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alt=\"\"\/><\/figure>\n\n\n\n<p>\u901a\u8fc7\u5bf9\u65e5\u5fd7\u7684\u5e94\u7528\u573a\u666f\u5206\u6790\uff0c\u6211\u4eec\u53d1\u73b0\u4e07\u4ebf\u7ea7\u522b\u7684\u65e5\u5fd7\uff0c\u771f\u6b63\u80fd\u88ab\u67e5\u8be2\u7684\u65e5\u5fd7\u6570\u91cf\u662f\u975e\u5e38\u975e\u5e38\u5c11\u7684\uff0c\u8fd9\u610f\u5473\u7740ES\u5bf9\u6240\u6709\u65e5\u5fd7\u7684\u5206\u8bcd\u7d22\u5f15\uff0c\u5927\u591a\u6570\u662f\u65e0\u6548\u7684\uff0c\u65e5\u5fd7\u8d8a\u591a\uff0c\u8fd9\u4e2a\u5206\u8bcd\u6d88\u8017\u7684\u8d44\u6e90\u8d8a\u6d6a\u8d39\u3002\u76f8\u5bf9\u6bd4clickhouse\u7684MergeTree\u5f15\u64ce\u4e13\u4e00\u7684\u591a\uff0c\u4e3b\u8981\u8d44\u6e90\u6d88\u8017\u662f\u65e5\u5fd7\u6392\u5e8f\u538b\u7f29\u548c\u5b58\u50a8\u3002<\/p>\n\n\n\n<p>\u53e6\u5916Clickhouse\u7684MPP\u67b6\u6784\u4f7f\u5f97\u96c6\u7fa4\u975e\u5e38\u7a33\u5b9a\uff0c\u51e0\u4e4e\u4e0d\u8981\u592a\u591a\u8fd0\u7ef4\u5de5\u4f5c\u3002\u4e0b\u9762\u4ee5\u4e00\u5e45\u56fe\u7efc\u5408\u5bf9\u6bd4ES\u548cClickhouse\u7684\u4f18\u7f3a\u70b9\uff0c\u8bf4\u660e\u4e3a\u4ec0\u4e48\u6211\u4eec\u9009\u62e9\u5c06clickhouse\u4f5c\u4e3a\u4e0b\u4e00\u4ee3\u65e5\u5fd7\u5b58\u50a8\u6570\u636e\u5e93\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6.itc.cn\/q_70\/images03\/20220530\/12611c0540894ebc9444cbe56d4730e5.png\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>3\u3001\u6280\u672f\u8be6\u89e3<\/strong><\/p>\n\n\n\n<p>EFK\u67b6\u6784\u53d1\u5c55\u8fd9\u4e48\u591a\u5e74\u4f53\u7cfb\u8981\u6210\u719f\u5f97\u591a\uff0cES\u9ed8\u8ba4\u53c2\u6570\u548c\u5012\u6392\u7d22\u5f15\u4f7f\u5f97\u4f60\u4e0d\u9700\u8981\u5bf9ES\u6709\u592a\u591a\u4e86\u89e3\u5373\u53ef\u8f7b\u677e\u4f7f\u7528\uff0c\u5f00\u6e90kibana\u53c8\u63d0\u4f9b\u4e30\u5bcc\u7684\u67e5\u8be2\u754c\u9762\u548c\u56fe\u5f62\u9762\u677f\uff0c\u5bf9\u4e8e\u65e5\u5fd7\u91cf\u4e0d\u5927\u7684\u573a\u666f\u6765\u8bb2\uff0cEFK\u67b6\u6784\u4ecd\u7136\u662f\u9996\u9009\u3002Clickhouse\u662f\u8fd1\u51e0\u5e74OLAP\u9886\u57df\u6bd4\u8f83\u70ed\u95e8\u7684\u6570\u636e\u5e93\uff0c\u5176\u6210\u719f\u5ea6\u548c\u751f\u6001\u4ecd\u5728\u5feb\u901f\u53d1\u5c55\u4e2d\uff0c\u7528\u6765\u5b58\u50a8\u65e5\u5fd7\u7684\u5f00\u6e90\u65b9\u6848\u4e0d\u662f\u5f88\u591a\uff0c\u8981\u7528\u597d\u5b83\u4e0d\u4f46\u9700\u8981\u5bf9Clickhouse\u6709\u6df1\u5165\u7684\u4e86\u89e3\uff0c\u8fd8\u9700\u8981\u505a\u5f88\u591a\u5f00\u53d1\u5de5\u4f5c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p2.itc.cn\/q_70\/images03\/20220530\/33a282f2e5504bbdb6978a186abc2701.png\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>3.1 \u65e5\u5fd7\u6444\u5165 &#8211; vfilebeat<\/strong><\/p>\n\n\n\n<p>\u8d77\u521ddragonfly\u4f7f\u7528logstash\u6765\u505a\u65e5\u5fd7\u91c7\u96c6\uff0c\u4f46logstash\u7684\u914d\u7f6e\u8f83\u590d\u6742\u5e76\u4e14\u65e0\u6cd5\u652f\u6301\u914d\u7f6e\u6587\u4ef6\u4e0b\u53d1\uff0c\u4e0d\u4fbf\u4e8e\u5bb9\u5668\u73af\u5883\u4e0b\u7684\u65e5\u5fd7\u91c7\u96c6\uff0c\u5f53\u65f6\u53e6\u4e00\u4e2a\u4f7f\u7528GO\u8bed\u8a00\u5f00\u53d1\u7684\u91c7\u96c6\u5de5\u5177vfilebeat\u5728\u6027\u80fd\u548c\u6269\u5c55\u6027\u65b9\u9762\u8f83\u597d\uff0c\u6211\u4eec\u5728\u6b64\u57fa\u7840\u4e0a\u505a\u4e86\u5b9a\u5236\u5f00\u53d1\u81ea\u5df1\u7684\u65e5\u5fd7\u91c7\u96c6\u7ec4\u4ef6vfilebeat\u3002<\/p>\n\n\n\n<p>vfilebeat\u8fd0\u884c\u5728\u5bbf\u4e3b\u673a\u4e0a\uff0c\u542f\u52a8\u65f6\u53ef\u4ee5\u901a\u8fc7\u53c2\u6570\u6307\u5b9a\u91c7\u96c6\u7684\u5bbf\u4e3b\u673a\u65e5\u5fd7\u6240\u5c5e\u7684\u57df\uff0c\u5982\u679c\u6ca1\u6709\u6307\u5b9a\uff0c\u5219\u8bfb\u53d6\u5b89\u88c5\u65f6CMDB\u914d\u7f6e\u6587\u4ef6\u7684\u57df\u540d\u548c\u4e3b\u673a\u540d\uff0c\u5bbf\u4e3b\u673a\u91c7\u96c6\u7684\u6bcf\u6761\u65e5\u5fd7\u5747\u5e26\u4e0a\u57df\u540d\u548c\u4e3b\u673a\u540d\u4f5c\u4e3a\u6807\u7b7e\u3002<\/p>\n\n\n\n<p>\u5bb9\u5668\u73af\u5883\u4e0bvfilebeat\u8fd8\u4f1a\u76d1\u542c\u5bb9\u5668\u7684\u521b\u5efa\u548c\u9500\u6bc1\uff0c\u5f53\u5bb9\u5668\u521b\u5efa\u65f6\uff0c\u8bfb\u53d6\u5bb9\u5668\u7684POD\u4fe1\u606f\u83b7\u53d6\u5230\u57df\u540d\u548c\u4e3b\u673a\u540d\uff0c\u7136\u540e\u4eceETCD\u62c9\u53d6\u5230\u57df\u7684\u65e5\u5fd7\u91c7\u96c6\u8def\u5f84\u7b49\u914d\u7f6e\u53c2\u6570\uff0c\u6309\u7167\u57df\u540d\u548cPOD\u540d\u79f0\u751f\u6210\u5bb9\u5668\u6240\u5c5e\u76ee\u5f55\u7684\u65e5\u5fd7\u6587\u4ef6\u91c7\u96c6\u8def\u5f84\uff0c\u5e76\u5728\u672c\u5730\u751f\u6210\u65b0\u7684\u914d\u7f6e\u6587\u4ef6\uff0cvfilebeat\u91cd\u65b0\u52a0\u8f7d\u914d\u7f6e\u6587\u4ef6\uff0c\u5373\u53ef\u6eda\u52a8\u91c7\u96c6\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\u6211\u4eec\u73af\u5883\u7edd\u5927\u90e8\u5206\u5e94\u7528\u5747\u4f7f\u7528vfilebeat\u91c7\u96c6\uff0c\u5c11\u90e8\u5206\u573a\u666f\u4fdd\u7559\u4f7f\u7528logstash\u91c7\u96c6\u3002vfilebeat\u5c06\u91c7\u96c6\u5230\u7684\u65e5\u5fd7\u9644\u5e26\u4e0a\u5e94\u7528\u548c\u7cfb\u7edf\u73af\u5883\u7b49\u6807\u7b7e\uff0c\u5e8f\u5217\u5316\u914d\u7f6e\u7684\u6570\u636e\u683c\u5f0f\uff0c\u4e0a\u62a5\u5230kafka\u96c6\u7fa4\uff0c\u5e94\u7528\u65e5\u5fd7\u662fJSON\uff0cAccesslog\u4e3a\u6587\u672c\u884c\u3002<\/p>\n\n\n\n<p><strong>3.2 