{"id":414,"date":"2022-09-03T22:11:26","date_gmt":"2022-09-03T14:11:26","guid":{"rendered":"http:\/\/viplao.com\/?p=414"},"modified":"2022-09-03T22:11:26","modified_gmt":"2022-09-03T14:11:26","slug":"%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/","title":{"rendered":"\u5b9e\u8df5\u6848\u4f8b \u2013 \u82cf\u5b81 AI \u76d1\u63a7\u8fd0\u7ef4\u4fdd\u969c\u5efa\u8bbe\u5b9e\u8df5"},"content":{"rendered":"\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_71 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" 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href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#1_DeepAR\" title=\"1 DeepAR\">1 DeepAR<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#2_MQ-RNN\" title=\"2 MQ-RNN\">2 MQ-RNN<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#3_MQ-CNN2\" title=\"3 MQ-CNN[2]\">3 MQ-CNN[2]<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#%E9%9B%86%E6%88%90%E6%96%B9%E6%B3%95\" title=\"\u96c6\u6210\u65b9\u6cd5\">\u96c6\u6210\u65b9\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#%E6%A0%B9%E5%9B%A0%E5%AE%9A%E4%BD%8D\" title=\"\u6839\u56e0\u5b9a\u4f4d\">\u6839\u56e0\u5b9a\u4f4d<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" 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href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#%E6%9E%84%E5%BB%BA%E6%B5%81%E7%A8%8B\" title=\"\u6784\u5efa\u6d41\u7a0b\">\u6784\u5efa\u6d41\u7a0b<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#1_%E6%A0%B7%E6%9C%AC%E6%9E%84%E5%BB%BA\" title=\"1. \u6837\u672c\u6784\u5efa\">1. \u6837\u672c\u6784\u5efa<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#2_%E5%9B%A0%E6%9E%9C%E5%8F%91%E7%8E%B0\" title=\"2. \u56e0\u679c\u53d1\u73b0\">2. \u56e0\u679c\u53d1\u73b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#3_%E5%9B%A0%E6%9E%9C%E6%8E%A8%E7%90%86\" title=\"3. \u56e0\u679c\u63a8\u7406\">3. \u56e0\u679c\u63a8\u7406<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#%E5%A4%A7%E8%A7%84%E6%A8%A1%E6%B5%B7%E9%87%8F%E6%97%A5%E5%BF%97%E5%88%86%E6%9E%90%E7%9A%84_818_%E4%BF%9D%E9%9A%9C\" title=\"\u5927\u89c4\u6a21\u6d77\u91cf\u65e5\u5fd7\u5206\u6790\u7684 818 \u4fdd\u969c\">\u5927\u89c4\u6a21\u6d77\u91cf\u65e5\u5fd7\u5206\u6790\u7684 818 \u4fdd\u969c<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#%E9%98%B6%E6%AE%B5%E4%B8%80\" title=\"\u9636\u6bb5\u4e00\">\u9636\u6bb5\u4e00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#%E9%98%B6%E6%AE%B5%E4%BA%8C\" title=\"\u9636\u6bb5\u4e8c\">\u9636\u6bb5\u4e8c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#%E9%98%B6%E6%AE%B5%E4%B8%89\" title=\"\u9636\u6bb5\u4e09\">\u9636\u6bb5\u4e09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#%E9%98%B6%E6%AE%B5%E5%9B%9B\" title=\"\u9636\u6bb5\u56db\">\u9636\u6bb5\u56db<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#%E9%98%B6%E6%AE%B5%E4%BA%94\" title=\"\u9636\u6bb5\u4e94\">\u9636\u6bb5\u4e94<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"http:\/\/viplao.com\/index.php\/2022\/09\/03\/%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b-%e8%8b%8f%e5%ae%81-ai-%e7%9b%91%e6%8e%a7%e8%bf%90%e7%bb%b4%e4%bf%9d%e9%9a%9c%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5\/#%E6%84%BF%E6%99%AF\" title=\"\u613f\u666f\">\u613f\u666f<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%BB%BA%E8%AE%BE%E8%83%8C%E6%99%AF\"><\/span>\u5efa\u8bbe\u80cc\u666f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u8fd1\u4e9b\u5e74\uff0c\u82cf\u5b81\u4e00\u76f4\u57fa\u4e8e\u4e91\u6280\u672f\u5bf9\u5916\u63d0\u4f9b\u670d\u52a1\u3001\u4ea7\u54c1\u3001\u5185\u5bb9\u548c\u5e94\u7528\u3002\u968f\u7740\u82cf\u5b81\u7ebf\u4e0a\u4e1a\u52a1\u4e0d\u65ad\u6269\u5f20\uff0c\u4e1a\u52a1\u91cf\u4e0d\u65ad\u4e0a\u5347\uff0c\u7ebf\u4e0a\u5404\u7cfb\u7edf\u95f4\u7684\u4ea4\u4e92\u5173\u7cfb\u4e5f\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\u3002\u76ee\u524d\u7ebf\u4e0a\u8fd0\u884c\u7684\u7cfb\u7edf\u5927\u7ea6 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id=\"%E4%B8%9A%E5%8A%A1%E8%83%8C%E6%99%AF\"><\/span>\u4e1a\u52a1\u80cc\u666f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5728\u4f20\u7edf\u76d1\u63a7\u4e2d\uff0c\u9762\u5bf9\u6d77\u91cf\u8fd0\u7ef4\u76d1\u63a7\u6570\u636e\uff0c\u9700\u8981\u5feb\u901f\u6b62\u635f\uff0c\u4f46\u4eba\u8089\u76d1\u63a7\uff08\u4f8b\u5982 