{"id":201478,"date":"2025-05-10T08:26:34","date_gmt":"2025-05-10T00:26:34","guid":{"rendered":"https:\/\/server.hk\/cnblog\/201478\/"},"modified":"2025-05-10T08:26:34","modified_gmt":"2025-05-10T00:26:34","slug":"redisjson%e6%9d%a5%e4%ba%86%ef%bc%81%e6%af%94mongodb%e5%92%8celasticsearch%e8%bf%98%e5%bf%ab%ef%bc%81","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/201478\/","title":{"rendered":"RedisJson\u6765\u4e86\uff01\u6bd4MongoDB\u548cElasticSearch\u8fd8\u5feb\uff01"},"content":{"rendered":"<p><b><\/b> <\/p>\n<h1>RedisJson\u6765\u4e86\uff01\u6bd4MongoDB\u548cElasticSearch\u8fd8\u5feb\uff01<\/h1>\n<p><span style=\"cursor: pointer\"><i><\/i>\u6536\u85cf<\/span> <\/p>\n<p>\u672c\u7bc7\u6587\u7ae0\u4e3b\u8981\u662f\u7ed3\u5408\u6211\u4e4b\u524d\u9762\u8bd5\u7684\u5404\u79cd\u7ecf\u5386\u548c\u5b9e\u6218\u5f00\u53d1\u4e2d\u9047\u5230\u7684\u95ee\u9898\u89e3\u51b3\u7ecf\u9a8c\u6574\u7406\u7684\uff0c\u5e0c\u671b\u8fd9\u7bc7\u300aRedisJson\u6765\u4e86\uff01\u6bd4MongoDB\u548cElasticSearch\u8fd8\u5feb\uff01\u300b\u5bf9\u4f60\u6709\u5f88\u5927\u5e2e\u52a9\uff01\u6b22\u8fce\u6536\u85cf\uff0c\u5206\u4eab\u7ed9\u66f4\u591a\u7684\u9700\u8981\u7684\u670b\u53cb\u5b66\u4e60~<\/p>\n<\/p>\n<p>\u56fe\u7247\u6765\u81ea \u5305\u56fe\u7f51<\/p>\n<p>\u4e0b\u9762\u662f\u6838\u5fc3\u7684\u62a5\u544a\u5185\u5bb9\uff0c\u5148\u4e0a\u7ed3\u8bba\uff1a<\/p>\n<ul>\n<li>\n<p>\u5bf9\u4e8e\u9694\u79bb\u5199\u5165(isolated writes)\uff0cRedisJSON \u6bd4 MongoDB \u5feb 5.4 \u500d\uff0c\u6bd4 ElasticSearch \u5feb 200 &nbsp;\u500d\u4ee5\u4e0a\u3002<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u4e8e\u9694\u79bb\u8bfb\u53d6(isolated reads)\uff0cRedisJSON \u6bd4 MongoDB \u5feb 12.7 \u500d\uff0c\u6bd4 ElasticSearch \u5feb 500 &nbsp;\u500d\u4ee5\u4e0a\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5728\u6df7\u5408\u5de5\u4f5c\u8d1f\u8f7d\u573a\u666f\u4e2d\uff0c\u5b9e\u65f6\u66f4\u65b0\u4e0d\u4f1a\u5f71\u54cd RedisJSON \u7684\u641c\u7d22\u548c\u8bfb\u53d6\u6027\u80fd\uff0c\u800c ElasticSearch \u4f1a\u53d7\u5230\u5f71\u54cd\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u5177\u4f53\u7684\u6570\u636e\uff1a<\/p>\n<ul>\n<li>\n<p>RedisJSON* \u652f\u6301\u7684\u64cd\u4f5c\u6570\/\u79d2\u6bd4 MongoDB \u9ad8\u7ea6 50 \u500d\uff0c\u6bd4 ElasticSearch \u9ad8 7 \u500d\/\u79d2\u3002<\/p>\n<\/li>\n<li>\n<p>RedisJSON* \u7684\u5ef6\u8fdf\u6bd4 MongoDB \u4f4e\u7ea6 90 \u500d\uff0c\u6bd4 ElasticSearch \u4f4e 23.7 \u500d\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0cRedisJSON \u7684\u8bfb\u53d6\u3001\u5199\u5165\u548c\u8d1f\u8f7d\u641c\u7d22\u5ef6\u8fdf\u5728\u66f4\u9ad8\u7684\u767e\u5206\u4f4d\u6570\u4e2d\u8fdc\u6bd4 ElasticSearch \u548c MongoDB \u7a33\u5b9a\u3002<\/p>\n<p>\u5f53\u589e\u52a0\u5199\u5165\u6bd4\u7387\u65f6\uff0cRedisJSON \u8fd8\u80fd\u5904\u7406\u8d8a\u6765\u8d8a\u9ad8\u7684\u6574\u4f53\u541e\u5410\u91cf\uff0c\u800c\u5f53\u5199\u5165\u6bd4\u7387\u589e\u52a0\u65f6\uff0cElasticSearch \u4f1a\u964d\u4f4e\u5b83\u53ef\u4ee5\u5904\u7406\u7684\u6574\u4f53\u541e\u5410\u91cf\u3002<\/p>\n<h2>\u67e5\u8be2\u5f15\u64ce<\/h2>\n<p>\u5982\u524d\u6240\u8ff0\uff0creresearch \u548c RedisJSON &nbsp;\u7684\u5f00\u53d1\u975e\u5e38\u5f3a\u8c03\u6027\u80fd\u3002\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u7248\u672c\uff0c\u6211\u4eec\u90fd\u60f3\u786e\u4fdd\u5f00\u53d1\u8005\u53ef\u4ee5\u4f53\u9a8c\u5230\u7a33\u5b9a\u548c\u4ea7\u54c1\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u6211\u4eec\u7ed9\u51fa\u4e86\u4e00\u4e9b\u5206\u6790\u5de5\u5177\u3001\u63a2\u6d4b\u5668\u6765\u8fdb\u884c\u6027\u80fd\u5206\u6790\u3002<\/p>\n<p>\u5e76\u4e14\uff0c\u6211\u4eec\u6bcf\u6b21\u53d1\u884c\u65b0\u7248\u672c\u65f6\u65f6\uff0c\u4e5f\u5728\u4e0d\u65ad\u7684\u63d0\u5347\u6027\u80fd\u3002\u7279\u522b\u662f\u5bf9\u4e8e reresearch \u6765\u8bf4\uff0c2.2 \u7248\u672c\u5728\u52a0\u8f7d\u548c\u67e5\u8be2\u6027\u80fd\u4e0a\u90fd\u6bd4 2.0 \u5feb\u4e86 1.7 &nbsp;\u500d\uff0c\u540c\u65f6\u8fd8\u6539\u8fdb\u4e86\u541e\u5410\u91cf\u548c\u6570\u636e\u52a0\u8f7d\u7684\u5ef6\u8fdf\u3002<\/p>\n<h3>\u2460\u52a0\u8f7d\u4f18\u5316<\/h3>\n<p>\u63a5\u4e0b\u6765\u7684\u4e24\u4e2a\u56fe\u663e\u793a\u4e86\u8fd0\u884c\u7ebd\u7ea6\u5e02\u51fa\u79df\u8f66\u57fa\u51c6\u6d4b\u8bd5\u7684\u8fd0\u884c\u7ed3\u679c\u3002<\/p>\n<\/p>\n<\/p>\n<p>\u4ece\u8fd9\u4e9b\u56fe\u8868\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u6bcf\u4e00\u4e2a reresearch \u7684\u65b0\u7248\u672c\u90fd\u6709\u4e00\u4e2a\u5b9e\u8d28\u6027\u7684\u6027\u80fd\u6539\u8fdb\u3002<\/p>\n<h3>\u2461\u5168\u6587\u641c\u7d22\u4f18\u5316<\/h3>\n<p>\u4e3a\u4e86\u8bc4\u4f30\u641c\u7d22\u6027\u80fd\uff0c\u6211\u4eec\u7d22\u5f15\u4e86 590 \u4e07\u7bc7\u7ef4\u57fa\u767e\u79d1\u6458\u8981\u3002\u7136\u540e\u6211\u4eec\u8fd0\u884c\u4e00\u4e2a\u5168\u6587\u641c\u7d22\u67e5\u8be2\u9762\u677f\uff0c\u5f97\u5230\u7684\u7ed3\u679c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<\/p>\n<\/p>\n<p>\u4ece\u4e0a\u9762\u7684\u56fe\u53ef\u4ee5\u770b\u51fa\uff0c\u901a\u8fc7\u4ece v2.0 \u8fc1\u79fb\u5230 