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decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726141818-6a66172a1e0bf.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u81ea\u5df1\u843d\u5730\u4e00\u4e2a\u70b9\u8d5e\u529f\u80fd&#xff0c;\u5b8c\u6574\u65b9\u6848<\/h3>\n<p>\u770b\u5b8c\u4e09\u5bb6&#xff0c;\u56de\u5230\u73b0\u5b9e&#xff1a;\u5982\u679c\u4eca\u5929\u8981\u4f60\u81ea\u5df1\u505a\u4e00\u4e2a\u80fd\u625b\u5927\u6d41\u91cf\u7684\u70b9\u8d5e\u529f\u80fd&#xff0c;\u600e\u4e48\u505a&#xff1f;<\/p>\n<p>\u6211\u4e0d\u5efa\u8bae\u4e00\u4e0a\u6765\u5c31\u4e0a\u56fe\u5b58\u50a8&#xff0c;\u90a3\u662f\u51e0\u4ebf\u65e5\u6d3b\u624d\u9700\u8981\u7684\u5f62\u6001\u3002\u4e0b\u9762\u8fd9\u5957\u662f\u6211\u6574\u7406\u7684\u65b9\u6848&#xff0c;Redis\u52a0MySQL&#xff0c;\u65e5\u6d3b\u4e0d\u662f\u5f88\u6050\u6016\u7684&#xff0c;\u4e5f\u591f\u7528\u4e86\u3002<\/p>\n<h4>\u6574\u4f53\u67b6\u6784<\/h4>\n<p>\u8bf7\u6c42\u8fdb\u6765&#xff0c;\u8fc7\u7f51\u5173\u5230\u70b9\u8d5e\u670d\u52a1\u3002\u70b9\u8d5e\u670d\u52a1\u524d\u9762\u6321\u4e24\u5c42\u7f13\u5b58&#xff1a;\u8fdb\u7a0b\u5185\u7684\u672c\u5730\u7f13\u5b58&#xff0c;\u518d\u52a0Redis\u3002\u5199\u8bf7\u6c42\u5728Redis\u91cc\u5b8c\u6210\u6838\u5fc3\u52a8\u4f5c\u540e\u76f4\u63a5\u8fd4\u56de&#xff0c;\u843dMySQL\u7684\u4e8b\u4ea4\u7ed9\u6d88\u606f\u961f\u5217\u5f02\u6b65\u505a\u3002\u8bfb\u8bf7\u6c42\u6309\u672c\u5730\u7f13\u5b58\u3001Redis\u3001MySQL\u7684\u987a\u5e8f\u67e5&#xff0c;\u547d\u4e2d\u5c31\u8fd4\u56de\u3002<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726141818-6a66172aefda3.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h4>\u5199\u8def\u5f84&#xff1a;Lua\u811a\u672c\u52a0\u5f02\u6b65\u843d\u5e93<\/h4>\n<p>\u5199\u8def\u5f84\u6709\u4e24\u4e2a\u5173\u952e\u51b3\u5b9a\u3002<\/p>\n<p>\u7b2c\u4e00\u4e2a&#xff0c;\u5224\u65ad\u3001\u5199\u8bb0\u5f55\u3001\u8ba1\u6570\u8fd9\u4e09\u6b65\u5fc5\u987b\u539f\u5b50\u3002\u4e0d\u539f\u5b50\u4f1a\u51fa\u4ec0\u4e48\u4e8b&#xff1f;\u7528\u6237\u5feb\u70b9\u70b9\u4e24\u4e0b&#xff0c;\u4e24\u4e2a\u8bf7\u6c42\u90fd\u67e5\u5230\u300c\u6ca1\u8d5e\u8fc7\u300d&#xff0c;\u90fd\u6267\u884c\u5199\u5165&#xff0c;\u8ba1\u6570\u52a0\u4e86\u4e24\u6b21\u3002Redis\u7684\u89e3\u6cd5\u662fLua\u811a\u672c&#xff0c;\u6574\u4e2a\u811a\u672c\u5728Redis\u91cc\u539f\u5b50\u6267\u884c&#xff0c;\u522b\u7684\u547d\u4ee4\u63d2\u4e0d\u8fdb\u6765\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a&#xff0c;\u5199\u5b8cRedis\u5c31\u8fd4\u56de&#xff0c;\u4e0d\u7b49\u6570\u636e\u5e93\u3002\u70b9\u8d5e\u662f\u5178\u578b\u7684\u5f31\u4e00\u81f4\u573a\u666f&#xff0c;\u7528\u6237\u53ea\u5173\u5fc3\u6309\u94ae\u4eae\u4e86\u6ca1\u6709&#xff0c;