{"id":8671,"date":"2022-02-08T15:13:15","date_gmt":"2022-02-08T07:13:15","guid":{"rendered":"https:\/\/www.gbase8.cn\/?p=8671"},"modified":"2022-02-08T15:14:40","modified_gmt":"2022-02-08T07:14:40","slug":"%e3%80%90%e8%bd%ac%e3%80%91starrocks-%e6%ba%90%e7%a0%81%e5%af%bc%e8%af%bb%e4%b8%80%ef%bc%8cstarrocks%e5%ba%b7%e5%87%af%e6%a3%ae","status":"publish","type":"post","link":"https:\/\/www.gbase8.cn\/en\/8671","title":{"rendered":"[\u8f6c]StarRocks \u6e90\u7801\u5bfc\u8bfb\u4e00\uff0cStarRocks\u5eb7\u51ef\u68ee"},"content":{"rendered":"<p>\u672c\u6587\u4e3b\u8981\u8fdb\u884c\u4e86 StarRocks CBO \u4f18\u5316\u5668\u548c\u5411\u91cf\u5316\u6267\u884c\u5668\u4e24\u4e2a\u6a21\u5757\u7684\u6e90\u7801\u5bfc\u8bfb\u3002<\/p>\n\n\n\n<p>\u539f\u6587\uff1a<a href=\"https:\/\/blog.bcmeng.com\/post\/starrocks-source-code-1.html\">https:\/\/blog.bcmeng.com\/post\/starrocks-source-code-1.html<\/a><\/p>\n\n\n\n<p>021\u5e749\u67088\u65e5\uff0c\u6211\u53f8\u9f0e\u77f3\u79d1\u6280\u5f00\u653e\u4e86\u6838\u5fc3\u6570\u636e\u5e93\u4ea7\u54c1 StarRocks \u6e90\u7801\uff1a<a href=\"https:\/\/github.com\/StarRocks\/starrocks\">https:\/\/github.com\/StarRocks\/starrocks<\/a>\uff0cStarRocks \u57fa\u4e8e&nbsp;<a href=\"https:\/\/github.com\/apache\/incubator-doris\/\">Apache Doris<\/a>&nbsp;\u5f00\u53d1\uff0c\u6211\u4eec\u5341\u5206\u611f\u8c22 Apache Doris \u793e\u533a\u8d21\u732e\u4e86\u8fd9\u6837\u4e00\u4e2a\u4f18\u79c0\u7684OLAP\u6570\u636e\u5e93\uff0c\u4e5f\u611f\u8c22\u6240\u6709<a href=\"https:\/\/github.com\/apache\/incubator-doris\/graphs\/contributors\">\u5411 Apache Doris \u8d21\u732e\u8fc7\u7684\u540c\u5b66<\/a>\uff0c\u8ba9\u6211\u4eec\u53ef\u4ee5\u7ad9\u5728\u5de8\u4eba\u7684\u80a9\u8180\u4e0a\u5feb\u901f\u524d\u8fdb\u548c\u8fed\u4ee3\uff0c\u4e0d\u8fc7 StarRocks \u548c Apache Doris \u5df2\u7ecf\u6709\u4e86\u5f88\u5927\u7684\u4e0d\u540c\uff0c\u6211\u4eec\u65b0\u589e\u548c\u4fee\u6539\u7684\u4ee3\u7801\u884c\u6570\u8fbe\u5230\u4e86\u51e0\u5341\u4e07\u884c\uff0c\u6211\u5c06\u5206\u4e24\u7bc7\u6587\u7ae0\u5bf9 StarRocks \u7684\u6e90\u7801\u8fdb\u884c\u5bfc\u8bfb\uff0c\u8fd9\u7bc7\u6587\u7ae0\u4e3b\u8981\u4ecb\u7ecd StarRocks \u5168\u65b0\u7684 CBO \u4f18\u5316\u5668\u548c\u5411\u91cf\u5316\u6267\u884c\u5668\u3002<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Directory Navigation<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a2b0c48505bd\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a2b0c48505bd\"  aria-label=\"Toggle\" \/><nav><ul 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href=\"https:\/\/www.gbase8.cn\/en\/8671\/#StarRocks_CBO_%E4%BC%98%E5%8C%96%E5%99%A8%E7%90%86%E8%AE%BA%E5%92%8C%E5%AE%9E%E8%B7%B5%E7%9A%84%E5%B7%AE%E5%88%AB\" >StarRocks CBO \u4f18\u5316\u5668\u7406\u8bba\u548c\u5b9e\u8df5\u7684\u5dee\u522b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.gbase8.cn\/en\/8671\/#StarRocks_%E5%90%91%E9%87%8F%E5%8C%96%E6%89%A7%E8%A1%8C%E5%99%A8\" >StarRocks \u5411\u91cf\u5316\u6267\u884c\u5668<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.gbase8.cn\/en\/8671\/#StarRocks_%E7%AE%97%E5%AD%90%E5%90%91%E9%87%8F%E5%8C%96\" >StarRocks \u7b97\u5b50\u5411\u91cf\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.gbase8.cn\/en\/8671\/#StarRocks_%E8%A1%A8%E8%BE%BE%E5%BC%8F%E5%90%91%E9%87%8F%E5%8C%96\" >StarRocks \u8868\u8fbe\u5f0f\u5411\u91cf\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.gbase8.cn\/en\/8671\/#StarRocks_%E5%AD%98%E5%82%A8%E5%B1%82%E5%90%91%E9%87%8F%E5%8C%96\" >StarRocks \u5b58\u50a8\u5c42\u5411\u91cf\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.gbase8.cn\/en\/8671\/#StarRocks_SIMD_%E4%BC%98%E5%8C%96\" >StarRocks SIMD \u4f18\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.gbase8.cn\/en\/8671\/#StarRocks_%E8%87%AA%E9%80%82%E5%BA%94%E4%BC%98%E5%8C%96\" >StarRocks \u81ea\u9002\u5e94\u4f18\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.gbase8.cn\/en\/8671\/#StarRocks_%E5%A6%82%E4%BD%95%E8%BF%9B%E8%A1%8C%E6%80%A7%E8%83%BD%E4%BC%98%E5%8C%96\" >StarRocks \u5982\u4f55\u8fdb\u884c\u6027\u80fd\u4f18\u5316<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.gbase8.cn\/en\/8671\/#%E7%BB%93%E8%AF%AD\" >\u7ed3\u8bed<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"starrocks-cbo-\u4f18\u5316\u5668\"><span class=\"ez-toc-section\" id=\"StarRocks_CBO_%E4%BC%98%E5%8C%96%E5%99%A8\"><\/span>StarRocks CBO \u4f18\u5316\u5668<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5982\u679c\u4e00\u6761SQL\u7684\u6267\u884c\u662f\u4e00\u573a\u65c5\u7a0b\uff0c\u67e5\u8be2\u6267\u884c\u5668\u5c31\u662f\u4f60\u7684\u4ea4\u901a\u5de5\u5177\uff0c\u4f60\u7684\u4ea4\u901a\u5de5\u5177\u6027\u80fd\u8d8a\u597d\uff0c\u5728\u76f8\u540c\u7684\u8def\u5f84\u4e0b\uff0c\u65c5\u7a0b\u7684\u8017\u65f6\u81ea\u7136\u8d8a\u77ed\u3002\u4f46\u662f\u4ece\u65c5\u7a0b\u7684\u51fa\u53d1\u70b9\u5230\u7ec8\u70b9\u53ef\u80fd\u6709\u6210\u5343\u4e0a\u4e07\u6761\u8def\u5f84\uff0c\u6709\u5eb7\u5e84\u5927\u9053\uff0c\u4e5f\u6709\u6797\u836b\u5c0f\u8def\uff0c\u800c\u67e5\u8be2\u4f18\u5316\u5668\u7684\u4f5c\u7528\u5c31\u662f\u9009\u62e9\u51fa\u6700\u77ed\uff0c\u6700\u5408\u9002\u7684\u9053\u8def\u3002&nbsp;<strong>\u4e00\u822c