{"id":15163,"date":"2026-08-05T14:50:52","date_gmt":"2026-08-05T06:50:52","guid":{"rendered":"https:\/\/www.yinghuolu.com\/?p=15163"},"modified":"2026-08-05T14:51:03","modified_gmt":"2026-08-05T06:51:03","slug":"%e9%98%bf%e9%87%8c%e5%8d%83%e9%97%ae%e7%94%a8%e6%88%b7%e7%a0%b4%e4%ba%bf%e5%90%8e%e7%9a%84%e6%b5%81%e9%87%8f%e7%84%a6%e8%99%91%ef%bc%9aredis-stream-%e5%a6%82%e4%bd%95%e5%9c%a8%e6%af%ab%e7%a7%92","status":"publish","type":"post","link":"https:\/\/www.yinghuolu.com\/index.php\/2026\/08\/05\/%e9%98%bf%e9%87%8c%e5%8d%83%e9%97%ae%e7%94%a8%e6%88%b7%e7%a0%b4%e4%ba%bf%e5%90%8e%e7%9a%84%e6%b5%81%e9%87%8f%e7%84%a6%e8%99%91%ef%bc%9aredis-stream-%e5%a6%82%e4%bd%95%e5%9c%a8%e6%af%ab%e7%a7%92\/","title":{"rendered":"\u963f\u91cc\u5343\u95ee\u7528\u6237\u7834\u4ebf\u540e\u7684\u6d41\u91cf\u7126\u8651\uff1aRedis Stream \u5982\u4f55\u5728\u6beb\u79d2\u7ea7\u9a6f\u670d\u5343\u4e07\u7ea7\u4fe1\u606f\u6d41\uff1f"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"15163\" class=\"elementor elementor-15163\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-67fa2e7 e-flex e-con-boxed e-con e-parent\" data-id=\"67fa2e7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9748fe9 elementor-widget elementor-widget-text-editor\" data-id=\"9748fe9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u901a\u4e49\u5343\u95ee\uff08Alibaba Qwen\uff09 \u5ba3\u5e03 C \u7aef\u6708\u6d3b\uff08MAU\uff09\u7a81\u7834 1 \u4ebf\uff0c\u5185\u5bb9\u751f\u4ea7\u7684\u95e8\u69db\u88ab AI 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\u7684\u5ef6\u8fdf\u5c31\u610f\u5473\u7740\u7528\u6237\u6d41\u5931\u3002\u8fd9\u4e0d\u662f\u7b80\u5355\u7684\u6269\u5bb9\u95ee\u9898\uff0c\u8fd9\u662f\u5904\u7406\u901f\u5ea6\u4e0e\u5783\u573e\u4fe1\u606f\u7684\u751f\u6b7b\u7ade\u901f\u3002\u200b<\/p><p>\u5982\u679c\u4f60\u7684\u63a8\u8350\u7b97\u6cd5\u8fd8\u5728\u9935\u7ed9\u7528\u6237 5 \u5206\u949f\u524d\u751f\u6210\u7684\u91cd\u8907 AI \u5185\u5bb9\uff0c\u4f60\u7684\u5e73\u53f0\u7528\u6237\u5fc3\u667a\u5c31\u5df2\u7ecf\u300c\u6b7b\u300d\u4e86\u3002\u672c\u6587\u5c06\u63ed\u793a\u5982\u4f55\u5229\u7528 Redis Stream \u6784\u5efa\u8f7b\u91cf\u7ea7\u3001\u9ad8\u541e\u5410\u7684\u5b9e\u65f6\u5904\u7406\u6808\uff0c\u5c06\u5343\u4e07\u7ea7\u5185\u5bb9\u6d41\u8f6c\u5316\u4e3a\u53ef\u53d8\u73b0\u7684\u6d41\u91cf\u8d44\u4ea7\u3002\u200b<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aaf7055 elementor-widget elementor-widget-text-editor\" data-id=\"aaf7055\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4e00\u3001\u5f15\u8a00\uff1aAIGC \u5e26\u6765\u7684\u300c\u4fe1\u606f\u566a\u97f3\u300d\u6d77\u5578\uff0c\u4f20\u7edf MQ \u67b6\u6784\u625b\u4e0d\u4f4f\u4e86<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed9a95c elementor-widget elementor-widget-text-editor\" data-id=\"ed9a95c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u963f\u91cc\u5343\u95ee\u7b49\u5927\u6a21\u578b\u7684\u666e\u53ca\uff0c\u8ba9\u5185\u5bb9\u5e73\u53f0\u7684\u4f9b\u7ed9\u4fa7\uff08Supply Side\uff09\u5448\u6307\u6570\u7ea7\u7206\u70b8\u3002\u653b\u51fb\u8005\u5229\u7528 API \u811a\u672c\uff0c\u53ef\u4ee5\u5728\u51cc\u6668 3 \u70b9\u53d1\u52a8\u300c\u5185\u5bb9\u6d2a\u6c34\u300d\uff0c\u77ac\u95f4\u762b\u75ea\u4f60\u7684 Kafka \u6d88\u8d39\u96c6\u7fa4\u3002\u200b\u4f60\u9762\u4e34\u7684\u5177\u4f53\u5a01\u80c1\uff1a\u200b<\/p><p>\u2022\u00a0<strong>\u540c\u8d28\u5316\u6c61\u67d3<\/strong>\uff1a90% \u7684\u65b0\u5185\u5bb9\u53ef\u80fd\u662f\u8bed\u4e49\u91cd\u8907\u7684 AI \u6d17\u7a3f\uff0c\u5bfc\u81f4\u7528\u6237\u9996\u9875\u5168\u662f\u5783\u573e\u4fe1\u606f\uff0c\u4e25\u91cd\u5f71\u54cd\u7559\u5b58\u7387\uff08Retention\uff09\u3002\u200b<br \/>\u2022\u00a0<strong>\u70ed\u70b9\u5ef6\u8fdf<\/strong>\uff1a\u5f53\u300c\u67d0\u660e\u661f\u5b98\u5ba3\u300d\u6216\u300c\u7a81\u53d1\u65b0\u95fb\u300d\u7206\u53d1\u65f6\uff0c\u4f20\u7edf MQ \u7684\u78c1\u76d8 I\/O \u74f6\u9888\u5bfc\u81f4 Feed \u6d41\u66f4\u65b0\u5ef6\u8fdf\u8d85\u8fc7 10 \u79d2\uff0c\u6d41\u91cf\u76f4\u63a5\u88ab\u7ade\u5bf9\u5438\u8d70\u3002\u200b<br \/>\u2022\u00a0<strong>\u7b97\u529b\u7a7a\u8f6c<\/strong>\uff1a\u6602\u8d35\u7684\u63a8\u8350\u7b97\u529b\u88ab\u6d6a\u8d39\u5728\u5904\u7406\u4f4e\u8d28\u91cf\u7684 Spam \u5185\u5bb9\u4e0a\uff0c\u5bfc\u81f4\u963f\u91cc\u4e91\/AWS \u8d26\u5355\u6beb\u65e0\u610f\u4e49\u5730\u98d9\u5347\uff0c\u964d\u672c\u589e\u6548\u6210\u4e3a\u7a7a\u8c08\u3002\u200b<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13e4280 elementor-widget elementor-widget-text-editor\" data-id=\"13e4280\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4e8c\u3001\u4e09\u5927\u6838\u5fc3\u4ef7\u503c\uff1aRedis Stream \u5982\u4f55\u5728 AIGC \u65f6\u4ee3\u5efa\u7acb\u6beb\u79d2\u7ea7\u9632\u7ebf\u200b<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fccd64a elementor-widget elementor-widget-text-editor\" data-id=\"fccd64a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u9488\u5bf9\u9ad8\u5e76\u53d1\uff08High Concurrency\uff09\u793e\u4ea4\u573a\u666f\uff0cRedis Stream \u76f8\u6bd4\u4f20\u7edf