{"id":1966,"date":"2017-04-13T21:15:11","date_gmt":"2017-04-13T13:15:11","guid":{"rendered":"https:\/\/ai.zhousir.top\/?p=1966"},"modified":"2017-04-14T16:17:40","modified_gmt":"2017-04-14T08:17:40","slug":"%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%bb%8f%e5%85%b8%e5%ad%a6%e4%b9%a0%e8%b7%af%e7%ba%bf","status":"publish","type":"post","link":"https:\/\/ai.zhousir.top\/?p=1966","title":{"rendered":"\u5927\u6570\u636e\u5b66\u4e60\u8def\u7ebf"},"content":{"rendered":"<h1>1.<a class=\"replace_word\" title=\"Linux\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/linux\" target=\"_blank\">Linux<\/a>\u57fa\u7840\u548c\u5206\u5e03\u5f0f\u96c6\u7fa4\u6280\u672f<\/h1>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u638c\u63e1\u7684\u6838\u5fc3\u80fd\u529b\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u719f\u7ec3\u4f7f\u7528Linux\uff0c\u719f\u7ec3\u5b89\u88c5Linux\u4e0a\u7684\u8f6f\u4ef6\uff0c\u4e86\u89e3\u719f\u6089\u8d1f\u8f7d\u5747\u8861\u3001\u9ad8\u53ef\u9760\u7b49\u96c6\u7fa4\u76f8\u5173\u6982\u5ff5\uff0c\u642d\u5efa\u4e92\u8054\u7f51\u9ad8\u5e76\u53d1\u3001\u9ad8\u53ef\u9760\u7684\u670d\u52a1<a class=\"replace_word\" title=\"\u5927\u578b\u7f51\u7ad9\u67b6\u6784\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/architecture\" target=\"_blank\">\u67b6\u6784<\/a>\uff1b<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u89e3\u51b3\u7684\u73b0\u5b9e\u95ee\u9898\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u642d\u5efa\u8d1f\u8f7d\u5747\u8861\u3001\u9ad8\u53ef\u9760\u7684\u670d\u52a1\u5668\u96c6\u7fa4\uff0c\u53ef\u4ee5\u589e\u5927\u7f51\u7ad9\u7684\u5e76\u53d1\u8bbf\u95ee\u91cf\uff0c\u4fdd\u8bc1\u670d\u52a1\u4e0d\u95f4\u65ad\u5730\u5bf9\u5916\u670d\u52a1\uff1b<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u62e5\u6709\u7684\u5e02\u573a\u4ef7\u503c\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u5177\u5907\u521d\u7ea7\u7a0b\u5e8f\u5458\u5fc5\u8981\u5177\u5907\u7684Linux\u670d\u52a1\u5668\u8fd0\u7ef4\u80fd\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>1.\u5185\u5bb9\u4ecb\u7ecd\uff1a<\/h2>\n<p>&nbsp;<\/p>\n<p>\u5728<a class=\"replace_word\" title=\"Hadoop\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/hadoop\" target=\"_blank\">\u5927\u6570\u636e<\/a>\u9886\u57df\uff0c\u4f7f\u7528\u6700\u591a\u7684<a class=\"replace_word\" title=\"\u64cd\u4f5c\u7cfb\u7edf\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/operatingsystem\" target=\"_blank\">\u64cd\u4f5c\u7cfb\u7edf<\/a>\u5c31\u662fLinux\u7cfb\u5217\uff0c\u5e76\u4e14\u51e0\u4e4e\u90fd\u662f\u5206\u5e03\u5f0f\u96c6\u7fa4\u3002\u8be5\u8bfe\u7a0b\u4e3a\u5927\u6570\u636e\u7684\u57fa\u7840\u8bfe\u7a0b\uff0c\u4e3b\u8981\u4ecb\u7ecdLinux\u64cd\u4f5c\u7cfb\u7edf\u3001Linux\u5e38\u7528\u547d\u4ee4\u3001Linux\u5e38\u7528\u8f6f\u4ef6\u5b89\u88c5\u3001Linux\u7f51\u7edc\u3001\u9632\u706b\u5899\u3001Shell\u7f16\u7a0b\u7b49\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>2.\u6848\u4f8b\uff1a\u642d\u5efa\u4e92\u8054\u7f51\u9ad8\u5e76\u53d1\u3001\u9ad8\u53ef\u9760\u7684\u670d\u52a1\u67b6\u6784\u3002<\/h2>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/ai.zhousir.top\/wp-content\/uploads\/2017\/04\/20160108132639659.png\" rel=\"fancybox\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-1968\" src=\"https:\/\/ai.zhousir.top\/wp-content\/uploads\/2017\/04\/20160108132639659.png\" alt=\"20160108132639659\" width=\"557\" height=\"239\" \/><\/a><\/p>\n<h1 class=\"view_hd\"><a name=\"t0\"><\/a><a target=\"_blank\" name=\"t1\"><\/a>2.\u79bb\u7ebf\u8ba1\u7b97\u7cfb\u7edf\u8bfe\u7a0b\u9636\u6bb5<\/h1>\n<h2><strong>1. \u79bb\u7ebf\u8ba1\u7b97\u7cfb\u7edf\u8bfe\u7a0b\u9636\u6bb5<\/strong><\/h2>\n<p>&nbsp;<\/p>\n<p><strong><a class=\"replace_word\" title=\"Hadoop\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/hadoop\" target=\"_blank\">Hadoop<\/a>\u6838\u5fc3\u6280\u672f\u6846\u67b6<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u638c\u63e1\u7684\u6838\u5fc3\u80fd\u529b\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>1\u3001\u901a\u8fc7\u5bf9\u5927\u6570\u636e\u6280\u672f\u4ea7\u751f\u7684\u80cc\u666f\u548c\u884c\u4e1a\u5e94\u7528\u6848\u4f8b\u4e86\u89e3hadoop\u7684\u4f5c\u7528\uff1b2\u3001\u638c\u63e1hadoop\u5e95\u5c42\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edfHDFS\u7684\u539f\u7406\u3001\u64cd\u4f5c\u548c\u5e94\u7528\u5f00\u53d1\uff1b3\u3001\u638c\u63e1MAPREDUCE\u5206\u5e03\u5f0f\u8fd0\u7b97\u7cfb\u7edf\u7684\u5de5\u4f5c\u539f\u7406\u548c\u5206\u5e03\u5f0f\u5206\u6790\u5e94\u7528\u5f00\u53d1\uff1b4\u3001\u638c\u63e1<a class=\"replace_word\" title=\"Hive\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/hive\" target=\"_blank\">Hive<\/a>\u6570\u636e\u4ed3\u5e93\u5de5\u5177\u7684\u5de5\u4f5c\u539f\u7406\u53ca\u5e94\u7528\u5f00\u53d1\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u89e3\u51b3\u7684\u73b0\u5b9e\u95ee\u9898\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>1\u3001\u719f\u7ec3\u642d\u5efa\u6d77\u91cf\u6570\u636e\u79bb\u7ebf\u8ba1\u7b97\u5e73\u53f0\uff1b2\u3001\u6839\u636e\u5177\u4f53\u4e1a\u52a1\u573a\u666f\u8bbe\u8ba1\u3001\u5b9e\u73b0\u6d77\u91cf\u6570\u636e\u5b58\u50a8\u65b9\u6848\uff1b3\u3001\u6839\u636e\u5177\u4f53\u6570\u636e\u5206\u6790\u9700\u6c42\u5b9e\u73b0\u57fa\u4e8emapreduce\u7684\u5206\u5e03\u5f0f\u8fd0\u7b97\u7a0b\u5e8f\uff1b<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u62e5\u6709\u7684\u5e02\u573a\u4ef7\u503c\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u5177\u5907\u4f01\u4e1a\u6570\u636e\u90e8\u521d\u7ea7\u5e94\u7528\u5f00\u53d1\u4eba\u5458\u7684\u80fd\u529b<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>1.1 HADOOP\u5feb\u901f\u5165\u95e8<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<h4>1.1.1 hadoop\u77e5\u8bc6\u80cc\u666f<\/h4>\n<p>&nbsp;<\/p>\n<p>\u4ec0\u4e48\u662fhadoop\u3001hadoop\u4ea7\u751f\u80cc\u666f\u3001hadoop\u5728\u5927\u6570\u636e<a class=\"replace_word\" title=\"Hadoop\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/hadoop\" target=\"_blank\">\u4e91\u8ba1\u7b97<\/a>\u4e2d\u7684\u4f4d\u7f6e\u548c\u5173\u7cfb\u3001\u56fd\u5185hadoop\u7684\u5c31\u4e1a\u60c5\u51b5\u5206\u6790\u53ca\u8bfe\u7a0b\u5927\u7eb2\u4ecb\u7ecd<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108132812271.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108132812271.png\" alt=\"\" \/><\/a><\/p>\n<p>\u56fd\u5185\u5916hadoop\u5e94\u7528\u6848\u4f8b\u4ecb\u7ecd<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108133047005.