{"id":55868,"date":"2025-08-14T09:24:51","date_gmt":"2025-08-14T01:24:51","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/55868.html"},"modified":"2025-08-14T09:24:51","modified_gmt":"2025-08-14T01:24:51","slug":"ai-%e8%b0%83%e6%9f%a5%e7%a0%94%e7%a9%b6-50-%e5%a4%a7%e6%95%b0%e6%8d%ae%e8%b0%83%e7%a0%94%e6%8a%a5%e5%91%8a-%e4%ba%8c%e5%8d%81%e5%b9%b4%e6%bc%94%e8%bf%9b%ef%bc%9a%e4%bb%8ehadoop%e6%89%b9%e5%a4%84","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/55868.html","title":{"rendered":"AI-\u8c03\u67e5\u7814\u7a76-50-\u5927\u6570\u636e\u8c03\u7814\u62a5\u544a \u4e8c\u5341\u5e74\u6f14\u8fdb\uff1a\u4eceHadoop\u6279\u5904\u7406\u5230Flink\u5b9e\u65f6\u8ba1\u7b97\u7684\u67b6\u6784\u53d8\u9769"},"content":{"rendered":"<h2>\u70b9\u4e00\u4e0b\u5173\u6ce8\u5427&#xff01;&#xff01;&#xff01;\u975e\u5e38\u611f\u8c22&#xff01;&#xff01;\u6301\u7eed\u66f4\u65b0&#xff01;&#xff01;&#xff01;<\/h2>\n<h2>&#x1f680; AI\u7bc7\u6301\u7eed\u66f4\u65b0\u4e2d&#xff01;&#xff08;\u957f\u671f\u66f4\u65b0&#xff09;<\/h2>\n<p>AI\u70bc\u4e39\u65e5\u5fd7-31- \u5343\u547c\u4e07\u5524\u59cb\u51fa\u6765 GPT-5 \u53d1\u5e03&#xff01;\u201c\u5feb\u7684\u6a21\u578b &#043; \u6df1\u5ea6\u601d\u8003\u6a21\u578b &#043; \u5b9e\u65f6\u8def\u7531\u201d&#xff0c;\u6301\u7eed\u6253\u9020\u5b9e\u7528AI\u5de5\u5177\u6307\u5357&#xff01;&#x1f4d0;&#x1f916;<\/p>\n<h2>&#x1f4bb; Java\u7bc7\u6b63\u5f0f\u5f00\u542f&#xff01;&#xff08;300\u7bc7&#xff09;<\/h2>\n<p>\u76ee\u524d2025\u5e7408\u670811\u65e5\u66f4\u65b0\u5230&#xff1a;<br \/>\nJava-94 \u6df1\u5165\u6d45\u51fa MySQL EXPLAIN\u8be6\u89e3&#xff1a;\u7d22\u5f15\u5206\u6790\u4e0e\u67e5\u8be2\u4f18\u5316\u8be6\u89e3<br \/>\nMyBatis \u5df2\u5b8c\u7ed3&#xff0c;Spring \u5df2\u5b8c\u7ed3&#xff0c;Nginx\u5df2\u5b8c\u7ed3&#xff0c;Tomcat\u5df2\u5b8c\u7ed3&#xff0c;\u5206\u5e03\u5f0f\u670d\u52a1\u6b63\u5728\u66f4\u65b0&#xff01;\u6df1\u5165\u6d45\u51fa\u52a9\u4f60\u6253\u7262\u57fa\u7840&#xff01;<\/p>\n<h2>&#x1f4ca; \u5927\u6570\u636e\u677f\u5757\u5df2\u5b8c\u6210\u591a\u9879\u5e72\u8d27\u66f4\u65b0&#xff08;300\u7bc7&#xff09;&#xff1a;<\/h2>\n<p>\u5305\u62ec Hadoop\u3001Hive\u3001Kafka\u3001Flink\u3001ClickHouse\u3001Elasticsearch \u7b49\u4e8c\u5341\u4f59\u9879\u6838\u5fc3\u7ec4\u4ef6&#xff0c;\u8986\u76d6\u79bb\u7ebf&#043;\u5b9e\u65f6\u6570\u4ed3\u5168\u6808&#xff01;<br \/>\n\u5927\u6570\u636e-278 Spark MLib &#8211; \u57fa\u7840\u4ecb\u7ecd \u673a\u5668\u5b66\u4e60\u7b97\u6cd5 \u68af\u5ea6\u63d0\u5347\u6811 GBDT\u6848\u4f8b \u8be6\u89e3<\/p>\n<p>AI \u8f85\u52a9\u8c03\u67e5\u62a5\u544a\u7814\u7a76<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814012449-689d3ae17eab7.png\" alt=\"\u8bf7\u6dfb\u52a0\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>\u6280\u672f\u8fed\u4ee3\u8fc7\u7a0b&#xff1a;\u4e3b\u5bfc\u6280\u672f\u7684\u66f4\u66ff<\/h2>\n<p>\u5927\u6570\u636e\u6280\u672f\u5728\u8fc7\u53bb\u4e8c\u5341\u5e74\u5386\u7ecf\u4e86\u6570\u6b21\u8fed\u4ee3&#xff0c;\u6bcf\u4e00\u9636\u6bb5\u90fd\u6709\u4e3b\u5bfc\u6027\u7684\u67b6\u6784\u548c\u5de5\u5177\u51fa\u73b0&#xff0c;\u968f\u540e\u88ab\u66f4\u65b0\u7684\u6280\u672f\u6240\u66ff\u4ee3\u3002<\/p>\n<h3>\u6279\u5904\u7406\u5230\u5185\u5b58<\/h3>\n<h4>\u6279\u5904\u7406\u65f6\u4ee3\u7684\u5174\u8d77\u4e0e\u5c40\u9650<\/h4>\n<p>\u6279\u5904\u7406\u65f6\u4ee3 \u2192 \u5185\u5b58\u8ba1\u7b97\u65f6\u4ee3&#xff1a;\u65e9\u671f\u7684\u5927\u6570\u636e\u8ba1\u7b97\u4ee5\u6279\u5904\u7406\u4e3a\u4e3b\u30022006\u5e74Google\u53d1\u8868MapReduce\u8bba\u6587\u540e&#xff0c;Hadoop\u751f\u6001\u7cfb\u7edf\u8fc5\u901f\u53d1\u5c55\u3002\u7ecf\u5178\u7684MapReduce\u6846\u67b6\u5728Hadoop 1.0\u65f6\u4ee3\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d&#xff08;2006-2012\u5e74&#xff09;&#xff0c;\u5b83\u5c06\u4f5c\u4e1a\u62c6\u5206\u4e3a\u6620\u5c04&#xff08;Map&#xff09;\u548c\u5f52\u5e76&#xff08;Reduce&#xff09;\u4e24\u4e2a\u9636\u6bb5\u6279\u91cf\u6267\u884c&#xff0c;\u9002\u5408\u79bb\u7ebf\u7684\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u3002\u5178\u578b\u7684\u6279\u5904\u7406\u573a\u666f\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u591c\u95f4ETL\u4f5c\u4e1a<\/li>\n<li>\u65e5\u5fd7\u5206\u6790<\/li>\n<li>\u5927\u89c4\u6a21\u6570\u636e\u6e05\u6d17<\/li>\n<\/ul>\n<p>\u7136\u800cMapReduce\u5b58\u5728\u660e\u663e\u7684\u6027\u80fd\u74f6\u9888&#xff1a;<\/p>\n<li>\u9700\u8981\u5c06\u4e2d\u95f4\u7ed3\u679c\u843d\u76d8&#xff1a;\u6bcf\u4e2aMap\u9636\u6bb5\u5b8c\u6210\u540e&#xff0c;\u6570\u636e\u5fc5\u987b\u5199\u5165HDFS<\/li>\n<li>\u4efb\u52a1\u8c03\u5ea6\u5f00\u9500\u5927&#xff1a;\u6bcf\u4e2aJob\u90fd\u9700\u8981\u91cd\u65b0\u542f\u52a8\u4efb\u52a1<\/li>\n<li>\u591a\u4f5c\u4e1a\u4e32\u8054\u6548\u7387\u4f4e&#xff1a;\u590d\u6742\u4efb\u52a1\u9700\u8981\u591a\u4e2aMapReduce\u4f5c\u4e1a\u4e32\u8054\u65f6&#xff0c;\u4f1a\u4ea7\u751f\u5927\u91cf\u78c1\u76d8I\/O<\/li>\n<h4>\u6027\u80fd\u4f18\u5316\u5c1d\u8bd5<\/h4>\n<p>\u4e3a\u63d0\u9ad8\u6027\u80fd&#xff0c;Apache\u57fa\u91d1\u4f1a\u57282013\u5e74\u5f15\u5165YARN\u8d44\u6e90\u7ba1\u7406\u548cTez\u6267\u884c\u6846\u67b6\u6765\u6539\u8fdbHadoop\u6279\u5904\u7406\u6027\u80fd\u3002YARN\u5c06\u8d44\u6e90\u7ba1\u7406\u548c\u4f5c\u4e1a\u8c03\u5ea6\u5206\u79bb&#xff0c;\u800cTez\u901a\u8fc7\u4f18\u5316\u4efb\u52a1\u6267\u884c\u8ba1\u5212\u6765\u51cf\u5c11\u4e2d\u95f4\u6570\u636e\u843d\u76d8\u3002\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\u4e00\u4e2a\u5178\u578b\u7684ETL\u4f5c\u4e1a\u6267\u884c\u65f6\u95f4\u4ece60\u5206\u949f\u7f29\u77ed\u523040\u5206\u949f<\/li>\n<li>\u5185\u5b58\u4f7f\u7528\u6548\u7387\u63d0\u5347\u7ea630%<\/li>\n<\/ul>\n<h4>Spark\u9769\u547d\u6027\u7a81\u7834<\/h4>\n<p>\u7136\u800c\u66f4\u5927\u7684\u98de\u8dc3\u6765\u81ea2013\u5e74Spark 