Kafka\/RabbitMQ\uff0c\u63d0\u4f9b\u4e86\u66f4\u4f4e\u5ef6\u8fdf\u7684\u5185\u5b58\u7ea7\uff08In-Memory\uff09\u89e3\u51b3\u65b9\u6848\u3002\u200b<\/p><p><strong>\u4ef7\u503c\u4e00\uff1a\u5343\u4e07\u7ea7\u5185\u5bb9\u7684\u300c\u539f\u5b50\u7ea7\u300d\u5b9e\u65f6\u53bb\u91cd<\/strong><\/p><p>\u4f20\u7edf\u67b6\u6784\u4f9d\u8d56\u540e\u7aef\u5f02\u6b65\u6e05\u6d17\uff0c\u4f46\u5728 AIGC \u65f6\u4ee3\uff0c\u5783\u573e\u5185\u5bb9\u5fc5\u987b\u5728\u8fdb\u5165\u63a8\u8350\u6c60\u4e4b\u524d\u88ab\u62e6\u622a\u3002<\/p><p>\u200b\u75db\u70b9\uff1a \u6d77\u91cf AI \u751f\u6210\u7684\u91cd\u8907\u5185\u5bb9\uff08Duplicate Content\uff09\u4f54\u7528 40%+ \u7684\u5e26\u5bbd\uff0c\u5bfc\u81f4\u7528\u6237\u4f53\u9a8c\u6781\u5dee\u3002\u200b<\/p><p>Redis Stream \u7684\u5e94\u5bf9\uff1a\u200b\u7ed3\u5408 XADD \u4e0e Bloom Filter\uff08\u5e03\u9686\u8fc7\u6ee4\u5668\uff09\u6216 Lua \u811a\u672c\u3002\u5728\u6d88\u606f\u5199\u5165 Stream \u7684\u6beb\u79d2\u7ea7\u77ac\u95f4\uff0c\u5229\u7528 Redis \u7684\u539f\u5b50\u6027\u6267\u884c\u6307\u7eb9\u6bd4\u5bf9\u3002\u5c06\u5185\u5bb9\u751f\u4ea7 ID \u6620\u5c04\u4e3a Hash\uff0c\u5199\u5165\u524d\u5373\u65f6\u5224\u5b9a\u3002\u200b<\/p><h3 class=\"wp-block-heading\">\u4ef7\u503c\u4e8c\uff1a\u57fa\u4e8e\u4f18\u5148\u7ea7\u7684\u6d88\u8d39\u8005\u7fa4\u7ec4\uff08Consumer Groups\uff09\u7cbe\u7ec6\u5316\u8fd0\u8425\u200b<\/h3><p>\u5e76\u975e\u6240\u6709\u5185\u5bb9\u90fd\u751f\u800c\u5e73\u7b49\u3002\u5934\u90e8 KOL \u7684\u53d1\u5e03\u9700\u8981\u300c\u79d2\u7ea7\u300d\u89e6\u8fbe\u7c89\u4e1d\uff0c\u800c\u666e\u901a AI \u751f\u6210\u5185\u5bb9\u53ef\u4ee5\u63a1\u53d6\u300c\u964d\u7ea7\u7b56\u7565\u300d\u3002\u200b<\/p><p>\u75db\u70b9\uff1a \u7a81\u53d1\u6d41\u91cf\u4e0b\uff0c\u9ad8\u4ef7\u503c\u5185\u5bb9\u88ab\u963b\u585e\u5728\u666e\u901a\u961f\u5217\u4e2d\uff0c\u5bfc\u81f4\u6838\u5fc3\u7528\u6237\u4e92\u52a8\u7387\uff08Engagement Rate\uff09\u4e0b\u964d\u3002\u200b<\/p><p>Redis Stream \u7684\u5e94\u5bf9\uff1a\u200b\u5229\u7528 Consumer Groups \u6784\u5efa\u300c\u5feb\u6162\u8f66\u9053\u300d\u3002\u200b<br \/>\u2022 VIP Group\uff1a\u4e13\u95e8\u8ba2\u9605\u9ad8\u6743\u91cd UserID \u7684\u6d88\u606f\u6d41\uff0c\u5206\u914d 80% \u7684\u9ad8\u7b97\u529b\u6d88\u8d39\u8005\uff0c\u786e\u4fdd &lt;10ms \u5904\u7406\u3002\u200b<br \/>\u2022 Standard Group\uff1a\u5904\u7406\u666e\u901a UGC\/AIGC \u5185\u5bb9\uff0c\u5141\u8bb8\u9002\u5f53\u7684\u6d88\u606f\u5806\u79ef\uff08\u5229\u7528 XREADGROUP \u5b9e\u73b0\u81ea\u52a8\u91cd\u8bd5\u4e0e\u6d88\u606f\u62a2\u4f54\uff09\u3002\u200b<\/p><h3 