\u8ba1\u6570\u665a\u51e0\u767e\u6beb\u79d2\u6839\u672c\u6ca1\u4eba\u5bdf\u89c9\u3002\u628a\u6700\u91cd\u7684\u843d\u5e93\u632a\u5230\u5f02\u6b65&#xff0c;\u5199\u5ef6\u8fdf\u624d\u80fd\u538b\u5230\u6beb\u79d2\u7ea7\u3002<\/p>\n<p>\u6838\u5fc3\u5165\u53e3\u5728LikeService&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">like<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Long<\/span> userId<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Long<\/span> contentId<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Integer<\/span> contentType<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token comment\">\/\/ Lua\u811a\u672c\u539f\u5b50\u5b8c\u6210&#xff1a;\u5224\u65ad\u662f\u5426\u5df2\u8d5e\u3001\u5199\u5165\u70b9\u8d5e\u8bb0\u5f55\u3001\u8ba1\u6570\u52a0\u4e00<\/span><br \/>\n    <span class=\"token class-name\">Long<\/span> result <span class=\"token operator\">&#061;<\/span> redisTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">execute<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">LIKE_SCRIPT<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">Lists<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">newArrayList<\/span><span class=\"token punctuation\">(<\/span><span class=\"token function\">recordKey<\/span><span class=\"token punctuation\">(<\/span>contentId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token function\">countKey<\/span><span class=\"token punctuation\">(<\/span>contentId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">valueOf<\/span><span class=\"token punctuation\">(<\/span>userId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u8fd4\u56de0\u8868\u793a\u4e4b\u524d\u5df2\u8d5e\u8fc7&#xff0c;\u5e42\u7b49\u5904\u7406&#xff0c;\u76f4\u63a5\u8fd4\u56de<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>result <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">0L<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u7f13\u5b58\u5199\u6210\u529f\u5373\u89c6\u4e3a\u70b9\u8d5e\u6210\u529f&#xff0c;\u843d\u5e93\u4ea4\u7ed9\u6d88\u606f\u961f\u5217\u5f02\u6b65\u5b8c\u6210<\/span><br \/>\n    likeMqProducer<span class=\"token punctuation\">.<\/span><span class=\"token function\">send<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">new<\/span> <span class=\"token class-name\">LikeEvent<\/span><span class=\"token punctuation\">(<\/span>userId<span class=\"token punctuation\">,<\/span> contentId<span class=\"token punctuation\">,<\/span> contentType<span class=\"token punctuation\">,<\/span> <span class=\"token constant\">LIKE<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u90a3\u6bb5Lua\u811a\u672c\u662f\u5168\u6587\u6700\u5173\u952e\u7684\u51e0\u884c&#xff1a;<\/p>\n<p><span