{"id":37464,"date":"2021-05-10T10:58:29","date_gmt":"2021-05-10T02:58:29","guid":{"rendered":"https:\/\/www.growthhk.cn\/?p=37464"},"modified":"2021-05-10T11:00:18","modified_gmt":"2021-05-10T03:00:18","slug":"%e8%b5%b5%e7%85%9c%e6%9d%a8%ef%bc%9a%e5%9f%ba%e4%ba%8edoris%e7%9a%84%e5%b0%8f%e7%a8%8b%e5%ba%8f%e7%94%a8%e6%88%b7%e5%a2%9e%e9%95%bf%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/www.growthhk.cn\/cgo\/user\/37464.html","title":{"rendered":"\u767e\u5ea6\u5de5\u7a0b\u5e08\u8d75\u715c\u6768\uff1a\u57fa\u4e8eDoris\u7684\u5c0f\u7a0b\u5e8f\u7528\u6237\u589e\u957f\u5b9e\u8df5"},"content":{"rendered":"\n<p><strong>\u8d75\u715c\u6768<\/strong><\/p>\n\n\n\n<p>\u767e\u5ea6&nbsp;|&nbsp;\u8d44\u6df1\u7814\u53d1\u5de5\u7a0b\u5e08<\/p>\n\n\n\n<p>\u8d1f\u8d23\u624b\u767e\u5c0f\u7a0b\u5e8f\u6570\u636e\u4ea7\u54c1\u7684\u5de5\u7a0b\u67b6\u6784\u5de5\u4f5c\uff0c\u4ece0\u52301\u4e3b\u6301\u8bbe\u8ba1\u4e86\u7cbe\u7ec6\u5316\u7528\u6237\u5206\u5c42\u7cfb\u7edf\uff0c\u5b9e\u73b0\u4e86\u767e\u4ebf\u7ea7TB\u91cf\u7ea7\u5c0f\u7a0b\u5e8f\u7528\u6237\u753b\u50cf\u3001\u884c\u4e3a\u6570\u636e\u79d2\u7ea7\u9884\u4f30\uff0c\u4fdd\u969c\u4e86\u5c0f\u7a0b\u5e8f\u79c1\u57df\u8fd0\u8425\u7684\u843d\u5730\u3002\u5177\u6709\u8d85\u8fc76\u5e74\u5728\u9ad8\u53ef\u7528\u3001\u5927\u6570\u636e\u65b9\u5411\u7684\u5de5\u4f5c\u7ecf\u9a8c\uff0c\u4e00\u76f4\u4e13\u6ce8\u5728\u6570\u636e\u5de5\u7a0b\u67b6\u6784\u3001\u4e2a\u6027\u5316\u63a8\u8350\u5de5\u7a0b\u7b49\u5de5\u4f5c\u4e0a\uff0c\u5bf9\u6280\u672f\u56e2\u961f\u7ba1\u7406\u4e5f\u6bd4\u8f83\u6709\u7ecf\u9a8c\uff0c\u76ee\u524d\u4e2a\u4eba\u4e13\u6ce8\u4e8e\u5927\u6570\u636e\u3001\u4e2a\u6027\u5316\u63a8\u8350\u3001\u9ad8\u53ef\u7528\u67b6\u6784\u7b49\u6280\u672f\u65b9\u5411\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u7684\u4e3b\u9898\u4e3a\u57fa\u4e8eDoris\u7684\u5c0f\u7a0b\u5e8f<span class=\"wpcom_tag_link\"><a href=\"https:\/\/www.growthhk.cn\/tag\/%e7%94%a8%e6%88%b7%e5%a2%9e%e9%95%bf\" title=\"\u7528\u6237\u589e\u957f\" target=\"_blank\">\u7528\u6237\u589e\u957f<\/a><\/span>\u5b9e\u8df5\uff0c\u5c06\u4ece\u5b9e\u9645\u6848\u4f8b\u51fa\u53d1\u4ecb\u7ecd\u57fa\u4e8e Doris \u7528\u6237\u5206\u5c42\u89e3\u51b3\u65b9\u6848\uff0c\u91cd\u70b9\u5206\u4eab\u4e86\u9879\u76ee\u4e2d\u7684\u96be\u70b9\u548c\u67b6\u6784\u89e3\u51b3\u65b9\u6848\uff0c\u4ee5\u53ca\u600e\u4e48\u4f7f\u7528 Doris\u505a\u7528\u6237\u5206\u5c42\uff0c\u5982\u4f55\u505a\u5230\u79d2\u7ea7\u7684\u4eba\u6570\u9884\u4f30\u548c\u5feb\u901f\u4ea7\u51fa\u7528\u6237\u5305\u3002\u4e3b\u8981\u5185\u5bb9\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5c0f\u7a0b\u5e8f\u79c1\u57df\u7cbe\u7ec6\u5316\u8fd0\u8425\u80fd\u529b\u4ecb\u7ecd<\/li><li>\u7528\u6237\u5206\u5c42\u6280\u672f\u96be\u70b9<\/li><li>\u7528\u6237\u5206\u5c42\u7684\u67b6\u6784\u548c\u89e3\u51b3\u65b9\u6848<\/li><li>\u672a\u6765\u89c4\u5212<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>01<\/strong><strong>\u5c0f\u7a0b\u5e8f\u79c1\u57df\u7cbe\u7ec6\u5316\u8fd0\u8425\u80fd\u529b\u4ecb\u7ecd<\/strong><\/h2>\n\n\n\n<p>\u597d\uff0c\u73b0\u5728\u5f00\u59cb\u3002\u73b0\u5728\u9996\u5148\u4ecb\u7ecd\u4e00\u4e0b\u6211\u4eec\u5c0f\u7a0b\u5e8f\u5f53\u524d\u7684\u79c1\u57df\u7cbe\u7ec6\u5316\u8fd0\u8425\u7684\u80fd\u529b\u6709\u54ea\u4e9b\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/05\/image-42.png\" alt=\"\" class=\"wp-image-37465\"\/><\/figure><\/div>\n\n\n\n<p>\u9996\u5148\u6211\u4eec\u4e3a\u5565\u8981\u505a\u601d\u57df\u7cbe\u7ec6\u5316\u8fd0\u8425\u5462\uff0c\u8fd9\u8d77\u6e90\u4e8e\u4e24\u4e2a\u75db\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u79c1\u57df\u7528\u6237\u7684\u4ef7\u503c\u4e0d\u7a81\u51fa\u6bd4\u5982\uff1a\u6211\u6709100\u4e07\u4e2a\u7528\u6237\uff0c\u6211\u60f3\u7ed9\u9ad8\u6536\u5165\u4eba\u7fa4\u53bb\u63a8\u8350\u5962\u4f88\u54c1\u7684\u5305\u5305\uff0c\u4f46\u662f\u6211\u4e0d\u77e5\u9053\u5728\u8fd9100\u4e07\u4eba\u91cc\u9762\u6709\u591a\u5c11\u4eba\u662f\u8fd9\u79cd\u9ad8\u6536\u5165\u4eba\u7fa4<\/li><li>\u7f3a\u4e4f\u4e3b\u52a8\u89e6\u8fbe\u7684\u80fd\u529b<\/li><\/ul>\n\n\n\n<p>\u7136\u540e\u9488\u5bf9\u8fd9\u4e24\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u4ea7\u54c1\u4e0a\u9762\u63d0\u51fa\u4e86\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848 &#8212; \u5c31\u662f\u5206\u5c42\u8fd0\u8425\uff0c\u5b83\u4e3b\u8981\u5206\u4e3a\u4e24\u90e8\u5206\uff1a\u4e00\u4e2a\u662f\u8fd0\u8425\u89e6\u8fbe\uff0c\u8fd8\u6709\u4e00\u4e2a\u662f\u7cbe\u7ec6\u5316\u7684\u4eba\u7fa4\u3002<\/p>\n\n\n\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff1a\u5982\u56fe\u793a\uff0c\u4ece\u4e0a\u5f80\u4e0b\u770b\uff1a\u5f53\u8fd0\u8425\u60f3\u641e\u4e00\u4e2a\u6d3b\u52a8\u65f6\uff08\u6bd4\u5982 DataFun Talk \u8fd9\u4e2a\u6d3b\u52a8\uff09\uff0c\u53ef\u4ee5\u9009\u62e9\u6d88\u606f\u3001\u79c1\u4fe1\u3001\u5361\u5238\u3001\u5c0f\u7a0b\u5e8f\u5185\u8fd9\u56db\u4e2a\u901a\u8def\u4e2d\u7684\u4e00\u4e2a\u8fdb\u884c\u63a8\u9001\uff0c\u9009\u5b8c\u901a\u8def\u4e4b\u540e\uff0c\u5c31\u9700\u8981\u9009\u62e9\u9700\u8981\u63a8\u9001\u7684\u4eba\u7fa4\uff0c\u8fd9\u65f6\u5019\u5c31\u8981\u7528\u5230\u7cbe\u7ec6\u5316\u4eba\u7fa4\uff0c\u7cbe\u7ec6\u5316\u4eba\u7fa4\u662f\u57fa\u4e8e\u767e\u5ea6\u5927\u6570\u636e\u5e73\u53f0\u63d0\u4f9b\u7684\u753b\u50cf\u6570\u636e\u3001\u65b0\u95fb\u6570\u636e\u751f\u6210\u7684\uff0c\u6700\u540e\u6839\u636e\u9009\u62e9\u4eba\u7fa4\u3001\u63a8\u9001\u901a\u8def\u5b8c\u6210\u63a8\u9001\u3002\u4e4b\u540e\u6211\u4eec\u8fd8\u4f1a\u63d0\u4f9b\u89e6\u8fbe\u6548\u679c\u7684\u5206\u6790\uff0c\u4e3b\u8981\u5305\u62ec\u4e0b\u53d1\u91cf\u3001\u70b9\u5c55\u3001\u5230\u8fbe\u4e4b\u7c7b\u7684\uff0c\u53e6\u5916\u9488\u5bf9\u4eba\u7fa4\u4e5f\u4f1a\u63d0\u4f9b\u6574\u4e2a\u7528\u6237\u7fa4\u4f53\u66f4\u7ec6\u81f4\u5316\u7684\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u8fd9\u5957\u89e3\u51b3\u65b9\u6848\u7684\u6536\u76ca\u548c\u4ef7\u503c\uff1a<\/p>\n\n\n\n<p><strong>\u5bf9\u4e8e\u5f00\u53d1\u