SQL \u8d8a\u590d\u6742\uff0c\u6570\u636e\u91cf\u8d8a\u5927\uff0c\u67e5\u8be2\u4f18\u5316\u5668\u7684\u610f\u4e49\u5c31\u8d8a\u5927\uff0c\u56e0\u4e3a\u4e0d\u540c\u6267\u884c\u65b9\u5f0f\u7684\u6027\u80fd\u5dee\u522b\u53ef\u80fd\u6709\u6210\u767e\u4e0a\u5343\u500d<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e00\u6761 SQL \u67e5\u8be2\u65f6\u4f1a\u4f9d\u6b21\u9700\u8981\u7ecf\u8fc7\u67e5\u8be2\u89e3\u6790\u5668\uff0c\u5206\u6790\u5668, \u4f18\u5316\u5668\uff0c\u67e5\u8be2\u6267\u884c\u5c42\u548c\u5b58\u50a8\u5c42\u3002 \u67e5\u8be2\u4f18\u5316\u5668\u7684\u8f93\u5165\u662f\u4e00\u9897\u903b\u8f91\u7684\u62bd\u8c61\u8bed\u6cd5\u6811\uff0c\u8f93\u51fa\u662f\u4e00\u9897\u201c\u6700\u4f18\u7684\u201d \u7269\u7406\u6267\u884c\u8ba1\u5212\u3002 \u67e5\u8be2\u8d8a\u590d\u6742\uff0c\u6570\u636e\u91cf\u8d8a\u5927\uff0c\u7269\u7406\u6267\u884c\u8ba1\u5212\u7684\u597d\u574f\u5bf9\u67e5\u8be2\u6027\u80fd\u5f71\u54cd\u8d8a\u5927\uff0c\u6240\u4ee5\u4e00\u6b3e\u6210\u719f\u7684\u5546\u4e1a\u6570\u636e\u5e93\u90fd\u9700\u8981\u4e00\u4e2a\u5f3a\u5927\u7684\uff0c\u6210\u719f\u7684\u67e5\u8be2\u4f18\u5316\u5668\u3002<\/p>\n\n\n\n<p>StarRocks \u5168\u65b0\u7684 CBO \u4f18\u5316\u5668\u4e3b\u8981\u57fa\u4e8e Cascades\uff0cColumbia\uff0cORCA \u8bba\u6587\u5b9e\u73b0\uff0c\u4e5f\u53c2\u8003\u4e86 ORCA\uff0cPresto\uff0cCalcite\uff0cCMU Noisepage\uff0cCockroachDB \u7b49\u9879\u76ee\uff0c\u6838\u5fc3\u4f18\u5316\u6d41\u7a0b\u57fa\u672c\u548c Columbia \u4e00\u81f4\uff0c\u5728\u5177\u4f53\u5de5\u7a0b\u5b9e\u8df5\u4e2d\uff0c\u6211\u4eec\u8fdb\u884c\u4e86\u5f88\u591a\u4f18\u5316\u4e0e\u521b\u65b0\u3002<\/p>\n\n\n\n<p>\u6574\u4e2a CBO \u4f18\u5316\u5668\u7684\u6d41\u7a0b\u5982\u4e0b\u6240\u793a\uff0cSQL Parser \u90e8\u5206\u548c Apache Doris \u76f8\u540c\uff0c\u6211\u4eec\u6682\u65f6\u8fd8\u6ca1\u6709\u8fdb\u884c\u91cd\u5199\uff0c\u6211\u4eec\u7684\u91cd\u5199\u662f\u4ece Analyzer \u90e8\u5206\u5f00\u59cb\uff0c\u6574\u4e2aCBO \u4f18\u5316\u5668\u7684\u4ee3\u7801\u90fd\u4f4d\u4e8e&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\">SQL \u76ee\u5f55\u4e0b<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.bcmeng.com\/post\/media\/16314356882101\/Screen%20Shot%202021-09-12%20at%205.25.28%20PM.png\" alt=\"Screen Shot 2021-09-12 at 5.25.28 PM\"\/><\/figure>\n\n\n\n<p>\u5982\u679c\u4f60\u5bf9 CBO \u4f18\u5316\u5668\u611f\u5174\u8da3\uff0c\u63a8\u8350\u5148\u9605\u8bfb&nbsp;<a href=\"https:\/\/15721.courses.cs.cmu.edu\/spring2018\/papers\/15-optimizer1\/xu-columbia-thesis1998.pdf\">Columbia \u8bba\u6587<\/a>\uff0c\u8fd9\u7bc7\u8bba\u6587\u6bd4\u8f83\u901a\u4fd7\u6613\u61c2\uff0c\u8bba\u6587\u4e2d\u6d89\u53ca\u7684\u57fa\u672c\u6982\u5ff5\u6211\u5728\u672c\u6587\u4e2d\u5c31\u4e0d\u518d\u8d58\u8ff0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-analyzer\"><span class=\"ez-toc-section\" id=\"StarRocks_Analyzer\"><\/span>StarRocks Analyzer<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>StarRocks Analyzer \u4ee3\u7801\u5728&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\">Analyzer \u76ee\u5f55\u4e0b<\/a>\uff0c\u4e3b\u8981\u5b8c\u6210\u4e86 \u8868\u540d\uff0c\u5217\u540d\u7684\u8bc6\u522b\u548c\u89e3\u6790(Binder)\uff0cSQL\u5408\u6cd5\u6027\u68c0\u67e5\uff0cSQL\u91cd\u5199\uff0c\u51fd\u6570\u68c0\u67e5\uff0c\u522b\u540d\u5904\u7406\u3002 \u6838\u5fc3\u7c7b\u662f&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/blob\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\/analyzer\/QueryAnalyzer.java\">QueryAnalyzer<\/a>&nbsp;\u548c&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/blob\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\/analyzer\/ExpressionAnalyzer.java\">ExpressionAnalyzer<\/a>, Analyzer\u7684\u7ed3\u679c\u662f\u4e00\u4e2a\u6709\u5c42\u7ea7\u7ed3\u6784\u7684&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/blob\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\/analyzer\/relation\/Relation.java\">Relation<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-relation-to-logical-plan\"><span class=\"ez-toc-section\" id=\"StarRocks_Relation_To_Logical_Plan\"><\/span>StarRocks Relation To Logical Plan<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4ee3\u7801\u5728&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\/optimizer\/transformer\">transformer \u76ee\u5f55\u4e0b<\/a>&nbsp;\u6838\u5fc3\u7c7b\u662f RelationTransformer\uff0cQueryTransformer\uff0cSubqueryTransformer\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-logical-plan-rewrite\"><span class=\"ez-toc-section\" id=\"StarRocks_Logical_Plan_Rewrite\"><\/span>StarRocks Logical Plan