class=\"token comment\">&#8212; \u5df2\u8d5e\u8fc7\u76f4\u63a5\u8fd4\u56de0&#xff0c;\u63a5\u53e3\u5e42\u7b49\u7684\u7b2c\u4e00\u9053\u9632\u7ebf<\/span><br \/>\n<span class=\"token keyword\">if<\/span> redis<span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;SISMEMBER&#039;<\/span><span class=\"token punctuation\">,<\/span> KEYS<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> ARGV<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">1<\/span> <span class=\"token keyword\">then<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token number\">0<\/span><br \/>\n<span class=\"token keyword\">end<\/span><br \/>\nredis<span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;SADD&#039;<\/span><span class=\"token punctuation\">,<\/span> KEYS<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> ARGV<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\nredis<span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#039;INCR&#039;<\/span><span class=\"token punctuation\">,<\/span> KEYS<span class=\"token punctuation\">[<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">return<\/span> <span class=\"token number\">1<\/span><\/p>\n<p>\u53d6\u6d88\u70b9\u8d5e\u662f\u540c\u4e00\u5957\u903b\u8f91\u7684\u955c\u50cf&#xff1a;\u5148\u5224\u65ad\u5728\u4e0d\u5728\u8bb0\u5f55\u91cc&#xff0c;\u5728\u5c31\u5220\u8bb0\u5f55\u3001\u8ba1\u6570\u51cf\u4e00&#xff0c;\u4e0d\u5728\u5c31\u5e42\u7b49\u8fd4\u56de\u3002\u811a\u672c\u7ed3\u6784\u4e00\u6837&#xff0c;\u628aSISMEMBER\u7684\u5224\u65ad\u53cd\u8fc7\u6765&#xff0c;SADD\u6362SREM&#xff0c;INCR\u6362DECR&#xff0c;\u4e0d\u5355\u72ec\u8d34\u4e86\u3002<\/p>\n<h4>\u843d\u5e93&#xff1a;\u6279\u6b21\u5904\u7406&#xff0c;\u4e0d\u9010\u6761\u5199<\/h4>\n<p>\u6d88\u8d39\u7aef\u62ff\u5230\u70b9\u8d5e\u4e8b\u4ef6&#xff0c;\u6700\u5bb9\u6613\u60f3\u5230\u7684\u5199\u6cd5\u662f\u6765\u4e00\u6761\u5199\u4e00\u6761\u3002\u70ed\u95e8\u5185\u5bb9\u8fd9\u4e48\u5199\u4f1a\u628a\u6570\u636e\u5e93\u6253\u7a7f&#xff1a;\u4e00\u6761\u89c6\u9891\u4e00\u79d2\u4e00\u4e07\u4e2a\u8d5e&#xff0c;\u5c31\u662f\u4e00\u79d2\u4e00\u4e07\u6b21\u5bf9\u540c\u4e00\u884c\u8ba1\u6570\u7684\u66f4\u65b0&#xff0c;\u884c\u9501\u6392\u961f\u6392\u5230\u8d85\u65f6\u3002<\/p>\n<p>\u505a\u6cd5\u662f\u7528\u6279\u6b21\u3002\u540c\u4e00\u4e2a\u5185\u5bb9\u7684\u70b9\u8d5e\u4e8b\u4ef6\u5728\u6d88\u8d39\u7aef\u805a\u5408\u51e0\u79d2&#xff0c;\u5408\u5e76\u6210\u4e00\u6b21\u300c\u8ba1\u6570\u52a0N\u300d\u7684\u66f4\u65b0&#xff0c;\u70b9\u8d5e\u8bb0\u5f55\u7528\u6279\u91cf\u63d2\u5165&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">onMessage<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">LikeEvent<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> events<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u540c\u4e00\u5185\u5bb9\u7684\u591a\u6b21\u70b9\u8d5e\u5148\u5408\u5e76&#xff0c;\u6bcf\u6761\u5185\u5bb9\u53ea\u843d\u4e00\u6b21\u8ba1\u6570\u66f4\u65b0<\/span><br \/>\n    <span class=\"token class-name\">Map<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">Long<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">LongAdder<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> counter <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">HashMap<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    events<span class=\"token punctuation\">.<\/span><span class=\"token function\">forEach<\/span><span class=\"token punctuation\">(<\/span>e <span class=\"token operator\">-&gt;<\/span> counter<br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">computeIfAbsent<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">.<\/span><span class=\"token function\">getContentId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> k <span class=\"token operator\">-&gt;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">LongAdder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">increment<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u70b9\u8d5e\u8bb0\u5f55\u6279\u91cf\u63d2\u5165&#xff0c;\u91cd\u590d\u6d88\u606f\u7531\u6570\u636e\u5e93\u552f\u4e00\u7d22\u5f15\u515c\u5e95<\/span><br \/>\n    likeRecordMapper<span class=\"token punctuation\">.<\/span><span class=\"token function\">insertBatch<\/span><span class=\"token punctuation\">(<\/span>events<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u4e00\u4e07\u6b21\u70b9\u8d5e\u5408\u5e76\u6210\u4e00\u6b21\u66f4\u65b0&#xff0c;\u70ed\u70b9\u884c\u7684\u9501\u7ade\u4e89\u964d\u51e0\u4e2a\u91cf\u7ea7<\/span><br \/>\n    counter<span class=\"token punctuation\">.<\/span><span class=\"token function\">forEach<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>contentId<span class=\"token punctuation\">,<\/span> adder<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-&gt;<\/span><br \/>\n            contentMapper<span class=\"token punctuation\">.<\/span><span class=\"token function\">incrLikeCount<\/span><span class=\"token punctuation\">(<\/span>contentId<span class=\"token punctuation\">,<\/span> adder<span class=\"token punctuation\">.