1.0\u7684\u53d1\u5e03\u3002Spark\u7684\u521b\u65b0\u4f53\u73b0\u5728&#xff1a;<\/p>\n<li>\u5185\u5b58\u8ba1\u7b97\u5f15\u64ce&#xff1a;\u901a\u8fc7RDD&#xff08;\u5f39\u6027\u5206\u5e03\u5f0f\u6570\u636e\u96c6&#xff09;\u5b9e\u73b0\u6570\u636e\u7684\u5185\u5b58\u9a7b\u7559<\/li>\n<li>DAG&#xff08;\u6709\u5411\u65e0\u73af\u56fe&#xff09;\u6267\u884c\u8ba1\u5212&#xff1a;\u667a\u80fd\u4f18\u5316\u4efb\u52a1\u6267\u884c\u987a\u5e8f<\/li>\n<li>\u591a\u8bed\u8a00\u652f\u6301&#xff1a;Scala\u3001Java\u3001Python\u3001R\u7b49<\/li>\n<p>\u6027\u80fd\u5bf9\u6bd4\u6d4b\u8bd5\u8868\u660e&#xff1a;<\/p>\n<ul>\n<li>\u8fed\u4ee3\u7b97\u6cd5&#xff08;\u5982PageRank&#xff09;\u5feb100\u500d<\/li>\n<li>\u4ea4\u4e92\u5f0f\u67e5\u8be2\u5feb10-100\u500d<\/li>\n<li>\u6279\u5904\u7406\u4f5c\u4e1a\u5feb10-30\u500d<\/li>\n<\/ul>\n<h4>\u751f\u6001\u6f14\u8fdb<\/h4>\n<p>2013-2015\u5e74\u53ef\u4ee5\u89c6\u4e3a\u5185\u5b58\u8ba1\u7b97\u65f6\u4ee3\u7684\u5f00\u542f&#xff0c;Spark\u9010\u6e10\u53d6\u4ee3MapReduce\u6210\u4e3a\u5927\u6570\u636e\u5904\u7406\u7684\u65b0\u5f15\u64ce\u3002\u4e0e\u6b64\u540c\u65f6&#xff0c;\u4f01\u4e1a\u5bf9\u4ea4\u4e92\u5f0f\u5206\u6790\u7684\u9700\u6c42\u50ac\u751f\u4e86\u4e13\u95e8\u7684SQL\u67e5\u8be2\u5f15\u64ce&#xff1a;<\/p>\n<li>Cloudera Impala&#xff08;2013&#xff09;&#xff1a;\u9996\u4e2a\u5f00\u6e90MPP SQL\u5f15\u64ce<\/li>\n<li>Facebook Presto&#xff08;2013&#xff09;&#xff1a;\u652f\u6301\u591a\u79cd\u6570\u636e\u6e90<\/li>\n<li>Apache Drill&#xff08;2015&#xff09;&#xff1a;\u652f\u6301JSON\u7b49\u534a\u7ed3\u6784\u5316\u6570\u636e<\/li>\n<p>\u8fd9\u4e9b\u5de5\u5177\u5b9e\u73b0\u4e86&#xff1a;<\/p>\n<ul>\n<li>\u4e9a\u79d2\u7ea7\u5230\u79d2\u7ea7\u7684\u67e5\u8be2\u54cd\u5e94<\/li>\n<li>\u517c\u5bb9\u6807\u51c6SQL\u8bed\u6cd5<\/li>\n<li>\u4e0eHDFS\u3001HBase\u7b49\u5b58\u50a8\u5c42\u65e0\u7f1d\u96c6\u6210<\/li>\n<\/ul>\n<p>\u5178\u578b\u5e94\u7528\u573a\u666f\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u5b9e\u65f6\u4eea\u8868\u76d8<\/li>\n<li>\u5373\u5e2d\u67e5\u8be2<\/li>\n<li>\u6570\u636e\u63a2\u7d22\u5206\u6790<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u53d1\u5c55\u5171\u540c\u63a8\u52a8\u4e86\u5927\u6570\u636e\u5904\u7406\u4ece&#034;\u6279\u5904\u7406\u4e3a\u4e3b&#034;\u5411&#034;\u5185\u5b58\u8ba1\u7b97&#043;\u4ea4\u4e92\u5f0f\u5206\u6790&#034;\u7684\u8303\u5f0f\u8f6c\u53d8\u3002<\/p>\n<h3>\u79bb\u7ebf\u5230\u5b9e\u65f6\u8ba