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108133047005.png\" alt=\"\" \/><\/a><\/p>\n<p>\u5206\u5e03\u5f0f\u7cfb\u7edf\u6982\u8ff0\u3001hadoop\u751f\u6001\u5708\u53ca\u5404\u7ec4\u6210\u90e8\u5206\u7684\u7b80\u4ecb<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108133156073.png\" alt=\"\" \/><\/p>\n<h4>1.1.2 HIVE\u5feb\u901f\u5165\u95e8<\/h4>\n<p>&nbsp;<\/p>\n<p>hive\u57fa\u672c\u4ecb\u7ecd\u3001hive\u7684\u4f7f\u7528\u3001\u6570\u636e\u4ed3\u5e93\u57fa\u672c\u77e5\u8bc6<\/p>\n<p>&nbsp;<\/p>\n<h4>1.1.3 \u6570\u636e\u5206\u6790\u6d41\u7a0b\u6848\u4f8b<\/h4>\n<p>&nbsp;<\/p>\n<p>web\u70b9\u51fb\u6d41\u65e5\u5fd7\u6570\u636e\u6316\u6398\u7684\u9700\u6c42\u5206\u6790\u3001\u6570\u636e\u6765\u6e90\u3001\u5904\u7406\u6d41\u7a0b\u3001\u6570\u636e\u5206\u6790\u7ed3\u679c\u5bfc\u51fa\u3001\u6570\u636e\u5c55\u73b0<\/p>\n<p>&nbsp;<\/p>\n<h4>1.1.4 hadoop\u6570\u636e\u5206\u6790\u7cfb\u7edf\u96c6\u7fa4\u642d\u5efa<\/h4>\n<p>&nbsp;<\/p>\n<p>\u96c6\u7fa4\u7b80\u4ecb\u3001\u670d\u52a1\u5668\u4ecb\u7ecd\u3001\u7f51\u7edc\u73af\u5883\u8bbe\u7f6e\u3001\u670d\u52a1\u5668\u7cfb\u7edf\u73af\u5883\u8bbe\u7f6e\u3001JDK\u73af\u5883\u5b89\u88c5\u3001hadoop\u96c6\u7fa4\u5b89\u88c5\u90e8\u7f72\u3001\u96c6\u7fa4\u542f\u52a8\u3001\u96c6\u7fa4\u72b6\u6001<a class=\"replace_word\" title=\"\u8f6f\u4ef6\u6d4b\u8bd5\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/softwaretest\" target=\"_blank\">\u6d4b\u8bd5<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>HIVE\u7684\u914d\u7f6e\u5b89\u88c5\u3001HIVE\u542f\u52a8\u3001HIVE\u4f7f\u7528\u6d4b\u8bd5<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108133315808.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108133315808.png\" alt=\"\" \/><\/a><\/p>\n<h3><strong>1.2 HDFS\u8be6\u89e3<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<h4>1.2.1 HDFS\u7684\u6982\u5ff5\u548c\u7279\u6027<\/h4>\n<p>&nbsp;<\/p>\n<p>\u4ec0\u4e48\u662f\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\u3001HDFS\u7684\u8bbe\u8ba1\u76ee\u6807\u3001HDFS\u4e0e\u5176\u4ed6\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edf\u7684\u4f18\u52a3\u52bf\u6bd4\u8f83\u3001HDFS\u7684\u9002\u7528\u573a\u666f<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108132812271.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108134202470.png\" alt=\"\" \/><\/a><\/p>\n<h4>1.2.2 HDFS\u7684shell\u64cd\u4f5c<\/h4>\n<p>&nbsp;<\/p>\n<p>HDFS\u547d\u4ee4\u884c\u5ba2\u6237\u7aef\u542f\u52a8\u3001HDFS\u547d\u4ee4\u884c\u5ba2\u6237\u7aef\u7684\u57fa\u672c\u64cd\u4f5c\u3001\u547d\u4ee4\u884c\u5ba2\u6237\u7aef\u652f\u6301\u7684\u5e38\u7528\u547d\u4ee4\u3001\u5e38\u7528\u53c2\u6570\u4ecb\u7ecd<\/p>\n<p>&nbsp;<\/p>\n<h4>1.2.3 HDFS\u7684\u5de5\u4f5c\u673a\u5236<\/h4>\n<p>&nbsp;<\/p>\n<p>HDFS\u7cfb\u7edf\u7684\u6a21\u5757\u67b6\u6784\u3001HDFS\u5199\u6570\u636e\u6d41\u7a0b\u3001HDFS\u8bfb\u6570\u636e\u6d41\u7a0b<\/p>\n<p>&nbsp;<\/p>\n<p>NAMENODE\u5de5\u4f5c\u673a\u5236\u3001\u5143\u6570\u636e\u5b58\u50a8\u673a\u5236\u3001\u5143\u6570\u636e\u624b\u52a8\u67e5\u770b\u3001\u5143\u6570\u636echeckpoint\u673a\u5236\u3001NAMENODE\u6545\u969c\u6062\u590d\u3001DATANODE\u5de5\u4f5c\u673a\u5236\u3001DATANODE\u52a8\u6001\u589e\u51cf\u3001\u5168\u5c40\u6570\u636e\u8d1f\u8f7d\u5747\u8861<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141144872.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141144872.png\" alt=\"\" \/><\/a><\/p>\n<h4>1.2.4 HDFS\u7684<a class=\"replace_word\" title=\"Java SE\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/javase\" target=\"_blank\">Java<\/a>\u5e94\u7528\u5f00\u53d1<\/h4>\n<p>&nbsp;<\/p>\n<p>\u642d\u5efa\u5f00\u53d1\u73af\u5883\u3001\u83b7\u53d6api\u4e2d\u7684\u5ba2\u6237\u7aef\u5bf9\u8c61\u3001HDFS\u7684java\u5ba2\u6237\u7aef\u6240\u5177\u5907\u7684\u5e38\u7528\u529f\u80fd\u3001HDFS\u5ba2\u6237\u7aef\u5bf9\u6587\u4ef6\u7684\u5e38\u7528\u64cd\u4f5c\u5b9e\u73b0\u3001\u5229\u7528HDFS\u7684JAVA\u5ba2\u6237\u7aef\u5f00\u53d1\u6570\u636e\u91c7\u96c6\u548c\u5b58\u50a8\u7cfb\u7edf<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>1.3 MAPREDUCE\u8be6\u89e3<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<h4>1.3.1 MAPREDUCE\u5feb\u901f\u4e0a\u624b<\/h4>\n<p>&nbsp;<\/p>\n<p>\u4e3a\u4ec0\u4e48\u9700\u8981MAPREDUCE\u3001MAPREDUCE\u7a0b\u5e8f\u8fd0\u884c\u6f14\u793a\u3001MAPREDUCE\u7f16\u7a0b\u793a\u4f8b\u53ca\u7f16\u7a0b\u89c4\u8303\u3001MAPREDUCE\u7a0b\u5e8f\u8fd0\u884c\u6a21\u5f0f\u3001MAPREDUCE\u7a0b\u5e8f\u8c03\u8bd5debug\u7684\u51e0\u79cd\u65b9\u5f0f<\/p>\n<p>&nbsp;<\/p>\n<h4>1.3.2 MAPREDUCE\u7a0b\u5e8f\u7684\u8fd0\u884c\u673a\u5236<\/h4>\n<p>&nbsp;<\/p>\n<p>MAPREDUCE\u7a0b\u5e8f\u8fd0\u884c\u6d41\u7a0b\u89e3\u6790\u3001MAPTASK\u5e76\u53d1\u6570\u7684\u51b3\u5b9a\u673a\u5236\u3001MAPREDUCE\u4e2d\u7684combiner\u7ec4\u4ef6\u5e94\u7528\u3001MAPREDUCE\u4e2d\u7684\u5e8f\u5217\u5316\u6846\u67b6\u53ca\u5e94\u7528\u3001MAPREDUCE\u4e2d\u7684\u6392\u5e8f\u3001MAPREDUCE\u4e2d\u7684\u81ea\u5b9a\u4e49\u5206\u533a\u5b9e\u73b0\u3001MAPREDUCE\u7684shuffle\u673a\u5236\u3001MAPREDUCE\u5229\u7528\u6570\u636e\u538b\u7f29\u8fdb\u884c\u4f18\u5316\u3001MAPREDUCE\u7a0b\u5e8f\u4e0eYARN\u4e4b\u95f4\u7684\u5173\u7cfb\u3001MAPREDUCE\u53c2\u6570\u4f18\u5316<\/p>\n<p>&nbsp;<\/p>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u5404\u7ec4\u4ef6\u7684\u8be6\u89e3\uff0c\u6df1\u523b\u7406\u89e3MAPREDUCE\u7684\u6838\u5fc3\u8fd0\u884c\u673a\u5236\uff0c\u4ece\u800c\u5177\u5907\u7075\u6d3b\u5e94\u5bf9\u5404\u79cd\u590d\u6742\u5e94\u7528\u573a\u666f\u7684\u80fd\u529b<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141244255.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141244255.png\" alt=\"\" \/><\/a><\/p>\n<p>MAPREDUCE\u5b9e\u6218\u7f16\u7a0b\u6848\u4f8b\uff1a\u901a\u8fc7\u4e00\u4e2a\u5b9e\u6218\u6848\u4f8b\u6765\u719f\u6089\u590d\u6742MAPREDUCE\u7a0b\u5e8f\u7684\u5f00\u53d1\u3002\u8be5\u7a0b\u5e8f\u662f\u4ecenginx\u670d\u52a1\u5668\u4ea7\u751f\u7684\u8bbf\u95ee\u670d\u52a1\u5668\u4e2d\u8ba1\u7b97\u51fa\u6bcf\u4e2a\u8bbf\u5ba2\u7684\u8bbf\u95ee\u6b21\u6570\u53ca\u6bcf\u6b21\u8bbf\u95ee\u7684\u65f6\u957f\u3002\u539f\u59cb\u6570\u636e\u6837\u4f8b\u5982\u4e0b\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141342345.jpg\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141342345.jpg\" alt=\"\" \/><\/a><\/p>\n<p>\u901a\u8fc7\u4e00\u7cfb\u5217\u7684MAPREDUCE\u7a0b\u5e8f\u2014\u2014\u6e05\u6d17\u3001\u8fc7\u6ee4\u3001\u8bbf\u95ee\u6b21\u6570\u53ca\u65f6\u95f4\u5206\u6790\uff0c\u6700\u7ec8\u8ba1\u7b97\u51fa\u9700\u6c42\u6240\u8981\u7684\u7ed3\u679c\uff0c\u7528\u4e8e\u652f\u6491\u9875\u9762\u5c55\u73b0\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141433571.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141433571.png\" alt=\"\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<h3><strong>1.4 HIVE\u589e\u5f3a<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<h4>1.4.1 HIVE\u57fa\u672c\u6982\u5ff5<\/h4>\n<p>&nbsp;<\/p>\n<p>HIVE\u5e94\u7528\u573a\u666f\u3001HIVE\u5185\u90e8\u67b6\u6784\u3001HIVE\u4e0ehadoop\u7684\u5173\u7cfb\u3001HIVE\u4e0e\u4f20\u7edf<a class=\"replace_word\" title=\"MySQL\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/mysql\" target=\"_blank\">\u6570\u636e\u5e93<\/a>\u5bf9\u6bd4\u3001HIVE\u7684\u6570\u636e\u5b58\u50a8\u673a\u5236\u3001HIVE\u7684\u8fd0\u7b97\u6267\u884c\u673a\u5236<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141524699.