ELK\uff09\u4e0d\u73b0\u5b9e\uff0c\u51b3\u7b56\u65f6\u95f4\u5f80\u5f80\u662f\u5c0f\u65f6\u751a\u81f3\u5929\u7ea7\u522b\u3002\u5bf9\u4e8e\u5f02\u5e38\u70b9\u5f80\u5f80\u9700\u8981\u4e30\u5bcc\u7684\u7ecf\u9a8c\u53bb\u8bc6\u522b\uff0c\u4f46\u662f\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u4e1a\u52a1\u6570\u636e\u7684\u7279\u70b9\u4f1a\u53d1\u751f\u53d8\u5316\uff0c\u56e0\u6b64\u8fc7\u53bb\u7684\u7ecf\u9a8c\u4e5f\u9700\u8981\u4e0e\u65f6\u4ff1\u8fdb\u3002\u6211\u4eec\u671f\u671b\u4f7f\u7528 AI 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id=\"%E5%BC%82%E5%B8%B8%E6%A3%80%E6%B5%8B\"><\/span>\u5f02\u5e38\u68c0\u6d4b<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u83b7\u53d6\u6a21\u578b\u6982\u7387\u5bc6\u5ea6\u53ca\u8499\u7279\u5361\u6d1b\u91c7\u6837\u6280\u672f\u786e\u5b9a\u5f02\u5e38\u68c0\u6d4b\u8fb9\u754c\u9608\u503c\uff0c\u90e8\u5206\u76d1\u63a7\u573a\u666f\u544a\u8b66\u51c6\u786e\u7387\u9ad8\u8fbe 98.21%\uff0c\u5e2e\u52a9\u7528\u6237\u7cbe\u51c6\u5730\u53d1\u73b0\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/f7\/0c\/f72587c3b9408e88c1135d0b9d90ea0c.png\" alt=\"\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%8C%87%E6%A0%87%E9%A2%84%E6%B5%8B\"><\/span>\u6307\u6807\u9884\u6d4b<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u6784\u5efa\u7684\u6a21\u578b\u4e3a\u57fa\u5b66\u4e60\u5668\uff0c\u7ed3\u5408 stacking \u96c6\u6210\u5b66\u4e60\u65b9\u5f0f\u6784\u5efa\u9884\u6d4b\u6a21\u578b\uff0c\u5229\u7528\u6700\u8fd1 400 \u5206\u949f\u7684\u6570\u636e\u9884\u6d4b\u672a\u6765 20 \u5206\u949f\u7684\u6307\u6807\u8d8b\u52bf\uff0c\u63d0\u4f9b\u5404\u7c7b\u6307\u6807\u9884\u6d4b\u529f\u80fd\uff0c\u7528\u6237\u53ef\u4ee5\u63d0\u524d\u9884\u77e5\u6307\u6807\u7684\u8d8b\u52bf\u53d8\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/4b\/cd\/4b3443d4e4f49739deyyb4eba92f73cd.png\" alt=\"\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%A4%9A%E7%BB%B4%E5%BA%A6%E5%88%86%E6%9E%90\"><\/span>\u591a\u7ef4\u5ea6\u5206\u6790<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u5bf9\u4e8e\u53d1\u751f\u544a\u8b66\u7684\u53ef\u52a0\u6027\u6307\u6807\uff0c\u4ee5\u5355\u7ef4\u5ea6\u6307\u6807\u4e3a\u57fa\u7840\uff0c\u4f7f\u7528\u7c7b HotSpot \u5bb6\u65cf\u7684\u7b97\u6cd5\u5bf9\u5f02\u5e38\u6570\u636e\u8fdb\u884c\u5206\u6790\uff0c\u5b9a\u4f4d\u51fa\u4e3b\u8981\u7684\u5f71\u54cd\u56e0\u7d20\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u5b9a\u4f4d\u5f02\u5e38\u6570\u636e\u7ef4\u5ea6\uff0c\u5927\u5927\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/02\/83\/0291dfb4ae633yy495aef205cb078f83.png\" alt=\"\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%87%AA%E5%AE%9A%E4%B9%89%E4%BB%AA%E8%A1%A8%E7%9B%98\"><\/span>\u81ea\u5b9a\u4e49\u4eea\u8868\u76d8<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u591a\u79cd\u7c7b\u578b\u6570\u636e\u6e90\u63a5\u5165\u914d\u7f6e\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/01\/fa\/01e33bab53b6906280f5c45f57a34bfa.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u652f\u6301\u7528\u6237\u4efb\u610f\u6307\u6807\u7684\u914d\u7f6e\uff0c\u63d0\u4f9b\u7edf\u4e00\u7684 SQL \u8bed\u6cd5\u4f5c\u4e3a\u6307\u6807\u8ba1\u7b97\u8868\u8fbe\u5f0f\uff0c\u8ba9\u7528\u6237\u80fd\u591f\u8fc5\u901f\u4e0a\u624b\u914d\u7f6e\u57fa\u4e8e\u4e0d\u540c\u6570\u636e\u6e90\u7684\u6307\u6807\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/1e\/90\/1efaf4fc93c971e0b7b7173c04b39d90.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u652f\u6301\u997c\u56fe\u3001\u6298\u7ebf\u56fe\u3001\u67f1\u72b6\u56fe\u3001\u6cf3\u9053\u56fe\u7b49\u5341\u591a\u79cd\u6570\u636e\u53ef\u89c6\u5316\u5c55\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/b2\/99\/b205f768f27cd321dabb129b3dc74999.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u81ea\u5b9a\u4e49 Dashboard \u53ef\u6839\u636e\u7528\u6237\u504f\u597d\u5b9a\u4e49\u4e0d\u540c\u7684\u62a5\u8868\u4e3b\u9898\u3001\u7ef4\u5ea6\u5c55\u793a\u3001\u6837\u5f0f\u5e03\u5c40\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/fd\/b8\/fd8edb192cc2fed0b57dc7b288ca7fb8.png\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%97%B6%E5%BA%8F%E9%A2%84%E6%B5%8B%E6%96%B9%E6%B3%95\"><\/span>\u65f6\u5e8f\u9884\u6d4b\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_DeepAR\"><\/span>1 DeepAR<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>DeepAR [1]\u662f\u4e00\u79cd\u9002\u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\uff0c\u8be5\u7b97\u6cd5\u4f7f\u7528\u9012\u5f52\u795e\u7ecf\u7f51\u7edc (RNN) \u751f\u6210\u70b9\u9884\u6d4b\u548c\u6982\u7387\u9884\u6d4b\u3002\u4e0e\u81ea\u56de\u5f52\u79fb\u52a8\u5e73\u5747\u6a21\u578b (ARIMA) \u6216\u6307\u6570\u5e73\u6ed1\u6cd5 (ES) (\u8bb8\u591a\u5f00\u6e90\u548c\u5546\u7528\u8f6f\u4ef6\u5305\u4e2d\u90fd\u91c7\u7528\u8fd9\u4e24\u79cd\u6280\u672f\u8fdb\u884c\u9884\u6d4b) \u7b49\u4f20\u7edf\u9884\u6d4b\u6280\u672f\u76f8\u6bd4\uff0cDeepAR \u9884\u6d4b\u7b97\u6cd5\u53ef\u4ee5\u63d0\u4f9b\u66f4\u9ad8\u7684\u9884\u6d4b\u7cbe\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/d5\/b7\/d5535266a9f8552a1fef9cddbc7a83b7.