1\u7b97\u7684\u6f14\u8fdb\u4e0e\u6280\u672f\u53d1\u5c55<\/h3>\n<h4>1. \u79bb\u7ebf\u8ba1\u7b97\u65f6\u4ee3<\/h4>\n<p>\u65e9\u671f\u5927\u6570\u636e\u5904\u7406\u4e3b\u8981\u91c7\u7528\u79bb\u7ebf\u6279\u5904\u7406\u6a21\u5f0f&#xff0c;\u5178\u578b\u4ee3\u8868\u662fHadoop\u751f\u6001\u7cfb\u7edf\u3002\u6570\u636e\u5904\u7406\u6d41\u7a0b\u901a\u5e38\u9075\u5faaT&#043;1\u6a21\u5f0f&#xff0c;\u5373\u5f53\u65e5\u5904\u7406\u524d\u4e00\u5929\u4ea7\u751f\u7684\u6570\u636e\u3002\u8fd9\u79cd\u6a21\u5f0f\u9002\u7528\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\u6bcf\u65e5\u62a5\u8868\u751f\u6210<\/li>\n<li>\u5386\u53f2\u6570\u636e\u5206\u6790<\/li>\n<li>\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3<\/li>\n<\/ul>\n<p>\u4e3b\u8981\u7279\u70b9\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u9ad8\u5ef6\u8fdf&#xff08;\u5c0f\u65f6\u7ea7\u6216\u5929\u7ea7&#xff09;<\/li>\n<li>\u9ad8\u541e\u5410\u91cf<\/li>\n<li>\u5b8c\u5584\u7684\u5bb9\u9519\u673a\u5236<\/li>\n<\/ul>\n<h4>2. \u5b9e\u65f6\u6d41\u8ba1\u7b97\u7684\u5174\u8d77<\/h4>\n<p>\u968f\u7740\u4e1a\u52a1\u5bf9\u65f6\u6548\u6027\u8981\u6c42\u63d0\u9ad8&#xff08;\u5982\u5b9e\u65f6\u63a8\u8350\u3001\u98ce\u63a7\u76d1\u63a7\u7b49&#xff09;&#xff0c;\u5b9e\u65f6\u6d41\u5904\u7406\u6280\u672f\u5f00\u59cb\u84ec\u52c3\u53d1\u5c55\u30022011\u5e74Twitter\u5f00\u6e90\u7684Apache Storm\u6210\u4e3a\u6807\u5fd7\u6027\u4e8b\u4ef6&#xff1a;<\/p>\n<p>Storm\u7279\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u4e9a\u79d2\u7ea7\u5ef6\u8fdf&#xff08;\u6beb\u79d2\u7ea7\u54cd\u5e94&#xff09;<\/li>\n<li>\u7b80\u5355\u7684\u7f16\u7a0b\u6a21\u578b&#xff08;Spout\/Bolt\u62d3\u6251&#xff09;<\/li>\n<li>\u4f46\u5b58\u5728\u660e\u663e\u7f3a\u9677&#xff1a;\n<ul>\n<li>\u4ec5\u652f\u6301&#034;\u81f3\u591a\u4e00\u6b21&#034;&#xff08;at-most-once&#xff09;\u8bed\u4e49<\/li>\n<li>\u72b6\u6001\u7ba1\u7406\u56f0\u96be<\/li>\n<li>\u541e\u5410\u91cf\u6709\u9650<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>3. Lambda\u67b6\u6784\u7684\u8fc7\u6e21\u65b9\u6848<\/h4>\n<p>\u4e3a\u89e3\u51b3\u6279\u6d41\u5404\u81ea\u7684\u4e0d\u8db3&#xff0c;\u4e1a\u754c\u63d0\u51fa\u4e86Lambda\u67b6\u6784&#xff1a;<\/p>\n<p>\u67b6\u6784\u7ec4\u6210&#xff1a;<\/p>\n<ul>\n<li>\u6279\u5904\u7406\u5c42&#xff08;Hadoop\/MR&#xff09;&#xff1a;\u5904\u7406\u5168\u91cf\u6570\u636e&#xff0c;\u4fdd\u8bc1\u51c6\u786e\u6027<\/li>\n<li>\u901f\u5ea6\u5c42&#xff08;Storm&#xff09;&#xff1a;\u5904\u7406\u5b9e\u65f6\u6570\u636e&#xff0c;\u4fdd\u8bc1\u4f4e\u5ef6\u8fdf<\/li>\n<li>\u670d\u52a1\u5c42&#xff1a;\u5408\u5e76\u4e24\u79cd\u7ed3\u679c<\/li>\n<\/ul>\n<p>\u5b58\u5728\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u9700\u8981\u7ef4\u62a4\u4e24\u5957\u4ee3\u7801\u903b\u8f91<\/li>\n<li>\u6570\u636e\u4e00\u81f4\u6027\u96be\u4ee5\u4fdd\u8bc1<\/li>\n<li>\u8fd0\u7ef4\u590d\u6742\u5ea6\u9ad8<\/li>\n<\/ul>\n<h4>4. \u65b0\u4e00\u4ee3\u6d41\u5904\u7406\u5f15\u64ce\u7684\u53d1\u5c55<\/h4>\n<p>\u4e3a\u89e3\u51b3Lambda\u67b6\u6784\u7684\u75db\u70b9&#xff0c;\u51fa\u73b0\u4e86\u4e24\u7c7b\u6280\u672f\u8def\u7ebf&#xff1a;<\/p>\n<h5>4.1 