Rewrite<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4e3b\u8981\u5b8c\u6210\u4e86\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5404\u79cd\u8868\u8fbe\u5f0f\u7684\u91cd\u5199\u548c\u5316\u7b80<\/li><li>\u5217\u88c1\u526a<\/li><li>\u8c13\u8bcd\u4e0b\u63a8<\/li><li>Limit \u4e0b\u63a8<\/li><li>\u7b49\u4ef7\u8c13\u8bcd\u63a8\u5bfc\uff08\u5e38\u91cf\u4f20\u64ad\uff09<\/li><li>Outer Join \u8f6c Inner Join<\/li><li>\u5e38\u91cf\u6298\u53e0<\/li><li>\u516c\u5171\u8868\u8fbe\u5f0f\u590d\u7528<\/li><li>\u5b50\u67e5\u8be2\u91cd\u5199<\/li><li>Lateral Join \u5316\u7b80<\/li><li>\u5206\u533a\u5206\u6876\u88c1\u526a<\/li><li>Empty Node \u4f18\u5316<\/li><\/ul>\n\n\n\n<p>Rewrite Task \u7684\u9a71\u52a8\u5728&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/blob\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\/optimizer\/Optimizer.java\">Optimizer\u7c7b<\/a>&nbsp;\uff0c\u5404\u79cd Rewrite\u7684Rule\u5728&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\/optimizer\/rewrite\">rewrite \u76ee\u5f55<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-cost-based-optimize\"><span class=\"ez-toc-section\" id=\"StarRocks_Cost_Based_Optimizer\"><\/span>StarRocks Cost Based Optimizer<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>StarRocks \u6574\u4e2a\u641c\u7d22\u6846\u67b6\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.bcmeng.com\/post\/media\/16314356882101\/16314381732158.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6211\u4eec\u5728 Logical Plan Rewrite \u5b8c\u6210\u540e\uff0c\u6b63\u5f0f\u57fa\u4e8e Columbia \u8bba\u6587\u8fdb\u884c CBO \u4f18\u5316\uff0c\u4e3b\u8981\u5305\u62ec\u4e0b\u9762\u7684\u4f18\u5316\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4e24\u9636\u6bb5\u805a\u5408\u4f18\u5316<\/li><li><strong>Join \u5de6\u53f3\u8868\u8c03\u6574<\/strong>\uff1a StarRocks \u662f\u7528\u6c38\u8fdc\u7528\u53f3\u8868\u6784\u5efa Hash \u8868\uff0c\u6240\u4ee5\u53f3\u8868\u5e94\u8be5\u662f\u5c0f\u8868\uff0cStarRocks \u53ef\u4ee5\u57fa\u4e8e cost \u81ea\u52a8\u8c03\u6574\u5de6\u53f3\u8868\u987a\u5e8f\uff0c\u4e5f\u4f1a\u81ea\u52a8\u628a left join \u8f6c right join\u3002<\/li><li><strong>Join \u591a\u8868 Reorder<\/strong>\uff1a\u591a\u8868Join \u5982\u4f55\u9009\u62e9\u51fa\u6b63\u786e\u7684Join \u987a\u5e8f\uff0c\u662f\u4f18\u5316\u5668\u7684\u6838\u5fc3\uff0c\u5f53Join\u8868\u7684\u6570\u91cf\u5c0f\u4e8e\u7b49\u4e8e5\u65f6\uff0cStarRocks \u4f1a\u57fa\u4e8eJoin \u4ea4\u6362\u5f8b\u548c\u7ed3\u5408\u5f8b\u8fdb\u884c Join Reorder\uff0c\u5927\u4e8e5\u65f6\uff0cStarRocks \u4f1a\u57fa\u4e8e\u8d2a\u5fc3\u7b97\u6cd5 \u548c\u52a8\u6001\u89c4\u5212\u8fdb\u884c Join Reorder\u3002<\/li><li><strong>Join \u5206\u5e03\u5f0f\u6267\u884c\u9009\u62e9<\/strong>\uff1aStarRocks \u652f\u6301\u5730\u5206\u5e03\u5f0fJoin \u65b9\u5f0f\u6709Broadcast\uff0cShuffle, \u5355\u8fb9 Shuffle\uff0cColocate\uff0cReplicated\u3002StarRocks \u4f1a\u57fa\u4e8e Cost \u4f30\u7b97 \u548c Property Enforce \u673a\u5236\u9009\u62e9\u51fa \u201c\u6700\u4f73\u201d \u7684 Join \u5206\u5e03\u5f0f\u6267\u884c\u65b9\u5f0f<\/li><li>Push Down Aggregate to Join<\/li><li>\u7269\u5316\u89c6\u56fe\u9009\u62e9\u4e0e\u91cd\u5199<\/li><\/ul>\n\n\n\n<p>CBO \u4f18\u5316\u7684 \u51e0\u4e2a\u6838\u5fc3\u6570\u636e\u7ed3\u6784\u662f Memo\uff0c Group, GroupExpression, OptExpression, \u4f4d\u4e8e&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\/optimizer\">optimizer \u76ee\u5f55\u4e0b<\/a>\uff0c \u641c\u7d22\u6846\u67b6\u4f4d\u4e8e&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\/optimizer\/task\">task \u76ee\u5f55\u4e0b<\/a>&nbsp;\u5305\u62ec OptimizeGroupTask\uff0cOptimizeExpressionTask\uff0c ApplyRuleTask\uff0cDeriveStatsTask\uff0cEnforcerAndCostTask\uff0c\u5176\u4e2d\u6700\u6838\u5fc3\u548c\u6700\u590d\u6742\u7684\u662f EnforcerAndCostTask\uff0cTransformation \u548c Implementation \u7684\u5404\u79cd Rule \u4f4d\u4e8e&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\/optimizer\/rule\">rule \u76ee\u5f55\u4e0b<\/a>\uff0c\u4f60\u53ef\u4ee5\u5728&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\/optimizer\/rule\">RuleSet \u7c7b<\/a>&nbsp;\u4e2d\u627e\u5230\u6240\u6709\u7684Rule\u3002<\/p>\n\n\n\n<p>\u5728 CBO \u4f18\u5316\u4e2d\uff0cLogic Plan \u4f1a\u5148\u8f6c\u6210 Memo\u7684\u6570\u636e\u7ed3\u6784\uff0c(Logic Plan \u5230 Memo \u7684\u6620\u5c04\u5982\u4e0b\u56fe\u6240\u793a)\uff0c\u7136\u540e\u4f1a\u57fa\u4e8e Transform Rule \u6269\u5c55\u641c\u7d22\u7a7a\u95f4\uff0c\u57fa\u4e8e Implement Rule \u5c06 Logical Group Expression \u8f6c\u6362\u6210 Physical Group Expression\uff0c\u57fa\u4e8e\u7edf\u8ba1\u4fe1\u606f\u548c Cost \u4f30\u8ba1\u4ece Memo \u4e2d\u9009\u62e9\u4e00\u7ec4 Cost \u6700\u4f4e\u7684 Physical Group Expressions\uff0c\u6700\u540e\u5c06\u9009\u62e9\u7684 Physical Group Expressions \u8f6c\u6210 Physical Plan tree.