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class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p4.itc.cn\/q_70\/images03\/20220530\/cea8f00ad52044d5847f9c9be30ddc16.png\" alt=\"\"\/><\/figure>\n\n\n\n<ul><li>\u57df\u81ea\u5b9a\u4e49\u5b58\u50a8\u5143\u6570\u636e\u4fe1\u606f<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p1.itc.cn\/q_70\/images03\/20220530\/43385a45bbc0478abd315e2d2c600032.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u7ecf\u8fc7\u8f6c\u6362\u540e\u7684\u6570\u636e\uff0c\u643a\u5e26\u4e86\u5b58\u50a8\u5230CK\u8868\u6240\u9700\u8981\u7684\u6240\u6709\u4fe1\u606f\uff0c\u5c06\u4e34\u65f6\u5b58\u50a8\u5728\u672c\u5730\u7684\u4e00\u4e2a\u961f\u5217\u5185\uff0c\u672c\u5730\u961f\u5217\u53ef\u80fd\u6df7\u5408\u5b58\u50a8\u4e86\u591a\u4e2a\u57df\u591a\u5f20\u8868\u7684\u65e5\u5fd7\uff0c\u8fbe\u5230\u6307\u5b9a\u7684\u957f\u5ea6\u6216\u65f6\u95f4\u540e\uff0c\u518d\u88ab\u63d0\u4ea4\u5230\u4e00\u4e2a\u8fdb\u7a0b\u7ea7\u7684\u5168\u5c40\u961f\u5217\u5185\u3002<\/p>\n\n\n\n<p>\u56e0\u4e3awriter\u8fdb\u7a0b\u662f\u591a\u7ebf\u7a0b\u6d88\u8d39\u591a\u4e2akafka\u5206\u533a\uff0c\u5168\u5c40\u961f\u5217\u5c06\u540c\u4e00\u4e2a\u8868\u591a\u4e2a\u7ebf\u7a0b\u7684\u6570\u636e\u5408\u5e76\u5230\u4e00\u8d77\uff0c\u4f7f\u5f97\u5355\u6b21\u63d0\u4ea4\u7684\u6279\u6b21\u66f4\u5927\uff0c\u5168\u5c40\u7ebf\u7a0b\u77ed\u6682\u7f13\u51b2\uff0c\u5f53\u6ee1\u8db3\u5199\u5165\u6761\u6570\uff0c\u5927\u5c0f\u6216\u8d85\u65f6\u540e\uff0c\u6570\u636e\u5c06\u88ab\u4f5c\u4e3a\u4e00\u6b21\u5199\u5165\uff0c\u63d0\u4ea4\u5230submit worker\u7ebf\u7a0b\u3002submit worker\u8d1f\u8d23\u6570\u636e\u7684\u5199\u5165\uff0c\u9ad8\u53ef\u7528\uff0c\u8d1f\u8f7d\u5747\u8861\uff0c\u5bb9\u9519\u548c\u91cd\u8bd5\u7b49\u903b\u8f91\u3002<\/p>\n\n\n\n<p>submit\u6536\u5230\u63d0\u4ea4\u7684\u6279\u91cf\u6570\u636e\u540e\uff0c\u968f\u673a\u5bfb\u627e\u4e00\u4e2a\u53ef\u7528\u7684clickhosue\u5206\u7247\uff0c\u63d0\u4ea4\u5199\u5165\u5230\u5206\u7247\u8282\u70b9\u3002clickhouse\u96c6\u7fa4\u914d\u7f6e\u662f\u53cc\u526f\u672c\uff0c\u5f53\u4e00\u4e2a\u526f\u672c\u8282\u70b9\u5931\u8d25\u65f6\uff0c\u5c06\u5c1d\u8bd5\u5207\u6362\u5199\u5165\u5230\u53e6\u4