Spark Streaming<\/h5>\n<ul>\n<li>\u91c7\u7528&#034;\u5fae\u6279\u5904\u7406&#034;&#xff08;Mini-batch&#xff09;\u6a21\u5f0f<\/li>\n<li>\u5c06\u6d41\u6570\u636e\u5207\u5206\u4e3a\u5c0f\u6279\u6b21&#xff08;\u59821\u79d2\u4e00\u4e2a\u6279\u6b21&#xff09;<\/li>\n<li>\u4f18\u52bf&#xff1a;\n<ul>\n<li>\u590d\u7528Spark\u6279\u5904\u7406\u5f15\u64ce<\/li>\n<li>\u8f83\u597d\u7684\u5bb9\u9519\u673a\u5236<\/li>\n<li>\u652f\u6301&#034;\u7cbe\u786e\u4e00\u6b21&#034;&#xff08;exactly-once&#xff09;\u8bed\u4e49<\/li>\n<\/ul>\n<\/li>\n<li>\u5c40\u9650&#xff1a;\n<ul>\n<li>\u5ef6\u8fdf\u8f83\u9ad8&#xff08;\u79d2\u7ea7&#xff09;<\/li>\n<li>\u4e8b\u4ef6\u65f6\u95f4\u5904\u7406\u80fd\u529b\u6709\u9650<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h5>4.2 Apache Flink<\/h5>\n<ul>\n<li>\u539f\u751f\u652f\u6301\u4e8b\u4ef6\u9a71\u52a8\u7684\u771f\u6d41\u5904\u7406<\/li>\n<li>\u6838\u5fc3\u7279\u6027&#xff1a;\n<ul>\n<li>\u4e8b\u4ef6\u65f6\u95f4&#xff08;Event Time&#xff09;\u5904\u7406<\/li>\n<li>\u6c34\u4f4d\u7ebf&#xff08;Watermark&#xff09;\u673a\u5236<\/li>\n<li>\u5b8c\u5584\u7684\u72b6\u6001\u7ba1\u7406<\/li>\n<li>\u7aef\u5230\u7aef\u7cbe\u786e\u4e00\u6b21\u8bed\u4e49<\/li>\n<\/ul>\n<\/li>\n<li>\u4f18\u52bf&#xff1a;\n<ul>\n<li>\u6beb\u79d2\u7ea7\u5ef6\u8fdf<\/li>\n<li>\u9ad8\u541e\u5410\u91cf<\/li>\n<li>\u7edf\u4e00\u7684\u6279\u6d41API<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>5. \u6280\u672f\u6f14\u8fdb\u8d8b\u52bf<\/h4>\n<p>2015\u5e74\u540e\u5b9e\u65f6\u8ba1\u7b97\u6210\u4e3a\u4e3b\u6d41&#xff0c;\u5448\u73b0\u4ee5\u4e0b\u7279\u70b9&#xff1a;<\/p>\n<li>\n<p>Flink\u7684\u5d1b\u8d77&#xff1a;<\/p>\n<ul>\n<li>\u5728\u963f\u91cc\u5df4\u5df4\u7b49\u516c\u53f8\u7684\u63a8\u52a8\u4e0b\u5feb\u901f\u53d1\u5c55<\/li>\n<li>\u9010\u6b65\u66ff\u4ee3Storm\u6210\u4e3a\u6d41\u5904\u7406\u9996\u9009<\/li>\n<li>\u5f62\u6210\u5305\u62ecTable API\/SQL\u5728\u5185\u7684\u5b8c\u6574\u751f\u6001<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>Spark\u7684\u8fdb\u5316&#xff1a;<\/p>\n<ul>\n<li>\u63a8\u51faStructured