<\/span><span class=\"token function\">intValue<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u6d88\u606f\u961f\u5217\u53ef\u80fd\u91cd\u590d\u6295\u9012&#xff0c;\u6d88\u8d39\u4e5f\u53ef\u80fd\u91cd\u8bd5&#xff0c;\u5e42\u7b49\u4e0d\u80fd\u53ea\u9760Redis\u90a3\u4e00\u6b21\u5224\u65ad\u3002\u6570\u636e\u5e93\u5c42\u515c\u5e95\u9760like_record\u8868\u7684\u552f\u4e00\u7d22\u5f15&#xff1a;(content_id, content_type, user_id)\u8054\u5408\u552f\u4e00&#xff0c;\u91cd\u590d\u63d2\u5165\u76f4\u63a5\u5931\u8d25&#xff0c;\u5931\u8d25\u5373\u4ee3\u8868\u5904\u7406\u8fc7\u3002\u8868\u6309content_id\u5206\u5e93\u5206\u8868&#xff0c;\u8ba9\u540c\u4e00\u6761\u5185\u5bb9\u7684\u5199\u843d\u5728\u56fa\u5b9a\u7684\u7247\u4e0a&#xff0c;\u6512\u6279\u5408\u5e76\u7684\u6548\u679c\u624d\u4e0d\u4f1a\u88ab\u5206\u6563\u6389\u3002<\/p>\n<p>\u6309\u5185\u5bb9\u5206\u7247\u53ea\u89e3\u51b3\u4e86\u5185\u5bb9\u7ef4\u5ea6\u7684\u67e5\u8be2&#xff0c;\u7528\u6237\u7684\u70b9\u8d5e\u5217\u8868\u662f\u53e6\u4e00\u4e2a\u7ef4\u5ea6&#xff0c;\u6309\u7528\u6237\u67e5\u5c31\u5f97\u5e7f\u64ad\u5230\u6240\u6709\u7247\u3002\u5b9e\u9645\u505a\u6cd5\u662f\u5199\u4e24\u4efd&#xff0c;\u4e00\u4efd\u6309\u5185\u5bb9\u5206\u3001\u4e00\u4efd\u6309\u7528\u6237\u5206&#xff0c;\u62ff\u7a7a\u95f4\u6362\u67e5\u8be2\u3002\u8fd9\u4e5f\u5c31\u662f\u56fe\u5b58\u50a8\u91cc\u6b63\u5411\u8fb9\u3001\u53cd\u5411\u8fb9\u5404\u5b58\u4e00\u4efd\u7684\u601d\u8def&#xff0c;ByteGraph\u548cREDtao\u7684\u516c\u5f00\u8d44\u6599\u91cc\u90fd\u660e\u786e\u63d0\u4e86\u53cd\u5411\u8fb9&#xff0c;\u5feb\u624b\u90a3\u7bc7\u8bf4\u7684\u662f\u51fa\u8fb9\u5165\u8fb9\u5206\u522b\u5b58\u50a8&#xff0c;\u8bf4\u6cd5\u4e0d\u540c&#xff0c;\u505a\u6cd5\u4e00\u6837\u3002<\/p>\n<h4>\u8bfb\u8def\u5f84&#xff1a;\u4e09\u7ea7\u7f13\u5b58<\/h4>\n<p>\u8bfb\u7684\u5e76\u53d1\u6bd4\u5199\u9ad8\u4e24\u4e2a\u91cf\u7ea7&#xff0c;\u625b\u8bfb\u9760\u4e09\u5c42&#xff1a;\u8fdb\u7a0b\u5185\u672c\u5730\u7f13\u5b58\u3001Redis\u3001MySQL&#xff0c;\u6309\u987a\u5e8f\u67e5&#xff0c;\u547d\u4e2d\u5c31\u8fd4\u56de\u3002<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">long<\/span> <span class=\"token function\">getLikeCount<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Long<\/span> contentId<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u5148\u67e5\u672c\u5730\u7f13\u5b58&#xff0c;\u53ea\u653e\u5224\u5b9a\u8fc7\u7684\u70ed\u70b9\u5185\u5bb9&#xff0c;\u8fc7\u671f\u65f6\u95f4\u51e0\u79d2<\/span><br \/>\n    <span class=\"token class-name\">Long<\/span> count <span class=\"token operator\">&#061;<\/span> hotLocalCache<span class=\"token punctuation\">.<\/span><span class=\"token function\">getIfPresent<\/span><span class=\"token punctuation\">(<\/span>contentId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>count <span class=\"token operator\">!