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u8ba1\u6570\u578b\u6570\u636e\u9884\u6d4b\u516c\u5f0f<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/ed\/4d\/edf7c18d87ee0135b2f6580a80d8f64d.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5b9e\u6570\u578b\u6570\u636e\u9884\u6d4b\u516c\u5f0f<\/p>\n\n\n\n<p>DeepAR \u53ef\u4ee5\u5bf9\u76f8\u5173\u7684\u65f6\u95f4\u5e8f\u5217\u5efa\u7acb\u7edf\u4e00\u7684\u9884\u6d4b\u6a21\u578b\uff0c\u540c\u65f6\u8fdb\u884c\u70b9\u9884\u6d4b\u548c\u6982\u7387\u5206\u5e03\u9884\u6d4b\uff0c\u51b7\u542f\u52a8\u9884\u6d4b\uff0c\u5b9e\u73b0\u5c11\u91cf\u5386\u53f2\u6570\u636e\u9884\u6d4b\uff0c\u9002\u7528\u4e8e\u6d77\u91cf\u6570\u636e\u573a\u666f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/eb\/14\/ebd66e9a6ee360e810b1e45ee450ef14.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u9884\u6d4b\u6548\u679c<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_MQ-RNN\"><\/span>2 MQ-RNN<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4e3b\u8981\u601d\u60f3\u662f\u8fd1\u671f\u6570\u636e\u9884\u6d4b\u63a5\u4e0b\u6765\u67d0\u6bb5\u65f6\u95f4\u7684\u6570\u636e\uff0c\u6a21\u578b\u8bad\u7ec3\u548c\u9009\u62e9\u7684\u8bad\u7ec3\u65f6\u7a97\u548c\u9884\u6d4b\u65f6\u7a97\u6709\u5173\u3002\u6bd4\u5982\uff0c\u7528 3 \u6708\u7684\u6570\u636e\u8bad\u7ec3\uff0c\u9884\u6d4b 4 \u6708\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<p>MQ-RNN[2]\u7684\u6a21\u578b\u7ed3\u679c\u7c7b\u4f3c Sequence-to-Sequence\uff0c\u5206\u6210 Encoder \u548c Decoder\uff0c\u53ea\u662f Decoder \u4e0d\u662f\u4e00\u4e2a LSTM \u7684\u6a21\u578b\u3002Decoder \u6d89\u53ca\u4e24\u4e2a MLP (Multi-layer Perceptron)\u3002 \u7b2c\u4e00\u4e2a MLP\uff0c\u79f0\u4e3a global MLP\uff0c\u6574\u5408 encoder \u8f93\u51fa\u7684\u9690\u5411\u91cf\uff0c\u5916\u52a0\u672a\u6765\u7684 features\u3002\u7b2c\u4e8c\u4e2a MLP\uff0c\u79f0\u4e3a local MLP\uff0c\u53c2\u6570\u5728 horizon \u4e0a\u662f\u5171\u4eab\u7684\u3002Local MLP \u8f93\u51fa\u5bf9\u5e94 Quantiles \u7684\u9884\u6d4b\u503c\u3002\u6bd4\u5982 t+k \u65f6\u95f4\u70b9\u5bf9\u5e94\u7684\u5404\u4e2a quantiles \u503c\u3002\u6574\u4f53\u7684\u6a21\u578b\u67b6\u6784\u53ca\u76f8\u5173\u516c\u5f0f\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/17\/y9\/17fd0fb86bb5b8709aa8e59c88847yy9.png\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/66\/17\/66b282fc4ffb6968bb3f1e49fc91c817.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>Global-MLP \u516c\u5f0f<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/04\/80\/04110f823cf4feeff91cbcbe15d6e580.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>Local-MLP \u516c\u5f0f<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/42\/ce\/42c58e6f35324fce051b7ded47917fce.png\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/53\/7c\/536bd10ba686f9fcbd63d1952ceb497c.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>LOSS \u51fd\u6570<\/p>\n\n\n\n<p>\u9884\u6d4b\u7ed3\u679c\u5982\u4e0b\u6240\u793a\uff1a\u5176\u4e2d\uff0c\u7ea2\u8272\u548c\u7eff\u8272\u5206\u522b\u4e3a 90%\uff0c10%\u5206\u4f4d\u6570\uff0c\u9ec4\u8272\u4e3a\u9884\u6d4b\u4e2d\u4f4d\u6570\uff0c\u84dd\u8272\u4e3a\u771f\u5b9e\u503c\u3002\u9884\u6d4b\u503c\u57fa\u672c\u63a5\u8fd1\u4e8e\u771f\u5b9e\u503c\u3002MQ-RNN \u5bf9\u4e8e DeepAR \u6709\u8f83\u5927\u7684\u6539\u8fdb\uff0c\u76f4\u63a5\u8f93\u51fa\u4e0d\u540c\u7684 quantile \u7684\u9884\u6d4b\u503c\uff0c\u76ee\u6807\u51fd\u6570\u6539\u4e3a quantile loss\uff0c\u53ef\u4ee5\u89e3\u51b3\u4e00\u4e0b\u51b7\u542f\u52a8\u548c\u5927\u4fc3\u7684\u79bb\u7fa4\u70b9\u7684\u9884\u6d4b\u3002\u4f46\u662f MQ-RNN \u9700\u8981\u786e\u5b9a\u65f6\u95f4\u7a97\u53e3\u3002\u6bd4\u5982\u901a\u5e38\u6211\u4eec\u8981\u9884\u6d4b\u4e0b\u4e2a\u6708\u6bcf\u4e00\u5929\u7684\uff0c\u6211\u4eec\u4f1a\u91c7\u7528\u5386\u53f2\u6240\u6709\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u548c\u9a8c\u8bc1\u3002MQ-RNN \u7684\u8bad\u7ec3\u6570\u636e\u53ef\u80fd\u56fa\u5b9a\u4f7f\u7528\u4e00\u4e2a\u6708\u7684\uff0c\u4e00\u4e2a\u5b63\u5ea6\u7684\u6216\u8005\u4e00\u5e74\u7684\uff0c\u8fd9\u6837\u7684\u65b9\u5f0f\u53ef\u4ee5\u7f29\u51cf\u8bad\u7ec3\u65f6\u95f4\uff0c\u4f46\u662f\u9700\u8981\u901a\u8fc7\u5176\u5b83\u65b9\u5f0f\u786e\u5b9a\u9009\u53d6\u8f83\u4f18\u7684\u8bad\u7ec3\u65f6\u95f4\u7a97\u53e3\u5927\u5c0f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/44\/e9\/44083288629ec53c3d0432aa6597afe9.