e00\u4e2a\u8282\u70b9\u4e0a\uff0c\u5982\u679c\u4e24\u4e2a\u90fd\u5931\u8d25\uff0c\u5219\u6682\u65f6\u5254\u9664\u5206\u7247\uff0c\u91cd\u65b0\u5bfb\u627e\u4e00\u4e2a\u5065\u5eb7\u7684\u5206\u7247\u5199\u5165\u3002<\/p>\n\n\n\n<p>\u5199\u5165\u6570\u636e\u5230Clickhouse\u6211\u4eec\u4f7f\u7528\u7684\u662fclickhouse-jdbc\uff0c\u8d77\u521d\u5199\u5165\u65f6\u6d88\u8017\u5185\u5b58\u548cCPU\u90fd\u8f83\u5927\uff0c\u5bf9jdbc\u6e90\u7801\u8fdb\u884c\u5206\u6790\u540e\uff0c\u6211\u4eec\u53d1\u73b0jdbc\u5199\u5165\u6570\u636e\u65f6\uff0c\u5148\u628a\u6240\u6709\u6570\u636e\u8f6c\u6362\u6210\u4e00\u4e2aList\u5bf9\u8c61\uff0c\u8fd9\u4e2alist\u5bf9\u8c61\u76f8\u5f53\u4e8e\u63d0\u4ea4\u6570\u636e\u7684byte[]\u526f\u672c\u683c\u5f0f\uff0c\u4e3a\u4e86\u964d\u4f4e\u8fd9\u4e2a\u5360\u7528\uff0c\u5728\u6570\u636e\u8f6c\u6362\u6b65\u9aa4\u6211\u4eec\u8fdb\u884c\u4f18\u5316\uff0c\u6bcf\u6761\u65e5\u5fd7\u6570\u636e\u76f4\u63a5\u8f6c\u6362\u4e3ajdbc\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u7684List\u6570\u636e\uff0c\u8fd9\u6837jdbc\u5728\u6784\u9020\u751f\u6210SQL\u7684\u65f6\u5019\uff0c\u62ff\u5230\u7684\u6570\u636e\u5176\u5b9e\u662fList\u7684\u4e00\u4e2a\u5f15\u7528\uff0c\u8fd9\u4e2a\u4f18\u5316\u964d\u4f4e\u4e86\u7ea6\u4e09\u5206\u4e4b\u4e00\u5185\u5b58\u6d88\u8017\u3002<\/p>\n\n\n\n<p>clickhouse\u7684\u5f31\u96c6\u7fa4\u6982\u5ff5\u4fdd\u8bc1\u4e86\u5355\u8282\u70b9\u5b95\u673a\u65f6\uff0c\u6574\u4e2a\u96c6\u7fa4\u51e0\u4e4e\u4e0d\u53d7\u5f71\u54cd\uff0csubmit\u9ad8\u53ef\u7528\u4fdd\u8bc1\u4e86\u5f53\u8282\u70b9\u5f02\u5e38\u65f6\uff0c\u6570\u636e\u4ecd\u7136\u53ef\u4ee5\u6b63\u5e38\u5199\u5165\u5230\u5065\u5eb7\u8282\u70b9\uff0c\u4ece\u800c\u4f7f\u5f97\u6574\u4e2a\u65e5\u5fd7\u5199\u5165\u975e\u5e38\u7a33\u5b9a\uff0c\u51e0\u4e4e\u6ca1\u6709\u56e0\u4e3a\u8282\u70b9\u5b95\u673a\u5bfc\u81f4\u7684\u5ef6\u8fdf\u60c5\u51b5\u3002<\/p>\n\n\n\n<p>\u5173\u4e8e\u65e5\u5fd7\u6444\u5165Clickhouse\u7684\u65b9\u5f0f\uff0c\u77f3\u58a8\u5f00\u6e90\u4e86\u53e6\u4e00\u79cd\u6444\u5165\u65b9\u5f0f\uff0c\u521b\u5efaKafkaEngine\u8868\u76f4\u63a5\u6d88\u8d39clickhouse\uff0c\u518d\u5c06\u6570\u636e\u5bfc\u5165\u5230\u7269\u5316\u89c6\u56fe\u5185\uff0c\u901a\u8fc7\u7269\u5316\u89c6\u56fe\u6700\u7ec8\u5bfc\u5165\u5230\u672c\u5730\u8868\u3002\u8fd9\u79cd\u65b9\u5f0f\u597d\u5904\u662f\u8282\u7701\u4e86\u4e00\u4e2awriter\u7684\u7ec4\u4ef6\uff0c\u4e0a\u62a5\u5230kafka\u7684\u6570\u636e\u76f4\u63a5\u5c31\u53ef\u4ee5\u5b58\u50