class=\"wp-block-heading\">\u4ef7\u503c\u4e09\uff1a\u6d41\u5f0f\u63a8\u9001\u5230\u5411\u91cf\u68c0\u7d22\uff0c\u5b9e\u73b0\u300c\u96f6\u65f6\u5dee\u300d\u63a8\u8350\u200b<\/h3><p>\u5343\u95ee\u7b49\u5927\u6a21\u578b\u4e0d\u4ec5\u4ea7\u751f\u5185\u5bb9\uff0c\u8fd8\u80fd\u8d4b\u80fd\u5185\u5bb9\u7406\u89e3\u3002\u5173\u952e\u662f\u5982\u4f55\u5c06\u7406\u89e3\u8fc7\u7a0b\u5b9e\u65f6\u5316\u3002\u200b<\/p><p>\u75db\u70b9\uff1a \u4f20\u7edf ETL \u6d41\u7a0b\uff08\u65e5\u8a8c-&gt;\u6570\u4ed3-&gt;\u8bad\u7ec3-&gt;\u4e0a\u7ebf\uff09\u5bfc\u81f4\u65b0\u5185\u5bb9\u6709\u300c\u51b7\u542f\u52a8\uff08Cold Start\uff09\u300d\u76f2\u533a\uff0c\u65e0\u6cd5\u5373\u65f6\u63a8\u8350\u3002\u200b<\/p><p>Redis Stream \u7684\u5e94\u5bf9\uff1a\u200b\u6784\u5efa Stream -&gt; Inference -&gt; Vector \u7684\u5b9e\u65f6\u7ba1\u9053\u3002\u200b<\/p><p>\u6d88\u8d39\u8005\u4ece Stream \u8bfb\u53d6\u6587\u672c\uff0c\u76f4\u63a5\u8c03\u7528 Qwen API \u751f\u6210 Embedding\uff0c\u6beb\u79d2\u7ea7\u5199\u5165\u5411\u91cf\u6570\u636e\u5e93\uff08\u5982 Redis Stack \u7684 Vector Search\uff09\u3002\u7528\u6237\u5237\u65b0 Feed \u6d41\u65f6\uff0c\u76f4\u63a5\u8fdb\u884c ANN \u641c\u7d22\u3002\u200b<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b44aa02 elementor-widget elementor-widget-text-editor\" data-id=\"b44aa02\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u7ed3\u8bba\uff1a\u88ab\u52a8\u7b49\u5f85\u662f\u6162\u6027\u81ea\u6740\uff0c\u4e3b\u52a8\u5347\u7ea7\u624d\u662f\u751f\u5b58\u4e4b\u9053<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d080df6 elementor-widget elementor-widget-text-editor\" data-id=\"d080df6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5728 Alibaba Qwen \u5f15\u9886\u7684 AI \u5185\u5bb9\u7206\u53d1\u671f\uff0c\u6d41\u91cf\u7684\u672c\u8d28\u5df2\u7ecf\u6539\u53d8\uff1a\u901f\u5ea6\u5373\u662f\u76f8\u5173\u6027\u3002<\/p><p>\u60a8\u73b0\u5728\u9762\u4e34\u4e00\u4e2a\u4e8c\u9009\u4e00\u7684\u5c40\u9762\uff1a\u200b<\/p><ol><li>\u7ee7\u7eed\u4f7f\u7528\u65e7\u67b6\u6784\uff0c\u770b\u7740\u9ad8\u4ef7\u503c\u5185\u5bb9\u6df9\u6ca1\u5728 AI \u751f\u6210\u7684\u566a\u97f3\u4e2d\uff0c\u7528\u6237\u9010\u6e10\u6d41\u5931\u3002\u200b<\/li><li>\u7acb\u5373\u5f15\u5165 Redis Stream\uff0c\u6784\u5efa\u4e00\u5957\u80fd\u8fc7\u6ee4\u566a\u97f3\u3001\u4f18\u5148\u5206\u53d1\u3001\u5b9e\u65f6\u63a8\u8350\u7684\u73b0\u4ee3\u5316\u5185\u5bb9\u5f15\u64ce\u3002\u200b<\/li><\/ol><p>\u7acb\u5373\u884c\u52a8\uff0c\u593a\u56de\u6d41\u91cf\u63a7\u5236\u6743\uff1a\u200b<\/p><p>\u8bf7\u5728 5 \u5206\u949f\u5185\u4e0e\u60a8\u7684 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