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141524699.png\" alt=\"\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<h4>1.4.2 HIVE\u57fa\u672c\u64cd\u4f5c<\/h4>\n<p>&nbsp;<\/p>\n<p>HIVE\u4e2d\u7684DDL\u64cd\u4f5c\u3001HIVE\u4e2d\u7684DML\u64cd\u4f5c\u3001\u5728HIVE\u4e2d\u5982\u4f55\u5b9e\u73b0\u9ad8\u6548\u7684JOIN\u67e5\u8be2\u3001HIVE\u7684\u5185\u7f6e\u51fd\u6570\u5e94\u7528\u3001HIVE shell\u7684\u9ad8\u7ea7\u4f7f\u7528\u65b9\u5f0f\u3001HIVE\u5e38\u7528\u53c2\u6570\u914d\u7f6e\u3001HIVE\u81ea\u5b9a\u4e49\u51fd\u6570\u548cTRANSFORM\u7684\u4f7f\u7528\u6280\u5de7\u3001HIVE UDF\u5f00\u53d1\u5b9e\u4f8b<\/p>\n<p>&nbsp;<\/p>\n<h4>1.4.3 HIVE\u9ad8\u7ea7\u5e94\u7528<\/h4>\n<p>&nbsp;<\/p>\n<p>HIVE\u6267\u884c\u8fc7\u7a0b\u5206\u6790\u53ca\u4f18\u5316\u7b56\u7565\u3001HIVE\u5728\u5b9e\u6218\u4e2d\u7684\u6700\u4f73\u5b9e\u8df5\u6848\u4f8b\u3001HIVE\u4f18\u5316\u5206\u7c7b\u8be6\u89e3\u3001HIVE\u5b9e\u6218\u6848\u4f8b&#8211;\u6570\u636eETL\u3001HIVE\u5b9e\u6218\u6848\u4f8b&#8211;\u7528\u6237\u8bbf\u95ee\u65f6\u957f\u7edf\u8ba1<\/p>\n<p>&nbsp;<\/p>\n<p>HIVE\u5b9e\u6218\u6848\u4f8b&#8211;\u7ea7\u8054\u6c42\u548c\u62a5\u8868\u5b9e\u4f8b\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141628125.png\" alt=\"\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2><strong>\u79bb\u7ebf\u6570\u636e\u6316\u6398\u7cfb\u7edf<\/strong><\/h2>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u638c\u63e1\u7684\u6838\u5fc3\u80fd\u529b\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>1\u3001\u901a\u8fc7\u5bf9\u6570\u636e\u4ed3\u5e93\u77e5\u8bc6\u7684\u52a0\u5f3a\u521d\u6b65\u638c\u63e1\u6570\u636e\u4ed3\u5e93\u7684\u6838\u5fc3\u6982\u5ff5\u548c\u8bbe\u8ba1\u6d41\u7a0b;2\u3001\u901a\u8fc7\u5bf9HADOOP\u751f\u6001\u5708\u5173\u952e\u8f85\u52a9\u5de5\u5177\u7684\u5b66\u4e60\u638c\u63e1hadoop\u5206\u6790\u7cfb\u7edf\u7684\u6574\u5408\u80fd\u529b;3\u3001\u901a\u8fc7\u7535\u5546\u7cfb\u7edf\u70b9\u51fb\u6d41\u65e5\u5fd7\u6570\u636e\u6316\u6398\u7cfb\u7edf\u5b9e\u6218\u9879\u76ee\uff0c\u638c\u63e1hadoop\u79bb\u7ebf\u6570\u636e\u6316\u6398\u7cfb\u7edf\u4ece\u6570\u636e\u91c7\u96c6\u3001\u5165\u5e93\u3001\u5206\u6790\u53ca\u62a5\u8868\u5c55\u73b0\u7684\u6574\u5957\u6d41\u7a0b<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u89e3\u51b3\u7684\u73b0\u5b9e\u95ee\u9898\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>1\u3001\u53ef\u6839\u636e\u4f01\u4e1a\u5177\u4f53\u573a\u666f\u8bbe\u8ba1\u6d77\u91cf\u6570\u636e\u5206\u6790\u7cfb\u7edf\u7684\u901a\u7528\u67b6\u67842\u3001\u6839\u636e\u5177\u4f53\u573a\u666f\u7684\u7279\u70b9\u6709\u9488\u5bf9\u6027\u5730\u8c03\u6574\u6570\u636e\u5206\u6790\u5404\u73af\u8282\u7684\u6280\u672f\u9009\u578b;3\u3001\u6839\u636e\u5177\u4f53\u9700\u6c42\u642d\u5efa\u8d77\u6574\u5957\u79bb\u7ebf\u6570\u636e\u5206\u6790\u7cfb\u7edf;4\u3001\u7b80\u5355\u6570\u636e\u4ed3\u5e93\u6a21\u578b\u7684\u8bbe\u8ba1\u548c\u67b6\u67845\u3001\u5404\u73af\u8282\u5177\u4f53\u529f\u80fd\u6a21\u5757\u7684\u5f00\u53d1\u5b9e\u73b0<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u62e5\u6709\u7684\u5e02\u573a\u4ef7\u503c\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u5177\u5907\u4f01\u4e1a\u6570\u636e\u90e8\u4e2d\u9ad8\u7ea7\u5e94\u7528\u5f00\u53d1\u548c\u521d\u7ea7\u67b6\u6784\u5e08\u80fd\u529b<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>2.1 \u6570\u636e\u4ed3\u5e93\u589e\u5f3a<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<h4>2.1.1 \u6570\u636e\u4ed3\u5e93\u53ca\u6570\u636e\u6a21\u578b\u5165\u95e8<\/h4>\n<p>&nbsp;<\/p>\n<p>\u4ec0\u4e48\u662f\u6570\u636e\u4ed3\u5e93\u3001\u6570\u636e\u4ed3\u5e93\u7684\u610f\u4e49\u3001\u6570\u636e\u4ed3\u5e93\u6838\u5fc3\u6982\u5ff5\u3001\u6570\u636e\u4ed3\u5e93\u7684\u4f53\u7cfb\u7ed3\u6784<\/p>\n<p>&nbsp;<\/p>\n<h4>2.1.2 \u6570\u636e\u4ed3\u5e93\u8bbe\u8ba1<\/h4>\n<p>&nbsp;<\/p>\n<p>\u5efa\u7acb\u6570\u636e\u4ed3\u5e93\u7684\u6b65\u9aa4\u3001\u6570\u636e\u7684\u62bd\u53d6\u3001\u6570\u636e\u7684\u8f6c\u6362\u3001\u6570\u636e\u7684\u52a0\u8f7d\u3001\u4ec0\u4e48\u662f\u6570\u636e\u6a21\u578b\u3001\u6570\u636e\u6a21\u578b\u7684\u5e38\u89c1\u7c7b\u578b\u3001\u5982\u4f55\u8bbe\u8ba1\u6570\u636e\u6a21\u578b\u3001\u5982\u4f55\u9009\u62e9\u6570\u636e\u5efa\u6a21\u7684\u67b6\u6784<\/p>\n<p>&nbsp;<\/p>\n<p>\u5178\u578b\u6570\u636e\u6a21\u578b\u2014\u2014\u661f\u578b\u5efa\u6a21\u5b9e\u4f8b<\/p>\n<p>&nbsp;<\/p>\n<h4>2.1.3 \u6570\u636e\u4ed3\u5e93\u5efa\u6a21\u6837\u4f8b<\/h4>\n<p>&nbsp;<\/p>\n<p>\u4e1a\u52a1\u5efa\u6a21\u3001\u9886\u57df\u5efa\u6a21\u3001\u903b\u8f91\u5efa\u6a21\u3001\u7269\u7406\u5efa\u6a21<\/p>\n<p>&nbsp;<\/p>\n<p>web\u70b9\u51fb\u6d41\u65e5\u5fd7\u5206\u6790\u7cfb\u7edf\u6570\u636e\u4ed3\u5e93\u8bbe\u8ba1\u5b9e\u6218\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>\u901a\u8fc7\u5bf9\u6570\u636e\u7279\u70b9\u548c\u4e1a\u52a1\u9700\u6c42\u7684\u5206\u6790\uff0c\u5173\u7cfb\u68b3\u7406\uff0c\u8bbe\u8ba1\u51fa\u4e00\u4e2a\u4e3b\u9898\u660e\u786e\u3001\u5c42\u6b21\u5408\u7406\u7684\u6570\u636e\u6a21\u578b<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141741623.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141741623.png\" alt=\"\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<h3><strong>2.2 \u79bb\u7ebf\u8f85\u52a9\u7cfb\u7edf<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<h4>2.2.1 \u6570\u636e\u91c7\u96c6\u7cfb\u7edf<\/h4>\n<p>&nbsp;<\/p>\n<p>\u6570\u636e\u91c7\u96c6\u6982\u5ff5\u4ecb\u7ecd<\/p>\n<p>&nbsp;<\/p>\n<p>FLUME\u65e5\u5fd7\u91c7\u96c6\u6846\u67b6\u4ecb\u7ecd\u3001FLUME\u5de5\u4f5c\u673a\u5236\u3001FLUME\u6838\u5fc3\u7ec4\u4ef6\u3001FLUME\u53c2\u6570\u914d\u7f6e\u8bf4\u660e\u3001FLUME\u91c7\u96c6nginx\u65e5\u5fd7\u5b9e\u6218\u6848\u4f8b<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141846380.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141846380.png\" alt=\"\" \/><\/a><\/p>\n<h4>2.2.2 \u4efb\u52a1\u8c03\u5ea6\u7cfb\u7edf<\/h4>\n<p>&nbsp;<\/p>\n<p>\u4efb\u52a1\u8c03\u5ea6\u7cfb\u7edf\u6982\u5ff5\u4ecb\u7ecd\u3001\u5e38\u7528\u4efb\u52a1\u8c03\u5ea6\u5de5\u5177\u6bd4\u8f83\u3001OOZIE\u4ecb\u7ecd\u3001OOZIE\u6838\u5fc3\u6982\u5ff5\u3001OOZIE\u7684\u914d\u7f6e\u8bf4\u660e\u3001OOIZE\u5b9e\u73b0mapreduce\/hive\u7b49\u4efb\u52a1\u8c03\u5ea6\u5b9e\u6218\u6848\u4f8b<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141937827.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108141937827.png\" alt=\"\" \/><\/a><\/p>\n<h4>2.2.3 \u6570\u636e\u5bfc\u51fa<\/h4>\n<p>&nbsp;<\/p>\n<p>\u6570\u636e\u5bfc\u51fa\u6982\u5ff5\u4ecb\u7ecd\u3001SQOOP\u57fa\u7840\u77e5\u8bc6\u3001SQOOP\u539f\u7406\u53ca\u914d\u7f6e\u8bf4\u660e\u3001SQOOP\u6570\u636e\u5bfc\u5165\u5b9e\u6218\u3001SQOOP\u6570\u636e\u5bfc\u51fa\u5b9e\u6218\u3001SQOOP\u6279\u91cf\u4f5c\u4e1a\u64cd\u4f5c<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142046952.