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.bcmeng.com\/post\/media\/16314356882101\/Screen%20Shot%202021-09-12%20at%206.21.52%20PM.png\" alt=\"Screen Shot 2021-09-12 at 6.21.52 PM\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-\u7edf\u8ba1\u4fe1\u606f\u6536\u96c6\"><span class=\"ez-toc-section\" id=\"StarRocks_%E7%BB%9F%E8%AE%A1%E4%BF%A1%E6%81%AF%E6%94%B6%E9%9B%86\"><\/span>StarRocks \u7edf\u8ba1\u4fe1\u606f\u6536\u96c6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Cost \u4f30\u7b97\u7684\u57fa\u7840\u662f\u7edf\u8ba1\u4fe1\u606f\u4f30\u7b97\uff0c\u7edf\u8ba1\u4fe1\u606f\u4f30\u7b97\u7684\u57fa\u7840\u662f\u7edf\u8ba1\u4fe1\u606f\u6536\u96c6\u3002 StarRocks \u76ee\u524d\u652f\u6301\u8868\u7ea7\u522b\u548c\u5217\u7ea7\u522b\u7684\u7edf\u8ba1\u4fe1\u606f\uff0c\u652f\u6301\u81ea\u52a8\u6536\u96c6\u548c\u624b\u52a8\u6536\u96c6\u4e24\u79cd\u65b9\u5f0f\uff0c\u65e0\u8bba\u81ea\u52a8\u8fd8\u662f\u624b\u52a8\uff0c\u90fd\u652f\u6301\u5168\u91cf\u6536\u96c6\u548c\u62bd\u6837\u6536\u96c6\u4e24\u79cd\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>StarRocks \u7edf\u8ba1\u4fe1\u606f\u6536\u96c6\u5185\u5bb9\u548c\u6536\u96c6\u6846\u67b6\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.bcmeng.com\/post\/media\/16314356882101\/Screen%20Shot%202021-09-12%20at%206.23.19%20PM.png\" alt=\"Screen Shot 2021-09-12 at 6.23.19 PM\"\/><\/figure>\n\n\n\n<p>StarRocks \u7edf\u8ba1\u4fe1\u606f\u6536\u96c6\u7684\u4ee3\u7801\u4f4d\u4e8e&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/statistic\">statistic<\/a><\/p>\n\n\n\n<p><strong>\u62bd\u6837\u7edf\u8ba1\u4fe1\u606f\u6536\u96c6\u7684\u96be\u70b9\u5728\u4e8e\u5982\u4f55\u6839\u636e\u62bd\u6837\u5f97\u5230\u7684\u7edf\u8ba1\u503c\u4f30\u7b97\u51fa\u6574\u4f53\u6570\u636e\u7684\u7edf\u8ba1\u503c\uff0c\u4e00\u65e6\u9009\u62e9\u62bd\u6837\u6536\u96c6\u7684\u65b9\u5f0f\uff0c\u8bef\u5dee\u5c31\u5f88\u96be\u907f\u514d\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-cost-\u4f30\u7b97\"><span class=\"ez-toc-section\" id=\"StarRocks_Cost_%E4%BC%B0%E7%AE%97\"><\/span>StarRocks Cost \u4f30\u7b97<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u7edf\u8ba1\u4fe1\u606f\u4f30\u7b97\u548c Cost \u4f30\u7b97\u662f\u6574\u4e2a CBO \u4f18\u5316\u5668\u6700\u5173\u952e\u7684\u90e8\u5206\u4e4b\u4e00\uff0c\u5176\u4e2d\u6bcf\u4e00\u4e2a\u516c\u5f0f\u548c\u7cfb\u6570\u7684\u6539\u52a8\uff0c\u90fd\u4f1a\u5bf9\u6700\u7ec8\u7684 Plan \u4ea7\u751f\u5f88\u5927\u7684\u5f71\u54cd\uff0c\u8fd9\u4e00\u5757\u4e5f\u662f\u4e1a\u754c\u4e00\u76f4\u5728\u7814\u7a76\u7684\u70ed\u70b9\uff0c\u7edf\u8ba1\u4fe1\u606f\u4f30\u7b97\u548c Cost \u4f30\u7b97\u7684\u96be\u70b9\u4f53\u73b0\u5728\u4e0b\u9762\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>\u6570\u636e\u5206\u5e03\u4e0d\u662f\u5b8c\u5168\u5747\u5300\u7684<\/li><li>\u591a\u5217\u4e4b\u95f4\u7684\u6570\u636e\u7279\u5f81\u4e0d\u662f\u5b8c\u5168\u72ec\u7acb\u7684<\/li><li>\u4e00\u4e9b\u51fd\u6570\u548c\u590d\u6742\u8868\u8fbe\u5f0f\u7684\u9009\u62e9\u7387\u65e0\u6cd5\u8f83\u597d\u5730\u4f30\u8ba1<\/li><li>\u57fa\u4e8e\u591a\u4e2a\u7ef4\u8868\u7684\u8c13\u8bcd\u53bb\u4f30\u7b97\u4e8b\u5b9e\u8868\u7684\u57fa\u6570\u65f6\uff0c\u5f88\u96be\u4f30\u7b97\u51c6<\/li><li>\u57fa\u6570\u4f30\u8ba1\u7684\u8bef\u5dee\u4f1a\u88ab\u5c42\u5c42\u653e\u5927<\/li><\/ol>\n\n\n\n<p>\u7edf\u8ba1\u4fe1\u606f\u4f30\u7b97\u548c Cost \u4f30\u7b97 \u7684\u4ee3\u7801 \u4f4d\u4e8e&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\/optimizer\/statistics\">statistic \u76ee\u5f55<\/a>&nbsp;\u548c&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/fe\/fe-core\/src\/main\/java\/com\/starrocks\/sql\/optimizer\/cost\">cost \u76ee\u5f55<\/a>&nbsp;\u4e0b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-\u5982\u4f55\u4f18\u5316\u641c\u7d22\u8017\u65f6\"><span class=\"ez-toc-section\" id=\"StarRocks_%E5%A6%82%E4%BD%95%E4%BC%98%E5%8C%96%E6%90%9C%E7%B4%A2%E8%80%97%E6%97%B6\"><\/span>StarRocks \u5982\u4f55\u4f18\u5316\u641c\u7d22\u8017\u65f6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u63d0\u524d Rewrite (\u9884\u5904\u7406)<\/strong>\uff1a\u5728\u8fdb\u5165\u4f18\u5316\u9636\u6bb5\u4e4b\u524d\uff0c\u5bf9\u8868\u8fbe\u5f0f \u8fdb\u884c Rewrite\uff0c \u5bf9\u6574\u4e2aPlan \u8fdb\u884c \u80af\u5b9a\u4f1a\u53d8\u4f18\u7684Rewrite\uff0c\u964d\u4f4e\u4f18\u5316\u65f6\u7684\u641c\u7d22\u7a7a\u95f4\u5927\u5c0f<\/li><li><strong>Multi-Stage Optimization<\/strong>\uff1a\u5206\u591a\u4e2aStage \u8fdb\u884c\u4f18\u5316\uff0c\u6bcf\u4e2aStage \u53ea\u5e94\u7528\u90e8\u5206Rule\uff0c\u8d8a\u590d\u6742\u7684Rule \u5e94\u7528\u5730\u8d8a\u9760\u540e<\/li><li><strong>\u6309\u9700 Explore group<\/strong>\uff1aLogical transformation \u548c Physical implementation \u4e0d\u4f1a\u5206\u4e24\u9636\u6bb5\u6267\u884c\uff0c\u5bf9\u4e8e\u4e00\u4e2a Group\uff0c\u4e0d\u5fc5\u751f\u6210\u5b8c\u6240\u6709\u7684\u903b\u8f91\u8868\u8fbe\u5f0f\u3002\u901a\u8fc7transformation rule \u751f\u6210\u7684\u903b\u8f91\u8868\u8fbe\u5f0f \u4f1a\u7acb\u5373\u88ab implemented \u6210\u7269\u7406\u8868\u8fbe\u5f0f\u5e76\u8ba1\u7b97 cost\u3002\u8fd9\u79cd\u5b9e\u73b0\u65b9\u5f0f\u53ef\u4ee5\u57fa\u4e8e