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u9884\u6d4b\u6548\u679c<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_MQ-CNN2\"><\/span>3 MQ-CNN[2]<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u6a21\u578b\u67b6\u6784\u601d\u60f3\u548c mqrnn \u7c7b\u4f3c\uff0cencoder \u6539\u4e3a dilated cnn\uff0c\u6bcf\u5c42 CNN \u7ed3\u6784\u7ecf\u8fc7 dilated cnn \u540e\u4f7f\u7528 relu \u8fdb\u884c\u975e\u7ebf\u6027\u53d8\u6362\uff0c\u5728\u7ecf\u8fc7 1 \u4e2a 1*1 CNN\uff0c\u5f97\u5230\u6bcf\u5c42\u7684 skip \u8f93\u51fa\uff0c\u5c06\u591a\u5c42 CNN \u5806\u53e0\u8d77\u6765\u5f62\u6210\u6df1\u5ea6\u7f51\u7edc\uff0c\u4e3a\u4e86\u9632\u6b62\u7f51\u7edc\u592a\u6df1\u5bfc\u81f4\u4fe1\u606f\u635f\u5931\uff0c\u6bcf\u5c42\u7684\u8f93\u51fa\u52a0\u4e0a\u8f93\u5165\u7684\u6b8b\u5dee\uff0c\u5c06\u6240\u6709\u5c42\u7684 skip \u62fc\u63a5\u540e\u7ecf\u8fc7 relu \u540e\u5f97\u5230\u6700\u7ec8\u8f93\u51fa\uff0c\u53ef\u4ee5\u4f7f\u7528\u66f4\u591a\u7684\u5386\u53f2\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002\u6574\u4f53\u7684\u6a21\u578b\u56fe\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/84\/6e\/84255b83e47dd18e282f542a8378cd6e.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6574\u4f53\u770b\u6765\uff0cMQC \u7684 encoder \u4e3a CNN\uff0c\u8bad\u7ec3\u901f\u5ea6\u66f4\u5feb\u3002\u901a\u8fc7 Dilated Conv \u80fd\u4f7f\u6a21\u578b\u5904\u7406\u66f4\u5927\u957f\u5ea6\u7684\u8f93\u5165\u6570\u636e\u3002\u5bf9\u7387\u578b\u6570\u636e\u9884\u6d4b\u6548\u679c\u6ca1\u6709\u8ba1\u6570\u578b\u597d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/be\/0b\/be8267c5a960c8121d2a461c25dc0a0b.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u9884\u6d4b\u6548\u679c<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%9B%86%E6%88%90%E6%96%B9%E6%B3%95\"><\/span>\u96c6\u6210\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5355\u4e2a\u9884\u6d4b\u6a21\u578b\u5728\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u4e0a\u6027\u80fd\u5dee\u5f02\u8f83\u5927\uff0cDeepAR \u6a21\u578b\u5bf9 rate \u6307\u6807\u9884\u6d4b\u6548\u679c\u8f83\u597d\uff0c\u4f46 count \u6307\u6807\u9884\u6d4b\u6548\u679c\u8f83\u5dee\uff0cMQCNN \u5bf9 count \u6307\u6807\u9884\u6d4b\u6548\u679c\u8f83\u597d\uff0c\u4f46 rate \u6307\u6807\u9884\u6d4b\u6548\u679c\u8f83\u5dee\u3002\u96c6\u6210\u6a21\u578b\u7684\u76ee\u6807\u662f\u7ed3\u5408\u5404\u6a21\u578b\u7684\u4f18\u52bf\uff0c\u5f97\u5230\u6bd4\u5355\u4e2a\u6a21\u578b\u66f4\u4f18\u3001\u66f4\u9c81\u68d2\u7684\u7ed3\u679c\u3002\u4f7f\u7528 FFNN\uff08\u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff09\/XGB\uff08xgboost\uff09\/RF\uff08\u968f\u673a\u68ee\u6797\uff09\/RR\uff08\u5cad\u56de\u5f52\uff09\/\u7b80\u5355\u52a0\u6743\u5e73\u5747\uff08SWA\uff09\u7b49\u4f5c\u4e3a stacking meta learner\uff0c\u6700\u7ec8\u6839\u636e\u8bc4\u4f30\u6307\u6807\u81ea\u52a8\u9009\u62e9\u6700\u4f18\u96c6\u6210\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/60\/a9\/60d31ac2658f74c568608d30805b90a9.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>SWA \u65b9\u6cd5\u6bd4\u8f83\u7b80\u5355\uff0c\u53ea\u8981\u8ba1\u7b97\u51fa\u76f8\u5e94\u7684\u6743\u91cd\u3002<\/p>\n\n\n\n<p>XGB\/RR\/RF\/FFNN \u7b49\u65b9\u6cd5\u5219\u76f8\u5bf9\u590d\u6742\u4e00\u70b9\uff0c\u9700\u8981\u8fdb\u884c\u5982\u4e0b\u5904\u7406\uff1a<\/p>\n\n\n\n<ul><li><strong>\u6570\u636e\u9884\u5904\u7406<\/strong>\uff1a\u5bf9 deepar,mqrnn,mqcnn \u7684\u9884\u6d4b\u7ed3\u679c\u8fdb\u884c\u6807\u51c6\u5316\uff0c\u4f7f\u7528\uff08\u9884\u6d4b\u503c-\u5747\u503c\uff09\/\u6807\u51c6\u5dee\u7684\u65b9\u6cd5\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u6807\u51c6\u5316\u540e\u7684\u96c6\u6210\u6548\u679c\u597d\u4e8e\u975e\u6807\u51c6\u5316\u7684\u6570\u636e\u3002<\/li><li><strong>\u6a21\u578b\u8f93\u5165<\/strong>\uff1adeepar,mqrnn,mqcnn \u7684\u9884\u6d4b\u7ed3\u679c\uff0c\u65f6\u95f4\u5e8f\u5217\u7684\u7279\u5f81\uff08\u5206\u949f\uff0c\u5c0f\u65f6\uff0c\u661f\u671f\u51e0\u7b49\uff09\uff0c\u65f6\u95f4\u5e8f\u5217\u7684\u7f16\u53f7\u7b49\u3002<\/li><li><strong>\u635f\u5931\u51fd\u6570<\/strong>\uff1a\u5747\u65b9\u5dee\uff0c\u5e76\u589e\u52a0 L2 \u6b63\u5219\u5316\uff0c\u9632\u6b62\u8fc7\u62df\u5408\u3002<\/li><li><strong>\u96c6\u6210\u6a21\u578b\u81ea\u52a8\u8bc4\u4f30\u548c\u9009\u62e9<\/strong>\uff1a\u4f7f\u7528\u6d4b\u8bd5\u6570\u636e\u771f\u5b9e\u503c\u4e0e\u96c6\u6210\u6a21\u578b\u9884\u6d4b\u503c\u7684 SMAPE \u4f5c\u4e3a\u8bc4\u4f30\u6307\u6807\u3002\u81ea\u52a8\u9009\u53d6\u6d4b\u8bd5\u96c6\u4e0a SMAPE \u503c\u6700\u5c0f\u7684\u6a21\u578b\u4f5c\u4e3a\u6700\u7ec8\u7684\u96c6\u6210\u6a21\u578b\u3002<\/li><li><strong>\u9884\u6d4b\u4e0a\u4e0b\u8fb9\u754c\u751f\u6210<\/strong>\uff1a\u4f7f\u7528\u96c6\u6210\u6a21\u578b\u7684\u9884\u6d4b\u503c\u53ca\u5404\u57fa\u6a21\u578b\u7684\u6807\u51c6\u5dee\u4f5c\u53c2\u6570\uff0c\u91c7\u6837\u9009\u53d6\u5408\u9002\u7684\u5206\u4f4d\u6570\u751f\u6210\u4e0a\u4e0b\u8fb9\u754c\u3002<\/li><\/ul>\n\n\n\n<p>\u6211\u4eec\u901a\u8fc7\u5982\u4e0b\u9884\u6d4b\u7ed3\u679c\u53ef\u77e5\uff0c\u9ed1\u8272\u4e3a\u771f\u5b9e\u503c\uff0c\u7eff\u8272\uff0c\u9ec4\u8272\u548c\u7ea2\u8272\u5206\u522b\u4e3a deepar,mqrnn \u548c mqcnn \u7684\u9884\u6d4b\u503c\u3002\u84dd\u8272\u4e3a\u96c6\u6210\u540e\u7684\u9884\u6d4b\u503c\u3002\u96c6\u6210\u540e\u7684\u9884\u6d4b\u503c\u6bd4\u5355\u4e2a\u6a21\u578b\u7684\u9884\u6d4b\u503c\u66f4\u7a33\u5b9a\uff0c\u66f4\u63a5\u8fd1\u771f\u5b9e\u503c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/4d\/d7\/4d4f9331a6638c28dbd9eff193ed58d7.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>count \u578b\u6570\u636e\u4f7f\u7528 xgboost \u96c6\u6210<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/22\/00\/228432ca4d0cd39yy2a43ea07d824a00.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>rate \u578b\u6570\u636e\u4f7f\u7528 FFNN \u96c6\u6210<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%A0%B9%E5%9B%A0%E5%AE%9A%E4%BD%8D\"><\/span>\u6839\u56e0\u5b9a\u4f4d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u53ef\u52a0\u6027 KPI \uff08\u5982\u767b\u5f55\u91cf\u3001\u652f\u4ed8\u6210\u529f\u6570\u7b49\uff09\u662f\u4e1a\u52a1\u4e2d\u7684\u4e00\u7c7b\u91cd\u8981\u7684\u6307\u6807\u3002\u5f53\u53ef\u52a0\u6027 KPI \u603b\u6307\u6807\u53d1\u751f\u5f02\u5e38\u65f6\uff0c\u6211\u4eec\u5e0c\u671b\u4f7f\u7528\u6839\u56e0\u5b9a\u4f4d\u7b97\u6cd5\u5feb\u901f\u5b9a\u4f4d\u5bfc\u81f4\u603b\u6307\u6807\u51fa\u73b0\u5f02\u5e38\u7684\u6839\u6e90\uff08\u4f8b\u5982\uff1a\u5357\u4eac\u5730\u533a\u7684 iOS \u7aef\u7684\u5bb6\u7535\u54c1\u7c7b\u7684\u652f\u4ed8\u6210\u529f\u6570\u5f02\u5e38\u5bfc\u81f4\u4e86\u603b\u7684\u652f\u4ed8\u6210\u529f\u6570\u53d1\u751f\u5f02\u5e38\uff09\u3002<\/p>\n\n\n\n<p>\u6b64\u79cd\u65b9\u5f0f\u5b58\u5728\u4e24\u79cd\u4e0d\u540c\u7684\u6311\u6218\uff1a\u9996\u5148\uff0c\u4e0d\u540c\u7ef4\u5ea6\u503c\u7ec4\u5408\u4e4b\u95f4\u4e0d\u662f\u76f8\u4e92\u72ec\u7acb\u7684\uff0c\u6839\u56e0\u7684\u5f02\u5e38\u901a\u5e38\u4f1a\u4f20\u64ad\u5230\u5176\u4ed6\u7ef4\u5ea6\u503c\u7ec4\u5408\uff0c\u5bfc\u81f4\u4e0d\u540c\u7ef4\u5ea6\u503c\u7ec4\u5408\u5f02\u5e38\u7684\u7ea0\u7f20\uff0c\u771f\u6b63\u7684\u6839\u56e0\u96be\u4e8e\u7504\u522b\u3002\u5176\u6b21\uff0c\u8981\u5bf9\u5f02\u5e38\u6839\u56e0\u8fdb\u884c\u5b9a\u4f4d\uff0c\u987b\u5bf9\u6240\u6709\u7ef4\u5ea6\u503c\u7ec4\u5408\u6784\u6210\u7684\u5de8\u5927\u7a7a\u95f4\u8fdb\u884c\u641c\u7d22\u3002\u4ee5\u767b\u5f55\u7ebf\u4e3a\u4f8b\uff0c\u6570\u636e\u5305\u542b 4 \u4e2a\u7ef4\u5ea6\uff0c\u603b\u7684\u6700\u7ec6\u7c92\u5ea6\u7ef4\u5ea6\u503c\u7ec4\u5408\u6570\u91cf\u5728\u767e\u4e07\u91cf\u7ea7\uff0c\u800c\u641c\u7d22\u7a7a\u95f4\u66f4\u662f\u767e\u4e07\u91cf\u7ea7\u7684\u6307\u6570\u7ea7\u522b(&gt;2^1000000)\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u4e0a\u8ff0\u96be\u70b9\uff0c\u6211\u4eec\u63a2\u7d22\u5e76\u5229\u7528 Hotspot[3]\u7b97\u6cd5\u4f5c\u4e3a\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u7b97\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\u5305\u62ec\u4ee5\u4e0b\u4e09\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul><li>ripple effect\uff1a\u5f02\u5e38\u4f20\u64ad\u6a21\u578b\uff0c\u7528\u4e8e\u89e3\u51b3\u7ef4\u5ea6\u503c\u7ec4\u5408\u4e4b\u95f4\u5f02\u5e38\u7684\u4e92\u76f8\u7ea0\u7f20\u95ee\u9898\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/2c\/0b\/2ce9813614ba2ae82ab4d9dd45c7ef0b.png\" alt=\"\"\/><\/figure>\n\n\n\n<ul><li>potential score\uff1a\u7528\u4e8e\u8bc4\u4f30\u67d0\u7ef4\u5ea6\u503c\u7ec4\u5408\u4f5c\u4e3a\u6839\u56e0\u7684\u7f6e\u4fe1\u7a0b\u5ea6\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/f9\/0d\/f9a8795ea898dc9c267a86e2d36bf30d.png\" alt=\"\"\/><\/figure>\n\n\n\n<ul><li>\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\uff1a\u7528\u4e8e\u89e3\u51b3\u5728\u5de8\u5927\u7a7a\u95f4\u4e2d\u7684\u641c\u7d22\u95ee\u9898\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/52\/20\/52a06b5367466db0b71c8a211a4f0220.