a8\u5230clickhouse\uff0c\u4f46\u7f3a\u70b9\u975e\u5e38\u591a\uff1a<\/p>\n\n\n\n<ul><li>\u6bcf\u4e2atopic\u90fd\u9700\u8981\u521b\u5efa\u72ec\u7acb\u7684KafkaEngine\uff0c\u5982\u679c\u9700\u8981\u5207\u6362\u8868\uff0c\u589e\u52a0topic\uff0c\u90fd\u8981\u53d8\u66f4DDL\uff0c\u5e76\u4e14\u65e0\u6cd5\u652f\u6301\u4e00\u4e2atopic\u4e0d\u540c\u57df\u5b58\u50a8\u5230\u4e0d\u540c\u8868<\/li><li>\u53e6\u5916\u89e3\u6790kafka\u6570\u636e\u548c\u7269\u5316\u89c6\u56fe\u90fd\u8981\u6d88\u8017\u8282\u70b9CPU\u8d44\u6e90\uff0c\u800cclickhouse\u5408\u5e76\u548c\u67e5\u8be2\u90fd\u662f\u975e\u5e38\u4f9d\u8d56cpu\u8d44\u6e90\u7684\u64cd\u4f5c\uff0c\u8fd9\u4f1a\u52a0\u91cdclickhouse\u7684\u8d1f\u8f7d\uff0c\u4ece\u800c\u9650\u5236\u4e86clickhosue\u6574\u4f53\u541e\u5410\uff0c\u5f71\u54cd\u4e86\u67e5\u8be2\u6027\u80fd\uff0c\u9700\u8981\u6269\u5bb9\u66f4\u591a\u7684\u8282\u70b9\u6765\u7f13\u89e3\u6b64\u95ee\u9898\uff0cclickhouse\u7684\u5355\u53f0\u670d\u52a1\u5668\u9700\u8981\u66f4\u591a\u6838\u6570\uff0cSSD\u548c\u5927\u78c1\u76d8\u5b58\u50a8\uff0c\u56e0\u6b64\u6269\u5bb9\u6210\u672c\u5f88\u9ad8\u3002<\/li><\/ul>\n\n\n\n<p>\u9009\u62e9\u4e86\u5c06\u89e3\u6790\u5199\u5165\u7ec4\u4ef6\u72ec\u7acb\u51fa\u6765\uff0c\u53ef\u89e3\u51b3\u4e0a\u9762\u63d0\u5230\u7684\u5f88\u591a\u95ee\u9898\uff0c\u4e5f\u4e3a\u540e\u671f\u5f88\u591a\u6269\u5c55\u529f\u80fd\u63d0\u4f9b\u4e86\u5f88\u5927\u7075\u6d3b\u6027\uff0c\u597d\u5904\u5f88\u591a\uff0c\u4e0d\u518d\u4e00\u4e00\u5217\u4e3e\u3002<\/p>\n\n\n\n<p><strong>3.3 \u5b58\u50a8 &#8211; Clickhouse<\/strong><\/p>\n\n\n\n<p><strong>\u9ad8\u541e\u5410\u5199\u5165<\/strong><\/p>\n\n\n\n<p>\u63d0\u4ea4\u5230Clickhouse\u7684\u6570\u636e\u4ee5\u4e8c\u7ef4\u8868\u7684\u5f62\u5f0f\u5b58\u50a8\uff0c\u4e8c\u7ef4\u8868\u6211\u4eec\u4f7f\u7528\u7684\u662fClickhouse\u6700\u5e38\u7528\u7684MergeTree\u5f15\u64ce\uff0c\u5173\u4e8eMergeTree\u66f4\u8be6\u7ec6\u7684\u63cf\u8ff0\u53ef\u4ee5\u53c2\u8003\u7f51\u4e0a\u8fd9\u7bc7\u6587\u7ae0\u300aMergeTree\u7684\u5b58\u50a8\u7ed3\u6784\u300b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6.itc.cn\/q_70\/images03\/20220530\/93a78791670a4be78845d517cfb54d78.png\" alt=\"\"\/><\/figure>\n\n\n\n<ul><li>\u6570\u636e\u5728\u78c1\u76d8\u7684\u903b\u8f91\u5b58\u50a8\u793a\u610f\u56fe<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p1.itc.cn\/q_70\/images03\/20220530\/767b2e8ab27241bea3f3da4bb9fcd050.