Spark API编程动手实战-02-以集群模式进行Spark API实战textFile、cache、count

2024-02-01 12:18

本文主要是介绍Spark API编程动手实战-02-以集群模式进行Spark API实战textFile、cache、count,希望对大家解决编程问题提供一定的参考价值,需要的开发者们随着小编来一起学习吧!

操作HDFS:先要保证HDFS启动了:


启动spark集群:


以spark-shell运行在spark集群上:



查看下之前上传到HDFS上的”LICENSE.txt“文件:


用spark读取这个文件:


使用count统计该文件的行数:


 我们可以看到count 耗时为0.239708s

对该RDD进行cache操作并执行count使得缓存生效:


执行count结果为:


此时耗时为0.21132s

再执行count操作:


此时耗时为0.029580s,这时因为我们自己基于cache后的数据进行操作的。

接着我们对上面的rdd进行wordcount操作:



通过saveAsTextFile把数据存到HDFS中:


我们通过web控制台查看下运行结果:


我们通过命令行看下part-00000和part-00001内容:

[spark@S1PA222 ~]$ hadoop fs -cat /data/resultLicenseWordCount/part-00000
15/01/22 13:51:32 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
(under,10)
(Unless,3)
(Contributions),1)
(offer,1)
(agree,1)
(BUSINESS,2)
(NON-INFRINGEMENT,,1)
(its,4)
(materials,2)
(event,1)
(intentionally,2)
(Grant,2)
(writing,1)
(include,3)
(responsibility,,1)
(have,2)
(MERCHANTABILITY,,1)
(Contribution,3)
(Massachusetts,1)
(express,2)
("Your"),1)
((i),1)
(However,,1)
(been,2)
(files;,1)
(This,1)
(stating,1)
(2-Clause,1)
(conditions.,1)
(non-exclusive,,2)
(appropriateness,1)
(marked,1)
(risks,1)
(any,28)
(IS",4)
(implementation,1)
(filed.,1)
(Sections,1)
(fee,1)
(losses),,1)
(out,1)
(contract,2)
(DISTRIBUTION,1)
(4.,1)
(file,6)
(documentation,,2)
(wherever,1)
(unless,1)
(below).,1)
(names,,1)
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(ANY,10)
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("[]",1)
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(otherwise,,3)
(distribution,,1)
(necessarily,1)
(Apache,5)
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(CONTRIBUTORS,4)
(as,15)
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(inclusion,2)
(purpose,2)
(products,1)
(ARE,2)
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(File,1)
(Definitions.,1)
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(Patent,1)
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((a),1)
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(MERCHANTABILITY,2)
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(SUBCOMPONENTS:,1)
(negligence),,1)
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(their,2)
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(,1299)
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(EXPRESS,2)
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(6.,1)
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(subsequently,1)
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(notice,,5)
[spark@S1PA222 ~]$   hadoop fs -cat /data/resultLicenseWordCount/part-00001

15/01/22 13:52:29 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
(For,6)
(reproduce,,1)
("Contributor",1)
((or,3)
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(INCIDENTAL,,2)
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(forms,,2)
(purposes,4)
(https://groups.google.com/forum/#!forum/lz4c,1)
(be,7)
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(src/main/native/src/org/apache/hadoop/io/compress/lz4/{lz4.h,lz4.c,lz4hc.h,lz4hc.c},,1)
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(-,7)
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(mechanical,1)
(Contributor,8)
[spark@S1PA222 ~]$

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