8005\u6765\u8bf4\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5408\u7406\u5730\u5229\u7528\u79c1\u57df\u6d41\u91cf\u63d0\u5347\u4ef7\u503c<\/li><li>\u4fc3\u8fdb\u7528\u6237\u6d3b\u8dc3\u548c\u8f6c\u5316<\/li><\/ul>\n\n\n\n<p><strong>\u5bf9\u4e8e\u6574\u4e2a\u751f\u6001\u6765\u8bb2\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u63d0\u9ad8\u4e86\u79c1\u6b32\u5229\u7528\u7387\u548c\u6d3b\u8dc3\u5ea6<\/li><li>\u6fc0\u6d3b\u4e86\u5f00\u53d1\u8005\u4e3b\u52a8\u7ecf\u8425\u7684\u610f\u613f<\/li><li>\u4fc3\u8fdb\u4e86\u751f\u6001\u7684\u826f\u6027\u5faa\u73af<\/li><\/ul>\n\n\n\n<p>\u4ee5\u4e0a\u8bb2\u7684\u662f\u4e00\u4e2a\u4ea7\u54c1\u7684\u65b9\u6848\uff0c\u63a5\u4e0b\u6765\u8ddf\u5927\u5bb6\u8bb2\u4e00\u4e0b\u5177\u4f53\u7684\u529f\u80fd<\/p>\n\n\n\n<p><strong>1. \u5206\u5c42\u8fd0\u8425-B\u7aef\u89c6\u89d2<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/05\/image-43.png\" alt=\"\" class=\"wp-image-37466\"\/><\/figure><\/div>\n\n\n\n<p>\u9996\u5148\u4ecb\u7ecd\u4e0b B \u7aef\u89c6\u89d2\u4e0b\u5206\u5c42\u8fd0\u8425\u5e73\u53f0\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff0c\u6bd4\u5982\u8bf4\u6211\u662f\u5f00\u53d1\u8005\uff0c\u6211\u662f\u600e\u4e48\u53bb\u505a\u53bb\u521b\u5efa\u7528\u6237\u5206\u5c42\u7684\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u6211\u4eec\u63d0\u4f9b\u4e86\u81ea\u5b9a\u4e49\u914d\u7f6e\u7b5b\u9009\u7684\u529f\u80fd\uff0c\u53ef\u4ee5\u4ece\u7528\u6237\u5173\u6ce8\u3001\u5361\u5238\u3001\u4ea4\u6613\u3001\u6d3b\u8dc3\u884c\u4e3a\u3001\u6027\u522b\u3001\u5e74\u9f84\u7b49\u591a\u79cd\u7ef4\u5ea6\u9009\u62e9\uff0c\u540c\u65f6\u63d0\u4f9b\u4e86\u9884\u4f30\u4eba\u6570\u7684\u529f\u80fd\uff0c\u53ef\u4ee5\u5b9e\u65f6\u7684\u7b97\u51fa\u6765\u4f60\u5f53\u524d\u5708\u9009\u7684\u7528\u6237\u6709\u591a\u5c11\u4eba\uff0c\u65b9\u4fbf\u8bc4\u4f30\u4e00\u4e0b\u4eba\u6570\u662f\u5426 OK\uff0c\u5982\u679c OK \u7684\u8bdd\uff0c\u5c31\u76f4\u63a5\u751f\u6210\u4eba\u7fa4\uff0c\u5982\u679c\u4e0d OK \u7684\u8bdd\uff0c\u5c31\u91cd\u65b0\u9009\u62e9\u7b5b\u9009\u6761\u4ef6\u3002<\/p>\n\n\n\n<p>\u5b8c\u6210\u4eba\u7fa4\u7b5b\u9009\u4e4b\u540e\uff0c\u4f1a\u8fdb\u5165\u5206\u5c42\u7ba1\u7406\u5217\u8868\uff0c\u5728\u5217\u8868\u91cc\u9762\u53ef\u4ee5\u6839\u636e\u9700\u8981\u70b9\u51fb\u5bf9\u5e94\u7684\u63a8\u9001\u6309\u94ae\u5c31\u53ef\u4ee5\u76f4\u63a5\u63a8\u9001\uff0c\u63a8\u9001\u65b9\u5f0f\u5305\u62ec\u79c1\u4fe1\u3001\u7fa4\u53d1\u3002\u5f53\u7136\u4e86\uff0c\u8fd9\u91cc\u4e5f\u6709\u7fa4\u4f53\u5206\u6790\u529f\u80fd\u3002<\/p>\n\n\n\n<p>B \u7aef\u529f\u80fd\u5165\u53e3\uff1a<\/p>\n\n\n\n<p>\u5c0f\u7a0b\u5e8f\u5f00\u53d1\u8005\u540e\u53f0 -&gt; \u8fd0\u8425\u4e2d\u5fc3 -&gt; \u5206\u5c42\u8fd0\u8425 -&gt; \u5206\u5c42\u7ba1\u7406 -&gt; \u81ea\u5b9a\u4e49\u7b5b\u9009<\/p>\n\n\n\n<p><strong>2. \u5206\u5c42\u8fd0\u8425-C\u7aef\u89c6\u89d2<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/05\/image-44.png\" alt=\"\" class=\"wp-image-37467\"\/><\/figure><\/div>\n\n\n\n<p>\u7b80\u5355\u5c55\u793a\u4e0b C \u7aef\u89c6\u89d2\u4e0b\u5206\u5c42\u8fd0\u8425\u7684\u4e00\u4e2a\u6837\u5f0f\uff1a\u5982\u56fe\u622a\u53d6\u7684\u662f\u767e\u5ea6APP \u4e0a\u901a\u77e5\u548c\u79c1\u4fe1\u7684\u6837\u5f0f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>02\u7528\u6237\u5206\u5c42\u6280\u672f\u96be\u70b9<\/strong><\/h2>\n\n\n\n<p><strong>1. \u5206\u5c42\u8fd0\u8425\u7ecf\u5178\u6848\u4f8b<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/05\/image-45.png\" alt=\"\" class=\"wp-image-37468\"\/><\/figure><\/div>\n\n\n\n<p>\u4e0b\u9762\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u5206\u5c42\u8fd0\u8425\u7684\u4e00\u4e2a\u7ecf\u5178\u7684\u6848\u4f8b &#8212; \u6211\u4eec\u8ddf\u6c7d\u8f66\u5927\u5e08\u7684\u5408\u4f5c\u6848\u4f8b\uff1a<\/p>\n\n\n\n<p>\u9700\u6c42\u662f\u6c7d\u8f66\u5927\u5e08\u8981\u5bf9\u8fd1\u4e00\u5468\u4ed8\u8d39\u4e14\u6d3b\u8dc3\u7684\u7528\u6237\u8fdb\u884c\u4e00\u4e2a\u8bc4\u4ef7\u9001\u5238\u7684\u6d3b\u52a8\u3002\u56fe\u4e2d\u622a\u56fe\u5c55\u793a\u4e86\u8fd9\u4e2a\u6d3b\u52a8\u7684\u4ea4\u4e92\u8fc7\u7a0b\uff1a\u6c7d\u8f66\u5927\u5e08\u63a8\u9001\u4e00\u4e2a\u901a\u77e5\uff08\u56fe\u4e2d\uff1a8\/6\u65e5\u901a\u77e5\uff09\uff0c\u7136\u540e\u7528\u6237\u5728\u300a \u767e\u5ea6APP -&gt; \u6211\u7684 -&gt; \u901a\u77e5 \u300b\u91cc\u9762\u5c31\u53ef\u4ee5\u770b\u5230\u6c7d\u8f66\u5927\u5e08\u7684\u901a\u77e5\u6d88\u606f\uff0c\u70b9\u5f00\u4e4b\u540e\u8df3\u8f6c\u5230\u300a\u54a8\u8be2\u5f85\u8bc4\u4ef7\u9875\u9762\u300b\uff0c\u7136\u540e\u5199\u5b8c\u8bc4\u4ef7\u540e\u7cfb\u7edf\u4f1a\u81ea\u52a8\u53d1\u5238\u5e76\u901a\u77e5\u7ed9\u7528\u6237\uff1b\u5728\u8fd9\u4e2a\u6d3b\u52a8\u4e2d\u8fbe\u6210\u7684\u6548\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u51c6\u786e\u5224\u65ad\u4e86\u7528\u6237\u9700\u6c42\uff0c\u6d3b\u8dc3\u7528\u6237\u4ef7\u503c\uff0c\u9875\u9762\u7684\u6253\u5f00\u7387\u8fbe\u5230\u4e86 9.51%<\/li><li>\u7528\u6237\u6b21\u5747\u4f7f\u7528\u65f6\u957f\u63d0\u5347 2.5 \u500d<\/li><li>\u6d3b\u52a8\u5e26\u6765\u65b0\u589e\u4ed8\u8d39\u8f6c\u5316\u7387\u8fbe 17.71%<\/li><\/ul>\n\n\n\n<p>\u7b80\u5355\u4ecb\u7ecd\u4e0b\u4e00\u4e9b\u8fd9\u91cc\u9762\u7684\u57fa\u672c\u8fd0\u8425\u6280\u5de7\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u7ed3\u5408\u548c\u5b9e\u9645\u7684\u4e1a\u52a1\u573a\u666f\uff0c\u65e0\u4e2d\u95f4\u9875\u8df3\u8f6c\u7684\u6298\u635f<\/li><li>\u62fc\u63a5\u6d88\u606f\u7ec4\u4ef6\uff0c\u81ea\u52a8\u53d1\u5238\u573a\u666f\u8fc7\u5ea6\u987a\u8f6c<\/li><li>\u573a\u666f\u53ef\u5b9a\u671f\u590d\u7528\uff0c\u8282\u7701\u4eba\u529b\u6210\u672c\u3002\u521b\u5efa\u5b8c\u4eba\u7fa4\u4e4b\u540e\uff0c\u53ef\u4ee5\u4e00\u76f4\u4f7f\u7528\uff0c\u4e0d\u9700\u8981\u91cd\u590d\u521b\u5efa<\/li><li>&#8220;\u5206\u4eab\u548c\u4f7f\u7528&#8221;&nbsp;\u53cc\u6309\u94ae\u5f3a\u5f3a\u52bf\u5f15\u5bfc<\/li><\/ul>\n\n\n\n<p>\u4e0a\u9762\u7684\u5206\u4eab\u4e3b\u8981\u662f\u8ba9\u5927\u5bb6\u4e86\u89e3\u7528\u6237\u5206\u5c42\u8fd0\u8425\u7ed9\u5f00\u53d1\u8005\u5e26\u6765\u8fd0\u8425\u6548\u7387\u4ee5\u53ca\u8f6c\u5316\u6548\u679c\u7684\u4e00\u4e2a\u63d0\u5347\uff0c\u4ece\u800c\u4fc3\u8fdb\u7528\u6237\u589e\u957f\u3002\u8fd9\u79cd\u770b\u8d77\u6765\u662f\u7279\u522b\u7684\u9999\uff0c\u5bf9\u4e0d\u5bf9 \uff1f\u4f46\u662f\u5b83\u6709\u6ca1\u6709\u4ec0\u4e48\u6280\u672f\u96be\u70b9\uff0c\u7b54\u6848\u662f\u5f53\u7136\u6709\uff0c\u800c\u4e14\u8fd8\u7279\u522b\u5927\uff0c\u4e0d\u8fc7\u6ca1\u5173\u7cfb\uff0c\u5927\u5bb6\u4e0d\u7528\u62c5\u5fc3\u4e86\uff0c\u4f60\u4eec\u8ba4\u771f\u542c\u5b8c\u715c\u6768\u8001\u5e08\u63a5\u4e0b\u6765\u7684\u5206\u4eab\u8fd9\u4e9b\u96be\u70b9\u5c31\u4f1a\u53d8\u5f97\u5f88 Easy\u4e86\uff0c\u7528\u4e4b\u524d\u4e00\u53e5\u7279\u522b\u6d41\u884c\u7684\u5e7f\u544a\u8bed\u5c31\u662f\uff1a\u5988\u5988\u518d\u4e5f\u4e0d\u7528\u62c5\u5fc3\u6211\u7684\u5de5\u4f5c\u4e86\u3002<\/p>\n\n\n\n<p><strong>2. \u5206\u5c42\u8fd0\u8425\u96be\u70b9<\/strong><\/p>\n\n\n\n<p>\u96be\u70b9\u7684\u8bdd\uff0c\u5927\u5bb6\u53ef\u4ee5\u770b\u4e0b\u56fe\uff0c\u53ef\u4ee5\u770b\u5230\u6211\u628a\u96be\u70b9\u8ddf\u65b9\u6cd5\u8bba\u90fd\u653e\u5230\u4e86\u4e00\u8d77\uff0c\u5176\u5b9e\u6700\u5f00\u59cb\u6211\u662f\u60f3\u5148\u8bb2\u96be\u70b9\uff0c\u7136\u540e\u540e\u9762\u518d\u8bb2\u65b9\u6cd5\u8bba\u7684\uff0c\u8fd9\u6837\u7684\u8bdd\u5c31\u53ef\u4ee5\u8c03\u4e00\u4e0b\u5927\u5bb6\u7684\u80c3\u53e3\ud83d\ude01\u3002\u540e\u6765\u6211\u53c8\u4e00\u60f3\uff0c\u5927\u5bb6\u90fd\u662f\u7a0b\u5e8f\u5458\u5bf9\u4e0d\u5bf9\uff0c\u65e2\u5982\u6b64\uff0c\u7a0b\u5e8f\u5458\u4f55\u82e6\u4e3a\u96be\u7a0b\u5e8f\u5458\uff0c\u8fd8\u662f\u5c11\u4e00\u4e9b\u5957\u8def\uff0c\u591a\u4e00\u4e9b\u771f\u8bda\u6bd4\u8f83\u597d\u3002\u6240\u4ee5\u6700\u540e\uff0c\u6211\u5c31\u628a\u96be\u70b9\u8ddf\u65b9\u6cd5\u8bba\u90fd\u653e\u5230\u4e00\u8d77\u4e86\uff0c\u8fd9\u6837\u53ef\u4ee5\u7ed9\u5927\u5bb6\u4e00\u4e2a\u76f4\u89c2\u7684\u4e00\u4e2a\u8ba4\u8bc6\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/05\/image-46.png\" alt=\"\" class=\"wp-image-37469\"\/><\/figure><\/div>\n\n\n\n<p>\u9996\u5148\u7ed9\u5927\u5bb6\u7b80\u5355\u4ecb\u7ecd\u9047\u5230\u7684\u56db\u4e2a\u96be\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>TB\u7ea7\u6570\u636e\u3002\u6570\u636e\u91cf\u7279\u522b\u5927\uff0c\u524d\u9762\u8bb2\u5230\u6211\u4eec\u662f\u57fa\u4e8e\u753b\u50cf\u548c\u884c\u4e3a\u53bb\u505a\u7684\u4e00\u4e2a\u7528\u6237\u5206\u5c42\uff0c\u6570\u636e\u91cf\u662f\u7279\u522b\u5927\u7684\uff0c\u6bcf\u5929\u7684\u6570\u636e\u91cf\u89c4\u6a21\u662f 1T +<\/li><li>\u67e5\u8be2\u7684\u9891\u54cd\u8981\u6c42\u6781\u9ad8\uff0c\u6beb\u79d2\u7ea7\u5230\u79d2\u7ea7\u7684\u4e00\u4e2a\u8981\u6c42\u3002\u524d\u9762\u4ecb\u7ecd B \u7aef\u89c6\u89d2\u529f\u80fd\u65f6\u5927\u5bb6\u6709\u770b\u5230\uff0c\u6211\u4eec\u6709\u4e00\u4e2a\u9884\u4f30\u4eba\u6570\u7684\u529f\u80fd\uff0c\u7528\u6237\u53ea\u8981\u70b9\u51fb \u201d\u9884\u4f30\u4eba\u6570\u201c \u6309\u94ae\uff0c\u6211\u4eec\u5c31\u9700\u8981\u4ece TB \u7ea7\u7684\u6570\u636e\u91cf\u7ea7\u91cc\u9762\u8ba1\u7b97\u51fa\u7b5b\u9009\u51fa\u7684\u4eba\u7fa4\u4eba\u6570\u662f\u591a\u5c11\uff0c\u8fd9\u79cd\u8981\u5728\u79d2\u7ea7\u65f6\u95f4\u8ba1\u7b97 TB \u7ea7\u7684\u6570\u91cf\u7684\u4e00\u4e2a\u7ed3\u679c\u7684\u96be\u5ea6\u5176\u5b9e\u53ef\u60f3\u800c\u77e5<\/li><li>\u8ba1\u7b97\u590d\u6742\uff0c\u9700\u8981\u52a8\u9759\u7ec4\u5408\u3002\u600e\u4e48\u7406\u89e3\uff1f\u5c31\u662f\u73b0\u5728\u5f88\u591a\u7ef4\u5ea6\u6211\u4eec\u662f\u6ca1\u529e\u6cd5\u53bb\u505a\u9884\u805a\u5408\u7684\uff0c\u5fc5\u987b\u53bb\u5b58\u660e\u7ec6\u6570\u636e\uff0c\u7136\u540e\u53bb\u5b9e\u65f6\u7684\u8ba1\u7b97\uff0c\u8fd9\u4e2a\u540e\u9762\u4e5f\u4f1a\u7ec6\u8bb2<\/li><li>\u4ea7\u51fa\u7528\u6237\u5305\u7684\u65f6\u6548\u6027\u8981\u6c42\u9ad8\u3002\u8fd9\u4e2a\u6bd4\u8f83\u597d\u7406\u89e3\uff0c\u5982\u679c\u4ea7\u51fa\u7279\u522b\u6162\u7684\u8bdd\uff0c\u80af\u5b9a\u4f1a\u5f71\u54cd\u7528\u6237\u4f53\u9a8c<\/li><\/ul>\n\n\n\n<p>\u9488\u5bf9\u4e0a\u9762\u7684\u56db\u4e2a\u96be\u70b9\uff0c\u6211\u4eec\u7684\u89e3\u6cd5\u662f\uff1a<\/p>\n\n\n\n<p><strong>\u9488\u5bf9\u7b2c\u4e00\u4e2a\u96be\u70b9 &#8211;&gt; \u538b\u7f29\u5b58\u50a8\uff0c\u964d\u4f4e\u67e5\u8be2\u7684\u6570\u91cf\u7ea7\u3002<\/strong><\/p>\n\n\n\n<p>\u5177\u4f53\u9009\u578b\u5c31\u662f\u4f7f\u7528 Bitmap \u5b58\u50a8\uff0c\u8fd9\u89e3\u6cd5\u5176\u5b9e\u5f88\u597d\u7406\u89e3\uff0c\u4e0d\u7ba1\u73b0\u5728\u4e3b\u6d41\u7684 OLAP\u5f15 \u64ce\u6709\u591a\u4e48\u5389\u5bb3\uff0c\u6570\u636e\u91cf\u8d8a\u5927\uff0c\u67e5\u8be2\u80af\u5b9a\u4f1a\u8d8a\u6162\uff0c\u4e0d\u53ef\u80fd\u8bf4\u6570\u636e\u91cf\u8d8a\u5927\uff0c\u6211\u67e5\u8be2\u8fd8\u662f\u4e00\u76f4\u4e0d\u53d8\u7684\uff0c\u8fd9\u79cd\u5176\u5b9e\u4e0d\u5b58\u5728\u7684\uff0c\u6240\u4ee5\u6211\u4eec\u5c31\u9700\u8981\u964d\u4f4e\u5b58\u50a8\u3002<\/p>\n\n\n\n<p><strong>\u9488\u5bf9\u7b2c\u4e8c\u548c\u7b2c\u4e09\u4e2a\u96be\u70b9 &#8211;&gt; \u9009\u62e9\u5408\u9002\u8ba1\u7b97\u5f15\u64ce<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u8c03\u7814\u4e86\u5f53\u524d\u5f00\u6e90\u7684\u5305\u62ec ClickHouse, Doris, Druid \u7b49\u591a\u79cd\u5f15\u64ce\uff0c\u6700\u7ec8\u9009\u62e9\u4e86\u57fa\u4e8e MPP \u67b6\u6784\u7684OLAP\u5f15\u64ce Doris\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u53ef\u4ee5\u7b80\u5355\u8ddf\u5927\u5bb6\u4ecb\u7ecd\u4e00\u4e0b\u9009\u62e9 Doris \u7684\u539f\u56e0\uff0c\u4ece\u6027\u80fd\u6765\u8bf4\u5176\u5b9e\u90fd\u5dee\u4e0d\u591a\uff0c\u4f46\u662f\u90fd Doris \u6709\u51e0\u4e2a\u4f18\u70b9:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u7b2c\u4e00\uff1a\u5b83\u662f\u517c\u5bb9 Mysql \u534f\u8bae\uff0c\u4e5f\u5c31\u662f\u8bf4\u4f60\u7684\u5b66\u4e60\u6210\u672c\u975e\u5e38\u4f4e\uff0c\u57fa\u672c\u4e0a\u5927\u5bb6\u53ea\u8981\u4e86\u89e3mysql\uff0c \u5c31\u4f1a\u7528Doris\uff0c \u4e0d\u9700\u8981\u5f88\u5927\u7684\u5b66\u4e60\u6210\u672c\u3002<\/li><li>\u7b2c\u4e8c\uff1aDoris \u8fd0\u7ef4\u6210\u672c\u5f88\u4f4e\uff0c\u57fa\u672c\u4e0a\u5c31\u662f\u81ea\u52a8\u5316\u8fd0\u7ef4\u3002<\/li><\/ul>\n\n\n\n<p><strong>\u9488\u5bf9\u7b2c\u56db\u4e2a\u96be\u70b9 &#8211;&gt; &nbsp;\u9009\u62e9\u5408\u9002\u7684\u5f15\u64ce<\/strong><\/p>\n\n\n\n<p>\u901a\u8fc7\u5bf9\u6bd4 Spark \u548c Doris\uff0c\u6211\u4eec\u9009\u62e9\u4e86 Doris \uff0c\u540e\u9762\u4f1a\u8be6\u7ec6\u8bb2\u4e3a\u4ec0\u4e48\u4f1a\u7528 Doris\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>03<\/strong><strong>\u7528\u6237\u5206\u5c42\u7684\u67b6\u6784\u548c\u89e3\u51b3\u65b9\u6848<\/strong><\/h2>\n\n\n\n<p>\u4ecb\u7ecd\u96be\u70b9\u4ee5\u53ca\u89e3\u6cd5\u4e4b\u540e\uff0c\u63a5\u4e0b\u6765\u4ece\u67b6\u6784\u8ddf\u89e3\u51b3\u65b9\u6848\u91cc\u9762\u8ddf\u5927\u5bb6\u7ec6\u8bb2\u4e00\u4e0b\uff0c\u96be\u70b9\u662f\u600e\u4e48\u89e3\u51b3\u7684\u3002<\/p>\n\n\n\n<p><strong>\u5206\u5c42\u8fd0\u8425\u67b6\u6784\uff1a<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/05\/image-47.png\" alt=\"\" class=\"wp-image-37470\"\/><\/figure><\/div>\n\n\n\n<p>\u9996\u5148\u4ecb\u7ecd\u4e00\u4e0b\u6211\u4eec\u5206\u5c42\u8fd0\u8425\u7684\u67b6\u6784\u3002\u67b6\u6784\u7684\u8bdd\u5206\u4e3a\u4e24\u90e8\u5206\uff0c\u5c31\u662f\u5728\u7ebf\u90e8\u5206\u8ddf\u79bb\u7ebf\u90e8\u5206\u3002<\/p>\n\n\n\n<p><strong>\u5728\u7ebf\u90e8\u5206\uff1a<\/strong><\/p>\n\n\n\n<p>\u5206\u4e3a\u4e86\u56db\u5c42\uff1a\u670d\u52a1\u5c42\u3001\u89e3\u6790\u5c42\u3001\u8ba1\u7b97\u5c42\u8ddf\u5b58\u50a8\u5c42\uff0c\u7136\u540e\u8fd8\u6709\u8c03\u5ea6\u5e73\u53f0\u548c\u76d1\u63a7\u5e73\u53f0\u3002<\/p>\n\n\n\n<p>\u670d\u52a1\u5c42\uff0c\u4e3b\u8981\u529f\u80fd\u5305\u542b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6743\u9650\u63a7\u5236\uff1a\u4e3b\u8981\u662f\u6237\u6743\u9650\u3001\u63a5\u53e3\u6743\u9650\u7684\u63a7\u5236<\/li><li>\u5206\u5c42\u7ba1\u7406\uff1a\u4e3b\u8981\u662f\u662f\u5bf9\u7528\u6237\u7b5b\u9009\u7684\u589e\u5220\u6539\u67e5<\/li><li>\u5143\u6570\u636e\u7ba1\u7406\uff1a\u4e3b\u8981\u662f\u5bf9\u9875\u9762\u5143\u7d20\u3001ID-Mapping \u8fd9\u7c7b\u6570\u636e\u7684\u7ba1\u7406<\/li><li>\u4efb\u52a1\u7ba1\u7406\uff1a\u4e3b\u8981\u662f\u652f\u6301\u8c03\u5ea6\u5e73\u53f0\u4efb\u52a1\u7684\u589e\u5220\u6539\u67e5<\/li><\/ul>\n\n\n\n<p>\u89e3\u6790\u5c42\uff0c\u662f\u5bf9DSL\u7684\u4e00\u4e2a\u89e3\u6790\u3001\u4f18\u5316\u3001\u8def\u7531\u4ee5\u53caSql\u6a21\u677f\uff1a<\/p>\n\n\n\n<p>\u6bd4\u5982\u8981\u67e5\u5728\u7ebf\u9884\u4f30\u4eba\u6570\uff0c\u9996\u5148\u4f1a\u5728\u89e3\u6790\u5c42\u505a\u4e00\u4e2a DSL \u7684\u89e3\u6790\uff0c\u4e4b\u540e\u6839\u636e\u4e0d\u540c\u60c5\u666f\u505a DSL \u7684\u4f18\u5316\uff0c\u6bd4\u5982\u9009\u62e9\u4e86\u8fd1\u4e03\u5929\u6d3b\u8dc3\u4e14\u8fd1\u4e03\u5929\u4e0d\u6d3b\u8dc3\u7684\u7528\u6237\uff0c\u8fd9\u79cd\u8981\u4e03\u5929\u6d3b\u8dc3\u548c\u4e03\u5929\u4e0d\u6d3b\u8dc3\u7684\u4ea4\u96c6\u663e\u7136\u5c31\u662f\u96f6\u4e86\uff0c\u5bf9\u4e0d\u5bf9\uff1f\u50cf\u8fd9\u6837\u60c5\u51b5\u5728\u4f18\u5316\u5c42\u76f4\u63a5\u5c06\u7ed3\u679c 0 \u8fd4\u56de\u7ed9\u7528\u6237\u5c31\u4e0d\u4f1a\u518d\u5f80\u4e0b\u8d70\u8ba1\u7b97\u5f15\u64ce\uff0c\u7c7b\u4f3c\u8fd8\u6709\u5f88\u591a\u5176\u4ed6\u4f18\u5316\u573a\u666f\u3002\u7136\u540e\u4f18\u5316\u5b8c\u4e4b\u540e\u4f1a\u4f7f\u7528 DSL \u8def\u7531\u529f\u80fd\uff0c\u6839\u636e\u4e0d\u540c\u67e5\u8be2\u8def\u7531\u5230\u4e0d\u540c\u7684 Sql \u6a21\u677f\u8fdb\u884c\u6a21\u677f\u7684\u62fc\u63a5\u3002<\/p>\n\n\n\n<p>\u8ba1\u7b97\u5c42\uff0c\u8ba1\u7b97\u5f15\u64ce\u6211\u4eec\u4f7f\u7528 Spark \u548c Doris\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Spark\uff1a\u79bb\u7ebf\u4efb\u52a1<\/li><li>Doris\uff1a\u5b9e\u65f6\u4efb\u52a1<\/li><\/ul>\n\n\n\n<p>\u5b58\u50a8\u5c42\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Mysql\uff1a\u4e3b\u8981\u7528\u6765\u5b58\u7528\u6237\u5206\u5c42\u7684\u4e00\u4e9b\u7528\u6237\u4fe1\u606f<\/li><li>Redis\uff1a\u4e3b\u8981\u7528\u4f5c\u7f13\u5b58<\/li><li>Doris\uff1a\u4e3b\u8981\u5b58\u50a8\u753b\u50cf\u6570\u636e\u548c\u884c\u4e3a\u6570\u636e<\/li><li>AFS\uff1a\u4e3b\u8981\u662f\u5b58\u50a8\u4ea7\u51fa\u7684\u7528\u6237\u5305\u7684\u4e00\u4e9b\u4fe1\u606f<\/li><\/ul>\n\n\n\n<p>\u8c03\u5ea6\u5e73\u53f0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4e3b\u8981\u662f\u79bb\u7ebf\u4efb\u52a1\u7684\u8c03\u5ea6<\/li><\/ul>\n\n\n\n<p>\u76d1\u63a7\u5e73\u53f0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6574\u4e2a\u670d\u52a1\u7a33\u5b9a\u6027\u7684\u76d1\u63a7<\/li><\/ul>\n\n\n\n<p><strong>\u79bb\u7ebf\u90e8\u5206\uff1a<\/strong><\/p>\n\n\n\n<p>\u79bb\u7ebf\u90e8\u5206\u7684\u8bdd\u4e3b\u8981\u662f\u5bf9\u9700\u8981\u7684\u6570\u636e\u6e90\uff08\u6bd4\u5982\u8bf4\u753b\u50cf\u3001\u5173\u6ce8\u3001\u884c\u4e3a\u7b49\u6570\u636e\u6e90\uff09\u505a ETL \u6e05\u6d17\uff0c\u6e05\u6d17\u5b8c\u4e4b\u540e\u4f1a\u505a\u4e00\u4e2a\u5168\u5c40\u5b57\u5178\u5e76\u5199\u5165 Doris\u3002\u4efb\u52a1\u6700\u7ec8\u4f1a\u4ea7\u51fa\u7528\u6237\u5305\uff0c\u5e76\u4f1a\u5206\u53d1\u7ed9\u5c0f\u7a0b\u5e8f B \u7aef\u8ddf\u767e\u5ea6\u7edf\u8ba1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5c0f\u7a0b\u5e8f B \u7aef\uff1a\u63a8\u9001\u7ed9\u624b\u673a\u7aef\u7528\u6237<\/li><li>\u767e\u5ea6\u7edf\u8ba1\uff1a\u62ff\u8fd9\u4e9b\u7528\u6237\u5305\u505a\u4e00\u6b21\u7fa4\u4f53\u5206\u6790<\/li><\/ul>\n\n\n\n<p>\u4ee5\u4e0a\u5c31\u662f\u4e00\u4e2a\u6574\u4f53\u7684\u67b6\u6784\u3002<\/p>\n\n\n\n<p>\u56fe\u4e2d\u5927\u5bb6\u53ef\u4ee5\u770b\u5230\u6709\u51e0\u4e2a\u6807\u7ea2\u7684\u5730\u65b9\uff0c\u540c\u65f6\u4e5f\u7528\u6570\u5b57 1\u30012\u30013 \u505a\u4e86\u6807\u8bb0\uff0c\u8fd9\u51e0\u4e2a\u6807\u7ea2\u662f\u91cd\u70b9\u6a21\u5757\uff0c\u5c31\u662f\u9488\u5bf9\u4e8e\u4e0a\u9762\u63d0\u5230\u7684\u56db\u4e2a\u96be\u70b9\u505a\u7684\u91cd\u70b9\u6a21\u5757\u6539\u9020\uff0c\u63a5\u4e0b\u6765\u4f1a\u9488\u5bf9\u8fd9\u4e09\u4e2a\u91cd\u70b9\u6a21\u5757\u4e00\u4e00\u5c55\u5f00\u8fdb\u884c\u8bb2\u89e3\u3002<\/p>\n\n\n\n<p><strong>1. \u5168\u5c40\u5b57\u5178<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/05\/image-48.png\" alt=\"\" class=\"wp-image-37471\"\/><\/figure><\/div>\n\n\n\n<p>\u9996\u5148\u8bb2\u89e3\u5168\u5c40\u5b57\u5178\u8fd9\u4e2a\u6a21\u5757\uff0c\u5168\u5c40\u5b57\u5178\u7684\u76ee\u7684\u4e3b\u8981\u662f\u4e3a\u4e86\u89e3\u51b3\u96be\u70b9\u4e00\uff1a\u6570\u636e\u91cf\u5927\uff0c\u9700\u8981\u538b\u7f29\u5b58\u50a8\u540c\u65f6\u538b\u7f29\u5b58\u50a8\u4e4b\u540e\u8fd8\u8981\u4fdd\u8bc1\u67e5\u8be2\u6027\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u4e3a\u5565\u8981\u7528\u5168\u5c40\u5b57\u5178\uff1a<\/strong><\/p>\n\n\n\n<p>\u8fd9\u91cc\u5927\u5bb6\u53ef\u80fd\u4f1a\u6709\u4e00\u4e2a\u7591\u95ee\uff0c\u5c31\u662f\u8bf4\u6211\u7528 BitMap \u5b58\u50a8\u4e3a\u5565\u8fd8\u8981\u505a\u5168\u5c40\u5b57\u5178\uff1f\u8fd9\u4e2a\u4e3b\u8981\u662f\u56e0\u4e3a Doris \u7684 BitMap \u529f\u80fd\u662f\u57fa\u4e8e &nbsp;RoaringBitmap \u5b9e\u73b0\u7684\uff0c\u56e0\u6b64\u5047\u5982\u8bf4\u7528\u6237 ID \u8fc7\u4e8e\u79bb\u6563\u7684\u65f6\u5019\uff0cRoaringBitmap \u5e95\u5c42\u5b58\u50a8\u7ed3\u6784\u7528\u7684\u662f Array Container \u800c\u4e0d\u662f BitMap Container\uff0cArray Container \u6027\u80fd\u8fdc\u8fdc\u5dee\u4e8e BitMap Container\u3002\u56e0\u6b64\u6211\u4eec\u8981\u4f7f\u7528\u5168\u5c40\u5b57\u5178\u5c06\u7528\u6237 ID \u6620\u5c04\u6210\u8fde\u7eed\u9012\u589e\u7684 ID\uff0c\u8fd9\u5c31\u662f\u4f7f\u7528\u5168\u5c40\u5b57\u5178\u7684\u76ee\u7684\u3002<\/p>\n\n\n\n<p><strong>\u5168\u5c40\u5b57\u5178\u7684\u66f4\u65b0\u903b\u8f91\u6982\u51b5\uff1a<\/strong><\/p>\n\n\n\n<p>\u8fd9\u91cc\u662f\u4f7f\u7528 Spark \u7a0b\u5e8f\u6765\u5b9e\u73b0\u7684\uff0c\u9996\u5148\u52a0\u8f7d\u7ecf\u8fc7 ETL \u6e05\u6d17\u4e4b\u540e\u5404\u4e2a\u6570\u636e\u6e90\uff08\u753b\u50cf\u3001\u5173\u6ce8\u3001\u884c\u4e3a\u8fd9\u4e9b\u6570\u636e\u6e90\uff09\u548c\u5168\u5c40\u5b57\u5178\u5386\u53f2\u8868\uff08\u7528\u6765\u7ef4\u62a4\u7ef4\u62a4\u7528\u6237 ID \u8ddf\u81ea\u589e ID \u6620\u5c04\u5173\u7cfb\uff09\uff0c\u52a0\u8f7d\u5b8c\u4e4b\u540e\u4f1a\u5224\u65ad ETL \u91cc\u9762\u7684\u7528\u6237ID \u662f\u5426\u5df2\u7ecf\u5b58\u5728\u5b57\u5178\u8868\u91cc\u9762\uff0c\u5982\u679c\u6709\u7684\u8bdd\uff0c\u5c31\u76f4\u63a5\u628a ETL \u7684\u6570\u636e\u5199\u56de Doris \u5c31\u884c\u4e86\uff0c\u5982\u679c\u6ca1\u6709\u5c31\u8bf4\u660e\u8fd9\u662f\u4e00\u4e2a\u65b0\u7528\u6237\uff0c\u7136\u540e\u4f1a\u7528 row_number \u65b9\u6cd5\u751f\u6210\u4e00\u4e2a\u81ea\u589e ID \uff0c\u8ddf\u8fd9\u4e2a\u65b0\u7528\u6237\u505a\u4e00\u6b21\u6620\u5c04\uff0c\u6620\u5c04\u5b8c\u4e4b\u540e\u66f4\u65b0\u5230\u5168\u5c40\u5b57\u5178\u5e76\u5199\u5165 Doris\u3002<\/p>\n\n\n\n<p><strong>2. Doris<\/strong><\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\u4ecb\u7ecd\u7b2c\u4e8c\u4e2a\u91cd\u70b9\u6a21\u5757 Doris\u3002<\/p>\n\n\n\n<p><strong>2.1 Doris \u5206\u6876\u7b56\u7565<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/05\/image-49.png\" alt=\"\" class=\"wp-image-37472\"\/><\/figure><\/div>\n\n\n\n<p>\u5206\u6876\u7b56\u7565\u7684\u76ee\u7684\u662f\u4e3a\u4e86\u89e3\u51b3\u96be\u70b9\u4e8c\uff1a\u67e5\u8be2\u9891\u54cd\u8981\u6c42\u9ad8\u3002<\/p>\n\n\n\n<p><strong>\u4e3a\u5565\u8981\u505a\u5206\u6876\u7b56\u7565\uff1a<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u4e4b\u524d\u4f7f\u7528\u4e86\u5168\u5c40\u5b57\u5178\u4fdd\u8bc1\u7528\u6237\u7684\u8fde\u7eed\u9012\u589e\uff0c\u4f46\u662f\u6211\u4eec\u53d1\u73b0\u7528\u4e86\u5168\u5c40\u5b57\u5178\u4e4b\u540e\uff0cBitMap \u7684\u67e5\u8be2\u6027\u80fd\u5176\u5b9e\u5e76\u6ca1\u6709\u8fbe\u5230\u6211\u4eec\u9884\u671f\u7684\u90a3\u6837\u4e1d\u6ed1\u822c\u67d4\u987a\u7684\u611f\u89c9\uff0c\u54c8\u54c8\u54c8\u3002\u3002\u3002\u5bf9\uff0c\u8fd8\u662f\u7279\u522b\u6162\uff0c\u7136\u540e\u6211\u4eec\u5c31\u7279\u522b\u90c1\u95f7\u4e86\uff0c\u5f00\u59cb\u6000\u7591 BitMap \u5e76\u4e0d\u50cf\u4f20\u8bf4\u4e2d\u7684\u90a3\u4e48\u5feb\uff0c\u96be\u9053\u7ae5\u8bdd\u90fd\u662f\u9a97\u4eba\u7684\u5417\uff1f\u6211\u4eec\u5c31\u5728\u60f3\u600e\u4e48\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u540e\u6765\u6211\u4eec\u53d1\u73b0 Doris \u5176\u5b9e\u662f\u5206\u5e03\u5f0f\u7684\u4e00\u4e2a\u96c6\u7fa4\uff0c\u5b83\u4f1a\u6309\u7167\u67d0\u4e9b Key \u8fdb\u884c\u5206\u6876\uff0c\u4e5f\u5c31\u662f\u5206\u6876\u4e4b\u540e\u7528\u6237ID \u5728\u6876\u5185\u5c31\u4e0d\u8fde\u7eed\uff0c\u53c8\u53d8\u6210\u96f6\u6563\u7684\u4e86\u3002<\/p>\n\n\n\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5982\u56fe\u4e2d\u5de6\u4fa7\u539f\u59cb\u6570\u636e\uff0c\u53ef\u4ee5\u770b\u5230 appkey \u6709A1\u3001A2\uff0cchannel \u6709C1\u3001C2\u3001C3\uff0c\u7136\u540e userid \u662f0\u30011\u30012\u30013\u30014\u30015 \u516d\u4e2a\u8fde\u7eed\u7684 userid \u3002\u6211\u4eec\u6309\u7167 appkey \u548c channel \u8fdb\u884c\u5206\u6876\uff0c\u8fd9\u6837\u7684\u8bdd\u5206\u5b8c\u6876\u4e4b\u540e\u7684\u7ed3\u679c\u5c31\u662f\u53f3\u8fb9\u8fd9\u5f20\u56fe\uff1a\u6876\u4e00 key \u662fA1\u3001C1\uff0cuserid \u5c31\u662f0\u30012\uff1b\u6876\u4e8c key \u662f A1\u3001C2\uff0cuserid \u5c31\u662f 1\u30014\uff1b\u6876\u4e09 key \u662fA2\u3001C3\uff0cuserid \u662f3\u30015\uff1b\u5927\u5bb6\u80fd\u6bd4\u8f83\u76f4\u89c2\u5730\u770b\u5230\u5728\u6876\u4e2d userid \u5df2\u7ecf\u4e0d\u8fde\u7eed\u4e86\uff0c\u4e0d\u8fde\u7eed\u7684\u8bdd\uff0cBitMap &nbsp;\u7684\u6027\u80fd\u5c31\u6ca1\u6cd5\u53d1\u6325\u51fa\u6765\u7684\uff0c\u5b83\u4f1a\u8d70 Array Container \u53bb\u5b58\u50a8\uff0c\u5b83\u7684\u6027\u80fd\u4f1a\u6bd4\u8f83\u5dee\u3002<\/p>\n\n\n\n<p><strong>\u89e3\u51b3\u65b9\u5f0f\uff1a<\/strong><\/p>\n\n\n\n<p>\u8fd9\u91cc\uff0c\u5176\u5b9e\u6211\u60f3\u95ee\u4e00\u4e0b\u5927\u5bb6\uff0c\u8fd9\u79cd\u600e\u4e48\u53bb\u4fdd\u8bc1\u6876\u5185\u7684\u8fde\u7eed\uff1f\u5927\u5bb6\u5982\u679c\u6709\u60f3\u6cd5\uff0c\u53ef\u4ee5\u79c1\u4e0b\u4e00\u8d77\u8ba8\u8bba\u4e0b\uff0c\u73b0\u5728\u5927\u5bb6\u4e0d\u8981\u7ed9\u81ea\u5df1\u52a0\u620f\u554a\uff0c \u4eca\u5929\u7684star\u662f\u6211\u554a\uff0c \u5927\u5bb6\u8981focus on me \u8eab\u4e0a\u554a\u3002\u5f00\u4e2a\u73a9\u7b11\u554a\uff0c \u6d3b\u8dc3\u4e0b\u76f4\u64ad\u95f4\u6c14\u6c1b\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\u6211\u4f1a\u8ddf\u5927\u5bb6\u5206\u4eab\u4e00\u4e0b\u6211\u4eec\u7684\u4e00\u4e2a\u65b9\u6848\uff0c\u5bf9\u4e86\uff0c\u7ed9\u5927\u5bb6\u4e94\u79d2\u949f\u7684\u65f6\u95f4\uff0c\u5927\u5bb6\u53ef\u4ee5\u73b0\u5728\u8bb0\u7b14\u8bb0\u4e86\uff0c\u771f\u7684\uff0c\u8fd9\u4e2a\u65b9\u6848\u662f\u6211\u4eec\u7ecf\u5386\u4e86\u65e0\u6570\u4e2a\u65e5\u65e5\u591c\u591c\u8ddf\u65e0\u6570\u6839\u5934\u53d1\u603b\u7ed3\u51fa\u6765\u7684\uff0c\u975e\u5e38\u6709\u5b9e\u6218\u610f\u4e49\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/05\/image-50.png\" alt=\"\" class=\"wp-image-37473\"\/><\/figure><\/div>\n\n\n\n<p>\u597d\uff0c\u73b0\u5728\u8bb2\u4e00\u4e0b\u6211\u4eec\u7684\u65b9\u6848\uff0c\u6211\u4eec\u7684\u65b9\u6848\u662f\u5728\u8868\u91cc\u9762\u589e\u52a0\u4e86\u4e00\u4e2a hid \u7684\u5b57\u6bb5\uff0c\u7136\u540e\u8ba9 Doris \u6309\u7167 hid \u5b57\u6bb5\u8fdb\u884c\u5206\u6876\uff0c\u8fd9\u91cc hid \u751f\u6210\u7b97\u6cd5\u662f\uff1a<\/p>\n\n\n\n<p>hid &nbsp;= V\/\uff08M\/N\uff09 \u7136\u540e\u53d6\u6574<\/p>\n\n\n\n<p>\u5176\u4e2d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>V\uff1a\u5168\u5c40\u5b57\u5178\u7684\u7528\u6237ID \u5bf9\u5e94\u7684\u6574\u6570<\/li><li>M\uff1a\u9884\u4f30\u7684\u7528\u6237\u603b\u6570<\/li><li>N\uff1a\u5206\u5c42\u6570<\/li><\/ul>\n\n\n\n<p>\u8fd8\u662f\u7ed3\u5408\u4e0a\u9762\u7684\u4f8b\u5b50\uff0c\u5927\u5bb6\u53ef\u4ee5\u770b\u4e00\u4e0b\uff1auserid \u662f\u516d\u4e2a\u5373 0~5\uff0c\u6240\u4ee5 M= 6\uff1b\u5206\u4e3a\u4e09\u4e2a\u6876\uff0cN = 3\uff1b\u56e0\u6b64 M \u9664\u4ee5 N \u5c31\u7b49\u4e8e\u4e8c\u3002\u8fd9\u6837\u7684\u8bdd\u6211\u5c31\u8981\u7528 userid \u53bb\u9664\u4ee5\u4e8c\uff0c\u7136\u540e\u53d6\u6574\u4f5c\u4e3a hid\u3002\u53ef\u4ee5\u770b\u4e00\u4e0b\uff0c\u6bd4\u5982\u8bf4 userid &nbsp;\u662f\u96f6\uff0c0\u00f72 \u53d6\u6574\u4e3a 0 \uff0cuserid \u662f\u4e00\u7684\u8bdd\uff0chid \u8fd8\u662f\u8fd9\u6837\uff0c\u56e0\u4e3a 1\u00f72 \u7684\u6574\u6570\u90e8\u5206\u662f\u96f6\uff1b\u540c\u7406 2\u00f72 \u30013\u00f72 \u662f\u4e00\uff0c4\u00f72\u30015\u00f72 \u662f\u4e8c\uff0c\u8fd9\u6837\u7684\u8bdd\u5c31\u628a userid \u8ddf hid \u505a\u5bf9\u5e94\uff0c\u7136\u540e\u518d\u6839\u636e hid \u505a\u5206\u5c42\u3002\u5927\u5bb6\u53ef\u4ee5\u770b\u5230\u5206\u5c42\u7ed3\u679c\uff0chid = 0 \u65f6 userid \u662f0\u30011\uff0chid = 1 \u65f6 userid \u662f2\u30013\uff0chid = 2\u65f6 userid \u662f 4\u30015\uff0c\u8fd9\u6837\u5c31\u4fdd\u8bc1\u4e86\u6876\u5185\u8fde\u7eed\u3002<\/p>\n\n\n\n<p><strong>2.2 doris\u4e4b\u7528\u6237\u753b\u50cf\u6807\u7b7e\u4f18\u5316<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/05\/image-51.png\" alt=\"\" class=\"wp-image-37474\"\/><\/figure><\/div>\n\n\n\n<p>\u524d\u9762\u7ed9\u5927\u5bb6\u8bb2\u4e86\u5206\u6876\u4e0e\u5168\u5c40\u5b57\u5178\u8fd9\u4e24\u4e2a\u901a\u7528\u7684\u7b56\u7565\uff0c\u5c31\u662f\u8bf4\u5927\u5bb6\u8981\u505a BitMap \u7684\u8bdd\uff0c\u8fd9\u4e24\u4e2a\u4e1c\u897f\u80af\u5b9a\u662f\u8981\u8003\u8651\u7684\uff0c\u4f46\u662f\u53ea\u8003\u8651\u8fd9\u4e24\u4e2a\u4e1c\u897f\uff0c\u8fd8\u5e76\u4e0d\u80fd\u8bf4\u8fbe\u5230\u6027\u80fd\u7684\u6700\u4f18\uff0c\u8fd8\u8981\u7ed3\u5408\u81ea\u5df1\u7684\u5b9e\u9645\u4e1a\u52a1\u53bb\u505a\u9488\u5bf9\u6027\u7684\u4f18\u5316\uff0c\u8fd9\u6837\u624d\u80fd\u8fbe\u5230\u4e00\u4e2a\u6027\u80fd\u7684\u6700\u4f18\uff0c\u63a5\u4e0b\u6765\u6211\u4f1a\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u6211\u4eec\u7684\u5177\u4f53\u4e1a\u52a1\u4f18\u5316\uff1a\u753b\u50cf\u6807\u7b7e\u7684\u4f18\u5316\u3002<\/p>\n\n\n\n<p>\u753b\u50cf\u6807\u7b7e\u4f18\u5316\u89e3\u51b3\u7684\u96be\u70b9\u4e5f\u662f\u96be\u70b9\u4e8c\uff1a\u67e5\u8be2\u9891\u54cd\u8981\u6c42\u9ad8\u3002\u8fd9\u4e2a\u95ee\u9898\u5f53\u65f6\u662f\u6709\u4e24\u4e2a\u65b9\u6848\u3002<\/p>\n\n\n\n<p><strong>\u65b9\u6848\u4e00\uff1a<\/strong><\/p>\n\n\n\n<p>tag_type, tag_value \u3002tag_type \u662f\u7528\u6765\u8bb0\u5f55\u6807\u7b7e\u7684\u7c7b\u578b\uff0ctag_value &nbsp;\u662f\u7528\u6765\u8bb0\u5f55\u6807\u7b7e\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>\u5982\u56fe\u6240\u793a\uff1a\u6bd4\u5982\u8bf4 tag_type &nbsp;\u662f\u6027\u522b\uff0ctag_value &nbsp;\u53ef\u80fd\u662f\u7537\u6216\u5973\uff0cbitmap \u8fd9\u91cc\u5c31\u662f\u5b58\u50a8\u6240\u6709\u6027\u522b\u662f\u7537\u7684\u7528\u6237 id \u5217\u8868\u3002<\/p>\n\n\n\n<p>\u540c\u6837\u5bf9\u4e8e tag_type \u662f\u5730\u57df\u3001tag_value &nbsp; \u662f\u5317\u4eac\uff0cbitmap \u5b58\u50a8\u7684\u662f\u6240\u6709\u5730\u57df\u5728\u5317\u4eac\u7684\u7528\u6237 id \u5217\u8868\u3002<\/p>\n\n\n\n<p><strong>\u65b9\u6848\u4e8c\uff1a<\/strong><\/p>\n\n\n\n<p>\u5927\u5bbd\u8868\uff0c\u4f7f\u7528\u5927\u5bbd\u8868\u5728\u4e00\u884c\u8bb0\u5f55\u4e86\u6240\u6709\u7684\u6807\u7b7e\uff0c\u7136\u540e\u4f7f\u7528 bitmap \u8bb0\u5f55\u8fd9\u4e2a\u6807\u7b7e\u7684\u7528\u6237 id \u5217\u8868\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\u6211\u4eec\u9009\u62e9\u4e86\u65b9\u6848\u4e8c\uff0c\u4e3a\u4ec0\u4e48\u6ca1\u6709\u9009\u65b9\u6848\u4e00\u5462 \uff1f\u56e0\u4e3a\u65b9\u6848\u4e00\u5b83\u662f\u4e00\u4e2a\u6807\u7b7e\u5bf9\u5e94\u4e00\u4e2a\u7528\u6237 bitmap\uff0c\u5f53\u6211\u60f3\u67e5\u4e00\u4e2a\u8054\u5408\u7684\u7ed3\u679c\u5c31\u6bd4\u8f83\u8017\u65f6\uff0c\u6bd4\u5982\u6211\u60f3\u67e5\u8be2\u6027\u522b\u662f\u7537\u4e14\u533a\u57df\u662f\u5317\u4eac\u7684\u6240\u6709\u7528\u6237\uff0c\u8fd9\u6837\u7684\u8bdd\u6211\u9700\u8981\u53d6\u51fa \u201c\u7537\u201d \u7684\u7528\u6237\u548c \u201c\u5317\u4eac\u201c \u7684\u7528\u6237\uff0c\u4e24\u8005\u4e4b\u95f4\u505a\u4e00\u4e2a\u4ea4\u96c6\uff0c\u5bf9\u5427\uff1f\u8fd9\u79cd\u7684\u8bdd\u80af\u5b9a\u4f1a\u6709\u8ba1\u7b97\u91cf\u4f1a\u6709\u66f4\u591a\u7684\u65f6\u95f4\u6d88\u8017\uff0c\u4f46\u662f\u5982\u679c\u7528\u5927\u5bbd\u8868\u53bb\u505a\u5b58\u50a8\u7684\u8bdd\uff0c\u5c31\u53ef\u4ee5\u6839\u636e\u7528\u6237\u5e38\u7528\u7684\u67e5\u8be2\u53bb\u6784\u5efa\u4e00\u4e2a\u7269\u5316\u89c6\u56fe\uff0c\u5f53\u7528\u6237\u7684\u67e5\u8be2\uff08\u6bd4\u5982\u5728\u5317\u4eac\u7684\u7537\u6027\uff09\u547d\u4e2d\u4e86\u7269\u5316\u89c6\u56fe\uff0c\u5c31\u53ef\u4ee5\u76f4\u63a5\u53bb\u53d6\u7ed3\u679c\uff0c\u800c\u4e0d\u7528\u518d\u53bb\u505a\u8ba1\u7b97\uff0c\u4ece\u800c\u964d\u4f4e\u8017\u65f6\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u8fd8\u6709\u4e00\u4e2a\u77e5\u8bc6\u70b9\u8ddf\u5927\u5bb6\u5206\u4eab\u4e00\u4e0b\uff1a\u5728\u4f7f\u7528 Doris \u7684\u65f6\u5019\uff0c\u4e00\u5b9a\u8981\u5c3d\u91cf\u53bb\u547d\u4e2d\u5b83\u7684\u524d\u7f00\u7d22\u5f15\u8ddf\u7269\u5316\u89c6\u56fe\uff0c\u8fd9\u6837\u4f1a\u5927\u5927\u7684\u63d0\u5347\u67e5\u8be2\u6548\u7387\u3002<\/p>\n\n\n\n<p><strong>2.3 doris\u4e4b\u52a8\u9759\u7ec4\u5408\u67e5\u8be2<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/05\/image-52.png\" alt=\"\" class=\"wp-image-37475\"\/><\/figure><\/div>\n\n\n\n<p>\u597d\uff0c\u7528\u6237\u6807\u7b7e\u8bb2\u5b8c\u4e4b\u540e\u7ee7\u7eed\u8bb2\u4e0b\u4e00\u4e2a\u96be\u70b9\u7684\u89e3\u51b3\u65b9\u6848\uff1a\u52a8\u9759\u7ec4\u5408\u67e5\u8be2\uff0c\u5bf9\u5e94\u7684\u96be\u70b9\u662f\u96be\u70b9\u4e09\uff1a\u8ba1\u7b97\u590d\u6742\u3002<\/p>\n\n\n\n<p>\u9996\u5148\u4ecb\u7ecd\u4e00\u4e0b\u4ec0\u4e48\u53eb\u52a8\u9759\u7ec4\u5408\u67e5\u8be2\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u9759\u6001\u67e5\u8be2\uff1a\u6211\u4eec\u5b9a\u4e49\u4e3a\u7528\u6237\u7ef4\u5ea6\u662f\u56fa\u5b9a\u7684\uff0c\u5c31\u662f\u53ef\u4ee5\u8fdb\u884c\u9884\u805a\u5408\u7684\u67e5\u8be2\u4e3a\u9759\u6001\u67e5\u8be2\u3002\u6bd4\u5982\u8bf4\u7537\u6027\u7528\u6237\uff0c\u7537\u6027\u7528\u6237\u4e2a\u5c31\u662f\u4e00\u4e2a\u56fa\u5b9a\u7684\u7fa4\u4f53\uff0c\u4e0d\u7ba1\u600e\u4e48\u67e5\u7528\u6237\u80af\u5b9a\u4e0d\u4f1a\u53d8\uff0c\u5c31\u53ef\u4ee5\u63d0\u524d\u8fdb\u884c\u9884\u805a\u5408\u7684\u3002<\/li><li>\u52a8\u6001\u67e5\u8be2\uff1a\u4e3b\u8981\u504f\u5411\u4e8e\u4e00\u4e9b\u884c\u4e3a\uff0c\u5c31\u662f\u90a3\u79cd\u67e5\u8be2\u8ddf\u7740\u7528\u6237\u7684\u4e0d\u540c\u800c\u4e0d\u540c\u3002\u6bd4\u5982\u8bf4\u67e5\u8fd130\u5929\u6536\u85cf\u8d85\u8fc7\u4e09\u6b21\u7684\u7528\u6237\uff0c\u6216\u8005\u8fd8\u6709\u53ef\u80fd\u662f\u8fd130\u5929\u6536\u85cf\u8d85\u8fc7\u56db\u6b21\u7684\u7528\u6237\uff0c\u8fd9\u79cd\u7684\u8bdd\u5c31\u5f88\u968f\u610f\uff0c\u7528\u6237\u53ef\u80fd\u4f1a\u67e5\u8be2\u7684\u7ef4\u5ea6\u4f1a\u7279\u522b\u7684\u591a\uff0c\u800c\u4e14\u4e5f\u6ca1\u6cd5\u6ca1\u529e\u6cd5\u8fdb\u884c\u4e00\u4e2a\u9884\u805a\u5408\uff0c\u6240\u4ee5\u6211\u4eec\u79f0\u4e4b\u4e3a\u52a8\u6001\u7684\u4e00\u4e2a\u67e5\u8be2\u3002<\/li><\/ul>\n\n\n\n<p>\u7136\u540e\u5c0f\u7a0b\u5e8f\u7528\u6237\u5206\u5c42\uff0c\u76f8\u6bd4\u4e8e\u540c\u7c7b\u578b\u7684\u7528\u6237\u5206\u5c42\u529f\u80fd\u589e\u52a0\u4e86\u7528\u6237\u884c\u4e3a\u7b5b\u9009\uff0c\u8fd9\u4e5f\u662f\u5c0f\u7a0b\u5e8f\u4ea7\u54c1\u7684\u7279\u70b9\u4e4b\u4e00\u3002\u6bd4\u5982\u8bf4\u6211\u4eec\u53ef\u4ee5\u67e5\u8fd1 30 \u5929\u7528\u6237\u652f\u4ed8\u8ba2\u5355\u8d85\u8fc7 30\u5143\u7684\u7537\u6027\uff0c \u8fd9\u79cd \u201d\u8fd1 30\u5929\u7528\u6237\u652f\u4ed8\u8ba2\u5355\u8d85\u8fc7 30\u5143\u201c \u7684\u67e5\u8be2\u662f\u6ca1\u529e\u6cd5\u7528 bitmap \u505a\u8bb0\u5f55\u7684\uff0c\u4e5f\u6ca1\u529e\u6cd5\u8bf4\u63d0\u524d\u8ba1\u7b97\u597d\uff0c\u53ea\u80fd\u5728\u7ebf\u53bb\u7b97\u3002\u8fd9\u79cd\u5c31\u662f\u4e00\u4e2a\u96be\u70b9\uff0c\u5c31\u662f\u8bf4\u6211\u600e\u4e48\u7528\u975e bitmap \u8868\u548c &nbsp;bitmap \u505a\u4ea4\u5e76\u8865\u96c6\u7684\u8fd0\u7b97\uff0c\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u7ed3\u5408\u4e0a\u9762\u7684\u4f8b\u5b50\u628a\u67e5\u8be2\u62c6\u5206\u4e3a\u56db\u6b65\uff1a\u6211\u8981\u67e5\u8fd130\u5929\u7528\u6237\u652f\u4ed8\u8ba2\u5355\u8d85\u8fc730\u5143\u7684\u7537\u6027\uff0c\u4e14\u5e74\u9f84\u5728 20 ~30 \u5c81\u7684\u7528\u6237\uff08\u5177\u4f53\u67e5\u8be2\u8bed\u53e5\u53c2\u8003 PPT \u56fe\u7247\uff09<\/p>\n\n\n\n<p><strong>\u7b2c\u4e00\u6b65\u6211\u5148\u67e5 20~30\u5c81\u7684\u7537\u6027\u7528\u6237\u3002<\/strong>\u56e0\u4e3a\u662f\u6bd4\u8f83\u56fa\u5b9a\uff0c\u8fd9\u91cc\u53ef\u4ee5\u76f4\u63a5\u67e5 bitmap \u8868\uff0c<\/p>\n\n\n\n<p><strong>\u7b2c\u4e8c\u6b65\u6211\u8981\u67e5\u8fd130\u5929\u7528\u6237\u652f\u4ed8\u8ba2\u5355\u8d85\u8fc730\u5143\u7684\u7528\u6237\u3002<\/strong>\u8fd9\u79cd\u7684\u8bdd\u5c31\u6ca1\u529e\u6cd5\u53bb\u67e5 bitmap \u8868\u4e86\uff0c\u56e0\u4e3a bitmap \u6ca1\u6709\u529e\u6cd5\u505a\u8fd9\u79cd\u805a\u5408\uff0c\u53ea\u80fd\u53bb\u67e5\u884c\u4e3a\u8868\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e09\u6b65\u5c31\u662f\u8981\u505a\u7528\u6237ID \u8ddf\u5728 \u7ebf bitmap \u7684\u4e00\u4e2a\u8f6c\u5316\u3002<\/strong>Doris \u5176\u5b9e\u5df2\u7ecf\u63d0\u4f9b\u4e86\u8fd9\u6837\u7684\u529f\u80fd\u51fd\u6570\uff1ato_bitmap\uff0c\u53ef\u4ee5\u5728\u7ebf\u5c06\u7528\u6237 id \u8f6c\u6362\u6210 bitmap\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u56db\u6b65\u662f\u6c42\u4ea4\u96c6\u3002<\/strong>\u5c31\u662f\u7b2c\u4e00\u6b65\u548c\u7b2c\u56db\u6b65\u7684\u7ed3\u679c\u6c42\u4ea4\u96c6\u3002<\/p>\n\n\n\n<p>\u7136\u540e\uff0c\u8bf7\u5927\u5bb6\u8981\u6ce8\u610f\u4e00\u4e0b\uff0c\u6574\u7bc7\u7684\u6838\u5fc3\u5176\u5b9e\u662f\u5728\u7b2c\u4e09\u6b65\uff1aDoris \u63d0\u4f9b\u4e86 to_bitmap \u7684\u529f\u80fd\uff0c\u5b83\u5e2e\u6211\u4eec\u89e3\u51b3\u4e86\u975e bitmap \u8868\u548c &nbsp;bitmap \u8054\u5408\u67e5\u8be2\u7684\u95ee\u9898\u3002\u8bb2\u5230\u8fd9\u91cc\uff0c\u6211\u5176\u5b9e\u60f3\u7ed9\u5927\u5bb6\u8868\u73b0\u51fa\u90a3\u79cdDoris\u7279\u522b\u60ca\u8273\u3001\u7279\u522b\u5e05\u90a3\u79cd\u611f\u89c9\uff0c\u4f46\u662f\u6211\u7ebf\u4e0b\u7ec3\u4e60\u4e86\u597d\u591a\u904d\u90fd\u65e0\u6cd5\u8868\u6f14\u51fa\u6765\uff0c \u4f60\u4eec\u770b\u6211\u73b0\u5728\u7684\u8868\u6f14 \u6709\u70b9\u592a\u6d6e\u5938\u4e86\uff0c \u7528\u529b\u8fc7\u731b\u4e86\u3002\u8c01\u8ba9\u6211\u662f\u4e2a\u7a0b\u5e8f\u5458\uff0c\u4e0d\u662f\u4e2a\u6f14\u5458\u5462\uff0c\u6ca1\u6709\u529e\u6cd5\u6f14\u51fa\u90a3\u79cd\u611f\u89c9\u3001\u90a3\u79cd\u611f\u60c5\u3002\u6240\u4ee5\u6211\u53ea\u80fd\u628a\u6211\u60f3\u8868\u8fbe\u7684\u611f\u60c5\u8ddf\u5927\u5bb6\u8bf4\u51fa\u6765\uff0c\u5927\u5bb6\u4e00\u5b9a\u8981\u61c2\u6211\uff0c\u5bf9\uff0c\u5c31\u662f\u90a3\u79cd\u5f88\u60ca\u8273\u7684\u611f\u89c9\uff0c\u5927\u5bb6\u4e00\u5b9a\u8981\u61c2\u6211~<\/p>\n\n\n\n<p>\u4ee5\u4e0a\u662f\u6211\u4eec\u57fa\u4e8e Doris \u7528\u6237\u5206\u5c42\u65b9\u6848\u7684\u4e00\u4e2a\u8bb2\u89e3\uff0c\u57fa\u4e8e\u4e0a\u8ff0\u65b9\u6848\u6574\u4f53\u7684\u6027\u80fd\u6536\u76ca\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>95\u5206\u4f4d\u8017\u65f6\u5c0f\u4e8e\u4e00\u79d2<\/li><li>\u5b58\u50a8\u8017\u964d\u4f4e\u4e869.67\u500d<\/li><li>\u884c\u6570\u4f18\u5316\u4e86\u516b\u500d<\/li><\/ul>\n\n\n\n<p>\u8bf4\u660e\u4e86\u57fa\u4e8e Doris \u7684\u7528\u6237\u5b58\u50a8\u65b9\u6848\u8fd8\u662f\u7279\u522b\u6709\u6548\u679c\u7684\uff0c \u5e0c\u671b\u6211\u4eec\u7684\u7ecf\u9a8c\u80fd\u7ed9\u5927\u5bb6\u80fd\u6709\u6240\u5e2e\u52a9\u3002<\/p>\n\n\n\n<p><strong>3. \u5982\u4f55\u5feb\u901f\u4ea7\u51fa\u7528\u6237\u5305<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"543\" height=\"306\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2021\/05\/image-53.png\" alt=\"\" class=\"wp-image-37476\"\/><\/figure><\/div>\n\n\n\n<p>\u73b0\u5728\u8bb2\u4e00\u4e0b\u7b2c\u4e09\u90e8\u5206\uff1a\u7528\u6237\u5305\u3002\u8fd9\u90e8\u5206\u4e3b\u8981\u662f\u7528\u6765\u89e3\u51b3\u96be\u70b9\u56db\uff1a\u4ea7\u51fa\u7528\u6237\u5305\u8981\u6c42\u65f6\u6548\u6027\u9ad8\u3002\u8fd9\u4e2a\u5176\u5b9e\u6211\u4eec\u4e5f\u6709\u4e24\u4e2a\u65b9\u6848\uff1a<\/p>\n\n\n\n<p>\u65b9\u6848\u4e00\uff1a\u8c03\u5ea6\u5e73\u53f0 + spark\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u5176\u5b9e\u6bd4\u8f83\u5bb9\u6613\u7406\u89e3\uff0c\u56e0\u4e3a\u4f60\u8981\u8dd1\u79bb\u7ebf\u4efb\u52a1\u5f88\u5bb9\u6613\u5c31\u60f3\u5230\u4e86 spark\u3002\u5728\u8fd9\u4e2a\u8c03\u5ea6\u5e73\u53f0\u91cc\u9762\u7528\u4e86 DAG \u56fe\uff0c\u5206\u4e09\u6b65\uff1a\u5148\u4ea7\u51fa\u7528\u6237\u7684 cuid\uff0c\u7136\u540e\u518d\u4ea7\u51fa\u7528\u6237\u7684 uid\uff0c\u6700\u540e\u662f\u56de\u8c03\u4e00\u4e0b\u505a\u4e00\u6b21\u66f4\u65b0\u3002<\/p>\n\n\n\n<p>\u65b9\u6848\u4e8c\uff1a\u8c03\u5ea6\u5e73\u53f0 + solo\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6267\u884c\u7684 DAG \u56fe\u7684\u8bdd\u5c31\u662f\uff1asolo \u53bb\u4ea7\u51fa cuid\uff0cuid\uff0c\u8fd8\u6709\u56de\u8c03\u3002<\/li><li>solo\uff1a\u662f\u767e\u5ea6\u4e91\u63d0\u4f9b\u7684 Pingo \u5355\u673a\u6267\u884c\u5f15\u64ce\uff0c\u5927\u5bb6\u53ef\u4ee5\u7406\u89e3\u4e3a\u662f\u4e00\u4e2a\u7c7b\u4f3c\u4e8e\u865a\u62df\u673a\u7684\u4ea7\u54c1\uff0c\u8fd9\u4e2a\u5176\u5b9e\u662f\u516c\u6709\u4e91\uff1a\u300a\u767e\u5ea6\u667a\u80fd\u4e91\u300b\u91cc\u9762\u5df2\u7ecf\u6709\u7684\u529f\u80fd\uff0c\u5927\u5bb6\u611f\u5174\u8da3\u7684\u53ef\u4ee5\u53bb\u767b\u5f55\u767e\u5ea6\u667a\u80fd\u4e91\u5b98\u7f51&nbsp;\u53bb\u770b\u4e00\u4e0b\u3002<\/li><\/ul>\n\n\n\n<p>\u6700\u7ec8\u7684\u65b9\u6848\u9009\u578b\u6211\u4eec\u662f\u9009\u7528\u4e86 Doris\uff0c\u56e0\u4e3a Doris \u6bd4 Spark \u66f4\u5feb\uff0c\u4e3a\u5565\u5feb\uff1f<\/p>\n\n\n\n<p>\u9996\u5148\u4ecb\u7ecd\u4e0b\u65b9\u6848\u4e00\uff0c\u65b9\u6848\u4e00\u4f7f\u7528\u7684\u662f Spark \uff0c\u5b83\u5b58\u5728\u51e0\u4e2a\u95ee\u9898\uff1a\u6bd4\u5982 Yarn 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\u8981\u597d\u5f88\u591a\u3002<\/p>\n\n\n\n<p>\u6700\u540e\u5927\u5bb6\u53ef\u4ee5\u770b\u5230\u5176\u5b9e\u6211\u8fd9\u91cc\u53d9\u8ff0\u7684\u65f6\u5019\u8bed\u6c14\u4f9d\u7136\u662f\u6bd4\u8f83\u5e73\u6de1\u7684\uff0c\u662f\u5427\uff1f\u6ca1\u6709\u5e26\u4ec0\u4e48\u611f\u60c5\uff0c\u4f46\u662f\u6211\u5176\u5b9e\u8fd8\u60f3\u8868\u8fbe\u51fa\u90a3\u79cd\u60ca\u53f9\u548c\u559c\u60a6\u7684\u611f\u60c5\uff0c\u5c31\u662f Doris \u6027\u80fd\u5728\u67d0\u4e9b\u573a\u666f\u4e0b\u6bd4 Spark \u8fd8\u8981\u597d\uff0c\u4f46\u662f\u5927\u5bb6\u8981\u61c2\u6211\uff0c\u6211\u6bd5\u7adf\u662f\u4e2a\u7a0b\u5e8f\u5458\u4e0d\u662f\u4e00\u4e2a\u6f14\u5458\uff0c\u6ca1\u6cd5\u8868\u8fbe\u51fa\u90a3\u79cd\u611f\u89c9\uff0c\u4f46\u662f\u4f60\u4eec\u4e00\u5b9a\u8981\u61c2\u6211\u554a\uff0c\u54c8\u54c8\uff0c\u5f00\u4e2a\u73a9\u7b11\uff0c\u6d3b\u8dc3\u4e00\u4e0b\u76f4\u64ad\u95f4\u6c14\u6c1b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>04\u672a\u6765\u89c4\u5212<\/strong><\/h2>\n\n\n\n<div 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class=\"wpcom_keyword_link\"><a href=\"https:\/\/www.growthhk.cn\/\" target=\"_blank\" title=\"\u589e\u957f\u9ed1\u5ba2\">\u589e\u957f\u9ed1\u5ba2<\/a><\/span>\uff08GrowthHK.cn\uff09<\/p>\n\n\n\n<p>\u589e\u957f\u9ed1\u5ba2\uff08Growth Hacker\uff09\u662f\u4f9d\u9760\u6280\u672f\u548c\u6570\u636e\u6765\u8fbe\u6210\u5404\u79cd\u8425\u9500\u76ee\u6807\u7684\u65b0\u578b\u56e2\u961f\u89d2\u8272\u3002\u4ece\u5355\u7ebf\u601d\u7ef4\u8005\u65f6\u5e38\u5ffd\u7565\u7684\u89d2\u5ea6\u548c\u9ad8\u5ea6\uff0c\u68b3\u7406\u6574\u5408\u4ea7\u54c1\u53d1\u5c55\u7684\u56e0\u7d20\uff0c\u5b9e\u73b0\u4f4e\u6210\u672c\u751a\u81f3\u96f6\u6210\u672c\u5e26\u6765\u7684\u6709\u6548\u589e\u957f\u2026<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8d75\u715c\u6768 \u767e\u5ea6&nbsp;|&nbsp;\u8d44\u6df1\u7814\u53d1\u5de5\u7a0b\u5e08 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