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>MergeTree\u91c7\u7528\u7c7b\u4f3cLSM-Tree\u6570\u636e\u7ed3\u6784\u5b58\u50a8\uff0c\u6bcf\u6b21\u63d0\u4ea4\u7684\u6279\u91cf\u6570\u636e\uff0c\u6309\u7167\u8868\u7684\u5206\u533a\u952e\uff0c\u5206\u522b\u4fdd\u5b58\u5230\u4e0d\u540c\u7684part\u76ee\u5f55\u5185\uff0c\u4e00\u4e2apart\u5185\u7684\u884c\u6570\u636e\u6309\u7167\u6392\u5e8f\u952e\u8fdb\u884c\u6392\u5e8f\u540e\uff0c\u518d\u6309\u5217\u538b\u7f29\u5b58\u50a8\u5230\u4e0d\u540c\u7684\u6587\u4ef6\u5185\uff0cClickhouse\u540e\u53f0\u4efb\u52a1\u4f1a\u6301\u7eed\u5bf9\u8fd9\u4e9b\u6bcf\u4e2a\u5c0f\u578b\u7684part\u8fdb\u884c\u5408\u5e76\uff0c\u751f\u6210\u66f4\u5927\u7684part\u3002<\/p>\n\n\n\n<p>MergeTree\u867d\u7136\u6ca1\u6709ES\u7684\u5012\u6392\u7d22\u5f15\uff0c\u4f46\u6709\u66f4\u8f7b\u91cf\u7ea7\u7684\u5206\u533a\u952e\uff0c\u4e3b\u952e\u7d22\u5f15\u548c\u8df3\u6570\u7d22\u5f15\u3002<\/p>\n\n\n\n<ul><li>\u5206 \u533a\u952e\u53ef\u4ee5\u786e\u4fdd\u67e5\u627e \u7684\u65f6 \u5019 \u5feb\u901f\u8fc7\u6ee4\u6389\u5f88\u591apart \uff0c \u4f8b \u5982\u6309\u7167\u65f6\u95f4 \u641c\u7d22\u65f6\uff0c\u53ea \u547d\u4e2d\u65f6\u95f4 \u8303\u56f4\u7684part\u3002<\/li><li>\u4e3b\u952e\u7d22\u5f15\u548c\u5173\u7cfb\u578b\u6570\u636e\u5e93\u7684\u4e3b\u952e\u4e0d\u540c\uff0c\u662f\u7528\u6765\u5bf9\u6392\u5e8f\u6570\u636e\u5757 \u8fdb\u884c\u5feb\u901f\u67e5\u627e 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&#8211; \u5c11<\/p>\n\n\n\n<p>\u2461CPU\u6838\u6570 &#8211; \u591a<\/p>\n\n\n\n<p>\u2462\u78c1\u76d8IO &#8211; \u9ad8<\/p>\n\n\n\n<p><strong><\/strong>\u8981\u63d0\u9ad8\u5199\u5165\u541e\u5410\uff0c\u5c31\u9700\u8981\u4ece\u8fd9\u4e09\u4e2a\u56e0\u7d20\u5165\u624b\uff0c\u964d\u4f4epart\u6570\u91cf\uff0c\u63d0\u9ad8CPU\u6838\u6570\uff0c\u63d0\u9ad8\u78c1\u76d8IO<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p1.itc.cn\/q_70\/images03\/20220530\/5304987f2b764496b3c2d47cc56bb1de.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5c06\u56fe\u4e2d\u7684\u65b9\u6cd5\u6309\u7167\u5b9e\u73b0\u624b\u6bb5\u8fdb\u884c\u5206\u7c7b<\/p>\n\n\n\n<p>\u786c\u4ef6\uff1aCPU\u6838\u6570\u8d8a\u591a\u8d8a\u597d\uff0c\u6211\u4eec\u751f\u4ea7\u73af\u588340+\uff0c\u78c1\u76d8SSD\u662f\u6807\u914d\uff0c\u7531\u4e8eSSD\u4ef7\u683c\u8d35\u5bb9\u91cf\u5c0f\uff0c\u91c7\u7528SSD+HDD\u51b7\u70ed\u5206\u79bb\u6a21\u5f0f<\/p>\n\n\n\n<p>\u8868\u7ed3\u6784\uff1a\u957f\u65e5\u5fd7\u91cf\u53c8\u5927\u7684\u57df\u4f7f\u7528bloomfilter\u7d22\u5f15\u52a0\u901f\u67