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142046952.png\" alt=\"\" \/><\/a><\/p>\n<h3><strong>2.3 web\u70b9\u51fb\u6d41\u65e5\u5fd7\u5206\u6790\u7cfb\u7edf\u5b9e\u6218\u9879\u76ee<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<h4>2.3.1 \u9879\u76ee\u4ecb\u7ecd<\/h4>\n<p>&nbsp;<\/p>\n<p>1. \u5728PC\u65f6\u4ee3\uff0c\u8425\u9500\u7684\u6838\u5fc3\u662f\u8d2d\u4e70\uff0c\u5728\u79fb\u52a8\u4e92\u8054\u7f51\u65f6\u4ee3\uff0c\u5176\u6838\u5fc3\u662f\u5982\u4f55\u5b9e\u73b0\u7528\u6237\u4e2a\u6027\u5316\u4e92\u52a8\uff0c\u5bf9\u7528\u6237\u4f20\u64ad\u66f4\u4e3a\u7cbe\u51c6\u5316\u7684\u5185\u5bb9\uff0c\u800c\u5b9e\u73b0\u8fd9\u4e00\u6838\u5fc3\u7684\u57fa\u7840\u5c31\u662f\u5bf9\u6570\u636e\u7684\u7ba1\u7406\u548c\u5206\u6790\u2014\u2014\u6570\u636e\u9a71\u52a8\u578b\u5546\u4e1a\u6a21\u578b\u3002<\/p>\n<p>2. \u5404\u7c7b\u4e92\u8054\u7f51\u670d\u52a1\u4ea7\u54c1(\u5982\u7f51\u7ad9\u3001APP)\u90fd\u53ef\u4ee5\u901a\u8fc7\u524d\u7aef\u6280\u672f\u83b7\u53d6\u7528\u6237\u7684\u8be6\u7ec6\u884c\u4e3a\u6570\u636e(\u5982\u8bbf\u95ee\u7684\u9875\u9762\uff0c\u70b9\u51fb\u7684\u533a\u57df\u3001\u767b\u9646\u7684\u9891\u6b21\u3001\u6ce8\u518c\u884c\u4e3a\u3001\u8d2d\u4e70\u7684\u884c\u4e3a\u7b49)\uff0c\u5c06\u8fd9\u4e9b\u70b9\u51fb\u6d41\u65e5\u5fd7\u6570\u636e\u4e0e\u540e\u53f0\u5546\u4e1a\u6570\u636e\u7efc\u5408\u8d77\u6765\uff0c\u5c31\u53ef\u4ee5\u6316\u6398\u5bf9\u516c\u53f8\u8fd0\u8425\u51b3\u7b56\u610f\u4e49\u975e\u51e1\u7684\u5546\u4e1a\u4ef7\u503c\u3002<\/p>\n<p>3. \u672c\u9879\u76ee\u5219\u662f\u4e00\u4e2a\u7528\u5927\u6570\u636e\u6280\u672f\u5e73\u53f0\u5b9e\u73b0\u7684\u70b9\u51fb\u6d41\u65e5\u5fd7\u5206\u6790\u6570\u636e\u6316\u6398\u7cfb\u7edf\uff0c\u9879\u76ee\u5185\u5bb9\u6db5\u76d6\u4e00\u4e2a\u5178\u578b\u6570\u636e\u6316\u6398\u7cfb\u7edf\u4e2d\uff0c\u5305\u62ec\u9700\u6c42\u5206\u6790\u3001\u6570\u636e\u91c7\u96c6\u3001\u6570\u636e\u5b58\u50a8\u7ba1\u7406\u3001\u6570\u636e\u6e05\u6d17\u3001\u6570\u636e\u4ed3\u5e93\u8bbe\u8ba1\u3001ETL\u3001\u4e1a\u52a1\u6a21\u578b\u7edf\u8ba1\u5206\u6790\u3001\u6570\u636e\u53ef\u89c6\u5316\u7684\u5168\u90e8\u6d41\u7a0b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>2.3.2 \u9700\u6c42\u5206\u6790<\/h4>\n<p>&nbsp;<\/p>\n<p>\u4ec0\u4e48\u662f\u70b9\u51fb\u6d41\u65e5\u5fd7\u3001\u70b9\u51fb\u6d41\u65e5\u5fd7\u7684\u5546\u4e1a\u4ef7\u503c\u3001\u70b9\u51fb\u6d41\u65e5\u5fd7\u5206\u6790\u9700\u6c42<\/p>\n<p>\u4e1a\u52a1\u6a21\u578b\u6307\u6807\u4f53\u7cfb\u8bbe\u8ba1\u2014\u2014\u6d41\u91cf\u5206\u6790\u3001\u6765\u6e90\u5206\u6790\u3001\u53d7\u8bbf\u5206\u6790\u3001\u8bbf\u5ba2\u5206\u6790\u3001\u8f6c\u5316\u7387\u5206\u6790<\/p>\n<p>&nbsp;<\/p>\n<h4>2.3.3 \u7cfb\u7edf\u8bbe\u8ba1\u53ca\u5f00\u53d1<\/h4>\n<p>&nbsp;<\/p>\n<p>1. \u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142232029.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142232029.png\" alt=\"\" \/><\/a><\/p>\n<p>2. \u6570\u636e\u91c7\u96c6\u8bbe\u8ba1\u53ca\u5f00\u53d1\u2014\u2014\u6570\u636e\u683c\u5f0f\u3001\u6570\u636e\u5185\u5bb9\u5206\u6790\u3001\u6570\u636e\u751f\u6210\u89c4\u5f8b\u3001\u91c7\u96c6\u7cfb\u7edf\u6280\u672f\u9009\u578b\u89e3\u6790\u3001FLUME\u91c7\u96c6\u7cfb\u7edf\u5b9e\u73b0<\/p>\n<p>3. \u6570\u636e\u5b58\u50a8\u8bbe\u8ba1\u53ca\u5f00\u53d1\u2014\u2014\u5b58\u50a8\u6280\u672f\u9009\u578b\u3001\u5b58\u50a8\u4e1a\u52a1\u6d41\u7a0b\u89e3\u6790\u3001\u5b58\u50a8\u76ee\u5f55\u89c4\u5212\u53ca\u6587\u4ef6\u547d\u540d\u89c4\u5219\u3001\u5c0f\u6587\u4ef6\u5408\u5e76\u5b9e\u73b0<\/p>\n<p>4. \u6570\u636e\u7edf\u8ba1\u8bbe\u8ba1\u53ca\u5f00\u53d1\u2014\u2014\u6570\u636e\u9884\u5904\u7406\u3001\u6570\u636e\u52a0\u8f7d\u3001\u539f\u59cb\u6570\u636e\u8868\u7684\u521b\u5efa\u3001\u6570\u636e\u5165\u5e93\u3001\u6570\u636eETL<\/p>\n<p>5. \u62a5\u8868\u7edf\u8ba1\u8bbe\u8ba1\u2014\u2014\u6570\u636e\u6a21\u578b\u8bbe\u8ba1\u3001\u4e8b\u5b9e\u8868\u8bbe\u8ba1\u3001\u7ef4\u5ea6\u8868\u68b3\u7406<\/p>\n<p>6. \u4e1a\u52a1\u6307\u6807\u8bbe\u8ba1\u53ca\u5f00\u53d1\u2014\u2014PV\u7edf\u8ba1(\u65f6\u95f4\u7ef4\u5ea6\u3001\u7ec8\u7aef\u7ef4\u5ea6\u3001\u5730\u57df\u7ef4\u5ea6)\u3001\u6765\u8bbf\u6b21\u6570\u7edf\u8ba1(\u65f6\u95f4\u7ef4\u5ea6\u3001\u5730\u57df\u7ef4\u5ea6\u3001\u7ec8\u7aef\u7ef4\u5ea6)\u3001\u72ec\u7acb\u8bbf\u5ba2\u7edf\u8ba1(\u65f6\u95f4\u7ef4\u5ea6\u3001\u7ec8\u7aef\u7ef4\u5ea6\u3001\u5730\u57df\u7ef4\u5ea6)\u3001\u53d7\u8bbf\u9875\u9762\u7edf\u8ba1(\u65f6\u95f4\u7ef4\u5ea6\u3001\u680f\u76ee\u7ef4\u5ea6)\u3001\u9875\u9762\u70ed\u70b9\u56fe\u3001\u8f6c\u5316\u7387\u5206\u6790\u3001\u6765\u6e90\u5173\u952e\u8bcd\u5206\u6790\u3001\u6765\u6e90<a class=\"replace_word\" title=\"\u641c\u7d22\u5f15\u64ce\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/searchengine\" target=\"_blank\">\u641c\u7d22\u5f15\u64ce<\/a>\u5206\u6790\u3001\u6765\u6e90\u5e7f\u544a\u63a8\u5e7f\u5206\u6790<\/p>\n<p>&nbsp;<\/p>\n<h4>2.3.4 \u4efb\u52a1\u8c03\u5ea6\u7cfb\u7edf\u8bbe\u8ba1\u5b9e\u73b0<\/h4>\n<p>&nbsp;<\/p>\n<p>\u4efb\u52a1\u8c03\u5ea6\u5355\u5143\u5b9e\u73b0\u3001\u5404\u73af\u8282\u4efb\u52a1\u8fd0\u884c\u9891\u6b21\u53ca\u4f9d\u8d56\u5173\u7cfb\u68b3\u7406\u3001\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u53ca\u5b9e\u73b0\u3001\u5de5\u4f5c\u6d41\u5b9a\u4e49\u914d\u7f6e\u4e0a\u4f20\u90e8\u7f72\u3001\u5de5\u4f5c\u6d41\u542f\u52a8\u5373\u72b6\u6001\u76d1\u63a7<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142351100.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142351100.png\" alt=\"\" \/><\/a><\/p>\n<h4>2.3.5 \u6570\u636e\u53ef\u89c6\u5316\u2014\u2014\u7ed3\u679c\u62a5\u8868\u5c55\u73b0<\/h4>\n<p>&nbsp;<\/p>\n<p>1. hive\u5206\u6790\u7ed3\u679c\u4f7f\u7528sqoop\u5bfc\u51fa\u5230msyql\u6570\u636e\u5e93<\/p>\n<p>2. \u62a5\u8868\u5c55\u73b0\u7cfb\u7edf\u6280\u672f\u9009\u578b\uff1a<\/p>\n<p>\u540e\u53f0\u4f7f\u7528spingmvc + <a class=\"replace_word\" title=\"Java EE\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/javaee\" target=\"_blank\">spring<\/a> + mybatis<\/p>\n<p>\u524d\u7aef\u9875\u9762\u4f7f\u7528\u5168\u9759\u6001\u5f02\u6b65\u5237\u65b0\u6280\u672f<a class=\"replace_word\" title=\"jQuery\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/jquery\" target=\"_blank\">jQuery<\/a> + Echarts<\/p>\n<p>3. web\u5c55\u73b0\u7a0b\u5e8f\u67b6\u6784\u642d\u5efa\uff0c\u4f7f\u7528maven\u6784\u5efa\u9879\u76ee\u5de5\u7a0b<\/p>\n<p>4. web\u5c55\u73b0\u7a0b\u5e8f\u9875\u9762\u8bbe\u8ba1\u5f00\u53d1\uff1a\u539f\u578b\u9875\u9762\u8bbe\u8ba1\u3001js\u4ee3\u7801\u5f00\u53d1<\/p>\n<p>5. \u6700\u7ec8\u5b9e\u73b0\u4ee5\u4e0b\u6570\u636e\u53ef\u89c6\u5316\u6548\u679c\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>(1)\u6d41\u91cf\u6982\u51b5\u53ef\u89c6\u5316\u6548\u679c\uff1a<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142442663.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142442663.png\" alt=\"\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p>(2)\u6765\u6e90\u5730\u57df\u5206\u6790\u53ef\u89c6\u5316\u6548\u679c\uff1a<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142530729.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142530729.png\" alt=\"\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p>(3)\u6765\u6e90\u7c7b\u578b\u5206\u6790\u53ef\u89c6\u5316\u6548\u679c\uff1a<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142644768.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142644768.png\" alt=\"\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<h1 class=\"view_hd\"><a name=\"t1\"><\/a><a target=\"_blank\" name=\"t2\"><\/a>3.Storm\u5b9e\u65f6\u8ba1\u7b97\u90e8\u5206\u9636\u6bb5<\/h1>\n<p><strong>\u5b9e\u65f6\u8bfe\u7a0b\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\uff1a\u6d41\u5f0f\u8ba1\u7b97\u6838\u5fc3\u6280\u672f\u548c\u6d41\u5f0f\u8ba1\u7b97\u8ba1\u7b97\u6848\u4f8b\u5b9e\u6218\u3002<\/strong><\/p>\n<p>&nbsp;<\/p>\n<h2><strong>1.