v2.2\uff0c\u540c\u6837\u7684\u6570\u636e\uff0c\u5728\u5199\u3001\u8bfb\u3001\u641c\u7d22(\u5ef6\u8fdf\u56fe)\u65b9\u9762\u90fd\u6709\u4e86\u5927\u5e45\u5ea6\u7684\u6539\u8fdb\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u8fd0\u884c Search \u548c &nbsp;JSON \u7684\u53ef\u5b9e\u73b0\u541e\u5410\u91cf\u3002<\/p>\n<h2>\u548c\u5176\u4ed6\u6846\u67b6\u7684\u5bf9\u6bd4<\/h2>\n<p>\u4e3a\u4e86\u8bc4\u4f30 RedisJSON \u7684\u6027\u80fd\uff0c\u6211\u4eec\u51b3\u5b9a\u5c06\u5b83\u4e0e MongoDB \u548c ElasticSearch \u8fdb\u884c\u6bd4\u8f83\u3002<\/p>\n<p>\u4e3a\u4e86\u65b9\u4fbf\u5bf9\u6bd4\uff0c\u6211\u4eec\u4f1a\u4ece\u6587\u6863\u5b58\u50a8\u3001\u672c\u5730\u53ef\u7528\u3001\u4e91\u4e2d\u53ef\u7528\u3001\u4e13\u4e1a\u652f\u6301\u548c\u63d0\u4f9b\u53ef\u4f38\u7f29\u6027\u3001\u6027\u80fd\u7b49\u65b9\u9762\u8fdb\u884c\u5168\u65b9\u4f4d\u7684\u5bf9\u6bd4\u3002<\/p>\n<p>\u6211\u4eec\u4f7f\u7528\u4e86\u5b8c\u5584\u7684 YCSB \u6807\u51c6\u6765\u8fdb\u884c\u6d4b\u8bd5\u5bf9\u6bd4\uff0c\u5b83\u80fd\u591f\u57fa\u4e8e\u5e38\u89c1\u7684\u5de5\u4f5c\u8d1f\u8f7d\u6765\u8bc4\u4f30\u4e0d\u540c\u7684\u4ea7\u54c1\uff0c\u6d4b\u91cf\u5ef6\u8fdf\u3001\u541e\u5410\u91cf\u66f2\u7ebf\u76f4\u5230\u9971\u548c\u3002<\/p>\n<p>\u9664\u4e86 CRUD YCSB \u64cd\u4f5c\u4e4b\u5916\uff0c\u6211\u4eec\u8fd8\u6dfb\u52a0\u4e86\u4e00\u4e2a\u4e24\u4e2a\u5b57\u7684\u641c\u7d22\u64cd\u4f5c\uff0c\u4e13\u95e8\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u3001\u7cfb\u7edf\u67b6\u6784\u5e08\u548c DevOps &nbsp;\u4ece\u4e1a\u8005\u627e\u5230\u9002\u5408\u4ed6\u4eec\u7528\u4f8b\u7684\u6700\u4f73\u641c\u7d22\u5f15\u64ce\u3002<\/p>\n<h3>\u2460\u57fa\u51c6\u6d4b\u8bd5<\/h3>\n<p>\u6b64\u6b21\u6d4b\u8bd5\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u5982\u4e0b\u7684\u4e00\u4e9b\u8f6f\u4ef6\u73af\u5883\uff1a<\/p>\n<ul>\n<li>\n<p>MongoDB v5.0.3<\/p>\n<\/li>\n<li>\n<p>ElasticSearch 7.15<\/p>\n<\/li>\n<li>\n<p>RedisJSON(RediSearch 2.2+RedisJSON 2.0)<\/p>\n<\/li>\n<\/ul>\n<p>\u6b64\u6b21\u662f\u5728 Amazon Web Services \u5b9e\u4f8b\u4e0a\u8fd0\u884c\u57fa\u51c6\u6d4b\u8bd5\uff0c\u8fd9\u4e09\u79cd\u89e3\u51b3\u65b9\u6848\u90fd\u662f\u5206\u5e03\u5f0f\u6570\u636e\u5e93\uff0c\u5e76\u4e14\u6700\u5e38\u7528\u4e8e\u751f\u4ea7\u4e2d\u7684\u5206\u5e03\u5f0f\u65b9\u5f0f\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6240\u6709\u4ea7\u54c1\u90fd\u4f7f\u7528\u76f8\u540c\u7684\u901a\u7528 m5d.8xlarge VM \u548c\u672c\u5730 SSD\uff0c\u5e76\u4e14\u6bcf\u4e2a\u8bbe\u7f6e\u7531\u56db\u4e2a VM \u7ec4\u6210\uff1a1 \u4e2a\u5ba2\u6237\u7aef + 3 &nbsp;\u4e2a\u6570\u636e\u5e93\u670d\u52a1\u5668\u3002<\/p>\n<p>\u57fa\u51c6\u6d4b\u8bd5\u5ba2\u6237\u7aef\u548c\u6570\u636e\u5e93\u670d\u52a1\u5668\u90fd\u5728\u5904\u4e8e\u6700\u4f73\u7f51\u7edc\u6761\u4ef6\u4e0b\u7684\u5355\u72ec m5d.8xlarge &nbsp;\u5b9e\u4f8b\u4e0a\u8fd0\u884c\uff0c\u5c06\u5b9e\u4f8b\u7d27\u5bc6\u5730\u6253\u5305\u5728\u4e00\u4e2a\u53ef\u7528\u533a\u5185\uff0c\u5b9e\u73b0\u7a33\u6001\u5206\u6790\u6240\u9700\u7684\u4f4e\u5ef6\u8fdf\u548c\u7a33\u5b9a\u7684\u7f51\u7edc\u6027\u80fd\u3002<\/p>\n<p>\u6d4b\u8bd5\u662f\u5728\u4e09\u8282\u70b9\u96c6\u7fa4\u4e0a\u6267\u884c\u7684\uff0c\u90e8\u7f72\u7ec6\u8282\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\n<p>MongoDB &nbsp;5.0.3\uff1a\u4e09\u6210\u5458\u526f\u672c\u96c6(Primary-Secondary-Secondary)\u3002\u526f\u672c\u7528\u4e8e\u589e\u52a0\u8bfb\u53d6\u5bb9\u91cf\u5e76\u5141\u8bb8\u66f4\u4f4e\u7684\u5ef6\u8fdf\u8bfb\u53d6\u3002\u4e3a\u4e86\u652f\u6301\u5bf9\u5b57\u7b26\u4e32\u5185\u5bb9\u7684\u6587\u672c\u641c\u7d22\u67e5\u8be2\uff0c\u5728\u641c\u7d22\u5b57\u6bb5\u4e0a\u521b\u5efa\u4e86\u4e00\u4e2a\u6587\u672c\u7d22\u5f15\u3002<\/p>\n<\/li>\n<li>\n<p>ElasticSearch 7.15\uff1a15 \u4e2a\u5206\u7247\u8bbe\u7f6e\uff0c\u542f\u7528\u67e5\u8be2\u7f13\u5b58\uff0c\u5e76\u4e3a 2 \u4e2a\u57fa\u4e8e NVMe \u7684\u672c\u5730 SSD \u63d0\u4f9b RAID 0 &nbsp;\u9635\u5217\uff0c\u4ee5\u5b9e\u73b0\u66f4\u9ad8\u7ea7\u522b\u7684\u6587\u4ef6\u7cfb\u7edf\u76f8\u5173\u5f39\u6027\u64cd\u4f5c\u6027\u80fd\u3002\u8fd9 15 \u4e2a\u5206\u7247\u4e3a\u6211\u4eec\u4e3a Elastic \u6240\u505a\u7684\u6240\u6709\u5206\u7247\u53d8\u4f53\u63d0\u4f9b\u4e86\u53ef\u5b9e\u73b0\u7684\u6700\u4f73\u6027\u80fd\u7ed3\u679c\u3002<\/p>\n<\/li>\n<li>\n<p>RedisJSON*\uff1aRediSearch 2.2 and RedisJSON 2.0\uff1aOSS Redis Cluster v6.2.6\uff0c\u6709 27 &nbsp;\u4e2a\u5206\u7247\uff0c\u5747\u5300\u5206\u5e03\u5728\u4e09\u4e2a\u8282\u70b9\u4e0a\uff0c\u52a0\u8f7d\u4e86 RediSearch 2.2 \u548c RedisJSON 2.0 OSS \u6a21\u5757\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u9664\u4e86\u8fd9\u4e2a\u4e3b\u8981\u7684\u57fa\u51c6\/\u6027\u80fd\u5206\u6790\u573a\u666f\u4e4b\u5916\uff0c\u6211\u4eec\u8fd8\u5728\u7f51\u7edc\u3001\u5185\u5b58\u3001CPU \u548c I\/O \u4e0a\u8fd0\u884c\u57fa\u51c6\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4ee5\u4e86\u89e3\u5e95\u5c42\u7f51\u7edc\u548c\u865a\u62df\u673a\u7279\u6027\u3002<\/p>\n<p>\u5728\u6574\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u96c6\u671f\u95f4\uff0c\u7f51\u7edc\u6027\u80fd\u4fdd\u6301\u5728\u5e26\u5bbd\u548c PPS \u7684\u6d4b\u91cf\u9650\u5236\u4ee5\u4e0b\uff0c\u4ee5\u4ea7\u751f\u7a33\u5b9a\u7a33\u5b9a\u7684\u8d85\u4f4e\u5ef6\u8fdf\u7f51\u7edc\u4f20\u8f93(\u6bcf\u4e2a\u6570\u636e\u5305 p99 <\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u4ece\u63d0\u4f9b\u5355\u72ec\u7684\u64cd\u4f5c\u6027\u80fd\u201c100% \u5199\u5165\u201d\u548c\u201c100% \u8bfb\u53d6\u201d\u5f00\u59cb\uff0c\u5e76\u4ee5\u4e00\u7ec4\u6df7\u5408\u5de5\u4f5c\u8d1f\u8f7d\u7ed3\u675f\u4ee5\u6a21\u62df\u73b0\u5b9e\u5de5\u4f5c\u4e2d\u7684\u5e94\u7528\u7a0b\u5e8f\u573a\u666f\u3002<\/p>\n<h3>\u2461100% \u5199\u5165\u57fa\u51c6<\/h3>\n<p>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u8be5\u57fa\u51c6\u6d4b\u8bd5\u8868\u660e\uff0cRedisJSON* \u7684\u6444\u53d6\u901f\u5ea6\u6bd4 ElasticSearch \u5feb 8.8 \u500d\uff0c\u6bd4 MongoDB \u5feb 1.8 &nbsp;\u500d\uff0c\u540c\u65f6\u4fdd\u6301\u6bcf\u4e2a\u64cd\u4f5c\u7684\u4e9a\u6beb\u79d2\u7ea7\u5ef6\u8fdf\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c99% \u7684 Redis \u8bf7\u6c42\u5728\u4e0d\u5230 1.5 \u6beb\u79d2\u7684\u65f6\u95f4\u5185\u5b8c\u6210\u3002<\/p>\n<p>\u6b64\u5916\uff0cRedisJSON* \u662f\u6211\u4eec\u6d4b\u8bd5\u8fc7\u7684\u552f\u4e00\u4e00\u79cd\u5728\u6bcf\u6b21\u5199\u5165\u65f6\u81ea\u52a8\u66f4\u65b0\u5176\u7d22\u5f15\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u610f\u5473\u7740\u4efb\u4f55\u540e\u7eed\u7684\u641c\u7d22\u67e5\u8be2\u90fd\u4f1a\u627e\u5230\u66f4\u65b0\u7684\u6587\u6863\u3002<\/p>\n<p>ElasticSearch \u6ca1\u6709\u8fd9\u79cd\u7ec6\u7c92\u5ea6\u7684\u5bb9\u91cf;\u5b83\u5c06\u6444\u53d6\u7684\u6587\u6863\u653e\u5728\u4e00\u4e2a\u5185\u90e8\u961f\u5217\u4e2d\uff0c\u5e76\u4e14\u8be5\u961f\u5217\u7531\u670d\u52a1\u5668(\u4e0d\u53d7\u5ba2\u6237\u7aef\u63a7\u5236)\u6bcf N \u4e2a\u6587\u6863\u6216\u6bcf M &nbsp;\u79d2\u5237\u65b0\u4e00\u6b21\u3002\u4ed6\u4eec\u79f0\u8fd9\u79cd\u65b9\u6cd5\u4e3a\u8fd1\u5b9e\u65f6(NRT)\u3002<\/p>\n<p>Apache Lucene \u5e93(\u5b83\u5b9e\u73b0\u4e86 ElasticSearch \u7684\u5168\u6587\u529f\u80fd)\u65e8\u5728\u5feb\u901f\u641c\u7d22\uff0c\u4f46\u7d22\u5f15\u8fc7\u7a0b\u590d\u6742\u4e14\u7e41\u91cd\u3002<\/p>\n<p>\u5982\u8fd9\u4e9b WRITE \u57fa\u51c6\u6d4b\u8bd5\u56fe\u8868\u6240\u793a\uff0c\u7531\u4e8e\u8fd9\u79cd\u201c\u8bbe\u8ba1\u201d\u9650\u5236\uff0cElasticSearch \u4ed8\u51fa\u4e86\u5de8\u5927\u7684\u4ee3\u4ef7\u3002<\/p>\n<\/p>\n<\/p>\n<p>\u7ed3\u5408\u5ef6\u8fdf\u548c\u541e\u5410\u91cf\u6539\u8fdb\uff0cRedisJSON* \u6bd4 MongoDB \u5feb 5.4 \u500d\uff0c\u6bd4 ElasticSearch \u5feb 200 \u500d\u4ee5\u4e0a\uff0c\u7528\u4e8e\u9694\u79bb\u5199\u5165\u3002<\/p>\n<h3>\u2462100% \u8bfb\u53d6\u57fa\u51c6<\/h3>\n<p>\u4e0e\u5199\u7c7b\u4f3c\uff0c\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u5230 Redis \u5728\u8bfb\u53d6\u65b9\u9762\u8868\u73b0\u6700\u4f73\uff0c\u5141\u8bb8\u8bfb\u53d6\u6bd4 ElasticSearch \u591a 15.8 \u500d\uff0c\u6bd4 MongoDB \u591a 2.8 &nbsp;\u500d\uff0c\u540c\u65f6\u5728\u6574\u4e2a\u5ef6\u8fdf\u8303\u56f4\u5185\u4fdd\u6301\u4e9a\u6beb\u79d2\u7ea7\u5ef6\u8fdf\uff0c\u5982\u4e0b\u8868\u6240\u793a\u3002<\/p>\n<\/p>\n<\/p>\n<p>\u5728\u7ed3\u5408\u5ef6\u8fdf\u548c\u541e\u5410\u91cf\u6539\u8fdb\u65f6\uff0cRedisJSON* \u6bd4 MongoDB \u5feb 12.7 \u500d\uff0c\u6bd4 ElasticSearch \u5feb 500 &nbsp;\u500d\u4ee5\u4e0a\uff0c\u7528\u4e8e\u9694\u79bb\u8bfb\u53d6\u3002<\/p>\n<h3>\u2463\u6df7\u5408\u8bfb\/\u5199\/\u641c\u7d22\u57fa\u51c6<\/h3>\n<p>\u5b9e\u9645\u5e94\u7528\u7a0b\u5e8f\u5de5\u4f5c\u8d1f\u8f7d\u51e0\u4e4e\u603b\u662f\u8bfb\u53d6\u3001\u5199\u5165\u548c\u641c\u7d22\u67e5\u8be2\u7684\u6df7\u5408\u3002\u56e0\u6b64\uff0c\u5728\u63a5\u8fd1\u9971\u548c\u65f6\u4e86\u89e3\u7531\u6b64\u4ea7\u751f\u7684\u6df7\u5408\u5de5\u4f5c\u8d1f\u8f7d\u541e\u5410\u91cf\u66f2\u7ebf\u66f4\u4e3a\u91cd\u8981\u3002<\/p>\n<p>\u4f5c\u4e3a\u8d77\u70b9\uff0c\u6211\u4eec\u8003\u8651\u4e86 65% \u641c\u7d22\u548c 35% \u8bfb\u53d6\u7684\u573a\u666f\uff0c\u8fd9\u4ee3\u8868\u4e86\u4e00\u4e2a\u5e38\u89c1\u7684\u73b0\u5b9e\u4e16\u754c\u573a\u666f\uff0c\u5728\u8be5\u573a\u666f\u4e2d\uff0c\u6211\u4eec\u6267\u884c\u7684\u641c\u7d22\/\u67e5\u8be2\u6bd4\u76f4\u63a5\u8bfb\u53d6\u66f4\u591a\u3002<\/p>\n<p>65% \u641c\u7d22\u300135% \u8bfb\u53d6\u548c 0% \u66f4\u65b0\u7684\u521d\u59cb\u7ec4\u5408\u4e5f\u5bfc\u81f4 ElasticSearch \u548c RedisJSON* \u7684\u541e\u5410\u91cf\u76f8\u7b49\u3002<\/p>\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0cYCSB \u5de5\u4f5c\u8d1f\u8f7d\u5141\u8bb8\u60a8\u6307\u5b9a\u641c\u7d22\/\u8bfb\u53d6\/\u66f4\u65b0\u4e4b\u95f4\u7684\u6bd4\u7387\u4ee5\u6ee1\u8db3\u60a8\u7684\u8981\u6c42\u3002<\/p>\n<p>\u201c\u641c\u7d22\u6027\u80fd\u201d\u53ef\u4ee5\u6307\u4e0d\u540c\u7c7b\u578b\u7684\u641c\u7d22\uff0c\u4f8b\u5982\u201c\u5339\u914d\u67e5\u8be2\u641c\u7d22\u201d\u3001\u201c\u5206\u9762\u641c\u7d22\u201d\u3001\u201c\u6a21\u7cca\u641c\u7d22\u201d\u7b49\u7b49\u3002<\/p>\n<p>\u6211\u4eec\u6240\u505a\u7684\u6700\u521d\u5411 YCSB \u589e\u52a0\u7684\u641c\u7d22\u5de5\u4f5c\u8d1f\u8f7d\u4ec5\u4e13\u6ce8\u4e8e\u201c\u5339\u914d\u67e5\u8be2\u641c\u7d22\u201d\uff0c\u6a21\u4eff\u5206\u9875\u7684\u4e24\u8bcd\u67e5\u8be2\u5339\u914d\uff0c\u6309\u6570\u5b57\u5b57\u6bb5\u6392\u5e8f\u3002<\/p>\n<p>\u201c\u5339\u914d\u67e5\u8be2\u641c\u7d22\u201d\u662f\u4efb\u4f55\u542f\u7528\u641c\u7d22\u529f\u80fd\u7684\u4f9b\u5e94\u5546\u8fdb\u884c\u641c\u7d22\u5206\u6790\u7684\u8d77\u70b9\uff0c\u56e0\u6b64\uff0c\u6bcf\u4e2a\u652f\u6301 YCSB &nbsp;\u7684\u6570\u636e\u5e93\/\u9a71\u52a8\u7a0b\u5e8f\u90fd\u5e94\u8be5\u80fd\u591f\u5728\u5176\u57fa\u51c6\u9a71\u52a8\u7a0b\u5e8f\u4e0a\u8f7b\u677e\u542f\u7528\u6b64\u529f\u80fd\u3002<\/p>\n<p>\u5728\u6bcf\u4e2a\u6d4b\u8bd5\u53d8\u4f53\u4e2d\uff0c\u6211\u4eec\u6dfb\u52a0\u4e86 10% \u7684\u5199\u5165\uff0c\u4ee5\u6309\u76f8\u540c\u7684\u6bd4\u4f8b\u6df7\u5408\u548c\u51cf\u5c11\u641c\u7d22\u548c\u8bfb\u53d6\u767e\u5206\u6bd4\u3002<\/p>\n<p>\u8fd9\u4e9b\u6d4b\u8bd5\u53d8\u4f53\u7684\u76ee\u6807\u662f\u4e86\u89e3\u6bcf\u4e2a\u4ea7\u54c1\u5982\u4f55\u5904\u7406\u6570\u636e\u7684\u5b9e\u65f6\u66f4\u65b0\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u662f\u4e8b\u5b9e\u4e0a\u7684\u67b6\u6784\u76ee\u6807\uff0c\u5373\u5199\u5165\u7acb\u5373\u63d0\u4ea4\u5230\u7d22\u5f15\uff0c\u8bfb\u53d6\u59cb\u7ec8\u662f\u6700\u65b0\u7684\u3002<\/p>\n<\/p>\n<p>\u6b63\u5982\u60a8\u5728\u56fe\u8868\u4e2d\u6240\u770b\u5230\u7684\uff0c\u5728 RedisJSON* \u4e0a\u4e0d\u65ad\u66f4\u65b0\u6570\u636e\u548c\u589e\u52a0\u5199\u5165\u6bd4\u4f8b\u4e0d\u4f1a\u5f71\u54cd\u8bfb\u53d6\u6216\u641c\u7d22\u6027\u80fd\u5e76\u63d0\u9ad8\u6574\u4f53\u541e\u5410\u91cf\u3002<\/p>\n<p>\u5bf9\u6570\u636e\u4ea7\u751f\u7684\u66f4\u65b0\u8d8a\u591a\uff0c\u5bf9 ElasticSearch \u6027\u80fd\u7684\u5f71\u54cd\u5c31\u8d8a\u5927\uff0c\u6700\u7ec8\u5bfc\u81f4\u8bfb\u53d6\u548c\u641c\u7d22\u901f\u5ea6\u53d8\u6162\u3002<\/p>\n<p>ElasticSearch \u53ef\u5b9e\u73b0\u7684 ops\/sec \u4ece 0% \u66f4\u65b0\u5230 50% \u7684\u6f14\u53d8\uff0c\u6211\u4eec\u6ce8\u610f\u5230\u5b83\u5728 0% \u66f4\u65b0\u57fa\u51c6\u4e0a\u4ee5 10k Ops\/sec &nbsp;\u5f00\u59cb\uff0c\u5e76\u53d7\u5230\u4e25\u91cd\u5f71\u54cd\uff0c\u51cf\u5c11\u4e86 5 \u500d\u7684 ops\/sec\uff0c\u572850% \u66f4\u65b0\u7387\u57fa\u51c6\u3002<\/p>\n<p>\u4e0e\u6211\u4eec\u5728\u4e0a\u8ff0\u5355\u4e2a\u64cd\u4f5c\u57fa\u51c6\u4e2d\u89c2\u5bdf\u5230\u7684\u7c7b\u4f3c\uff0cMongoDB \u641c\u7d22\u6027\u80fd\u6bd4 RedisJSON* \u548c ElasticSearch \u6162\u4e24\u4e2a\u6570\u91cf\u7ea7\uff0cMongoDB &nbsp;\u7684\u6700\u5927\u603b\u541e\u5410\u91cf\u4e3a 424 ops\/sec\uff0c\u800c RedisJSON* \u4e3a 16K \u6700\u5927 ops\/sec\u3002<\/p>\n<p>\u6700\u540e\uff0c\u5bf9\u4e8e\u6df7\u5408\u5de5\u4f5c\u8d1f\u8f7d\uff0cRedisJSON* \u652f\u6301\u7684\u64cd\u4f5c\u6570\/\u79d2\u6bd4 