e5\u8be2\uff0c\u5176\u4ed6\u57df\u5219\u4f7f\u7528\u666e\u901a\u8df3\u6570\u7d22\u5f15\u5373\u53ef\uff0c\u6211\u4eec\u6d4b\u8bd5\u89c2\u5bdf\u80fd\u8282\u7ea6\u8fd1\u4e00\u534a\u7684CPU\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u5199\u5165\uff1aWriter\u63d0\u4ea4\u7684\u6570\u636e\uff0c\u6309\u7167\u5206\u533a\u952e\u8fdb\u884c\u5206\u6279\u63d0\u4ea4\uff0c\u6216\u8005\u90e8\u5206\u5206\u533a\u5b57\u6bb5\u90fd\u53ef\uff0c\u4e5f\u5373\u5355\u6b21\u63d0\u4ea4\u7684\u5206\u533a\u952e\u57fa\u6570\u5c3d\u53ef\u80fd\u5c0f\uff0c\u6700\u7406\u60f3\u4e3a1\uff0c\u6b64\u65b9\u6cd5\u53ef\u5927\u5927\u964d\u4f4e\u5c0fpart\u6570\u91cf\u3002\u5206\u533a\u952e\u7684\u9009\u62e9\u4e0a\uff0c\u53ef\u6839\u636e\u5e94\u7528\u65e5\u5fd7\u7684\u6570\u91cf\u9009\u62e9\u72ec\u7acb\u5206\u533a\u952e\uff0c\u5b58\u50a8\u5927\u65e5\u5fd7\u91cf\u57df\uff0c\u5927\u65e5\u5fd7\u91cf\u5e94\u7528\u901a\u5e38\u4f1a\u8fbe\u5230\u6761\u6570\u9608\u503c\u63d0\u4ea4\uff0c\u53ef\u4f7f\u5f97\u5408\u5e76\u7684part\u90fd\u662f\u8f83\u5927part\uff0c\u6548\u7387\u9ad8\uff1b\u6216\u8005\u6df7\u5408\u5206\u533a\u952e\uff0c\u5c06\u5c0f\u5e94\u7528\u6df7\u5408\u5728\u4e00\u4e2a\u5206\u533a\u63d0\u4ea4\u3002<\/p>\n\n\n\n<p><strong>\u9ad8\u901f\u67e5\u8be2<\/strong><\/p>\n\n\n\n<p>\u5f88\u591a\u6b21\uff0c\u6211\u548c\u522b\u4eba\u89e3\u91ca\u4e3a\u4ec0\u4e48\u65e5\u5fd7\u7cfb\u7edf\u6ca1\u6709(\u5168\u6587\u7d22\u5f15)\u4ecd\u7136\u8fd9\u4e48\u5feb\u7684\u539f\u56e0\u65f6\uff0c\u6211\u90fd\u76f4\u63a5\u4e22\u51fa\u8fd9\u5f20\u56fe\uff0c\u56fe\u6e90\u81ea\u5546\u7528\u4ea7\u54c1Humio\u516c\u53f8\u7684\u7f51\u7ad9\uff0c\u4e5f\u662f\u6211\u4eec\u8001\u677f\u591a\u6b21\u63a8\u8350\u6211\u4eec\u5b66\u4e60\u53c2\u8003\u7684\u4e00\u4e2a\u4ea7\u54c1\uff0c2021\u5e74\u521d\u5df2\u88abCrowdStrike\u4ee54\u4ebf\u7f8e\u5143\u6536\u8d2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p4.itc.cn\/q_70\/images03\/20220530\/e58167c62f1e4b3fbf9693bcd0e358c2.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>1PB\u7684\u6570\u636e\u5b58\u50a8\uff0c\u6ca1\u6709\u4e86\u5168\u6587\u7d22\u5f15\u7684\u60c5\u51b5\uff0c\u76f4\u63a5\u66b4\u529b\u68c0\u7d22\u4e00\u4e2a\u5173\u952e\u5b57\uff0c\u80af\u5b9a\u662f\u8d85\u65f6\u7684\uff0c\u5982\u679c\u5148\u7ecf\u8fc7\u65f6\u95f4\uff0c\u6807\u7b7e\u4ee5\u53cabloomfilter\u8fdb\u884c\u8fc7\u6ee4\u7b5b\u9009\u540e\uff0c\u518d\u6267\u884c\u66b4\u529b\u641c\u7d22\uff0c\u5219\u9700\u8981\u68c0\u7d22\u7684\u6570\u636e\u