Streaming<\/li>\n<li>\u6539\u8fdb\u4e8b\u4ef6\u65f6\u95f4\u5904\u7406\u80fd\u529b<\/li>\n<li>\u5411\u4f4e\u5ef6\u8fdf\u65b9\u5411\u53d1\u5c55<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6279\u6d41\u4e00\u4f53\u7684\u5b9e\u73b0&#xff1a;<\/p>\n<ul>\n<li>Flink\u7684&#034;\u6279\u662f\u6d41\u7684\u7279\u4f8b&#034;\u7406\u5ff5<\/li>\n<li>Spark\u7684&#034;\u6d41\u662f\u6279\u7684\u7279\u4f8b&#034;\u7406\u5ff5<\/li>\n<li>\u4e24\u8005\u6700\u7ec8\u90fd\u5b9e\u73b0\u4e86\u6279\u6d41\u7edf\u4e00<\/li>\n<\/ul>\n<\/li>\n<h4>6. \u5178\u578b\u5e94\u7528\u573a\u666f\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\u573a\u666f\u7c7b\u578b\u9002\u7528\u6280\u672f\u5ef6\u8fdf\u8981\u6c42\u5178\u578b\u6848\u4f8b<\/tr>\n<tbody>\n<tr>\n<td>\u79bb\u7ebf\u5206\u6790<\/td>\n<td>Hadoop<\/td>\n<td>\u5c0f\u65f6\/\u5929\u7ea7<\/td>\n<td>\u6570\u636e\u4ed3\u5e93ETL<\/td>\n<\/tr>\n<tr>\n<td>\u51c6\u5b9e\u65f6<\/td>\n<td>Spark<\/td>\n<td>\u79d2\/\u5206\u949f\u7ea7<\/td>\n<td>\u8fd0\u8425\u4eea\u8868\u76d8<\/td>\n<\/tr>\n<tr>\n<td>\u5b9e\u65f6\u5904\u7406<\/td>\n<td>Flink<\/td>\n<td>\u6beb\u79d2\u7ea7<\/td>\n<td>\u91d1\u878d\u98ce\u63a7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>7. \u672a\u6765\u53d1\u5c55\u65b9\u5411<\/h4>\n<li>\u6d41\u6279\u4e00\u4f53\u7684\u8fdb\u4e00\u6b65\u6df1\u5316<\/li>\n<li>\u4e0eAI\/ML\u7684\u6df1\u5ea6\u6574\u5408<\/li>\n<li>Serverless\u5316\u90e8\u7f72<\/li>\n<li>\u66f4\u5b8c\u5584\u7684SQL\u652f\u6301<\/li>\n<li>\u591a\u8bed\u8a00\u652f\u6301&#xff08;Python\u7b49&#xff09;<\/li>\n<p>\u4ece\u6280\u672f\u6f14\u8fdb\u6765\u770b&#xff0c;\u5927\u6570\u636e\u8ba1\u7b97\u6a21\u5f0f\u7ecf\u5386\u4e86**\u201c\u79bb\u7ebf\u6279\u5904\u7406\u2192\u5fae\u6279\u5904\u7406\u2192\u771f\u6b63\u7684\u6d41\u5904\u7406\u201d**\u7684\u8f6c\u53d8&#xff0c;\u8fd9\u4e00\u8fc7\u7a0b\u4f53\u73b0\u4e86\u4e1a\u52a1\u5bf9\u6570\u636e\u65f6\u6548\u6027\u8981\u6c42\u7684\u4e0d\u65ad\u63d0\u9ad8&#xff0c;\u4e5f\u53cd\u6620\u4e86\u5927\u6570\u636e\u6280\u672f\u81ea\u8eab\u7684\u6210\u719f\u4e0e\u5b8c\u5584\u3002<\/p>\n<h3>\u4ece\u5355\u4f53\u5230\u4e91\u539f\u751f&#xff1a;\u5927\u6570\u636e\u67b6\u6784\u6f14\u8fdb\u4e4b\u8def<\/h3>\n<h4>1. \u4f20\u7edf\u5355\u4f53\u67b6\u6784\u7684\u5c40\u9650\u6027<\/h4>\n<p>\u65e9\u671f\u7684Hadoop\u751f\u6001\u7cfb\u7edf\u91c7\u7528\u5178\u578b\u7684\u5355\u4f53\u67b6\u6784\u8bbe\u8ba1&#xff0c;\u5c06HDFS\u5206\u5e03\u5f0f\u5b58\u50a8\u3001MapReduce\u8ba1\u7b97\u6846\u67b6\u548cYARN\u8d44\u6e90\u7ba1\u7406\u7d27\u5bc6\u8026\u5408\u5728\u4e00\u8d77\u3002\u8fd9\u79cd\u67b6\u6784\u867d\u7136\u5728\u5f53\u65f6\u89e3\u51b3\u4e86\u6d77\u91cf\u6570\u636e\u5b58\u50a8\u548c\u5904\u7406\u7684\u95ee\u9898&#xff0c;\u4f46\u968f\u7740\u4e1a\u52a1\u9700\u6c42\u7684\u53d1\u5c55\u66b4\u9732\u51fa\u8bf8\u591a\u5c40\u9650\u6027&#xff1a;<\/p>\n<li>\u6269\u5c55\u6027\u5dee&#xff1a;\u65b0\u589e\u8ba1\u7b97\u6846\u67b6\u9700\u8981\u4fee\u6539\u6574\u4e2a\u96c6\u7fa4\u