7\u5b58\u50a8\uff1b\n<\/li>\n<li>\u566a\u58f0\u6570\u636e\uff08\u5982\u5fc3\u8df3\u68c0\u6d4b\u65e5\u5fd7\uff097\u5929\u540e\u5220\u9664\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u4e91\u670d\u52a1\u5546\u5e94\u7528\u8be5\u6a21\u578b\u540e\uff0c\u5b58\u50a8\u8d44\u6e90\u6d6a\u8d39\u51cf\u5c1134%\uff0c\u4e14\u672a\u53d1\u751f\u4efb\u4f55\u8bef\u5220\u5173\u952e\u6570\u636e\u7684\u4e8b\u6545\u3002<\/p>\n<h4 id=\"3-\u786c\u4ef6\u52a0\u901f-\u91ca\u653e\u5e95\u5c42\u82af\u7247\u7684\u6f5c\u529b\">3. <strong>\u786c\u4ef6\u52a0\u901f\uff1a\u91ca\u653e\u5e95\u5c42\u82af\u7247\u7684\u6f5c\u529b<\/strong><\/h4>\n<ul>\n<li>FPGA\u52a0\u901f\u538b\u7f29\uff1aXilinx Alveo\u5361\u53ef\u5c06Snappy\u538b\u7f29\u901f\u5ea6\u63d0\u5347\u81f3\u8f6f\u4ef6\u5b9e\u73b0\u76848\u500d\uff1b\n<\/li>\n<li>GPU\u5e76\u884c\u5904\u7406\uff1aNVIDIA A100\u5bf9Parquet\u5217\u5b58\u683c\u5f0f\u7684\u89e3\u538b\u901f\u5ea6\u8fbe\u5230CPU\u768415\u500d\uff1b\n<\/li>\n<li>\u6301\u4e45\u5185\u5b58\uff08PMem\uff09\uff1a\u82f1\u7279\u5c14Optane\u6280\u672f\u4f7f\u5f97\u9891\u7e41\u8bbf\u95ee\u7684\u5143\u6570\u636e\u7d22\u5f15\u51e0\u4e4e\u5b9e\u73b0\u201c\u96f6\u5ef6\u8fdf\u201d\u66f4\u65b0\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u672a\u6765\u8d8b\u52bf-\u4ece\u6210\u672c\u63a7\u5236\u5230\u4ef7\u503c\u6316\u6398\">\u56db\u3001\u672a\u6765\u8d8b\u52bf\uff1a\u4ece\u6210\u672c\u63a7\u5236\u5230\u4ef7\u503c\u6316\u6398<\/h3>\n<p>\u968f\u7740WebAssembly\u6a21\u5757\u3001\u91cf\u5b50\u8ba1\u7b97\u7b49\u6280\u672f\u7684\u6210\u719f\uff0c\u4e0b\u4e00\u4ee3\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u53ef\u80fd\u5b9e\u73b0\uff1a<\/p>\n<ul>\n<li><strong>\u5b9e\u65f6\u538b\u7f29-\u5206\u6790\u6d41\u6c34\u7ebf<\/strong>\uff1a\u6570\u636e\u5728\u538b\u7f29\u9636\u6bb5\u5373\u5b8c\u6210\u5f02\u5e38\u68c0\u6d4b\uff0c\u5b58\u50a8\u4e0e\u5206\u6790\u7684\u8fb9\u754c\u9010\u6e10\u6a21\u7cca\uff1b\n<\/li>\n<li><strong>\u8de8\u5e73\u53f0\u8054\u5408\u4f18\u5316<\/strong>\uff1aKafka\u3001Flink\u3001\u5bf9\u8c61\u5b58\u50a8\u7b49\u7ec4\u4ef6\u5171\u4eab\u538b\u7f29\u7f16\u7801\u89c4\u5219\uff0c\u907f\u514d\u91cd\u590d\u89e3\u538b\/\u538b\u7f29\uff1b\n<\/li>\n<li><strong>\u4e2a\u6027\u5316\u5b58\u50a8\u7b56\u7565<\/strong>\uff1a\u6839\u636e\u4f01\u4e1a\u4e1a\u52a1\u7279\u6027\uff08\u5982\u7535\u5546\u5927\u4fc3\u3001\u91d1\u878d\u7ed3\u7b97\u5468\u671f\uff09\u52a8\u6001\u8c03\u6574\u6570\u636e\u4fdd\u7559\u89c4\u5219\u3002\n<\/li>\n<\/ul>\n<p>\u5728\u8fd9\u573a\u6570\u636e\u6548\u80fd\u9769\u547d\u4e2d\uff0c<strong>\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