&#061;<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> count<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u518d\u67e5Redis&#xff0c;\u6ca1\u547d\u4e2d\u624d\u56de\u6e90\u6570\u636e\u5e93\u5e76\u56de\u586b\u7f13\u5b58<\/span><br \/>\n    <span class=\"token class-name\">String<\/span> value <span class=\"token operator\">&#061;<\/span> redisTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">opsForValue<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token function\">countKey<\/span><span class=\"token punctuation\">(<\/span>contentId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> value <span class=\"token operator\">!&#061;<\/span> <span class=\"token keyword\">null<\/span> <span class=\"token operator\">?<\/span> <span class=\"token class-name\">Long<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">parseLong<\/span><span class=\"token punctuation\">(<\/span>value<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">:<\/span> <span class=\"token function\">loadFromDb<\/span><span class=\"token punctuation\">(<\/span>contentId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u672c\u5730\u7f13\u5b58\u4e0d\u662f\u5168\u91cf\u653e&#xff0c;\u53ea\u653e\u5224\u5b9a\u8fc7\u7684\u70ed\u70b9Key&#xff0c;\u8fc7\u671f\u65f6\u95f4\u7ed9\u51e0\u79d2\u3002\u8fd9\u4e2a\u573a\u666f\u5b81\u53ef\u51e0\u79d2\u949f\u5185\u6570\u5b57\u4e0d\u592a\u51c6&#xff0c;\u4e5f\u4e0d\u80fd\u8ba9Redis\u88ab\u5355\u4e2a\u70ed\u70b9Key\u6253\u7a7f\u3002\u70b9\u8d5e\u6570\u5dee\u51e0\u4e2a&#xff0c;\u7528\u6237\u611f\u77e5\u4e0d\u5230&#xff1b;\u7f13\u5b58\u88ab\u6253\u7a7f\u56de\u6e90\u5230\u6570\u636e\u5e93&#xff0c;\u5c31\u662f\u4e8b\u6545\u3002\u5feb\u624b\u7684KRPC\u6846\u67b6\u91cc\u4e5f\u80fd\u770b\u5230\u540c\u6837\u7684\u601d\u8def&#xff0c;\u5168\u5c40\u7f13\u5b58\u4e4b\u4e0a\u518d\u53e0\u4e00\u5c42\u7ebf\u7a0b\u672c\u5730\u7f13\u5b58&#xff0c;\u4e13\u95e8\u5bf9\u4ed8\u70ed\u70b9\u8bfb\u3002<\/p>\n<p>\u300c\u662f\u5426\u8d5e\u8fc7\u300d\u8d70\u540c\u4e00\u6761\u94fe\u8def&#xff0c;\u67e5\u7684\u662fRedis\u91cc\u90a3\u6761\u5185\u5bb9\u7684\u70b9\u8d5e\u96c6\u5408\u3002\u96c6\u5408\u6709\u4e2a\u5751\u8981\u9632&#xff1a;\u4e00\u6761\u51e0\u4ebf\u4eba\u70b9\u8d5e\u7684\u5185\u5bb9&#xff0c;Set\u4f1a\u53d8\u6210\u5927Key\u3002\u53c2\u8003\u5c0f\u7ea2\u4e66REDtao\u7684\u601d\u8def&#xff0c;\u7f13\u5b58\u91cc\u53ea\u4fdd\u7559\u6700\u8fd1\u7684\u4e00\u6279&#xff0c;\u6bd4\u5982\u6700\u65b0\u4e00\u4e07\u6761&#xff0c;\u8001\u8bb0\u5f55\u56de\u6e90\u6570\u636e\u5e93\u67e5&#xff0c;\u56e0\u4e3a\u770b\u70b9\u8d5e\u72b6\u6001\u7684\u8bf7\u6c42\u57fa\u672c\u90fd\u6765\u81ea\u6700\u8fd1\u7684\u6d4f\u89c8\u3002<\/p>\n<h3>\u5217\u51e0\u5f20\u4f60\u53ef\u4ee5\u76f4\u63a5\u6536\u85cf\u7684\u8868\u683c<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726141819-6a66172bd0e47.