91cf\u4f1a\u5c0f\u7684\u591a\u3002MergeTree\u5f15\u64ce\u662f\u5217\u5f0f\u5b58\u50a8\uff0c\u538b\u7f29\u7387\u5f88\u9ad8\uff0c\u9ad8\u538b\u7f29\u7387\u6709\u5f88\u591a\u4f18\u52bf\uff0c\u4ece\u78c1\u76d8\u8bfb\u53d6\u7684\u6570\u636e\u91cf\u5c11\uff0c\u9875\u9762\u7f13\u5b58\u9700\u8981\u7684\u5185\u5b58\u5c11\uff0c\u66f4\u591a\u7684\u6587\u4ef6\u53ef\u4ee5\u7f13\u5b58\u5728\u9ad8\u901f\u5185\u5b58\u4e2d\uff0cClickhouse\u6709\u548cHumio\u4e00\u6837\u7684\u5411\u91cf\u5316\u6267\u884c\u548cSIMD\uff0c\u5728\u67e5\u8be2\u65f6\uff0c\u8fd9\u4e9b\u5185\u5b58\u4e2d\u7684\u538b\u7f29\u6570\u636e\u5757\u4f1a\u88abCPU\u6279\u91cf\u7684\u6267\u884cSIMD\u6307\u4ee4\uff0c\u7531\u4e8e\u5757\u8db3\u591f\u5c0f\uff0c\u901a\u5e38\u4e3a\u538b\u7f29\u524d1M\uff0c\u8fd9\u6837\u51fd\u6570\u5411\u91cf\u6267\u884c\u548cSIMD\u8ba1\u7b97\u7684\u6570\u636e\u8db3\u591f\u5168\u90e8\u653e\u5728cpu\u7f13\u5b58\u5185\uff0c\u4e0d\u4ec5\u51cf\u5c11\u4e86\u51fd\u6570\u8c03\u7528\u6b21\u6570\uff0c\u5e76\u4e14cpu cache\u7684miss\u7387\u5927\u5927\u964d\u4f4e\u3002\u67e5\u8be2\u901f\u5ea6\u76f8\u6bd4\u6ca1\u6709\u5411\u91cf\u6267\u884c\u548cSIMD\u6709\u6570\u500d\u63d0\u5347\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p8.itc.cn\/q_70\/images03\/20220530\/71ad670e9cd14e92a63f7b5828060cb0.png\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>3.4 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class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p6.itc.cn\/q_70\/images03\/20220530\/1974d8046a3f4668b258967fcde7037a.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>[type]_names\u548c[type]_values\u5206\u522b\u5b58\u50a8\u5bf9\u5e94\u6570\u636e\u7c7b\u578b\u5b57\u6bb5\u7684\u540d\u79f0\u548c\u503c<\/p>\n\n\n\n<p><strong>\u63d2\u5165<\/strong><\/p>\n\n\n\n<p>\u591a\u5c42\u5d4c\u5957\u7684json\u5b57\u6bb5\u5c06\u88ab\u6253\u5e73\u5b58\u50a8\uff0c\u4f8b\u5982{&#8220;json&#8221;: {&#8220;name&#8221;: &#8220;tom&#8221;}}\u5c06\u8f6c\u6362\u4e3a json_name=&#8221;tom&#8221;\u5b57\u6bb5<\/p>\n\n\n\n<p>\u4e0d\u518d\u652f\u6301\u6570\u7ec4\u7684\u5b58\u50a8\uff0c\u6570\u7ec4\u5b57\u6bb5\u503c\u5c06\u88ab\u8f6c\u6362\u4e3a\u5b57\u7b26\u4e32\u5b58\u50a8\uff0c\u4f8b\u5982\uff1a{&#8220;json&#8221;: [{&#8220;name&#8221;: &#8220;tom&#8221;, &#8220;age&#8221;: 18}]}\uff0c\u8f6c\u6362\u4e3ajson=&#8221;[{\\&#8221;name\\&#8221;: \\&#8221;tom\\&#8221;, \\&#8221;age\\&#8221;: 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