u6b63\u4ece\u88ab\u52a8\u7684\u201c\u6570\u636e\u4ed3\u5e93\u201d\u8fdb\u5316\u4e3a\u4e3b\u52a8\u7684\u201c\u667a\u80fd\u6570\u636e\u7ba1\u5bb6\u201d<\/strong>\u2014\u2014\u4e0d\u4ec5\u89e3\u51b3\u201c\u5b58\u4e0d\u4e0b\u201d\u7684\u75db\u70b9\uff0c\u66f4\u901a\u8fc7\u5b58\u50a8\u5c42\u4f18\u5316\u53cd\u5411\u63d0\u5347\u7cfb\u7edf\u89c2\u6d4b\u7684\u5b9e\u65f6\u6027\u4e0e\u6d1e\u5bdf\u6df1\u5ea6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7cfb\u7edf\u67b6\u6784\u7684\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4ece\u5fae\u670d\u52a1\u3001\u5bb9\u5668\u5316\u5230\u65e0\u670d\u52a1\u5668\u8ba1\u7b97\uff0c\u6bcf\u4e00\u6b21\u6280\u672f\u6f14\u8fdb\u90fd\u5728\u4ea7\u751f\u6d77\u91cf\u7684\u65e5\u5fd7\u3001\u6307\u6807\u548c\u8ffd\u8e2a\u6570\u636e\u3002\u636e\u884c\u4e1a\u62a5\u544a\u663e\u793a\uff0c\u4e00\u4e2a\u4e2d\u7b49\u89c4\u6a21\u7684\u4e91\u539f\u751f\u7cfb\u7edf\u6bcf\u5929\u4ea7\u751f\u7684\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u53ef\u8fbeTB\u7ea7\uff0c\u800c\u4f20\u7edf\u7684\u6570\u636e\u5b58\u50a8\u65b9\u5f0f\u4e0d\u4ec5\u6210\u672c\u9ad8\u6602\uff0c\u8fd8\u53ef\u80fd\u56e0\u67e5\u8be2\u5ef6\u8fdf\u5f71\u54cd\u6545\u969c\u54cd\u5e94\u6548\u7387\u3002\u5982\u4f55\u8ba9\u8fd9\u4e9b\u6570\u636e\u65e2\u201c\u8f7b\u201d\u53c8\u201c\u5feb\u201d\u2014\u2014\u65e2\u80fd\u964d\u4f4e\u5b58\u50a8\u5f00\u9500\uff0c\u53c8\u80fd\u652f\u6491\u5b9e\u65f6\u5206\u6790\u2014\u2014\u5df2\u6210\u4e3a\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u8bbe\u8ba1\u7684\u6838\u5fc3\u6311\u6218\u3002 \u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u5982\u4f55\u901a\u8fc7\u667a\u80fd\u538b\u7f29\u7b97\u6cd5\u4e0e\u5b58\u50a8\u67b6\u6784\u521b\u65b0\uff0c\u5728\u6570\u636e\u6d2a\u6d41\u4e2d\u5bfb\u627e\u6210\u672c\u4e0e\u6548\u80fd\u7684\u5e73\u8861\u70b9\uff0c\u5e76\u63ed\u793a\u5934\u90e8\u79d1\u6280\u516c\u53f8\u6b63\u5728\u91c7\u7528\u7684\u524d\u6cbf\u5b9e\u8df5\u3002 \u4e00\u3001\u6570\u636e\u538b\u7f29\uff1a\u4ece\u201c\u5b58\u5f97\u8d77\u201d\u5230\u201c\u7528\u5f97\u597d\u201d\u7684\u8fdb\u5316 1. \u91c7\u6837\u7b56\u7565\uff1a\u5728\u6570\u636e\u7cbe\u5ea6\u4e0e\u4f53\u91cf\u95f4\u535a\u5f08 \u5bf9\u4e8e\u9ad8\u9891\u7387\u91c7\u96c6\u7684\u6307\u6807\u6570\u636e\uff08\u5982\u6bcf\u79d2\u6570\u4e07\u6b21\u7684CPU\u5229\u7528\u7387\u76d1\u6d4b\uff09\uff0c\u5168\u91cf\u5b58\u50a8\u65e2\u4e0d\u7ecf\u6d4e\u4e5f\u65e0\u5fc5\u8981\u3002*\u52a8\u6001\u91c7\u6837\u6280\u672f*\u901a\u8fc7\u7edf\u8ba1\u5b66\u6a21\u578b\uff0c\u5728\u4fdd\u8bc1\u5173\u952e\u7279\u5f81\u4e0d\u4e22\u5931\u7684