67b6\u6784<\/li>\n<li>\u8d44\u6e90\u5229\u7528\u7387\u4f4e&#xff1a;\u4e0d\u540c\u8ba1\u7b97\u4efb\u52a1\u65e0\u6cd5\u5171\u4eab\u96c6\u7fa4\u8d44\u6e90<\/li>\n<li>\u8fd0\u7ef4\u590d\u6742&#xff1a;\u7248\u672c\u5347\u7ea7\u3001\u7ec4\u4ef6\u7ef4\u62a4\u4e92\u76f8\u5f71\u54cd<\/li>\n<li>\u6280\u672f\u6808\u5355\u4e00&#xff1a;\u96be\u4ee5\u652f\u6301\u65b0\u5174\u7684\u5b9e\u65f6\u8ba1\u7b97\u548c\u673a\u5668\u5b66\u4e60\u9700\u6c42<\/li>\n<h4>2. \u8d44\u6e90\u4e0e\u8ba1\u7b97\u5206\u79bb\u7684\u9769\u547d<\/h4>\n<p>YARN&#xff08;Yet Another Resource Negotiator&#xff09;\u7684\u51fa\u73b0\u6807\u5fd7\u7740\u5927\u6570\u636e\u67b6\u6784\u7684\u91cd\u8981\u8f6c\u6298\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u8d44\u6e90\u6c60\u5316&#xff1a;\u5c06\u96c6\u7fa4\u8d44\u6e90\u7edf\u4e00\u62bd\u8c61\u4e3aCPU\u3001\u5185\u5b58\u7b49\u8ba1\u7b97\u5355\u5143<\/li>\n<li>\u591a\u6846\u67b6\u652f\u6301&#xff1a;\u5141\u8bb8Spark\u3001Flink\u3001Tez\u7b49\u4e0d\u540c\u8ba1\u7b97\u6846\u67b6\u5171\u4eab\u96c6\u7fa4<\/li>\n<li>\u52a8\u6001\u5206\u914d&#xff1a;\u6839\u636e\u4efb\u52a1\u9700\u6c42\u5b9e\u65f6\u8c03\u6574\u8d44\u6e90\u5206\u914d<\/li>\n<\/ul>\n<p>\u5178\u578b\u5e94\u7528\u573a\u666f&#xff1a;<\/p>\n<p>\u767d\u5929&#xff1a;Hive\/Spark SQL\u8fdb\u884c\u6279\u5904\u7406\u5206\u6790&#xff08;\u5360\u752880%\u8d44\u6e90&#xff09;<br \/>\n\u591c\u95f4&#xff1a;Spark ML\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3&#xff08;\u5360\u752860%\u8d44\u6e90&#xff09;<br \/>\n\u5b9e\u65f6&#xff1a;Flink\u6301\u7eed\u5904\u7406\u6d41\u6570\u636e&#xff08;\u5360\u752830%\u8d44\u6e90&#xff09;<\/p>\n<h4>3. \u4e91\u539f\u751f\u67b6\u6784\u7684\u5174\u8d77<\/h4>\n<p>\u4e91\u8ba1\u7b97\u7684\u666e\u53ca\u63a8\u52a8\u5927\u6570\u636e\u67b6\u6784\u5411\u5bb9\u5668\u5316\u3001\u5fae\u670d\u52a1\u5316\u8f6c\u578b&#xff1a;<\/p>\n<p>\u5173\u952e\u6280\u672f\u7a81\u7834&#xff1a;<\/p>\n<ul>\n<li>Kubernetes\u7f16\u6392&#xff1a;\u66ff\u4ee3YARN\u5b9e\u73b0\u66f4\u7cbe\u7ec6\u7684\u8d44\u6e90\u8c03\u5ea6<\/li>\n<li>\u5b58\u50a8\u8ba1\u7b97\u89e3\u8026&#xff1a;\u8ba1\u7b97\u5c42\u4e0eS3\/Blob\u5b58\u50a8\u5206\u79bb<\/li>\n<li>Serverless\u67b6\u6784&#xff1a;\u6309\u9700\u5206\u914d\u8ba1\u7b97\u8d44\u6e90<\/li>\n<\/ul>\n<p>\u4e3b\u6d41\u4e91\u670d\u52a1\u5bf9\u6bd4&#xff1a;<\/p>\n<table>\n<tr>\u670d\u52a1\u5546\u5b58\u50a8\u670d\u52a1\u8ba1\u7b97\u670d\u52a1\u5178\u578b\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>AWS<\/td>\n<td>S3<\/td>\n<td>EMR on