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<table>\n<tr>\u9636\u6bb5\u5b58\u50a8\u65b9\u6848\u4ec0\u4e48\u65f6\u5019\u5f00\u59cb\u625b\u4e0d\u4f4f\u89e3\u51b3\u624b\u6bb5<\/tr>\n<tbody>\n<tr>\n<td>\u8d77\u6b65<\/td>\n<td>MySQL\u4e00\u5f20\u70b9\u8d5e\u8868&#xff0c;\u5185\u5bb9\u8868\u52a0\u8ba1\u6570\u5217<\/td>\n<td>\u70ed\u95e8\u5185\u5bb9\u7684\u8ba1\u6570\u884c\u6210\u70ed\u70b9\u884c&#xff0c;\u70b9\u8d5e\u8868\u5230\u51e0\u5343\u4e07\u884c<\/td>\n<td>\u8ba1\u6570\u548c\u70b9\u8d5e\u72b6\u6001\u8fdbRedis<\/td>\n<\/tr>\n<tr>\n<td>\u589e\u957f<\/td>\n<td>Redis\u627f\u63a5\u8bfb\u5199&#xff0c;\u6d88\u606f\u961f\u5217\u5f02\u6b65\u843d\u5e93<\/td>\n<td>\u843d\u5e93\u884c\u9501\u7ade\u4e89&#xff0c;\u6d88\u606f\u5806\u79ef<\/td>\n<td>\u6d88\u8d39\u7aef\u6512\u6279\u5408\u5e76&#xff0c;\u552f\u4e00\u7d22\u5f15\u515c\u5e95\u5e42\u7b49<\/td>\n<\/tr>\n<tr>\n<td>\u7206\u53d1<\/td>\n<td>\u672c\u5730\u7f13\u5b58\u52a0Redis\u52a0\u5206\u5e93\u5206\u8868<\/td>\n<td>\u6570\u636e\u91cf\u5230\u5343\u4ebf\u4e07\u4ebf\u7ea7&#xff0c;\u5b58\u50a8\u548c\u673a\u5668\u6210\u672c\u5931\u63a7<\/td>\n<td>\u5173\u7cfb\u548c\u8ba1\u6570\u62c6\u5f00&#xff0c;\u5206\u522b\u627e\u4e13\u4e1a\u5b58\u50a8<\/td>\n<\/tr>\n<tr>\n<td>\u5927\u5382<\/td>\n<td>\u72ec\u7acb\u4e92\u52a8\u670d\u52a1&#xff0c;\u81ea\u7814\u56fe\u5b58\u50a8\u52a0KV<\/td>\n<td>\u8d85\u7ea7\u8282\u70b9\u3001\u8de8\u5730\u57df\u3001\u6781\u81f4\u6210\u672c<\/td>\n<td>\u70b9\u8d5e\u5efa\u6a21\u4e3a\u56fe\u7684\u4e00\u6761\u8fb9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e09\u5bb6\u505a\u6cd5\u5bf9\u7167&#xff1a;<\/p>\n<table>\n<tr>\u516c\u53f8\u7cfb\u7edf\u70b9\u8d5e\u7684\u5efa\u6a21\u516c\u5f00\u8d44\u6599\u91cc\u7684\u89c4\u6a21\u51fa\u5904<\/tr>\n<tbody>\n<tr>\n<td>\u5b57\u8282&#xff08;\u6296\u97f3&#xff09;<\/td>\n<td>ByteGraph\u56fe\u6570\u636e\u5e93&#xff0c;\u8ba1\u6570\u7531Abase\u627f\u63a5<\/td>\n<td>\u7528\u6237\u70b9\u6307\u5411\u5185\u5bb9\u70b9\u7684\u70b9\u8d5e\u8fb9<\/td>\n<td>\u767e\u4ebf\u70b9\u3001\u4e07\u4ebf\u8fb9&#xff0c;\u6700\u5927\u96c6\u7fa4\u6570\u5343\u4e07QPS<\/td>\n<td>\u5b57\u8282\u8df3\u52a8\u57fa\u7840\u67b6\u6784\u5b98\u65b9\u6587\u7ae0<\/td>\n<\/tr>\n<tr>\n<td>\u5feb\u624b<\/td>\n<td>KGraph\u56fe\u5e73\u53f0<\/td>\n<td>\u4eba\u8282\u70b9\u6307\u5411\u89c6\u9891\u8282\u70b9\u7684\u70b9\u8d5e\u8fb9<\/td>\n<td>\u8fb9\u8d8510\u4e07\u4ebf\u6761&#xff0c;\u5355\u673a2000\u4e07QPS<\/td>\n<td>\u5f20\u4e16\u822aQCon2021\u6f14\u8bb2<\/td>\n<\/tr>\n<tr>\n<td>\u5c0f\u7ea2\u4e66<\/td>\n<td>REDtao\u56fe\u5b58\u50a8