\u6d41\u5f0f\u8ba1\u7b97\u6838\u5fc3\u6280\u672f<\/strong><\/h2>\n<p>&nbsp;<\/p>\n<p>\u6d41\u5f0f\u8ba1\u7b97\u6838\u5fc3\u6280\u672f\u4e3b\u8981\u5206\u4e3a\u4e24\u4e2a\u6838\u5fc3\u6280\u672f\u70b9\uff1aStorm\u548cKafka\uff0c\u5b66\u5b8c\u6b64\u9636\u6bb5\u80fd\u591f\u638c\u63e1Storm\u5f00\u53d1\u53ca\u5e95\u5c42\u539f\u7406\u3001Kafka\u7684\u5f00\u53d1\u53ca\u5e95\u5c42\u539f\u7406\u3001Kafka\u4e0eStorm\u96c6\u6210\u4f7f\u7528\u3002\u5177\u5907\u5f00\u53d1\u57fa\u4e8estorm\u5b9e\u65f6\u8ba1\u7b97\u7a0b\u5e8f\u7684\u6280\u672f\u80fd\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u638c\u63e1\u7684\u6838\u5fc3\u80fd\u529b\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>(1)\u3001\u7406\u89e3\u5b9e\u65f6\u8ba1\u7b97\u53ca\u5e94\u7528\u573a\u666f<\/p>\n<p>(2)\u3001\u638c\u63e1Storm\u7a0b\u5e8f\u7684\u5f00\u53d1\u53ca\u5e95\u5c42\u539f\u7406\u3001\u638c\u63e1Kafka\u6d88\u606f\u961f\u5217\u7684\u5f00\u53d1\u53ca\u5e95\u5c42\u539f\u7406<\/p>\n<p>(3)\u3001\u5177\u5907Kafka\u4e0eStorm\u96c6\u6210\u4f7f\u7528\u7684\u80fd\u529b<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u89e3\u51b3\u7684\u73b0\u5b9e\u95ee\u9898\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u5177\u5907\u5f00\u53d1\u57fa\u4e8estorm\u7684\u5b9e\u65f6\u8ba1\u7b97\u7a0b\u5e8f\u7684\u80fd\u529b<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u62e5\u6709\u7684\u5e02\u573a\u4ef7\u503c\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u5177\u5907\u5b9e\u65f6\u8ba1\u7b97\u5f00\u53d1\u7684\u6280\u672f\u80fd\u529b\u3001\u4f46\u7406\u89e3\u4f01\u4e1a\u4e1a\u52a1\u7684\u80fd\u529b\u4e0d\u8db3<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>1.1\u3001\u6d41\u5f0f\u8ba1\u7b97\u4e00\u822c\u7ed3\u6784<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<p>2011\u5e74\u5728\u6d77\u91cf\u6570\u636e\u5904\u7406\u9886\u57df\uff0cHadoop\u662f\u4eba\u4eec\u6d25\u6d25\u4e50\u9053\u7684\u6280\u672f\uff0cHadoop\u4e0d\u4ec5\u53ef\u4ee5\u7528\u6765\u5b58\u50a8\u6d77\u91cf\u6570\u636e\uff0c\u8fd8\u4ee5\u7528\u6765\u8ba1\u7b97\u6d77\u91cf\u6570\u636e\u3002\u56e0\u4e3a\u5176\u9ad8\u541e\u5410\u3001\u9ad8\u53ef\u9760\u7b49\u7279\u70b9\uff0c\u5f88\u591a\u4e92\u8054\u7f51\u516c\u53f8\u90fd\u5df2\u7ecf\u4f7f\u7528Hadoop\u6765\u6784\u5efa\u6570\u636e\u4ed3\u5e93\uff0c\u9ad8\u9891\u4f7f\u7528\u5e76\u4fc3\u8fdb\u4e86Hadoop\u751f\u6001\u5708\u7684\u5404\u9879\u6280\u672f\u7684\u53d1\u5c55\u3002\u4e00\u822c\u6765\u8bb2\uff0c\u6839\u636e\u4e1a\u52a1\u9700\u6c42\uff0c\u6570\u636e\u7684\u5904\u7406\u53ef\u4ee5\u5206\u4e3a\u79bb\u7ebf\u5904\u7406\u548c\u5b9e\u65f6\u5904\u7406\uff0c\u5728\u79bb\u7ebf\u5904\u7406\u65b9\u9762Hadoop\u63d0\u4f9b\u4e86\u5f88\u597d\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u662f\u9488\u5bf9\u6d77\u91cf\u6570\u636e\u7684\u5b9e\u65f6\u5904\u7406\u5374\u4e00\u76f4\u6ca1\u6709\u6bd4\u8f83\u597d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5c31\u5728\u4eba\u4eec\u7fd8\u9996\u4ee5\u5f85\u7684\u65f6\u95f4\u8282\u70b9\uff0cstorm\u6a2a\u7a7a\u51fa\u4e16\uff0c\u4e0e\u751f\u4ff1\u6765\u7684\u5206\u5e03\u5f0f\u3001\u9ad8\u53ef\u9760\u3001\u9ad8\u541e\u5410\u7684\u7279\u6027\uff0c\u6a2a\u626b\u5e02\u9762\u4e0a\u7684\u4e00\u4e9b\u6d41\u5f0f\u8ba1\u7b97\u6846\u67b6\uff0c\u6e10\u6e10\u7684\u6210\u4e3a\u4e86\u6d41\u5f0f\u8ba1\u7b97\u7684\u9996\u9009\u6846\u67b6\u3002\u5982\u679c\u5e9e\u9ea6\u90ce\u5728\u7684\u8bdd\uff0c\u4ed6\u4e00\u5b9a\u4f1a\u8bf4\uff0c\u8fd9\u5c31\u662f\u6211\u8981\u7684\u6ed1\u677f\u978b!<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142854719.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142854719.png\" alt=\"\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<p>\u4e0a\u56fe\u662f\u6d41\u5f0f\u5206\u6790\u7684\u4e00\u822c\u67b6\u6784\u56fe\uff0c\u62bd\u8c61\u51fa\u56db\u4e2a\u6b65\u9aa4\u5c31\u662f\u6570\u636e\u91c7\u96c6\u3001\u6570\u636e\u7f13\u51b2\u3001\u6570\u636e\u5904\u7406\u3001\u6570\u636e\u8f93\u51fa\u3002\u4e00\u822c\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u91c7\u7528Flume+kafka+Storm+<a class=\"replace_word\" title=\"Redis\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/redis\" target=\"_blank\">Redis<\/a>\u7684\u7ed3\u6784\u6765\u8fdb\u884c\u6d41\u5f0f\u6570\u636e\u5206\u6790\u3002\u5b9e\u65f6\u90e8\u5206\u7684\u8bfe\u7a0b\u4e3b\u8981\u662f\u9488\u5bf9Kafka\u3001Storm\u8fdb\u884c\u5b66\u4e60<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>1.2\u3001\u6d41\u5f0f\u8ba1\u7b97\u53ef\u4ee5\u7528\u6765\u5e72\u4ec0\u4e48<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<p>\u4e00\u6dd8-\u5b9e\u65f6\u5206\u6790\u7cfb\u7edf\uff1a\u5b9e\u65f6\u5206\u6790\u7528\u6237\u7684\u5c5e\u6027\uff0c\u5e76\u53cd\u9988\u7ed9\u641c\u7d22\u5f15\u64ce\u3002\u6700\u521d\uff0c\u7528\u6237\u5c5e\u6027\u5206\u6790\u662f\u901a\u8fc7\u6bcf\u5929\u5728\u4e91\u68af\u4e0a\u5b9a\u65f6\u8fd0\u884c\u7684MR job\u6765\u5b8c\u6210\u7684\u3002\u4e3a\u4e86\u6ee1\u8db3\u5b9e\u65f6\u6027\u7684\u8981\u6c42\uff0c\u5e0c\u671b\u80fd\u591f\u5b9e\u65f6\u5206\u6790\u7528\u6237\u7684\u884c\u4e3a\u65e5\u5fd7\uff0c\u5c06\u6700\u65b0\u7684\u7528\u6237\u5c5e\u6027\u53cd\u9988\u7ed9\u641c\u7d22\u5f15\u64ce\uff0c\u80fd\u591f\u4e3a\u7528\u6237\u5c55\u73b0\u6700\u8d34\u8fd1\u5176\u5f53\u524d\u9700\u6c42\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u643a\u7a0b-\u7f51\u7ad9\u6027\u80fd\u76d1\u63a7\uff1a\u5b9e\u65f6\u5206\u6790\u7cfb\u7edf\u76d1\u63a7\u643a\u7a0b\u7f51\u7684\u7f51\u7ad9\u6027\u80fd\u3002\u5229\u7528<a class=\"replace_word\" title=\"HTML5\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/html5\" target=\"_blank\">HTML5<\/a>\u63d0\u4f9b\u7684performance\u6807\u51c6\u83b7\u5f97\u53ef\u7528\u7684\u6307\u6807\uff0c\u5e76\u8bb0\u5f55\u65e5\u5fd7\u3002Storm\u96c6\u7fa4\u5b9e\u65f6\u5206\u6790\u65e5\u5fd7\u548c\u5165\u5e93\u3002\u4f7f\u7528DRPC\u805a\u5408\u6210\u62a5\u8868\uff0c\u901a\u8fc7\u5386\u53f2\u6570\u636e\u5bf9\u6bd4\u7b49\u5224\u65ad\u89c4\u5219\uff0c\u89e6\u53d1\u9884\u8b66\u4e8b\u4ef6\u3002<\/p>\n<p>\u4e00\u4e2a\u6e38\u620f\u65b0\u7248\u672c\u4e0a\u7ebf\uff0c\u6709\u4e00\u4e2a\u5b9e\u65f6\u5206\u6790\u7cfb\u7edf\uff0c\u6536\u96c6\u6e38\u620f\u4e2d\u7684\u6570\u636e\uff0c\u8fd0\u8425\u6216\u8005\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u4e0a\u7ebf\u540e\u51e0\u79d2\u949f\u5f97\u5230\u6301\u7eed\u4e0d\u65ad\u66f4\u65b0\u7684\u6e38\u620f\u76d1\u63a7\u62a5\u544a\u548c\u5206\u6790\u7ed3\u679c\uff0c\u7136\u540e\u9a6c\u4e0a\u9488\u5bf9\u6e38\u620f\u7684\u53c2\u6570\u548c\u5e73\u8861\u6027\u8fdb\u884c\u8c03\u6574\u3002\u8fd9\u6837\u5c31\u80fd\u591f\u5927\u5927\u7f29\u77ed\u6e38\u620f\u8fed\u4ee3\u5468\u671f\uff0c\u52a0\u5f3a\u6e38\u620f\u7684\u751f\u547d\u529b\u3002<\/p>\n<p>\u5b9e\u65f6\u8ba1\u7b97\u5728\u817e\u8baf\u7684\u8fd0\u7528\uff1a\u7cbe\u51c6\u63a8\u8350(\u5e7f\u70b9\u901a\u5e7f\u544a\u63a8\u8350\u3001\u65b0\u95fb\u63a8\u8350\u3001\u89c6\u9891\u63a8\u8350\u3001\u6e38\u620f\u9053\u5177\u63a8\u8350);\u5b9e\u65f6\u5206\u6790(<a