EKS<\/td>\n<td>\u6df7\u5408\u8d1f\u8f7d\u5904\u7406<\/td>\n<\/tr>\n<tr>\n<td>Azure<\/td>\n<td>Blob<\/td>\n<td>HDInsight<\/td>\n<td>\u4f01\u4e1a\u6570\u636e\u6e56<\/td>\n<\/tr>\n<tr>\n<td>GCP<\/td>\n<td>GCS<\/td>\n<td>Dataproc<\/td>\n<td>AI\/ML\u7ba1\u9053<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>4. \u73b0\u4ee3\u6570\u636e\u67b6\u6784\u5b9e\u8df5<\/h4>\n<p>\u5178\u578b\u6570\u636e\u6e56\u67b6\u6784&#xff1a;<\/p>\n<li>\u5b58\u50a8\u5c42&#xff1a;\u4e91\u5bf9\u8c61\u5b58\u50a8&#xff08;S3\/GCS&#xff09;\u4f5c\u4e3a\u7edf\u4e00\u6570\u636e\u6e56<\/li>\n<li>\u8ba1\u7b97\u5c42&#xff1a;Kubernetes\u7ba1\u7406\u7684\u5bb9\u5668\u5316\u8ba1\u7b97\u96c6\u7fa4<\/li>\n<li>\u670d\u52a1\u5c42&#xff1a;\n<ul>\n<li>\u6279\u5904\u7406&#xff1a;Spark\/Flink<\/li>\n<li>\u5b9e\u65f6\u5206\u6790&#xff1a;Flink\/Kafka Streams<\/li>\n<li>\u4ea4\u4e92\u67e5\u8be2&#xff1a;Presto\/BigQuery<\/li>\n<\/ul>\n<\/li>\n<li>\u5143\u6570\u636e\u7ba1\u7406&#xff1a;Hive Metastore\u6216\u4e91\u539f\u751f\u65b9\u6848<\/li>\n<p>\u6210\u672c\u4f18\u5316\u7b56\u7565&#xff1a;<\/p>\n<ul>\n<li>\u51b7\u70ed\u6570\u636e\u5206\u5c42\u5b58\u50a8&#xff08;S3 Standard vs Glacier&#xff09;<\/li>\n<li>\u81ea\u52a8\u6269\u7f29\u5bb9&#xff08;Cluster Autoscaler&#xff09;<\/li>\n<li>\u7ade\u4ef7\u5b9e\u4f8b&#xff08;Spot Instances&#xff09;\u5904\u7406\u975e\u5173\u952e\u4efb\u52a1<\/li>\n<\/ul>\n<h4>5. \u672a\u6765\u53d1\u5c55\u8d8b\u52bf<\/h4>\n<li>\u7edf\u4e00\u6279\u6d41\u5904\u7406&#xff1a;Flink\u7b49\u6846\u67b6\u5b9e\u73b0\u6279\u6d41\u4e00\u4f53<\/li>\n<li>AI\u4e0e\u5927\u6570\u636e\u878d\u5408&#xff1a;TensorFlow\/PyTorch\u4e0e\u5927\u6570\u636e\u5e73\u53f0\u6df1\u5ea6\u96c6\u6210<\/li>\n<li>\u8fb9\u7f18\u8ba1\u7b97\u6269\u5c55&#xff1a;Kubernetes KubeEdge\u7b49\u65b9\u6848\u652f\u6301\u8fb9\u7f18\u6570\u636e\u5904\u7406<\/li>\n<li>\u591a\u4e91\u67b6\u6784&#xff1a;\u901a\u8fc7Delta Lake\u7b49\u5f00\u653e\u683c\u5f0f\u5b9e\u73b0\u8de8\u4e91\u6570\u636e\u5171\u4eab<\/li>\n<p>\u6848\u4f8b&#xff1a;\u67d0\u7535\u5546\u5e73\u53f0\u67b6\u6784\u6f14\u8fdb<\/p>\n<p>#mermaid-svg-O1E2VlI1Mn6RB33p {font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}#mermaid-svg-O1E2VlI1Mn6RB33p .error-icon{fill:#552222;}#mermaid-svg-O1E2VlI1Mn6RB33p .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-O1E2VlI1Mn6RB33p .edge-thickness-normal{stroke-width:2px;}#mermaid-svg-O1E2VlI1Mn6RB33p .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-O1E2VlI1Mn6RB33p .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-O1E2VlI1Mn6RB33p .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-O1E2VlI1Mn6RB33p .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-O1E2VlI1Mn6RB33p .marker{fill:#333333;stroke:#333333;}#mermaid-svg-O1E2VlI1Mn6RB33p .marker.cross{stroke:#333333;}#mermaid-svg-O1E2VlI1Mn6RB33p svg{font-family:\\&#8221;trebuchet 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