<\/td>\n<td>\u7528\u6237\u4e0e\u7b14\u8bb0\u4e4b\u95f4\u7684\u70b9\u8d5e\u5173\u7cfb\u8fb9<\/td>\n<td>\u4e07\u4ebf\u6761\u8fb9&#xff0c;\u7f13\u5b58\u547d\u4e2d\u738790%\u4ee5\u4e0a<\/td>\n<td>\u5c0f\u7ea2\u4e66\u6280\u672fREDtech\u5b98\u65b9\u6587\u7ae0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5173\u952e\u95ee\u9898\u901f\u67e5&#xff1a;<\/p>\n<table>\n<tr>\u95ee\u9898\u505a\u6cd5<\/tr>\n<tbody>\n<tr>\n<td>\u5e42\u7b49\u600e\u4e48\u505a<\/td>\n<td>Redis\u91ccLua\u811a\u672c\u539f\u5b50\u5224\u65ad&#xff0c;\u6570\u636e\u5e93\u552f\u4e00\u7d22\u5f15\u515c\u5e95<\/td>\n<\/tr>\n<tr>\n<td>\u4e00\u81f4\u6027\u600e\u4e48\u4fdd<\/td>\n<td>\u63a5\u53d7\u6700\u7ec8\u4e00\u81f4&#xff0c;\u5199\u7f13\u5b58\u5373\u8fd4\u56de&#xff0c;\u6d88\u606f\u961f\u5217\u52a0\u552f\u4e00\u7d22\u5f15\u4fdd\u8bc1\u4e0d\u4e22\u4e0d\u91cd<\/td>\n<\/tr>\n<tr>\n<td>\u70ed\u70b9\u5185\u5bb9\u600e\u4e48\u529e<\/td>\n<td>\u8bfb\u9760\u672c\u5730\u7f13\u5b58\u6321&#xff0c;\u5199\u9760\u6512\u6279\u5408\u5e76\u524a<\/td>\n<\/tr>\n<tr>\n<td>\u8d85\u7ea7\u8282\u70b9\u600e\u4e48\u529e<\/td>\n<td>\u53c2\u8003\u5feb\u624b\u62c6\u6210\u591aKV\u7ec4B\u6811&#xff0c;\u6216\u53c2\u8003\u5c0f\u7ea2\u4e66\u53ea\u7f13\u5b58\u6700\u65b0\u4e00\u6279<\/td>\n<\/tr>\n<tr>\n<td>\u964d\u7ea7\u600e\u4e48\u515c<\/td>\n<td>\u7f13\u5b58\u6302\u4e86\u56de\u6e90\u6570\u636e\u5e93\u9650\u6d41\u8bfb&#xff0c;\u6781\u7aef\u65f6\u8fd4\u56de\u9ed8\u8ba4\u72b6\u6001\u4fdd\u4e3b\u6d41\u7a0b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u5c0f\u7ed3<\/h3>\n<p>\u65b9\u6848\u90fd\u662f\u91cf\u7ea7\u903c\u51fa\u6765\u7684\u3002<\/p>\n<p>\u5feb\u624b\u6700\u65e9\u662f\u6bcf\u53f0\u670d\u52a1\u5668\u5185\u5b58\u91cc\u653e\u4e00\u4efd\u56fe&#xff0c;\u5c0f\u7ea2\u4e66\u6700\u65e9\u5c31\u662f\u8001\u8001\u5b9e\u5b9e\u7684MySQL&#xff0c;\u8c01\u90fd\u4e0d\u662f\u4e00\u4e0a\u6765\u5c31\u5954\u7740\u4e07\u4ebf\u8fb9\u53bb\u7684\u3002\u770b\u5927\u5382\u8d44\u6599&#xff0c;\u6709\u4ef7\u503c\u7684\u4e0d\u662f\u6284\u4ed6\u4eec\u73b0\u5728\u7684\u7b54\u6848&#xff0c;\u662f\u770b\u61c2\u4ed6\u4eec\u88ab\u4ec0\u4e48\u95ee\u9898\u903c\u7740\u4e00\u6b65\u6b65\u6539\u3002\u70ed\u70b9\u884c\u3001\u8d85\u7ea7\u8282\u70b9\u3001\u8bfb\u5199\u6bd4&#xff0c;\u8fd9\u4e9b\u95ee\u9898\u5728\u5c0f\u4f53\u91cf\u65f6\u90fd\u4ee5\u6e29\u548c\u7684\u5f62\u5f0f\u51fa\u73b0\u8fc7&#xff0c;\u8bc6\u522b\u51fa\u6765&#xff0c;\u5c31\u77e5\u9053\u81ea\u5df1\u7684\u7cfb\u7edf\u8d70\u5230\u54ea\u4e00\u6b65\u4e86\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u60f3\u8bf4\u7684&#xff0c;\u4e09\u5bb6\u90fd\u7528\u56fe\u5b58\u50a8&#xff0c;\u4e0d\u4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