class=\"replace_word\" title=\"\u5fae\u4fe1\u5f00\u53d1\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/wechat\" target=\"_blank\">\u5fae\u4fe1<\/a>\u8fd0\u8425\u6570\u636e\u95e8\u6237\u3001\u6548\u679c\u7edf\u8ba1\u3001\u8ba2\u5355\u753b\u50cf\u5206\u6790);\u5b9e\u65f6\u76d1\u63a7(\u5b9e\u65f6\u76d1\u63a7\u5e73\u53f0\u3001\u6e38\u620f\u5185\u63a5\u53e3\u8c03\u7528)<\/p>\n<p>\u4e3a\u4e86\u66f4\u52a0\u7cbe\u51c6\u6295\u653e\u5e7f\u544a\uff0c\u963f\u91cc\u5988\u5988\u540e\u53f0\u8ba1\u7b97\u5f15\u64ce\u9700\u8981\u7ef4\u62a4\u6bcf\u4e2a\u7528\u6237\u7684\u5174\u8da3\u70b9(\u7406\u60f3\u72b6\u6001\u662f\uff0c\u4f60\u5bf9\u4ec0\u4e48\u611f\u5174\u8da3\uff0c\u5c31\u5411\u4f60\u6295\u653e\u54ea\u7c7b\u5e7f\u544a)\u3002\u7528\u6237\u5174\u8da3\u4e3b\u8981\u57fa\u4e8e\u7528\u6237\u7684\u5386\u53f2\u884c\u4e3a\u3001\u7528\u6237\u7684\u5b9e\u65f6\u67e5\u8be2\u3001\u7528\u6237\u7684\u5b9e\u65f6\u70b9\u51fb\u3001\u7528\u6237\u7684\u5730\u7406\u4fe1\u606f\u800c\u5f97\uff0c\u5176\u4e2d\u5b9e\u65f6\u67e5\u8be2\u3001\u5b9e\u65f6\u70b9\u51fb\u7b49\u7528\u6237\u884c\u4e3a\u90fd\u662f\u5b9e\u65f6\u6570\u636e\u3002\u8003\u8651\u5230\u7cfb\u7edf\u7684\u5b9e\u65f6\u6027\uff0c\u963f\u91cc\u5988\u5988\u4f7f\u7528Storm\u7ef4\u62a4\u7528\u6237\u5174\u8da3\u6570\u636e\uff0c\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u8fdb\u884c\u53d7\u4f17\u5b9a\u5411\u7684\u5e7f\u544a\u6295\u653e\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>1.3\u3001Storm\u6838\u5fc3\u6280\u672f\u70b9<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<p>\u57fa\u7840\u6280\u672f\u70b9<\/p>\n<p>linux\u73af\u5883\u51c6\u5907\u3001zookeeper\u96c6\u7fa4\u642d\u5efa\u3001Storm\u96c6\u7fa4\u642d\u5efa\u3001Storm\u914d\u7f6e\u6587\u4ef6\u914d\u7f6e\u9879\u8bb2\u89e3\u3001\u96c6\u7fa4\u642d\u5efa\u5e38\u89c1\u95ee\u9898\u89e3\u51b3\u3002<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142945307.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108142945307.png\" alt=\"\" \/><\/a><\/p>\n<p>Storm\u7ec3\u4e60\u6848\u4f8b<\/p>\n<p>&nbsp;<\/p>\n<p>\u6839\u636e\u8682\u8681\u91d1\u670d\u63d0\u4f9b\u7684\u6700\u65b0\u6570\u636e\uff0c\u4eca\u5e74\u53cc\u5341\u4e00\u7684\u4ea4\u6613\u5cf0\u503c\u4e3a8.59\u4e07\u7b14\/\u79d2\uff0c\u662f\u53bb\u5e743.85\u4e07\u7b14\/\u79d2\u76842.23\u500d\u3002\u8fd9\u4e00\u6570\u636e\u4e5f\u8d85\u8fc7\u4e866\u4e07\u7b14\/\u79d2\u7684\u9884\u4f30\u3002\u5982\u4f55\u5b9e\u65f6\u7684\u8ba1\u7b97\u8ba2\u5355\u91d1\u989d\uff0c\u8ba9\u516c\u53f8\u9886\u5bfc\u5c42\u770b\u5230\u5462?<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143035755.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143035755.png\" alt=\"\" \/><\/a><\/p>\n<p>(\u56fe\u4e3a\u53cc\u5341\u4e00\u652f\u4ed8\u5b9d\u6210\u4ea4\u91d1\u989d)<\/p>\n<p>&nbsp;<\/p>\n<p>Storm\u57fa\u7840\u53ca\u539f\u7406<\/p>\n<p>&nbsp;<\/p>\n<p>Storm\u5e38\u7528\u7ec4\u4ef6\u548c\u7f16\u7a0bAPI\uff1aTopology\u3001 Spout\u3001Bolt\u3001Storm\u5206\u7ec4\u7b56\u7565(stream groupings)\u3001Storm\u9879\u76eemaven\u73af\u5883\u642d\u5efa\u3001\u4f7f\u7528Strom\u5f00\u53d1\u4e00\u4e2aWordCount\u4f8b\u5b50\u3001Storm\u7a0b\u5e8f\u672c\u5730\u6a21\u5f0fdebug\u3001Storm\u6d88\u606f\u53ef\u9760\u6027\u53ca\u5bb9\u9519\u539f\u7406\u3001Storm\u4efb\u52a1\u63d0\u4ea4\u6d41\u7a0b\u3001Strom\u6d88\u606f\u5bb9\u9519\u673a\u5236\u3002<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143144078.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143144078.png\" alt=\"\" \/><\/a><\/p>\n<p>(\u56fe\u4e3astorm\u7ec4\u4ef6)<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>1.4\u3001Kafka\u6838\u5fc3\u6280\u672f\u70b9<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<p>Storm\u7ed3\u5408\u6d88\u606f\u961f\u5217Kafka\uff1a\u6d88\u606f\u961f\u5217\u57fa\u672c\u6982\u5ff5(Producer\u3001Consumer\u3001Topic\u3001Broker\u7b49)\u3001\u6d88\u606f\u961f\u5217Kafka\u4f7f\u7528\u573a\u666f\u3001Storm\u7ed3\u5408Kafka\u7f16\u7a0bAPI\u3001Kafka\u8d1f\u8f7d\u5747\u8861\u3001Kafka\u6d88\u606f\u5b58\u50a8\u539f\u7406\u7b49\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143250209.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143250209.png\" alt=\"\" \/><\/a><\/p>\n<p>(\u56fe\u4e3aKafka\u6d88\u606f\u961f\u5217\u539f\u7406)<\/p>\n<h2><strong>2.\u6d41\u5f0f\u8ba1\u7b97\u6848\u4f8b\u5b9e\u6218<\/strong><\/h2>\n<p>&nbsp;<\/p>\n<p>\u5b9e\u6218\u6848\u4f8b\u90e8\u5206\u4e3b\u8981\u6709\u4e09\u4e2a\u4f01\u4e1a\u5b9e\u6218\u6848\u5217\uff0c\u5206\u522b\u662f\u57fa\u4e8e\u70b9\u51fb\u6d41\u7684\u65e5\u5fd7\u5206\u6790\u7cfb\u7edf\u3001\u57fa\u4e8e\u7cfb\u7edf\u65e5\u5fd7\u7684\u76d1\u63a7\u544a\u8b66\u7cfb\u7edf\u3001\u57fa\u4e8e\u8ba2\u5355\u7cfb\u7edf\u7684\u4ea4\u6613\u98ce\u63a7\u7cfb\u7edf\uff0c\u4e09\u4e2a\u6848\u5217\u662f\u4f01\u4e1a\u4e2d\u7684\u5178\u578b\u9879\u76ee\u3002\u5b66\u5b8c\u6b64\u9636\u6bb5\u80fd\u591f\u72ec\u7acb\u6839\u636e\u4f01\u4e1a\u7684\u4e1a\u52a1\u6027\u8d28\u5f00\u53d1\u76f8\u5173\u7684storm\u7a0b\u5e8f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u638c\u63e1\u7684\u6838\u5fc3\u80fd\u529b\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>1\u3001\u638c\u63e1\u4f01\u4e1a\u6838\u5fc3\u4e1a\u52a1\u9700\u6c42<\/p>\n<p>2\u3001\u638c\u63e1\u5b9e\u65f6\u7cfb\u7edf\u5e38\u89c1\u7684\u5f00\u53d1\u6d41\u7a0b\u53ca\u8fd0\u8425\u7ecf\u9a8c<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u89e3\u51b3\u7684\u73b0\u5b9e\u95ee\u9898\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u53ef\u4ee5\u72ec\u7acb\u5f00\u53d1storm\u7a0b\u5e8f\u6765\u6ee1\u8db3\u4e1a\u52a1\u9700\u6c42<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u62e5\u6709\u7684\u5e02\u573a\u4ef7\u503c\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u719f\u7ec3\u5b66\u4e60\u548c\u638c\u63e1\u540e\uff0c\u53ef\u6ee1\u8db3\u4f01\u4e1a\u5f00\u53d1\u7684\u521d\u7ea7\u9700\u6c42\uff0c\u6839\u636e\u5e02\u573a\u53cd\u9988\u6570\u636e\u770b\uff0c\u85aa\u8d44\u666e\u904d\u5728\u00a015000-18000\u5143\/\u6708\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>2.1\u3001\u6848\u4f8b\uff1a\u6d41\u91cf\u65e5\u5fd7\u5206\u6790<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<p>\u6d41\u91cf\u65e5\u5fd7\u5206\u6790\u4e4b\u6f0f\u6597\u6a21\u578b\uff1a\u5927\u578b\u7535\u5546\u7f51\u7ad9\uff0c\u4e0a\u4ebf\u89c4\u6a21\u7684\u7528\u6237\uff0c\u5343\u4e07\u7ea7\u522b\u7684\u6d3b\u8dc3\u7528\u6237\uff0c\u5982\u4f55\u8bc4\u4f30\u4e00\u4e2a\u5546\u54c1\u4e13\u9898\u9875\u9762\u7684\u6548\u679c\u597d\u4e0d\u597d\u5462?\u6bd4\u5982\uff1a\u6d4f\u89c8\u6b21\u6570\u3001\u52a0\u5165\u8d2d\u7269\u8f66\u6b21\u6570\u3001\u4e0b\u5355\u6b21\u6570\u3001\u652f\u4ed8\u6b21\u6570\u3001\u5b8c\u6210\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143355933.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143355933.png\" alt=\"\" \/><\/a><\/p>\n<p>(\u56fe\u4e3a\u65e5\u5fd7\u5206\u6790\u6f0f\u6597\u6a21\u578b-\u6570\u636e\u90e8\u5fc5\u5907)<\/p>\n<p>\u6d41\u91cf\u65e5\u5fd7\u5206\u6790\u4e4b\u57fa\u7840\u6570\u636e\u5206\u6790\uff1a\u7535\u5546\u7f51\u4e0a\u5546\u54c1\u6570\u91cf\u5728\u5343\u4e07\u7ea7\u522b\uff0c\u5e97\u94fa\u6570\u91cf\u5728\u767e\u4e07\u7ea7\u522b\uff0c\u5982\u4f55\u5b9e\u65f6\u7684\u8ba1\u7b97\u4e00\u4e2a\u6bcf\u4e2a\u5546\u54c1\u9875\u7684\u8bbf\u95ee\u6570\u3001\u7528\u6237\u6570\u3001\u6765\u6e90\u4fe1\u606f\u7b49\u57fa\u7840\u4fe1\u606f\u5462?