Cost \u8fdb\u884c\u5feb\u901f\u88c1\u526a\uff0c\u907f\u514d\u679a\u4e3e\u4f4e\u6548\u7684 Plan\u3002 \u4f8b\u5982\uff0c\u6211\u4eec\u8ba1\u7b97&nbsp;<code>((A join B join C) join D)<\/code>&nbsp;\u7684 cost\uff0c \u5982\u679c \u5148&nbsp;<code>((A join B join C)<\/code>&nbsp;\uff0c \u518d join D \u7684 cost \u5df2\u7ecf\u5927\u4e8e\u4e86&nbsp;<code>((A join B) join (C join D))<\/code>&nbsp;\u7684cost\uff0c \u6211\u4eec\u5c31\u53ef\u4ee5\u8fdb\u884c\u5feb\u901f\u88c1\u526a\uff0c\u907f\u514d\u5bf9&nbsp;<code>(A join B join C)<\/code>&nbsp;\u8fdb\u884c join order \u7684\u679a\u4e3e\u3002<\/li><li><strong>Upper bounds Pruning<\/strong>: \u5982\u679c\u5f53\u524d Group \u7684 lower bound \u5927\u4e8e\u5f53\u524d context\u7684 UpperBound\uff0c\u6211\u4eec\u5c31\u6ca1\u6709\u5fc5\u8981\u7ee7\u7eedenumerated \u5f53\u524d Group \u7684 input groups<\/li><li><strong>\u8bb0\u5fc6\u5316<\/strong>: \u5229\u7528 Bitmap \u53bb\u91cd\uff0c\u4fdd\u8bc1\u4e00\u4e2aGroup \u4e0d\u4f1a\u7528\u540c\u4e00\u4e2aRule\u91cd\u590d\u4f18\u5316<\/li><li><strong>Group \u652f\u6301\u5220\u9664\uff08\u66ff\u6362<\/strong>\uff09: \u5982\u679c\u7ecf\u8fc7 Transform Rule \u540e\u751f\u6210\u7684\u65b0Group Expression \u4e00\u5b9a\u6bd4\u65e7\u7684\u597d\uff0c\u6211\u4eec\u53ef\u4ee5\u628a\u65e7\u7684Group Expression \u4eceGroup \u5220\u9664\uff0c\u6216\u8005\u4f7f\u7528\u65b0\u7684Group Expression \u76f4\u63a5\u66ff\u6362\u6389\u65e7\u7684 Group Expression\uff0c\u8fd9\u6837\u53ef\u4ee5\u964d\u4f4e\u641c\u7d22\u7a7a\u95f4\u7684\u5927\u5c0f<\/li><li><strong>Multi Join Reorder<\/strong>\uff1a \u591a\u5f20\u8868Join reorder \u65f6\uff0c\u6309\u7167Multi-Join \u6216\u8005N-Array join \u4e00\u8d77\u5904\u7406\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u4e00\u4e2a\u5904\u7406<\/li><li><strong>\u641c\u7d22\u7ec8\u6b62\u6761\u4ef6<\/strong>\uff1a\u627e\u5230\u4e86\u4f4e\u4e8e Cost threshold \u7684Plan\uff1b\u8d85\u65f6\uff1b\u8f6c\u6362\u89c4\u5219\u5df2\u7528\u5c3d<\/li><\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-cbo-\u4f18\u5316\u5668\u7406\u8bba\u548c\u5b9e\u8df5\u7684\u5dee\u522b\"><span class=\"ez-toc-section\" id=\"StarRocks_CBO_%E4%BC%98%E5%8C%96%E5%99%A8%E7%90%86%E8%AE%BA%E5%92%8C%E5%AE%9E%E8%B7%B5%E7%9A%84%E5%B7%AE%E5%88%AB\"><\/span>StarRocks CBO \u4f18\u5316\u5668\u7406\u8bba\u548c\u5b9e\u8df5\u7684\u5dee\u522b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u867d\u7136\u51e0\u7bc7\u8bba\u6587\u7406\u8bba\u63cf\u8ff0\u7684\u90fd\u6bd4\u8f83\u8be6\u7ec6\uff0c\u4f46\u662f\u6211\u4eec\u5728\u5b9e\u8df5\u8fc7\u6ee4\u4e2d\uff0c\u597d\u591a\u5173\u952e\u70b9\u548c\u8bba\u6587\u5e76\u4e0d\u76f8\u540c\uff0c\u6216\u8005\u8bba\u6587\u6ca1\u6709\u63cf\u8ff0\uff0c\u4e0b\u9762\u7b80\u5355\u7f57\u5217\u51e0\u70b9<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>ExploreGroupTask \u5728\u8bba\u6587\u7684\u641c\u7d22\u6d41\u7a0b\u4e2d\u662f\u5b58\u5728\u7684\uff0c\u4f46\u662f\u6211\u4eec\u6ca1\u6709\u7528\u5230<\/li><li>\u5982\u4f55\u6b63\u786e\u548c\u5feb\u901f\u5730 Merge \u4e24\u4e2a Group<\/li><li>Project \u8282\u70b9\u7684\u5904\u7406\uff1a\u6709\u4e86 Project \u4e4b\u540e\uff0cJoin\u7684 Reorder \u5c31\u4f1a\u6bd4\u8f83\u9ebb\u70e6<\/li><li>\u5982\u4f55\u7981\u6389\u7279\u5b9a\u7684Plan\uff1a\u7531\u4e8e\u67e5\u8be2\u8c03\u5ea6\u548c\u67e5\u8be2\u6267\u884c\u53ef\u80fd\u65e0\u6cd5\u652f\u6301\u67d0\u4e9bPlan\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u5f97\u5230\u6b63\u786e\u7684\u7ed3\u679c\uff0c\u6211\u4eec\u5fc5\u987b\u7981\u6389\u7279\u5b9a\u7684Plan<\/li><li>\u67e5\u8be2\u4f18\u5316\u5668\u9700\u8981\u548c\u67e5\u8be2\u8c03\u5ea6\u5668\u7d27\u5bc6\u914d\u5408\uff1a\u5728\u5206\u5e03\u5f0f\u73af\u5883\u4e0b\uff0cStarRocks\u652f\u6301\u4e86 Broadcast\uff0cShuffle, \u5355\u8fb9 Shuffle\uff0cColocate\uff0cReplicated \u591a\u79cdJoin \u5206\u5e03\u5f0f\u6267\u884c\u65b9\u5f0f\uff0c\u5bf9\u4e8e\u4e0a\u9762\u591a\u79cd\u5206\u5e03\u5f0f\u6267\u884c\u7b56\u7565\uff0c\u67e5\u8be2\u8c03\u5ea6\u4e5f\u5fc5\u987b\u80fd\u591f\u652f\u6301<\/li><li>\u5728\u5206\u5e03\u5f0f\u73af\u5883\u4e0b\uff0cEnforce \u51fa\u6765\u7684 Sort \u8282\u70b9\u53ef\u80fd\u65e2\u9700\u8981\u6309\u71671\u9636\u6bb5\u6267\u884c\uff0c\u4e5f\u9700\u8981\u6309\u71672\u9636\u6bb5\u6267\u884c<\/li><li>\u591a\u4e2a Enforce \u5c5e\u6027\u7684\u5904\u7406<\/li><li>Logical Plan \u7684 Rewrite \u662f\u57fa\u4e8e Memo \u8fd8\u662f Tree \u5b9e\u73b0<\/li><li>Group \u7684\u7edf\u8ba1\u4fe1\u606f\u63a8\u5bfc\u8fdb\u884c\u4e00\u6b21\u662f\u5426\u8db3\u591f<\/li><li>\u3002\u3002\u3002<\/li><\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"starrocks-\u5411\u91cf\u5316\u6267\u884c\u5668\"><span class=\"ez-toc-section\" id=\"StarRocks_%E5%90%91%E9%87%8F%E5%8C%96%E6%89%A7%E8%A1%8C%E5%99%A8\"><\/span>StarRocks \u5411\u91cf\u5316\u6267\u884c\u5668<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>StarRocks \u4ece\u96f6\u5b9e\u73b0\u4e86\u5411\u91cf\u5316\u6267\u884c\u5668\uff0c\u5411\u91cf\u5316\u6267\u884c\u4e3b\u8981\u5206\u4e3a\u7b97\u5b50\u7684\u5411\u91cf\u5316\u548c\u8868\u8fbe\u5f0f\u7684\u5411\u91cf\u5316\u6267\u884c\uff0c\u5b58\u50a8\u5c42\u7684\u5411\u91cf\u5316\u3002<strong>\u5411\u91cf\u5316\u6267\u884c\u7684\u6838\u5fc3\u662f\u6279\u91cf\u6309\u5217\u6267\u884c<\/strong>\uff0c \u6279\u91cf\u6267\u884c\uff0c\u76f8\u6bd4\u4f20\u7edf\u7684\u6309\u884c\u6267\u884c\uff0c\u53ef\u4ee5\u6709\u66f4\u5c11\u7684\u865a\u51fd\u6570\u8c03\u7528\uff0c\u66f4\u5c11\u7684\u5206\u652f\u5224\u65ad\uff0c\u6309\u5217\u6267\u884c\uff0c\u76f8\u6bd4\u4e8e\u6309\u884c\u6267\u884c\uff0c\u5bf9CPU Cache \u66f4\u53cb\u597d\uff0c\u66f4\u6613\u4e8eSIMD\u4f18\u5316\u3002<\/p>\n\n\n\n<p>\u5411\u91cf\u5316\u7684\u57fa\u6570\u6570\u636e\u7ed3\u6784\u662f Column \u548c Chunk\uff0c\u5176\u4ee3\u7801\u4f4d\u4e8e&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/be\/src\/column\">column \u76ee\u5f55\u4e0b<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.bcmeng.com\/post\/media\/16314356882101\/Screen%20Shot%202021-09-12%20at%206.55.33%20PM.png\" alt=\"Screen Shot 2021-09-12 at 6.55.33 PM\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-\u7b97\u5b50\u5411\u91cf\u5316\"><span class=\"ez-toc-section\" id=\"StarRocks_%E7%AE%97%E5%AD%90%E5%90%91%E9%87%8F%E5%8C%96\"><\/span>StarRocks \u7b97\u5b50\u5411\u91cf\u5316<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.bcmeng.com\/post\/media\/16314356882101\/16314441806872.jpg\" alt=\"-w562\"\/><\/figure>\n\n\n\n<p>\u7b97\u5b50\u5411\u91cf\u5316\u7684\u6838\u5fc3\u601d\u8def\u4e3b\u8981\u662f\u5c06\u4e4b\u524d get_next \u62c9\u53d6\u4e00\u4e2a RowBatch \u53d8\u6210 \u62c9\u53d6\u4e00\u4e2a Chunk, \u7b97\u6cd5\u4e2d\u7684\u6309\u884c\u5904\u7406 \u53d8\u6210 \u6309\u5217\u5904\u7406\u3002<\/p>\n\n\n\n<p>\u7b97\u5b50\u5411\u91cf\u5316\u7684\u5927\u90e8\u5206\u4ee3\u7801\u4f4d\u4e8e\uff1a<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/be\/src\/exec\/vectorized\">exec \/ vectorized \u76ee\u5f55\u4e0b<\/a><\/p>\n\n\n\n<p>\u7b97\u5b50\u5411\u91cf\u5316\u7684\u96be\u70b9\u5728\u4e8e \u591a\u5217\u805a\u5408\u7684\u5411\u91cf\u5316\uff0c\u591a\u5217 Join\u7684\u5411\u91cf\u5316\uff0c\u591a\u5217 Sort\u7684\u5411\u91cf\u5316\uff0cShuffle\u7684\u5411\u91cf\u5316\uff0c\u5185\u5b58\u7533\u8bf7\u91ca\u653e\u4e0a\u7684\u4f18\u5316\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-\u8868\u8fbe\u5f0f\u5411\u91cf\u5316\"><span class=\"ez-toc-section\" id=\"StarRocks_%E8%A1%A8%E8%BE%BE%E5%BC%8F%E5%90%91%E9%87%8F%E5%8C%96\"><\/span>StarRocks \u8868\u8fbe\u5f0f\u5411\u91cf\u5316<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.bcmeng.com\/post\/media\/16314356882101\/16314464443798.jpg\" alt=\"-w1134\"\/><\/figure>\n\n\n\n<p>\u8868\u8fbe\u5f0f\u5411\u91cf\u5316\u7684\u6838\u5fc3\u601d\u8def\u4e3b\u8981\u662f\u5c06\u4e4b\u524d\u7684\u8868\u8fbe\u5f0f\u6309\u884c\u5904\u7406\u53d8\u6210\u6309\u5217\u5904\u7406\uff0c\u4e0a\u56fe\u662f\u4e00\u4e2a\u52a0\u6cd5\u5411\u91cf\u5316\u7684\u793a\u610f\u56fe\u3002<\/p>\n\n\n\n<p>\u6807\u91cf\u51fd\u6570\u548c\u8868\u8fbe\u5f0f\u7684\u5411\u91cf\u5316\u4ee3\u7801\u4f4d\u4e8e&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/be\/src\/exprs\/vectorized\">exprs \/ vectorized \u76ee\u5f55\u4e0b<\/a><\/p>\n\n\n\n<p>\u805a\u5408\u51fd\u6570\u8868\u8fbe\u5f0f\u5411\u91cf\u5316\u7684\u4ee3\u7801\u4f4d\u4e8e&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/be\/src\/exprs\/agg\">exprs \/ agg \u76ee\u5f55\u4e0b<\/a><\/p>\n\n\n\n<p>\u7a97\u53e3\u51fd\u6570\u5411\u91cf\u5316\u7684\u4ee3\u7801\u4f4d\u4e8e&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/blob\/main\/be\/src\/exprs\/agg\/window.h\">window.h<\/a><\/p>\n\n\n\n<p>Table Function \u5411\u91cf\u5316\u7684\u4ee3\u7801\u4f4d\u4e8e&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/be\/src\/exprs\/table_function\">exprs \/ table_function \u76ee\u5f55\u4e0b<\/a><\/p>\n\n\n\n<p>\u8868\u8fbe\u5f0f\u5411\u91cf\u5316\u7684\u96be\u70b9\u5728\u4e8e\u5982\u4f55\u5904\u7406\u7f16\u8bd1\u5668\u81ea\u52a8\u8fdb\u884cSIMD \u6307\u4ee4\u4f18\u5316\uff0c\u4ee5\u53ca\u5982\u4f55\u663e\u5f0f\u8fdb\u884c SIMD \u6307\u4ee4\u4f18\u5316\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-\u5b58\u50a8\u5c42\u5411\u91cf\u5316\"><span class=\"ez-toc-section\" id=\"StarRocks_%E5%AD%98%E5%82%A8%E5%B1%82%E5%90%91%E9%87%8F%E5%8C%96\"><\/span>StarRocks \u5b58\u50a8\u5c42\u5411\u91cf\u5316<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5b58\u50a8\u5c42\u5411\u91cf\u5316\u4e3b\u8981\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5b58\u50a8\u5c42\u6309\u7167\u6bcf\u4e00\u5217\u7684Page \u8bfb\u53d6\u6570\u636e\u540e\uff0c\u76f4\u63a5\u74f6\u88c5\u6210 Chunk \u6570\u636e\u7ed3\u6784<\/li><li>\u5411\u91cf\u5316\u8fc7\u6ee4<\/li><li>\u805a\u5408\u6a21\u578b\u7684\u5411\u91cf\u5316\u805a\u5408<\/li><\/ul>\n\n\n\n<p>\u5b58\u50a8\u5c42\u5411\u91cf\u5316\u7684\u4ee3\u7801\u4e3b\u8981\u4f4d\u4e8e&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/be\/src\/storage\/vectorized\">storage\/vectorized \u76ee\u5f55<\/a>&nbsp;\u548c&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/tree\/main\/be\/src\/storage\/rowset\/vectorized\">storage\/rowset\/vectorized \u76ee\u5f55<\/a>&nbsp;\u4e0b\uff0c\u67e5\u8be2\u65f6\u6d89\u53ca\u7684\u6838\u5fc3\u7c7b\u662f&nbsp;<a href=\"https:\/\/github.com\/StarRocks\/starrocks\/blob\/main\/be\/src\/storage\/rowset\/vectorized\/segment_iterator.cpp\">segment_iterator<\/a><\/p>\n\n\n\n<p>\u5b58\u50a8\u5c42\u8fdb\u884c\u4e86\u81ea\u9002\u5e94\u5ef6\u8fdf\u7269\u5316\uff0c\u81ea\u9002\u5e94\u805a\u5408\uff0cOperations On Encoded Data\u7684\u4f18\u5316\u3002<\/p>\n\n\n\n<p>\u5ef6\u8fdf\u7269\u5316\u7684\u793a\u610f\u56fe\u5982\u4e0b\uff1a&nbsp;<img decoding=\"async\" src=\"https:\/\/blog.bcmeng.com\/post\/media\/16314356882101\/Screen%20Shot%202021-09-12%20at%207.50.55%20PM.png\" alt=\"Screen Shot 2021-09-12 at 7.50.55 PM\"><\/p>\n\n\n\n<p>Operations On Encoded Data\u7684\u793a\u610f\u56fe\u5982\u4e0b\uff1a&nbsp;<img decoding=\"async\" src=\"https:\/\/blog.bcmeng.com\/post\/media\/16314356882101\/Screen%20Shot%202021-09-12%20at%207.51.20%20PM.png\" alt=\"Screen Shot 2021-09-12 at 7.51.20 PM\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-simd-\u4f18\u5316\"><span class=\"ez-toc-section\" id=\"StarRocks_SIMD_%E4%BC%98%E5%8C%96\"><\/span>StarRocks SIMD \u4f18\u5316<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u6211\u4eec\u5728\u5b9e\u73b0\u5411\u91cf\u5316\u6267\u884c\u5668\u8fc7\u7a0b\u4e2d\uff0c\u4f1a\u5c3d\u91cf\u60f3\u529e\u6cd5\u89e6\u53d1\u7f16\u8bd1\u5668\u7684\u81ea\u52a8 SIMD \u4f18\u5316\uff0c\u4e0d\u80fd\u81ea\u52a8\u89e6\u53d1\u7684\uff0c\u4f1a\u5c1d\u8bd5\u8fdb\u884c\u624b\u52a8 SIMD \u4f18\u5316\u3002 \u624b\u52a8 SIMD \u4f18\u5316\u7684\u4ee3\u7801\u76f4\u63a5\u5168\u5c40\u641c\u7d22 SSE \u548c AV2 \u5c31\u53ef\u4ee5\u770b\u5230\u3002<\/p>\n\n\n\n<p>\u4e0b\u56fe\u4e2d\u5217\u51fa\u4e86\u6211\u4eec\u90e8\u5206\u8fdb\u884c\u624b\u52a8 SIMD \u4f18\u5316\u7684\u64cd\u4f5c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.bcmeng.com\/post\/media\/16314356882101\/Screen%20Shot%202021-09-12%20at%207.55.43%20PM.png\" alt=\"Screen Shot 2021-09-12 at 7.55.43 PM\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-\u81ea\u9002\u5e94\u4f18\u5316\"><span class=\"ez-toc-section\" id=\"StarRocks_%E8%87%AA%E9%80%82%E5%BA%94%E4%BC%98%E5%8C%96\"><\/span>StarRocks \u81ea\u9002\u5e94\u4f18\u5316<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u6211\u4eec\u77e5\u9053\uff0c\u4e0d\u540c\u7684\u6570\u636e\u5206\u5e03\u6216\u8005\u6570\u636e\u7279\u70b9\u5f80\u5f80\u9700\u8981\u4e0d\u540c\u7684\u7b97\u6cd5\u6216\u8005\u6570\u636e\u7ed3\u6784\u8fdb\u884c\u5904\u7406\uff0c\u6240\u4ee5\u5728 StarRocks \u5411\u91cf\u5316\u5f15\u64ce\u4e2d\uff0c\u6211\u4eec\u8fdb\u884c\u6bd4\u8f83\u591a\u7684\u81ea\u9002\u5e94\u4f18\u5316\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u4e0a\u9762\u63d0\u5230\u7684\u5b58\u50a8\u5c42\u7684\u81ea\u9002\u5e94\u9884\u805a\u5408\uff0c\u81ea\u9002\u5e94\u5ef6\u8fdf\u7269\u5316\u3002\u6211\u4eec\u5728\u4e0b\u9762\u51e0\u5904\u4e5f\u5b9e\u73b0\u4e86\u81ea\u9002\u5e94\u4f18\u5316\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Runtime Filter \u8fc7\u6ee4\uff1a \u6709\u8fc7\u6ee4\u5ea6\u65f6\u518d\u8fdb\u884c\u8fc7\u6ee4\uff0c\u6ca1\u6709\u8fc7\u6ee4\u5ea6\u65f6\u5c31\u4e0d\u518d\u8fdb\u884c\u8fc7\u6ee4<\/li><li>\u805a\u5408 Hash Map\u7684\u4f7f\u7528\uff1a \u4f4e\u57fa\u6570\u65f6\u76f4\u63a5\u4f7f\u7528phmap::flat_hash_map, \u9ad8\u57fa\u6570\u65f6\u4f7f\u7528 phmap::parallel_flat_hash_map<\/li><li>\u4e24\u9636\u6bb5 Streaming \u805a\u5408\u65f6\uff1a\u6709\u805a\u5408\u6548\u679c\u662f\u8fdb Hash \u8868\uff0c\u6ca1\u6709\u805a\u5408\u6548\u679c\u65f6\u76f4\u63a5\u53d1\u9001\u6570\u636e<\/li><li>\u591a\u4e2a Filter \u8fc7\u6ee4\u65f6\u4f55\u65f6\u8fdb\u884c Chunk \u91cd\u6574<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"starrocks-\u5982\u4f55\u8fdb\u884c\u6027\u80fd\u4f18\u5316\"><span class=\"ez-toc-section\" id=\"StarRocks_%E5%A6%82%E4%BD%95%E8%BF%9B%E8%A1%8C%E6%80%A7%E8%83%BD%E4%BC%98%E5%8C%96\"><\/span>StarRocks \u5982\u4f55\u8fdb\u884c\u6027\u80fd\u4f18\u5316<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u548c CBO \u4f18\u5316\u5668\u4e0d\u540c\uff0c\u5927\u5bb6\u53ef\u4ee5\u770b\u5230\u5411\u91cf\u5316\u6267\u884c\u672c\u8eab\u6846\u67b6\u4e0a\u7684\u98ce\u9669\u4e0d\u5927\uff0c\u6240\u4ee5\u4e0d\u540c\u7cfb\u7edf\u5411\u91cf\u5316\u6267\u884c\u5668\u7684\u6700\u7ec8\u6548\u679c\u5982\u4f55\uff0c\u5176\u5b9e\u5c31\u662f\u770b\u7ec6\u8282\u4e0a\u7684\u6027\u80fd\u4f18\u5316\u3002<\/p>\n\n\n\n<p>StarRocks \u7684\u6027\u80fd\u4f18\u5316\u4e3b\u8981\u4ece 5 \u4e2a\u65b9\u9762\u8fdb\u884c\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u7b97\u6cd5\u548c\u6570\u636e\u7ed3\u6784\u7684\u9009\u62e9<\/strong>\uff1a\u7b97\u6cd5\u548c\u6570\u636e\u7ed3\u6784\u662f\u6700\u57fa\u7840\u7684\uff0c\u4f46\u6709\u4e9b\u60c5\u51b5\u4e0b\u7684\u9009\u62e9\u548c\u4f18\u5316\u5374\u5e76\u6ca1\u6709\u90a3\u4e48\u7b80\u5355\u3002 \u6bd4\u5982\uff1a\u8fdb\u884c Int \u7c7b\u578b\u53bb\u91cd\u65f6\uff0c\u6211\u4eec\u5e94\u8be5\u9009\u62e9Bitmap \u8fd8\u662f HashSet, \u5176\u5b9e\u662f\u4e0d\u4e00\u5b9a\u7684\uff0c\u56e0\u4e3a\u4e24\u8005\u90fd\u6709\u660e\u663e\u4f18\u52bf\u7684\u573a\u666f<\/li><li><strong>\u81ea\u9002\u5e94<\/strong>\uff1a \u5728\u8fdb\u884c\u6027\u80fd\u4f18\u5316\u65f6\uff0c\u5982\u679c\u6211\u4eec\u77e5\u9053\u7684\u4e0a\u4e0b\u6587\u8db3\u591f\u591a\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u8fdb\u884c\u66f4\u591a\u9488\u5bf9\u6027\u7684\u4f18\u5316\uff0c\u4f46\u662f\u6709\u4e9b\u4e0a\u4e0b\u6587\u53ef\u80fd\u53ea\u6709\u5728\u8fd0\u884c\u65f6\u6211\u4eec\u624d\u80fd\u77e5\u9053\uff0c\u6240\u4ee5\u6b64\u65f6\u6211\u4eec\u5c31\u9700\u8981\u8fdb\u884c\u81ea\u9002\u5e94\u7b56\u7565<\/li><li><strong>SIMD \u6307\u4ee4\u4f18\u5316<\/strong>\uff1a \u5728\u6309\u5217\u5904\u7406\u7684\u524d\u63d0\u4e0b\uff0c\u5c3d\u53ef\u80fd\u81ea\u52a8\u6216\u8005\u624b\u52a8\u8fdb\u884cSIMD \u6307\u4ee4\u4f18\u5316<\/li><li><strong>C++ Low Level \u4f18\u5316<\/strong>\uff1a \u6bd4\u5982 Copy To Move\uff0c\u4e0d\u540cAPI\u7684\u9009\u62e9\uff0c\u7f16\u8bd1\u671f\u8fd0\u7b97\uff0cmemcpy, memcmp, \u5f02\u6b65\uff0c\u9501\u7b49\u3002 \u6709\u4e9b\u89c4\u5219\u53ef\u80fd\u5927\u5bb6\u90fd\u77e5\u9053\uff0c\u4f46\u662f\u5b9e\u9645\u5b9e\u73b0\u65f6\u5c31\u53ef\u80fd\u5ffd\u7565\u6216\u8005\u6ca1\u6709\u610f\u8bc6\u5230\uff0c\u6bd4\u5982 \u5927\u5bf9\u8c61\u7684 Move\uff0c\u5f88\u591a\u65f6\u5019\u4e00\u4e2a\u7ec6\u8282\u7684\u4e0d\u6ce8\u610f\uff0c\u5c31\u53d8\u6210\u4e86 Copy<\/li><li><strong>CPU Cache \u4f18\u5316<\/strong>\uff1a\u5f53\u6211\u4eec CPU \u6307\u4ee4\u7684\u4e2a\u6570\u548c\u6548\u7387\u5df2\u7ecf\u4f18\u5316\u5230\u6700\u4f73\u7684\u65f6\u5019\uff0c\u6211\u4eec\u5c31\u9700\u8981\u4f18\u5316 CPU Cache \u4e86\u3002 \u5305\u62ec \u5185\u5b58\u5bf9\u9f50\uff0cPadding,\u65f6\u95f4\u548c\u7a7a\u95f4\u5c40\u90e8\u6027\u4f18\u5316\uff0cPrefetching\uff0cCache Blocking\uff0c\u66f4\u7d27\u51d1\u7684\u5185\u5b58\u5e03\u5c40\uff0cCache Line Conflict\uff0c Code Cache \u4f18\u5316\u3002<\/li><\/ol>\n\n\n\n<p><strong>\u5173\u4e8e\u540e\u97624\u70b9\uff0c\u6211\u4e4b\u540e\u4f1a\u5199\u6587\u7ae0\u8be6\u7ec6\u8bf4\u660e\u548c\u89e3\u91ca<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7ed3\u8bed\"><span class=\"ez-toc-section\" id=\"%E7%BB%93%E8%AF%AD\"><\/span>\u7ed3\u8bed<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u672c\u6587\u4e3b\u8981\u8fdb\u884c\u4e86 StarRocks CBO \u4f18\u5316\u5668\u548c\u5411\u91cf\u5316\u6267\u884c\u5668\u4e24\u4e2a\u6a21\u5757\u7684\u6e90\u7801\u5bfc\u8bfb\uff0c\u4e0b\u4e00\u7bc7\u6587\u7ae0\u4f1a\u8fdb\u884c Pipeline \u5e76\u884c\u6267\u884c\u5f15\u64ce\uff0cUpdate \u5b58\u50a8\u5f15\u64ce\uff0c\u5bfc\u5165\u548c Compaction \u5411\u91cf\u5316\uff0cHive \u5916\u8868\uff0cGlobal Runtime filter, Lateral Join, Fast Decimal, Array \u7c7b\u578b \u7b49\u6a21\u5757\u6216\u8005\u529f\u80fd\u7684\u6e90\u7801\u5bfc\u8bfb\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u5bf9\u6570\u636e\u5e93\u7814\u53d1\uff0c\u6d4b\u8bd5\uff0c\u89e3\u51b3\u65b9\u6848\uff0cDBA\uff0c\u9500\u552e\u611f\u5174\u8da3\uff0c\u6b22\u8fce\u5c06\u4f60\u7684\u7b80\u5386\u53d1\u9001\u5230 kangkaisen@starrocks.com\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u4e3b\u8981\u8fdb\u884c\u4e86 StarRocks CBO \u4f18\u5316\u5668\u548c\u5411\u91cf\u5316\u6267\u884c\u5668\u4e24\u4e2a\u6a21\u5757\u7684\u6e90\u7801\u5bfc\u8bfb<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[79],"tags":[110],"class_list":["post-8671","post","type-post","status-publish","format-standard","hentry","category-79","tag-starrocks"],"_links":{"self":[{"href":"https:\/\/www.gbase8.cn\/en\/wp-json\/wp\/v2\/posts\/8671","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.gbase8.cn\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gbase8.cn\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gbase8.cn\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gbase8.cn\/en\/wp-json\/wp\/v2\/comments?post=8671"}],"version-history":[{"count":3,"href":"https:\/\/www.gbase8.cn\/en\/wp-json\/wp\/v2\/posts\/8671\/revisions"}],"predecessor-version":[{"id":8676,"href":"https:\/\/www.gbase8.cn\/en\/wp-json\/wp\/v2\/posts\/8671\/revisions\/8676"}],"wp:attachment":[{"href":"https:\/\/www.gbase8.cn\/en\/wp-json\/wp\/v2\/media?parent=8671"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gbase8.cn\/en\/wp-json\/wp\/v2\/categories?post=8671"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gbase8.cn\/en\/wp-json\/wp\/v2\/tags?post=8671"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}