\u524d\u63d0\u4e0b\uff0c\u5bf9\u6570\u636e\u8fdb\u884c\u964d\u9891\u5904\u7406\u3002\u4f8b\u5982\uff0c\u81ea\u9002\u5e94\u91c7\u6837\u53ef\u6839\u636e\u7cfb\u7edf\u8d1f\u8f7d\u81ea\u52a8\u8c03\u6574\u91c7\u6837\u7387\uff1a\u5f53CPU\u6ce2\u52a8\u5267\u70c8\u65f6\u4fdd\u7559\u9ad8\u9891\u6570\u636e\uff0c\u5e73\u7a33\u671f\u5219\u964d\u4f4e\u81f31\/10\u91c7\u6837\u9891\u7387\uff0c\u4f7f\u5b58\u50a8\u91cf\u51cf\u5c1140%-70%\u3002 2. \u7f16\u7801\u4f18\u5316\uff1a\u8ba9\u6570\u636e\u201c\u81ea\u5e26\u538b\u7f29\u5c5e\u6027\u201d \u65f6\u5e8f\u6570\u636e\u7684\u5217\u5f0f\u5b58\u50a8\uff1a\u5c06\u65f6\u95f4\u6233\u3001\u6307\u6807\u503c\u5206\u79bb\u5b58\u50a8\uff0c\u5229\u7528Delta-of-Delta\u7f16\u7801\u538b\u7f29\u65f6\u95f4\u6233\uff0c\u914d\u5408Gorilla\u7b49\u6d6e\u70b9\u6570\u538b\u7f29\u7b97\u6cd5\uff0c\u53ef\u4f7f\u5b58\u50a8\u7a7a\u95f4\u51cf\u5c1180%\u3002\u4f8b\u5982Prometheus\u7684TSDB\u5f15\u64ce\uff0c\u6b63\u662f\u901a\u8fc7\u8fd9\u79cd\u8bbe\u8ba1\u5b9e\u73b0\u5355\u8282\u70b9PB\u7ea7\u6570\u636e\u5b58\u50a8\u3002 \u65e5\u5fd7\u6587\u672c\u7684\u6a21\u5f0f\u8bc6\u522b\uff1a\u91c7\u7528CLP\uff08Compressed Log Processor\uff09\u6280\u672f\uff0c\u5c06\u91cd\u590d\u51fa\u73b0\u7684\u65e5\u5fd7\u6a21\u677f\uff08\u5982\u201cError occurred at [timestamp] in [module]\u201d\uff09\u8f6c\u6362\u4e3a\u6a21\u677fID+\u53d8\u91cf\u5b57\u5178\uff0c\u538b\u7f29\u7387\u53ef\u8fbe10:1\u3002Splunk\u7684SmartStore\u529f\u80fd\u4fbf\u8fd0\u7528\u4e86\u7c7b\u4f3c\u539f\u7406\u3002 3. \u8bed\u4e49\u611f\u77e5\u538b\u7f29\uff1a\u7406\u89e3\u6570\u636e\u80cc\u540e\u7684\u4e1a\u52a1\u903b\u8f91 \u65b0\u4e00\u4ee3\u5e73\u53f0\u5f00\u59cb\u5f15\u5165\u9886\u57df\u7279\u5b9a\u538b\u7f29\uff08Domain-Specific Compression\uff09\u3002\u4f8b\u5982\u5728Kubernetes\u76d1\u63a7\u573a\u666f\u4e2d\uff0cPod\u751f\u547d\u5468\u671f\u4e8b\u4ef6\uff08Create\/Restart\/Delete\uff09\u53ef\u6620\u5c04\u4e3a\u9884\u5b9a\u4e49\u7684\u72b6\u6001\u7801\uff0c\u4ec5\u97002\u6bd4\u7279\u5373\u53ef\u8868\u793a\u4f20\u7edf\u65e5\u5fd7\u4e2d\u6570\u5341\u5b57\u8282\u7684\u4fe1\u606f\u3002\u8fd9\u79cd\u201c\u4e1a\u52a1\u7ea7\u538b\u7f29\u201d\u4f7f\u67d0\u7535\u5546\u5e73\u53f0\u7684\u5ba1\u8ba1\u65e5\u5fd7\u5b58\u50a8\u6210\u672c\u964d\u4f4e\u4e8692%\u3002 \u4e8c\u3001\u5b58\u50a8\u4f18\u5316\uff1a\u5206\u5c42\u67b6\u6784\u4e0e\u667a\u80fd\u751f\u547d\u5468\u671f\u7ba1\u7406 1. \u51b7\u70ed\u5206\u5c42\uff1a\u6253\u7834\u201c\u4e00\u5200\u5207\u201d\u5b58\u50a8\u6a21\u5f0f \u70ed\u6570\u636e\u5c42\uff1aSSD\u5b58\u50a8\u8fd124\u5c0f\u65f6\u7684\u9ad8\u9891\u8bbf\u95ee\u6570\u636e\uff0c\u91c7\u7528\u590d\u5236\u56e0\u5b50\u22653\u786e\u4fdd\u53ef\u7528\u6027\uff1b \u6e29\u6570\u636e\u5c42\uff1aHDD\u5b58\u50a81-30\u5929\u7684\u6570\u636e\uff0c\u501f\u52a9\u7ea0\u5220\u7801\uff08Erasure Coding\uff09\u5c06\u5197\u4f59\u5ea6\u4ece300%\u964d\u81f3150%\uff1b \u51b7\u6570\u636e\u5c42\uff1a\u5bf9\u8c61\u5b58\u50a8\uff08\u5982AWS S3\uff09\u4fdd\u5b58\u5386\u53f2\u6570\u636e\uff0c\u7ed3\u5408ZSTD\u538b\u7f29\u7b97\u6cd5\u4e0e\u5217\u5f0f\u5b58\u50a8\u683c\u5f0f\uff08Apache Parquet\uff09\uff0c\u67e5\u8be2\u6027\u80fd\u4ecd\u53ef\u8fbe\u5230\u76f4\u8fde\u786c\u76d8\u768470%\u3002 \u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u8fd9\u79cd\u4e09\u5c42\u5b58\u50a8\u67b6\u6784\u4f7f\u5e74\u5ea6\u5b58\u50a8\u6210\u672c\u4e0b\u964d58%\uff0c\u540c\u65f6P99\u67e5\u8be2\u5ef6\u8fdf\u4fdd\u6301\u5728800ms\u4ee5\u5185\u3002 2. \u5411\u91cf\u5316\u5b58\u50a8\uff1a\u52a0\u901f\u5206\u6790\u7684\u201c\u7a7a\u95f4\u6362\u65f6\u95f4\u201d\u7b56\u7565 \u5c06\u79bb\u6563\u7684\u6307\u6807\u6570\u636e\u9884\u5904\u7406\u4e3a\u65f6\u95f4\u5e8f\u5217\u5411\u91cf\u5757\uff0c\u6bcf\u4e2a\u5757\u5305\u542b\u56fa\u5b9a\u65f6\u95f4\u7a97\u53e3\uff08\u598215\u5206\u949f\uff09\u7684\u805a\u5408\u7edf\u8ba1\u503c\uff08\u5747\u503c\u3001\u5206\u4f4d\u6570\u3001\u5f02\u5e38\u6807\u8bb0\uff09\u3002\u5f53\u7528\u6237\u67e5\u8be2\u67d0\u670d\u52a1\u8fc7\u53bb\u534a\u5e74\u7684\u6027\u80fd\u8d8b\u52bf\u65f6\uff0c\u5e73\u53f0\u53ef\u76f4\u63a5\u8bfb\u53d6\u5411\u91cf\u5757\u800c\u975e\u539f\u59cb\u6570\u636e\uff0c\u4f7f\u67e5\u8be2\u901f\u5ea6\u63d0\u534720\u500d\u3002Datadog\u7684Metric Tiles\u6280\u672f\u6b63\u662f\u8fd9\u4e00\u7406\u5ff5\u7684\u5178\u578b\u4ee3\u8868\u3002 3. \u5143\u6570\u636e\u9a71\u52a8\uff1a\u7528\u201c\u5bfc\u822a\u56fe\u201d\u66ff\u4ee3\u201c\u5168\u91cf\u626b\u63cf\u201d \u901a\u8fc7\u63d0\u53d6\u6570\u636e\u7279\u5f81\u6784\u5efa\u589e\u5f3a\u578b\u5143\u6570\u636e\u7d22\u5f15\uff1a \u65e5\u5fd7\u6570\u636e\uff1a\u63d0\u53d6\u670d\u52a1\u540d\u3001\u9519\u8bef\u7801\u3001trace_id\u7b49\u6807\u7b7e\uff1b \u6307\u6807\u6570\u636e\uff1a\u8bb0\u5f55\u7edf\u8ba1\u5206\u5e03\uff08\u6700\u5c0f\u503c\/\u6700\u5927\u503c\/\u6807\u51c6\u5dee\uff09\uff1b \u8ffd\u8e2a\u6570\u636e\uff1a\u6784\u5efa\u670d\u52a1\u4f9d\u8d56\u62d3\u6251\u56fe\u3002 \u5f53\u7528\u6237\u641c\u7d22\u201c\u8fc7\u53bb1\u5c0f\u65f6\u652f\u4ed8\u670d\u52a1\u8d85\u65f6\u9519\u8bef\u201d\u65f6\uff0c\u7cfb\u7edf\u4f18\u5148\u626b\u63cf\u5143\u6570\u636e\u7d22\u5f15\u5b9a\u4f4d\u76f8\u5173\u6570\u636e\u5757\uff0c\u5c06\u78c1\u76d8IO\u51cf\u5c1160%-80%\u3002\u8fd9\u7c7b\u4f3c\u4e8e\u56fe\u4e66\u9986\u7684\u76ee\u5f55\u68c0\u7d22\u7cfb\u7edf\u2014\u2014\u65e0\u9700\u7ffb\u9605\u6240\u6709\u4e66\u7c4d\uff0c\u4ec5\u901a\u8fc7\u5206\u7c7b\u53f7\u5373\u53ef\u9501\u5b9a\u76ee\u6807\u533a\u57df\u3002 \u4e09\u3001\u6280\u672f\u878d\u5408\uff1a\u4e91\u539f\u751f\u65f6\u4ee3\u7684\u521b\u65b0\u5b9e\u8df5 1. \u8fb9\u7f18\u8ba1\u7b97\u4e0e\u4e2d\u5fc3\u5316\u5b58\u50a8\u7684\u534f\u540c \u5728IoT\u76d1\u63a7\u573a\u666f\u4e2d\uff0c\u8fb9\u7f18\u8282\u70b9\u5148\u6267\u884c\u521d\u6b65\u7684\u6570\u636e\u8fc7\u6ee4\u3001\u805a\u5408\uff0c\u4ec5\u5c06\u5173\u952e\u6458\u8981\uff08\u5982\u8bbe\u5907\u5f02\u5e38\u4e8b\u4ef6\uff09\u4e0a\u4f20\u81f3\u4e2d\u5fc3\u5b58\u50a8\u3002\u67d0\u667a\u80fd\u5de5\u5382\u90e8\u7f72\u8be5\u65b9\u6848\u540e\uff0c\u65e5\u5747\u6570\u636e\u4f20\u8f93\u91cf\u4ece4.2TB\u964d\u81f3360GB\uff0c\u4e14\u8fb9\u7f18\u8282\u70b9CPU\u5229\u7528\u7387\u59cb\u7ec8\u4f4e\u4e8e30%\u3002 2. \u673a\u5668\u5b66\u4e60\u9a71\u52a8\u7684\u667a\u80fd\u6e05\u7406 \u8bad\u7ec3LSTM\u6a21\u578b\u9884\u6d4b\u6570\u636e\u7684\u672a\u6765\u8bbf\u95ee\u6982\u7387\uff0c\u81ea\u52a8\u6267\u884c\u5206\u7ea7\u8fc7\u671f\u7b56\u7565\uff1a \u9ad8\u4ef7\u503c\u6570\u636e\uff08\u5982\u6545\u969c\u524d\u540e1\u5c0f\u65f6\u7684\u65e5\u5fd7\uff09\u6c38\u4e45\u4fdd\u7559\uff1b \u5e38\u89c4\u8fd0\u884c\u6570\u636e\u4fdd\u755930\u5929\u540e\u8f6c\u4e3a\u51b7\u5b58\u50a8\uff1b \u566a\u58f0\u6570\u636e\uff08\u5982\u5fc3\u8df3\u68c0\u6d4b\u65e5\u5fd7\uff097\u5929\u540e\u5220\u9664\u3002 \u67d0\u4e91\u670d\u52a1\u5546\u5e94\u7528\u8be5\u6a21\u578b\u540e\uff0c\u5b58\u50a8\u8d44\u6e90\u6d6a\u8d39\u51cf\u5c1134%\uff0c\u4e14\u672a\u53d1\u751f\u4efb\u4f55\u8bef\u5220\u5173\u952e\u6570\u636e\u7684\u4e8b\u6545\u3002 3. \u786c\u4ef6\u52a0\u901f\uff1a\u91ca\u653e\u5e95\u5c42\u82af\u7247\u7684\u6f5c\u529b [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":36789,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-36788","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\/36788","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=36788"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/36788\/revisions"}],"predecessor-version":[{"id":36790,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/36788\/revisions\/36790"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/36789"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=36788"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=36788"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=36788"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}