\u5982\u4f55\u5b9e\u65f6\u7684\u8ba1\u7b97\u6bcf\u4e2a\u5e97\u94fa\u7684\u8bbf\u95ee\u6570\u3001\u7528\u6237\u6570\u3001\u6765\u6e90\u4fe1\u606f\u7b49\u57fa\u7840\u6570\u636e\u5462?<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143445781.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143445781.png\" alt=\"\" \/><\/a><\/p>\n<p>(\u56fe\u4e3a\u9875\u9762\u6d4f\u89c8\u5206\u6790-\u6570\u636e\u90e8\u5fc5\u5907)<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>2.2\u3001\u6848\u4f8b\uff1a\u7edf\u4e00\u76d1\u63a7\u544a\u8b66\u7cfb\u7edf<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<p>\u968f\u7740\u516c\u53f8\u4e1a\u52a1\u53d1\u5c55\uff0c\u652f\u6491\u516c\u53f8\u4e1a\u52a1\u7684\u5404\u79cd\u7cfb\u7edf\u8d8a\u6765\u8d8a\u591a\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u516c\u53f8\u7684\u4e1a\u52a1\u6b63\u5e38\u53d1\u5c55\uff0c\u6025\u9700\u8981\u5bf9\u8fd9\u4e9b\u7ebf\u4e0a\u7cfb\u7edf\u7684\u8fd0\u884c\u8fdb\u884c\u76d1\u63a7\uff0c\u505a\u5230\u95ee\u9898\u7684\u53ca\u65f6\u53d1\u73b0\u548c\u5904\u7406\uff0c\u6700\u5927\u7a0b\u5ea6\u51cf\u5c11\u5bf9\u4e1a\u52a1\u7684\u5f71\u54cd\u3002\u4e0d\u540c\u4e1a\u52a1\u7684\u4f1a\u6709\u51e0\u5341\u4e0a\u767e\u53f0\u670d\u52a1\u5668\u53bb\u652f\u6491\uff0c\u5927\u578b\u4f01\u4e1a\u53ef\u80fd\u662f\u6210\u5343\u4e0a\u4e07\u53f0\u670d\u52a1\u5668\uff0c\u90a3\u4e48\u6bcf\u53f0\u670d\u52a1\u5668\u7684\u786c\u4ef6\u72b6\u6001\u3001\u4e1a\u52a1\u5e94\u7528\u72b6\u6001\u5982\u4f55\u5b9e\u65f6\u7684\u76d1\u63a7\uff0c\u505a\u5230\u53ca\u65f6\u53d1\u73b0\uff0c\u5feb\u901f\u89e3\u51b3\u95ee\u9898\u5462?<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143549577.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143549577.png\" alt=\"\" \/><\/a><\/p>\n<p>(\u56fe\u4e3a\u4f01\u4e1a\u4ea7\u751f\u65e5\u5fd7\u7684\u7cfb\u7edf\u6e05\u5355)<\/p>\n<p>&nbsp;<\/p>\n<p>\u7edf\u4e00\u76d1\u63a7\u7cfb\u7edf\u89e6\u53d1\u7684\u77ed\u4fe1\u544a\u8b66<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143646105.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143646105.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7edf\u4e00\u76d1\u63a7\u7cfb\u7edf\u89e6\u53d1\u7684\u90ae\u4ef6\u544a\u8b66<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143734458.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143734458.png\" alt=\"\" \/><\/a><\/p>\n<h3><strong>2.3\u3001\u6848\u4f8b\uff1a\u4ea4\u6613\u98ce\u63a7\u7cfb\u7edf<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<p>\u7535\u5b50\u5546\u52a1\u662f\u4ee5\u4e92\u8054\u7f51\u7edc\u4e3a\u5e73\u53f0\u7684\u8d38\u6613\u65b0\u6a21\u5f0f\uff0c\u5b83\u7684\u4e00\u4e2a\u6700\u5927\u7279\u70b9\u662f\u5f3a\u8c03\u53c2\u52a0\u4ea4\u6613\u7684\u5404\u65b9\u548c\u6240\u5408\u4f5c\u7684\u4f19\u4f34\u90fd\u8981\u901a\u8fc7Internet\u5bc6\u5207\u7ed3\u5408\u8d77\u6765\uff0c\u5171\u540c\u4ece\u4e8b\u5728\u7f51\u7edc\u73af\u5883\u4e0b\u7684\u5546\u4e1a\u7535\u5b50\u5316\u5e94\u7528\u3002\u7528\u6237\u4fe1\u606f\u5bb9\u6613\u53d7\u5230\u8ba1\u7b97\u673a\u75c5\u6bd2\u3001\u9ed1\u5ba2\u7684\u653b\u51fb\uff0c\u5546\u4e1a\u4fe1\u606f\u548c\u6570\u636e\u6613\u4e8e\u642d\u622a\u4fa6\u542c\u3001\u53e3\u4ee4\u8bd5\u63a2\u548c\u7a83\u53d6\uff0c\u4e3a\u4e86\u9632\u6b62\u7528\u6237\u4fe1\u606f\u5f02\u5e38\u7ed9\u5546\u5bb6\u548c\u7528\u6237\u5e26\u6765\u4e0d\u5fc5\u8981\u7684\u635f\u5931\uff0c\u4f01\u4e1a\u671f\u671b\u9488\u5bf9\u7528\u6237\u7684\u8ba2\u5355\u8fdb\u884c\u5206\u6790\uff0c\u5bf9\u89e6\u53d1\u89c4\u5219\u7684\u8ba2\u5355\u8fdb\u884c\u98ce\u9669\u9884\u8b66\uff0c\u5728\u5fc5\u8981\u60c5\u51b5\u4e0b\u8fdb\u884c\u62e6\u622a\u53ca\u9501\u5b9a\u8ba2\u5355\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143832155.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108143832155.png\" alt=\"\" \/><\/a><\/p>\n<p>(\u56fe\u4e3a\u8ba2\u5355\u5f02\u5e38\u62e6\u622a)<\/p>\n<h1 class=\"view_hd\"><a name=\"t2\"><\/a><a target=\"_blank\" name=\"t3\"><\/a>4.Spark\u5185\u5b58\u8ba1\u7b97\u9636\u6bb5<\/h1>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u638c\u63e1\u7684\u6838\u5fc3\u80fd\u529b\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>1.\u638c\u63e1<a class=\"replace_word\" title=\"Scala\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/scala\" target=\"_blank\">Scala<\/a>\u51fd\u6570\u5f0f\u7f16\u7a0b\u7279\u6027\uff0c\u719f\u7ec3\u4f7f\u7528Scala\u5f00\u53d1\u7a0b\u5e8f\uff0c\u53ef\u4ee5\u770b\u61c2\u5176\u4ed6\u7528Scala\u7f16\u5199\u6e90\u7801\u3002<\/p>\n<p>2.\u642d\u5efa<a class=\"replace_word\" title=\"Apache Spark\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/spark\" target=\"_blank\">Spark<\/a>\u96c6\u7fa4\u3001\u4f7f\u7528Scala\u7f16\u5199Spark\u8ba1\u7b97\u7a0b\u5e8f\uff0c\u719f\u7ec3\u638c\u63e1Spark\u539f\u7406\uff0c\u53ef\u4ee5\u9605\u8bfbSpark\u6e90\u7801\u3002<\/p>\n<p>3.\u7406\u89e3DataFrame\u548cRDD\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u719f\u7ec3\u4f7f\u7528DataFrame\u7684API\uff0c\u719f\u7ec3\u4f7f\u7528Spark SQL\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\uff0c\u901a\u8fc7Spark SQL\u5bf9\u63a5\u5404\u79cd\u6570\u636e\u6e90\uff0c\u5e76\u5c06\u5904\u7406\u540e\u7ed3\u679c\u5199\u56de\u5230\u5b58\u50a8\u4ecb\u8d28\u4e2d\u3002<\/p>\n<p>4.\u7406\u89e3Spark Streaming\u7684\u6838\u5fc3DStream\uff0c\u638c\u63e1DStream\u7684\u7f16\u7a0bAPI\u5e76\u7f16\u5199\u5b9e\u65f6\u8ba1\u7b97\u7a0b\u5e8f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u89e3\u51b3\u7684\u73b0\u5b9e\u95ee\u9898\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u719f\u7ec3\u4f7f\u7528Scala\u5feb\u901f\u5f00\u53d1Spark\u5927\u6570\u636e\u5e94\u7528\uff0c\u901a\u8fc7\u8ba1\u7b97\u5206\u6790\u5927\u91cf\u6570\u636e\uff0c\u6316\u6398\u51fa\u5176\u4e2d\u6709\u4ef7\u503c\u7684\u6570\u636e\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u51b3\u7b56\u4f9d\u636e\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u62e5\u6709\u7684\u5e02\u573a\u4ef7\u503c\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u5b66\u4e60\u5b8cspark\u5e76\u638c\u63e1\u5176\u5185\u5bb9\uff0c\u5c06\u5177\u5907\u4e2d\u7ea7\u5927\u6570\u636e\u5de5\u7a0b\u5e08\u80fd\u529b\uff0c\u85aa\u6c34\u53ef\u4ee5\u8fbe\u5230\u00a020K~25K\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2><strong>1.Scala\u51fd\u6570\u5f0f\u7f16\u7a0b<\/strong><\/h2>\n<p>&nbsp;<\/p>\n<p>\u4ecb\u7ecd\uff1aScala\u662f\u4e00\u95e8\u96c6\u9762\u5411\u5bf9\u8c61\u548c\u51fd\u6570\u5f0f\u7f16\u7a0b\u4e0e\u4e00\u8eab\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u5176\u5f3a\u5927\u7684\u8868\u8fbe\u80fd\u529b\u3001\u4f18\u96c5\u7684API\u3001\u9ad8\u6548\u7684\u6027\u80fd\u7b49\u4f18\u70b9\u53d7\u5230\u8d8a\u6765\u8d8a\u591a\u7a0b\u5e8f\u5458\u7684\u9752\u7750\u3002Spark\u5e95\u5c42\u5c31\u662f\u7528Scala\u8bed\u8a00\u7f16\u5199\uff0c\u5982\u679c\u60f3\u5f7b\u5e95\u638c\u63e1Spark\uff0c\u5c31\u5fc5\u987b\u5b66\u597dScala\u3002<\/p>\n<p>\u6848\u4f8b\uff1aScala\u7f16\u7a0b\u5b9e\u6218\uff0c\u57fa\u4e8eAkka\u6846\u67b6\uff0c\u7f16\u5199\u4e00\u4e2a\u7b80\u5355\u7684\u5206\u5e03\u5f0fRPC\u901a\u4fe1\u6846\u67b6<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108144053407.