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5904\u7406\u6d41\u7a0b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%BF%90%E7%BB%B4%E7%9F%A5%E8%AF%86%E5%9B%BE%E8%B0%B1\"><\/span>\u8fd0\u7ef4\u77e5\u8bc6\u56fe\u8c31<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%83%8C%E6%99%AF\"><\/span>\u80cc\u666f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5728\u65e5\u5e38\u8fd0\u7ef4\u76d1\u63a7\u4e2d\uff0c\u7ebf\u4e0a\u4f1a\u4ea7\u751f\u5927\u91cf\u7684\u544a\u8b66\u4fe1\u606f\uff0c\u8fd9\u4e9b\u544a\u8b66\u4fe1\u606f\u6709\u5f88\u591a\u662f\u91cd\u590d\u548c\u65e0\u6548\u7684\uff0c\u4e0d\u4ec5\u5bf9\u8fd0\u7ef4\u4eba\u5458\u4ea7\u751f\u4e86\u8f83\u5927\u7684\u56f0\u6270\uff0c\u4e5f\u6781\u5927\u7684\u6d6a\u8d39\u4e86\u8d44\u6e90\u3002\u901a\u8fc7\u5f15\u7528\u8f6f\u786c\u4ef6\u77e5\u8bc6\u56fe\u8c31\uff0c\u5bf9\u544a\u8b66\u4fe1\u606f\u8fdb\u884c\u6709\u6548\u6536\u655b\uff0c\u5e76\u5229\u7528\u544a\u8b66\u77e5\u8bc6\u56fe\u8c31\u8fdb\u884c\u6839\u56e0\u5b9a\u4f4d\uff0c\u964d\u4f4e\u8fd0\u7ef4\u6210\u672c\uff0c\u8fc5\u901f\u53d1\u73b0\u95ee\u9898\u3001\u5b9a\u4f4d\u95ee\u9898\u548c\u89e3\u51b3\u95ee\u9898\u3002\u544a\u8b66\u77e5\u8bc6\u56fe\u8c31\u539f\u578b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/69\/2f\/69c8dd763b24588186b6c8cc471f102f.png\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%9E%84%E5%BB%BA%E6%B5%81%E7%A8%8B\"><\/span>\u6784\u5efa\u6d41\u7a0b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%E6%A0%B7%E6%9C%AC%E6%9E%84%E5%BB%BA\"><\/span>1. \u6837\u672c\u6784\u5efa<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u544a\u8b66\u6570\u636e\u5206\u7c7b\uff1a\u5c06\u544a\u8b66\u6570\u636e\u5206\u4e3a\u7269\u7406\u673a\u3001\u865a\u62df\u673a\u548c\u8f6f\u4ef6 3 \u5927\u7c7b\uff0c\u5e76\u6839\u636e\u544a\u8b66\u5185\u5bb9\u7ec6\u5206\u4e3a\u5bf9\u5e94\u7684\u5b50\u7c7b\u3002<\/p>\n\n\n\n<p>\u544a\u8b66\u6570\u636e\u5173\u8054\u6c47\u805a\uff1a\u5229\u7528\u8f6f\u786c\u4ef6\u77e5\u8bc6\u56fe\u8c31\u5c06\u6709\u5173\u8054\u7684\u544a\u8b66\u6c47\u805a\u4e3a\u4e00\u7ec4\u3002<\/p>\n\n\n\n<p>\u65f6\u95f4\u7247\u5206\u5272\uff1a\u6839\u636e\u4e0d\u540c\u65f6\u95f4\u7c92\u5ea6\u5206\u5272\u5f97\u5230\u6837\u672c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%E5%9B%A0%E6%9E%9C%E5%8F%91%E7%8E%B0\"><\/span>2. \u56e0\u679c\u53d1\u73b0<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u56e0\u679c\u53d1\u73b0\u7b97\u6cd5\u5b66\u4e60\u56e0\u679c\u56fe\uff1a\u5229\u7528 CausalDiscoveryToolbox \u4e2d\u7684 CGNN\u3001PC\u3001GES\u3001LiNGAM \u7b49\u7b97\u6cd5\u5bf9\u4e0d\u540c\u65f6\u95f4\u7c92\u5ea6\u7684\u6837\u672c\u6784\u5efa\u56e0\u679c\u56fe\u3002<\/p>\n\n\n\n<p>\u56e0\u679c\u56fe\u5206\u6790\u53ca\u544a\u8b66\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\uff1a\u5bf9\u7b97\u6cd5\u6784\u5efa\u7684\u56e0\u679c\u56fe\u8fdb\u884c\u5206\u6790\u6574\u5408\uff0c\u6784\u5efa\u544a\u8b66\u77e5\u8bc6\u56fe\u8c31\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_%E5%9B%A0%E6%9E%9C%E6%8E%A8%E7%90%86\"><\/span>3. \u56e0\u679c\u63a8\u7406<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u544a\u8b66\u77e5\u8bc6\u56fe\u8c31\u8fb9\u6743\u91cd\u8ba1\u7b97\uff1a\u5229\u7528\u544a\u8b66\u65f6\u5e8f\u6570\u636e\u53ca\u540c\u6d4e\u8bba\u6587\u4e2d\u7684\u65b9\u6cd5\u8ba1\u7b97\u544a\u8b66\u77e5\u8bc6\u56fe\u8c31\u4e2d\u8fb9\u7684\u6743\u91cd\u3002<\/p>\n\n\n\n<p>\u56e0\u679c\u63a8\u7406\uff1a\u6839\u636e\u5e26\u6743\u91cd\u7684\u544a\u8b66\u77e5\u8bc6\u56fe\u8c31\u53ca\u544a\u8b66\u6570\u636e\u5229\u7528\u8def\u5f84\u641c\u7d22\u65b9\u5f0f\u5f97\u5f53\u7591\u4f3c\u6839\u56e0\u8def\u5f84\u6392\u5e8f\uff0c\u7ed9\u51fa\u53ef\u80fd\u7684\u6839\u56e0\u8def\u5f84\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%A4%A7%E8%A7%84%E6%A8%A1%E6%B5%B7%E9%87%8F%E6%97%A5%E5%BF%97%E5%88%86%E6%9E%90%E7%9A%84_818_%E4%BF%9D%E9%9A%9C\"><\/span>\u5927\u89c4\u6a21\u6d77\u91cf\u65e5\u5fd7\u5206\u6790\u7684 818 \u4fdd\u969c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u76ee\u524d\u65e5\u5fd7\u5206\u6790\u5e73\u53f0\u652f\u6491\u8fd1 2500+\u7cfb\u7edf\u7684\u5e94\u7528\u65e5\u5fd7\u3001\u6bcf\u5929 50TB+\/1300 \u4ebf\u6761\u6570\u636e\uff0c24 \u5c0f\u65f6\u4e0d\u95f4\u65ad\u7d22\u5f15\u670d\u52a1\uff0c\u5cf0\u503c 