MongoDB \u9ad8 50.8 \u500d\uff0c\u6bd4 ElasticSearch \u9ad8 7 \u500d\u3002<\/p>\n<p>\u5982\u679c\u6211\u4eec\u5c06\u5206\u6790\u96c6\u4e2d\u5728\u6df7\u5408\u5de5\u4f5c\u8d1f\u8f7d\u671f\u95f4\u7684\u6bcf\u79cd\u64cd\u4f5c\u7c7b\u578b\u7684\u5ef6\u8fdf\u4e0a\uff0c\u4e0e MongoDB \u76f8\u6bd4\uff0cRedisJSON* \u53ef\u5c06\u5ef6\u8fdf\u964d\u4f4e\u591a\u8fbe 91 \u500d\uff0c\u4e0e &nbsp;ElasticSearch \u76f8\u6bd4\uff0c\u5ef6\u8fdf\u964d\u4f4e 23.7 \u500d\u3002<\/p>\n<h3>\u2464\u5b8c\u6574\u5ef6\u8fdf\u5206\u6790<\/h3>\n<p>\u4e0e\u6d4b\u91cf\u6bcf\u4e2a\u89e3\u51b3\u65b9\u6848\u9971\u548c\u4e4b\u524d\u4ea7\u751f\u7684\u541e\u5410\u91cf\u66f2\u7ebf\u7c7b\u4f3c\uff0c\u5728\u6240\u6709\u89e3\u51b3\u65b9\u6848\u901a\u7528\u7684\u53ef\u6301\u7eed\u8d1f\u8f7d\u4e0b\u8fdb\u884c\u5b8c\u6574\u7684\u5ef6\u8fdf\u5206\u6790\u4e5f\u5f88\u91cd\u8981\u3002<\/p>\n<p>\u8fd9\u5c06\u4f7f\u60a8\u80fd\u591f\u4e86\u89e3\u5bf9\u4e8e\u6240\u6709\u5df2\u53d1\u5e03\u64cd\u4f5c\u5728\u5ef6\u8fdf\u65b9\u9762\u6700\u7a33\u5b9a\u7684\u89e3\u51b3\u65b9\u6848\u662f\u4ec0\u4e48\uff0c\u4ee5\u53ca\u54ea\u79cd\u89e3\u51b3\u65b9\u6848\u4e0d\u6613\u53d7\u5230\u5e94\u7528\u7a0b\u5e8f\u903b\u8f91\u5f15\u53d1\u7684\u5ef6\u8fdf\u5cf0\u503c\u7684\u5f71\u54cd(\u4f8b\u5982\uff0c\u5f39\u6027\u67e5\u8be2\u7f13\u5b58\u672a\u547d\u4e2d)\u3002<\/p>\n<p>\u5982\u679c\u60a8\u60f3\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u6211\u4eec\u4e3a\u4ec0\u4e48\u8981\u8fd9\u6837\u505a\uff0cGil Tene \u63d0\u4f9b\u4e86\u5ef6\u8fdf\u6d4b\u91cf\u6ce8\u610f\u4e8b\u9879\u7684\u6df1\u5165\u6982\u8ff0\u3002<\/p>\n<p>\u67e5\u770b\u4e0a\u4e00\u8282\u7684\u541e\u5410\u91cf\u56fe\u8868\uff0c\u5e76\u5173\u6ce8 10% \u66f4\u65b0\u57fa\u51c6\u4ee5\u5305\u542b\u6240\u6709\u4e09\u4e2a\u64cd\u4f5c\uff0c\u6211\u4eec\u505a\u4e86\u4e24\u79cd\u4e0d\u540c\u7684\u53ef\u6301\u7eed\u8d1f\u8f7d\u53d8\u5316\uff1a<\/p>\n<ul>\n<li>\n<p>250 ops\/sec\uff1a\u6bd4\u8f83 MongoDB\u3001ElasticSearch \u548c RedisJSON*\uff0c\u4f4e\u4e8e MongoDB \u7684\u538b\u529b\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>6000 ops\/sec\uff1a\u6bd4\u8f83 ElasticSearch \u548c RedisJSON*\uff0c\u4f4e\u4e8e ElasticSearch \u538b\u529b\u7387\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u2465MongoDB \u4e0e ElasticSearch \u4e0e RedisJSON* \u7684\u5ef6\u8fdf\u5206\u6790<\/h3>\n<p>\u5728\u4e0b\u9762\u7684\u7b2c\u4e00\u5f20\u56fe\u7247\u4e2d\uff0c\u5c55\u793a\u4e86\u4ece p0 \u5230 p9999 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