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108144053407.png\" alt=\"\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<h2><strong>2.\u4f7f\u7528Spark\u5904\u7406\u79bb\u7ebf\u6570\u636e<\/strong><\/h2>\n<p>&nbsp;<\/p>\n<p>\u4ecb\u7ecd\uff1aSpark\u662f\u57fa\u4e8e\u5185\u5b58\u8ba1\u7b97\u7684\u5927\u6570\u636e\u5e76\u884c\u8ba1\u7b97\u6846\u67b6\uff0c\u5177\u6709\u9ad8\u5bb9\u9519\u6027\u548c\u9ad8\u53ef\u4f38\u7f29\u6027\uff0c\u53ef\u4ee5\u5728\u5927\u91cf\u5ec9\u4ef7\u786c\u4ef6\u4e4b\u4e0a\u90e8\u7f72\u5927\u89c4\u6a21\u96c6\u7fa4\uff0c\u5728\u540c\u7b49\u6761\u4ef6\u4e0b\u8981\u6bd4Hadoop\u5feb10\u5230100\u500d\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108144143829.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108144143829.png\" alt=\"\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<h2><strong>3.\u4f7f\u7528Spark SQL\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e<\/strong><\/h2>\n<p>&nbsp;<\/p>\n<p>\u4ecb\u7ecd\uff1aSpark SQL\u7684\u524d\u8eab\u662fShark\uff0c\u4e13\u95e8\u7528\u6765\u5904\u7406\u7ed3\u6784\u5316\u7684\u6570\u636e\uff0c\u7c7b\u4f3cHive\uff0c\u662f\u5c06SQL\u8f6c\u6362\u6210\u4e00\u7cfb\u5217RDD\u4efb\u52a1\u63d0\u4ea4\u5230Spark\u96c6\u7fa4\u4e2d\u8fd0\u884c\uff0c\u7531\u4e8e\u662f\u5728\u5185\u5b58\u4e2d\u5b8c\u6210\u8ba1\u7b97\uff0c\u8981\u6bd4hive\u7684\u6027\u80fd\u9ad8\u5f88\u591a\uff0c\u5e76\u4e14\u7b80\u5316\u4e86\u5f00\u53d1Spark\u7a0b\u5e8f\u7684\u96be\u5ea6\u540c\u65f6\u63d0\u9ad8\u4e86\u5f00\u53d1\u6548\u7387\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108144233444.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108144233444.png\" alt=\"\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<h2><strong>4.\u4f7f\u7528Spark Streaming\u5b8c\u6210\u5b9e\u65f6\u8ba1\u7b97<\/strong><\/h2>\n<p>&nbsp;<\/p>\n<p>\u4ecb\u7ecd\uff1aSpark Streaming\u7c7b\u4f3c\u4e8eApache Storm\uff0c\u7528\u4e8e\u6d41\u5f0f\u6570\u636e\u7684\u5904\u7406\u3002\u6839\u636e\u5176\u5b98\u65b9\u6587\u6863\u4ecb\u7ecd\uff0cSpark Streaming\u6709\u9ad8\u541e\u5410\u91cf\u548c\u5bb9\u9519\u80fd\u529b\u5f3a\u7b49\u7279\u70b9\u3002Spark Streaming\u652f\u6301\u7684\u6570\u636e\u8f93\u5165\u6e90\u5f88\u591a\uff0c\u4f8b\u5982\uff1aKafka\u3001Flume\u3001Twitter\u3001ZeroMQ\u548c\u7b80\u5355\u7684TCP\u5957\u63a5\u5b57\u7b49\u7b49\u3002\u6570\u636e\u8f93\u5165\u540e\u53ef\u4ee5\u7528Spark\u7684\u9ad8\u5ea6\u62bd\u8c61\u539f\u8bed\u5982\uff1amap\u3001reduce\u3001join\u3001window\u7b49\u8fdb\u884c\u8fd0\u7b97\u3002\u800c\u7ed3\u679c\u4e5f\u80fd\u4fdd\u5b58\u5728\u5f88\u591a\u5730\u65b9\uff0c\u5982HDFS\uff0c\u6570\u636e\u5e93\u7b49\u3002\u53e6\u5916Spark Streaming\u4e5f\u80fd\u548cMLlib(<a class=\"replace_word\" title=\"\u673a\u5668\u5b66\u4e60\u77e5\u8bc6\u5e93\" href=\"http:\/\/lib.csdn.net\/base\/machinelearning\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>)\u4ee5\u53caGraphx\u5b8c\u7f8e\u878d\u5408<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108144342459.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108144342459.png\" alt=\"\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n<h2><strong>5.Spark\u7efc\u5408\u9879\u76ee\uff1a<\/strong><\/h2>\n<p>&nbsp;<\/p>\n<p>\u4ecb\u7ecd\uff1a\u8be5\u9879\u76ee\u4f7f\u7528\u4e86Spark SQL\u548cSpark Streaming\u5bf9\u6e38\u620f\u6574\u4e2a\u751f\u547d\u5468\u671f\u4ea7\u751f\u7684\u6570\u636e\u8fdb\u884c\u4e86\u5206\u6790\uff0c\u4ece\u73a9\u5bb6\u7b2c\u4e00\u6b21\u767b\u5f55\u6e38\u620f\u5230\u6bcf\u5929\u4ea7\u751f\u7684\u6e38\u620f\u65e5\u5fd7\uff0c\u901a\u8fc7\u5927\u91cf\u7684\u6570\u636e\u6765\u5206\u6790\u8be5\u6e38\u620f\u7684\u8fd0\u8425\u60c5\u51b5\u548c\u73a9\u5bb6\u7684\u5404\u79cd\u884c\u4e3a\uff1a\u5982\u6d3b\u8dc3\u7528\u6237\u3001\u7528\u6237\u7559\u5b58\u3001\u5145\u503c\u6bd4\u4f8b\u3001\u6e38\u620f\u6536\u4eba\u3001\u5916\u6302\u5206\u6790\u7b49\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u901a\u8fc7\u73a9\u5bb6\u767b\u5f55\u6e38\u620f\u4ea7\u751f\u7684\u6570\u636e\u5206\u6790\u4e00\u5929\u4e4b\u5185\u5404\u4e2a\u65f6\u95f4\u6bb5\u8fdb\u5165\u6e38\u620f\u7684\u60c5\u51b5<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108144501524.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108144501524.png\" alt=\"\" \/><\/a><\/p>\n<p>\u901a\u8fc7\u73a9\u5bb6\u767b\u9646\u6e38\u620f\u4ea7\u751f\u7684\u6570\u636e\u5206\u6790\u73a9\u5bb6\u5728\u5168\u56fd\u5730\u533a\u7684\u5206\u6b65\u60c5\u51b5\uff0c\u8c03\u6574\u5e7f\u544a\u6295\u653e\u7b56\u7565<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108144911588.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108144911588.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7528\u6237\u7559\u5b58\u6307\u6807\u53ef\u4ee5\u5206\u6790\u6e38\u620f\u5bf9\u73a9\u5bb6\u7684\u5438\u5f15\u529b\uff0c\u5206\u6790\u7528\u6237\u6d41\u5931\u539f\u56e0<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108145032474.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108145032474.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7528\u6237\u7b49\u7ea7\u4fe1\u606f\u53ef\u4ee5\u5206\u6790\u73a9\u5bb6\u7b49\u7b49\u7ea7\u5206\u5e03\u60c5\u51b5\u3001\u8c03\u6574\u88c5\u5907\u7206\u7387\u548c\u6e38\u620f\u96be\u5ea6<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108145315182.png\" rel=\"fancybox\" target=\"_blank\"><img decoding=\"async\" src=\"http:\/\/www.itcast.cn\/files\/image\/201601\/20160108145315182.png\" alt=\"\" \/><\/a><\/p>\n<p>\u901a\u8fc7\u4e0a\u9762\u6e38\u620f\u5404\u4e2a\u6570\u636e\u6307\u6807\u7684\u5206\u6790\uff0c\u53ef\u4ee5\u8ba9\u6e38\u620f\u8fd0\u7ef4\u8005\u4e86\u89e3\u6e38\u620f\u7684\u8fd0\u7ef4\u60c5\u51b5\uff0c\u4e3a\u8fd0\u7ef4\u8005\u63d0\u4f9b\u5404\u79cd\u4e2a\u6027\u5316\u7684\u8c03\u6574\u7b56\u7565\uff0c\u4ece\u800c\u4fdd\u8bc1\u6e38\u620f\u5065\u5eb7\u3001\u7a33\u5b9a\u7684\u8fd0\u8425\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8f6c\u81f3:http:\/\/blog.csdn.net\/yuexianchang\/article\/details\/52468291<\/p>\n","protected":false},"excerpt":{"rendered":"<p>1.Linux\u57fa\u7840\u548c\u5206\u5e03\u5f0f\u96c6\u7fa4\u6280\u672f \u5b66\u5b8c\u6b64\u9636\u6bb5\u53ef\u638c\u63e1\u7684\u6838\u5fc3\u80fd\u529b\uff1a &nbsp; \u719f\u7ec3\u4f7f\u7528Linux\uff0c\u719f\u7ec3\u5b89\u88c5L [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/posts\/1966"}],"collection":[{"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1966"}],"version-history":[{"count":9,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/posts\/1966\/revisions"}],"predecessor-version":[{"id":1976,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=\/wp\/v2\/posts\/1966\/revisions\/1976"}],"wp:attachment":[{"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1966"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1966"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai.zhousir.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1966"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}