400W\/s \u5199\u5165\u80fd\u529b\uff0c\u79d2\u7ea7\u68c0\u7d22\u80fd\u529b\u3002\u652f\u6301\u7684\u65e5\u5fd7\u7c7b\u578b\u5305\u62ec\uff1aCDN \u5168\u91cf\u548c\u5f02\u5e38\u65e5\u5fd7\u7684\u76d1\u63a7\u3001\u6838\u5fc3\u94fe\u8def\uff08\u8d2d\u7269\u8f66\u3001\u56db\u7ea7\u9875\u7b49\uff09Web \u65e5\u5fd7\u76d1\u63a7\u3001\u5e94\u7528\u670d\u52a1\u5668\u3001\u64cd\u4f5c\u7cfb\u7edf\u5185\u6838\u7b49\u65e5\u5fd7\u76d1\u63a7\u3001\u6838\u5fc3\u6570\u636e\u94fe\u8def\u65e5\u5fd7\u76d1\u63a7\u7b49\u3002\u8fd1 1000+\u4eea\u8868\u76d8\u8986\u76d6\u5b8c\u6574\u7684\u57fa\u4e8e\u65e5\u5fd7\u76d1\u63a7\u80fd\u529b\uff0c\u4fdd\u969c\u65e5\u5e38\u548c\u5927\u4fc3\u65f6\u6bb5\u7ebf\u4e0a\u7cfb\u7edf\u7684\u5e73\u7a33\u8fd0\u884c\u3002\u5728\u6574\u4e2a\u65e5\u5fd7\u5206\u6790\u5e73\u53f0\u7684\u5efa\u8bbe\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u7ecf\u5386 5 \u4e2a\u9636\u6bb5\u7684\u4e0d\u540c\u4f18\u5316\uff0c\u63a5\u4e0b\u6765\u6211\u4f1a\u5bf9\u4e0d\u540c\u9636\u6bb5\u7684\u4f18\u5316\u70b9\u548c\u4ea7\u751f\u7684\u95ee\u9898\u8fdb\u884c\u8be6\u7ec6\u7684\u9610\u8ff0\uff0c\u6211\u4eec\u662f\u5982\u4f55\u4e00\u6b65\u6b65\u652f\u6491\u8d77\u5927\u89c4\u6a21\u6d77\u91cf\u65e5\u5fd7\u6570\u636e\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/19\/30\/19d4455ab406eeac4fa1999e3a9b5a30.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6d77\u91cf\u65e5\u5fd7\u5b9e\u65f6\u641c\u7d22<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/1c\/e5\/1c5214ccb3ed55bb457ae3881348f1e5.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65e5\u5fd7\u5b9e\u65f6\u5206\u6790\u4eea\u8868\u76d8<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%98%B6%E6%AE%B5%E4%B8%80\"><\/span>\u9636\u6bb5\u4e00<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u6700\u521d\uff0c\u65e5\u5fd7\u5206\u6790\u5e73\u53f0\u7684 es \u96c6\u7fa4\u4e2d\u6240\u6709\u8282\u70b9\u90fd\u4f7f\u7528\u865a\u62df\u673a\uff0c\u65e5\u5fd7\u7d22\u5f15\u662f\u6309\u7167\u5929\u4e3a\u5355\u4f4d\u8fdb\u884c\u751f\u4ea7\uff0c\u901a\u8fc7 Nginx \u5c06\u7528\u6237\u7684\u68c0\u7d22\u8bf7\u6c42\u8d1f\u8f7d\u5728\u6570\u636e\u8282\u70b9\u3002\u8be5\u67b6\u6784\u7684\u6574\u4f53\u6982\u89c8\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/cd\/6e\/cdc6bebfff2eea5a596ab15a087e876e.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65e5\u5fd7\u5206\u6790\u5e73\u53f0\u67b6\u6784 1.0<\/p>\n\n\n\n<p>\u4f46\u662f\uff0c\u968f\u7740\u65e5\u5fd7\u63a5\u5165\u91cf\u7684\u4e0d\u65ad\u4e0a\u5347\uff0c\u8fd9\u6837\u7684\u914d\u7f6e\u5728\u751f\u4ea7\u73af\u5883\u8fd0\u884c\u4ee5\u540e\u9010\u6e10\u51fa\u73b0\u4e86\u90e8\u5206\u7d22\u5f15\u8282\u70b9\u8d1f\u8f7d\u975e\u5e38\u9ad8\uff0c\u7d22\u5f15\u901f\u5ea6\u975e\u5e38\u6162\uff0c\u7ecf\u5e38\u51fa\u73b0 Kafka \u5835\u585e\u60c5\u51b5\uff0c\u67e5\u8be2\u54cd\u5e94\u975e\u5e38\u6162\u7684\u72b6\u51b5\u3002\u4e3a\u6b64\u6211\u4eec\u5bf9\u8fd9\u6837\u7684\u60c5\u51b5\u8fdb\u884c\u4e86\u539f\u56e0\u5206\u6790\uff0c\u90e8\u5206\u865a\u62df\u673a\u5728\u540c\u4e00\u4e2a\u7269\u7406\u673a\u4e0a\uff0c\u6570\u636e\u8282\u70b9\u95f4\u7684\u8d44\u6e90\u7ade\u4e89\u975e\u5e38\u6fc0\u70c8\uff0c\u6570\u636e\u8282\u70b9\u540c\u65f6\u627f\u62c5\u7d22\u5f15\u548c\u68c0\u7d22\uff0c\u8d1f\u8377\u91cd\uff0c\u7d22\u5f15\u65f6\u6709\u975e\u5fc5\u987b\u7684\u5b57\u6bb5\u88ab\u7d22\u5f15\uff08\u6bd4\u5982_all\uff09\u548c\u6309\u5929\u751f\u6210\u7684\u7d22\u5f15\u592a\u5927\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%98%B6%E6%AE%B5%E4%BA%8C\"><\/span>\u9636\u6bb5\u4e8c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u9488\u5bf9\u8fd9\u6837\u7684\u60c5\u51b5\uff0c\u6211\u4eec\u5f00\u59cb\u8003\u8651\u5bf9\u6574\u4e2a\u65e5\u5fd7\u5206\u6790\u5e73\u53f0\u7684\u67b6\u6784\u8fdb\u884c\u4f18\u5316\uff1a\u5f15\u5165 client \u8282\u70b9\uff0c\u5c06\u68c0\u7d22\u7684\u8bf7\u6c42\u4ece\u6570\u636e\u8282\u70b9\u8f6c\u79fb\u5230 client \u8282\u70b9\uff0c\u540c\u65f6 client \u8282\u70b9\u901a\u8fc7 river \u4ece kafka \u4e2d\u62c9\u6570\u636e\u5c06\u6570\u636e\u5bfc\u5165 ES\u3002\u79fb\u9664\u5728\u540c\u4e00\u7269\u7406\u673a\u4e0a\u7684\u865a\u62df\u673a\uff0c\u5e76\u589e\u52a0\u4e86\u4e00\u6279\u7269\u7406\u673a\u3002\u5173\u95ed_all \u5b57\u6bb5\u5e76\u4e14\u7d22\u5f15\u6309\u7167\u5c0f\u65f6\u751f\u6210\u3002\u6839\u636e\u65e5\u5fd7\u7c7b\u578b\u5212\u5206\u4e0d\u540c\u7684\u7d22\u5f15\u6587\u4ef6\u3002\u6b64\u65f6\uff0c\u4f18\u5316\u540e\u7684\u67b6\u6784\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/fb\/b6\/fb1e4e781c64a7f5da7cdca6a8acf9b6.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65e5\u5fd7\u5206\u6790\u5e73\u53f0\u67b6\u6784 2.0<\/p>\n\n\n\n<p>\u867d\u7136\u7ecf\u8fc7\u4e86\u4f18\u5316\uff0c\u4f46\u662f\u7ebf\u4e0a\u73af\u5883\u8fd0\u884c\u7684\u8fc7\u7a0b\u4e2d\u8fd8\u662f\u4f1a\u51fa\u73b0\u4e00\u4e9b\u72b6\u51b5\uff1a\u4f8b\u5982\uff0c\u975e\u5927\u4fc3\u671f\u95f4\uff0c\u7d22\u5f15\u548c\u68c0\u7d22\u901f\u5ea6\u57fa\u672c\u80fd\u8fbe\u5230\u79d2\u7ea7\uff0c\u4f46\u662f\u5927\u4fc3\u671f\u95f4\uff0c\u51fa\u73b0\u65e5\u5fd7\u91cf\u81a8\u80c0\u4ee5\u53ca\u8bbf\u95ee\u4eba\u6570\u8fc7\u591a\u65f6\uff0c\u7d22\u5f15\u548c\u68c0\u7d22\u901f\u5ea6\u5f88\u6162\u3002\u968f\u7740\u96c6\u7fa4\u89c4\u6a21\u7684\u589e\u52a0\uff0c\u8fd0\u7ef4\u7684\u5de5\u4f5c\u91cf\u4e5f\u6025\u5267\u589e\u52a0\u3002\u6211\u4eec\u5bf9\u6b64\u4e5f\u8fdb\u884c\u4e86\u76f8\u5e94\u7684\u590d\u76d8\u548c\u603b\u7ed3\uff0c\u4e3b\u8981\u591a\u79cd\u7c7b\u578b\u7684\u65e5\u5fd7\uff08\u4f8b\u5982\u504f\u7edf\u8ba1\u5206\u6790\u7684 web \u65e5\u5fd7\uff0c\u504f\u68c0\u7d22\u7684\u5e94\u7528\u65e5\u5fd7\uff09\u6df7\u5728\u4e00\u4e2a\u5927\u96c6\u7fa4\u4e2d,\u4e0d\u540c\u7684\u65e5\u5fd7\u95f4\u76f8\u4e92\u5f71\u54cd\uff0c\u7f3a\u5c11\u5fc5\u8981\u7684\u964d\u7ea7\u529f\u80fd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%98%B6%E6%AE%B5%E4%B8%89\"><\/span>\u9636\u6bb5\u4e09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5728\u7ecf\u5386\u4e86\u4e24\u6b21\u67b6\u6784\u4f18\u5316\u4ee5\u540e\uff0c\u6211\u4eec\u8003\u8651\u6839\u636e\u65e5\u5fd7\u7c7b\u578b\uff0c\u5c06\u5927\u96c6\u7fa4\u62c6\u5206\u6210\u4e0d\u540c\u7684\u5c0f\u96c6\u7fa4\u5c06 data \u8282\u70b9\u66ff\u6362\u6210\u7269\u7406\u673a\uff0c\u63d0\u4f9b\u6309\u7167\u7cfb\u7edf\u3001\u6587\u4ef6\u8def\u5f84\u3001\u7b49\u7ea7\u7b49\u5e94\u5bf9\u5927\u4fc3\u671f\u95f4\u7684\u65e5\u5fd7\u6d2a\u5cf0\u7cfb\u7edf\u8fdb\u884c\u964d\u7ea7\u7684\u529f\u80fd\u3002\u67b6\u6784\u4e5f\u968f\u4e4b\u53d8\u5316\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/static001.infoq.cn\/resource\/image\/e5\/b5\/e59223d934da9cc33584d24f6831c7b5.png\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u65e5\u5fd7\u5206\u6790\u5e73\u53f0\u67b6\u6784 3.0<\/p>\n\n\n\n<p>\u6b64\u6b21\u4f18\u5316\u6211\u4eec\u80fd\u591f\u975e\u5927\u4fc3\u671f\u95f4\uff0c\u7d22\u5f15\u548c\u68c0\u7d22\u901f\u5ea6\u8fbe\u5230\u79d2\u7ea7\u3002\u5927\u4fc3\u671f\u95f4\uff0c\u901a\u8fc7\u5fc5\u8981\u7684\u964d\u7ea7\uff0c\u80fd\u591f\u4fdd\u8bc1\u91cd\u8981\u7cfb\u7edf\u7684\u7d22\u5f15\u548c\u68c0\u7d22\u901f\u5ea6\u8fbe\u5230\u79d2\u7ea7\u3002\u4f46\u662f\u7528\u6237\u63d0\u51fa\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\uff0c\u5e0c\u671b\u4fdd\u7559 7 \u5929\u4ee5\u524d\u4ee5\u53ca\u5927\u4fc3\u671f\u95f4\u6570\u636e\u3002\u6211\u4eec\u4e5f\u53d1\u73b0\uff0c\u968f\u7740\u4e1a\u52a1\u91cf\u7684\u5feb\u901f\u589e\u957f,\u7b80\u5355\u7684\u6309\u7167\u5206\u6790\u7c7b\u578b\u8fdb\u884c\u96c6\u7fa4\u62c6\u5206\u5df2\u4e0d\u80fd\u6ee1\u8db3\u8981\u6c42,\u5e76\u4e14\u589e\u52a0\u673a\u5668\u8d44\u6e90\u5bb9\u91cf\u5e76\u4e0d\u662f\u7ebf\u6027\u589e\u52a0\u3002\u96c6\u7fa4\u5bb9\u91cf\u4ee5\u53ca\u6027\u80fd\u4e5f\u5b58\u5728\u4e25\u91cd\u95ee\u9898\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%98%B6%E6%AE%B5%E5%9B%9B\"><\/span>\u9636\u6bb5\u56db<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u6211\u4eec\u7ee7\u7eed\u5bf9 es \u96c6\u7fa4\u8fdb\u884c\u62c6\u5206\uff0c\u652f\u6301\u6309\u7167\u4e1a\u52a1\u5212\u5206\u4ee5\u53ca\u6570\u636e\u7c7b\u578b\u5212\u5206\u96c6\u7fa4\uff0c\u4f7f\u7528\u4e0d\u540c\u7684\u786c\u4ef6\u5212\u5206 Hot\/Cold 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alt=\"\"\/><\/figure>\n\n\n\n<p>\u65e5\u5fd7\u5206\u6790\u5e73\u53f0\u67b6\u6784 5.0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%84%BF%E6%99%AF\"><\/span>\u613f\u666f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u672a\u6765\uff0c\u6211\u4eec\u5c06\u4f1a\u5728\u76d1\u63a7\u8fd0\u7ef4\u4f53\u7cfb\u7684\u5efa\u8bbe\u4e2d\u878d\u5165\u8d8a\u6765\u8d8a\u591a\u7684 AI \u5143\u7d20\uff0c\u5b9e\u73b0\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u65e0\u4eba\u503c\u5b88\u76d1\u63a7\u8fd0\u7ef4\u751f\u6001\u4f53\u7cfb\uff0c\u63d0\u5347\u8fd0\u7ef4\u6548\u7387\uff0c\u964d\u4f4e\u8fd0\u7ef4\u6210\u672c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5efa\u8bbe\u80cc\u666f 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