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)
(verbal,,1)
(ANY,10)
(version,1)
(file.,2)
(are,10)
(no-charge,,2)
(2.,1)
(from,,1)
(reproduction,,3)
(2011-2014,,1)
(assume,1)
(licenses,1)
(DATA,,2)
(IS,2)
(recommend,1)
(prominent,1)
(revisions,,1)
("[]",1)
(FITNESS,3)
(otherwise,,3)
(distribution,,1)
(necessarily,1)
(Apache,5)
(grant,1)
(CONTRIBUTORS,4)
(as,15)
(irrevocable,2)
(inclusion,2)
(purpose,2)
(products,1)
(ARE,2)
(merely,1)
(File,1)
(Definitions.,1)
(form,10)
(IMPLIED,4)
(Warranty,1)
(Patent,1)
(incurred,1)
(8.,1)
(repository,1)
(contributors,1)
("printed,1)
(sell,,2)
(:,3)
(malfunction,,1)
(Version,2)
(origin,1)
(alongside,1)
(CRC,1)
(implied.,1)
(contract,,1)
(representatives,,1)
(warranty,1)
(offer,,1)
(org.apache.hadoop.util.bloom.*,1)
(KIND,,2)
(is,10)
(conspicuously,1)
(found,1)
(charge,1)
(make,,1)
(file,,1)
(associated,1)
(even,1)
(same,1)
((Don't,1)
(outstanding,1)
(link,1)
([name,1)
(Trademarks.,1)
(notice,2)
(endorse,1)
(shall,15)
(contact,1)
(Redistributions,4)
(using,1)
(class,1)
(name),1)
(behalf,5)
(form.,1)
(We,1)
(INTERRUPTION),2)
(responsible,1)
(annotations,,1)
(THIS,4)
(subject,1)
(acting,1)
(permitted,2)
(OUT,2)
(BASIS,,2)
(has,2)
(Accepting,1)
(defend,,1)
(University,1)
([yyyy],1)
((http://www.one-lab.org),1)
(EVENT,2)
(granting,1)
(portions,1)
(implied,,1)
(NOTICE,5)
(infringed,1)
(limitation,,1)
(names,2)
(electronic,,1)
(PURPOSE,2)
(licensable,1)
(section),1)
(conditions,14)
(EVEN,2)
(acts),1)
(law,3)
(licenses.,1)
(compression,1)
(readable,1)
(solely,1)
(configuration,1)
(information.,1)
(litigation,2)
(represent,,1)
(warranty,,1)
(shares,,1)
(supersede,1)
(governed,1)
(marks,,1)
(http://code.google.com/p/lz4/,1)
(modification,,2)
(fifty,1)
(sent,1)
(places:,1)
(means,2)
(identifying,1)
(this,22)
(Works",1)
(Louvain,1)
(prior,1)
(slicing-by-8,1)
(PROCUREMENT,2)
(changed,1)
(describing,1)
(only,4)
(contributory,1)
(normally,1)
(indirect,,2)
(WITHOUT,2)
(Works,12)
(documentation,3)
(agreement,1)
(otherwise,3)
("AS,4)
(damages,,1)
(patent,,1)
(APACHE,1)
(without,6)
("NOTICE",1)
(Limitation,1)
(SUBSTITUTE,2)
(Contribution(s),3)
(Subject,2)
(Submission,1)
(UCL,1)
(TITLE,,1)
(trademarks,,1)
((iii),1)
(2.0,1)
(Fast,1)
(exercise,1)
(accepting,2)
(example,1)
(distribution.,2)
(interfaces,1)
(conditions:,1)
(act,1)
(incorporated,2)
(provides,2)
(limited,4)
(LZ4,3)
(2008,2009,2010,1)
(can,2)
(contents,1)
(PURPOSE.,1)
(recipients,1)
("Contribution",1)
(failure,1)
(communication,3)
(commercial,1)
(works,1)
(language,1)
(permissions,3)
(WARRANTIES,4)
(media,1)
(reserved.,2)
(Works,,2)
(How,1)
(WARRANTIES,,2)
(controlled,1)
(Warranty.,1)
(2.0,,1)
((http://www.opensource.org/licenses/bsd-license.php),1)
(own,4)
(submit,1)
(SHALL,2)
(reasonable,1)
(reason,1)
(agreed,3)
(systems,1)
(patent,5)
(form,,4)
(Technology.,1)
(advised,1)
(systems,,1)
(classes:,1)
(HOWEVER,2)
(distribution,3)
(DAMAGES,2)
((c),2)
(src/main/native/src/org/apache/hadoop/util:,1)
(PROFITS;,2)
(perpetual,,2)
(applies,1)
(apply,2)
(subcomponents,2)
(modify,2)
(owner],1)
(one,1)
(modifying,1)
(counterclaim,1)
(January,1)
(discussing,1)
(CONTRACT,,2)
(with,16)
((C),1)
(infringement,,1)
(2004,1)
(lawsuit),1)
(specific,2)
(LZ,1)
(warranties,1)
(reproducing,1)
(promote,1)
(beneficial,1)
(ADVISED,2)
((a),1)
(other,9)
(date,1)
(met:,2)
(publicly,2)
(from,4)
(LIMITED,4)
(display,,1)
(MERCHANTABILITY,2)
(damages,3)
(SUBCOMPONENTS:,1)
(negligence),,1)
(remain,1)
(CONDITIONS,4)
(their,2)
(electronic,1)
(identification,1)
(determining,1)
(consistent,1)
(display,1)
(writing,,3)
(trade,1)
(third-party,2)
(,1299)
(description,1)
(REPRODUCTION,,1)
(attached,1)
(list,4)
(*,34)
(INDIRECT,,2)
(designated,1)
(Contribution.",1)
(complies,1)
(addendum,1)
(damages.,1)
(Yann,1)
(EXPRESS,2)
(License;,1)
(6.,1)
(GOODS,2)
(subsequently,1)
(included,2)
(replaced,1)
(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)
(nothing,1)
(work.,1)
(content,1)
(HOLDERS,2)
(add,2)
(through,1)
(All,2)
(perform,,1)
(result,1)
(goodwill,,1)
(herein,1)
(direct,,1)
(used,1)
(To,1)
(harmless,1)
(9.,1)
(these,1)
(control,,1)
(INCIDENTAL,,2)
(indicated,1)
(part,4)
(alone,1)
(different,1)
(forms,,2)
(purposes,4)
(https://groups.google.com/forum/#!forum/lz4c,1)
(be,7)
(/**,2)
(carry,1)
(separable,1)
(including,5)
(contained,1)
(combination,1)
(calculation,1)
(license,7)
(FOR,6)
(thereof,,2)
(ARISING,2)
(constitutes,1)
(but,5)
(types.,1)
(stated,2)
(archives.,1)
(obligations,,1)
(5.,1)
(Works;,3)
(nor,1)
("Legal,1)
(Work,20)
(whole,,2)
(Copyright,5)
(at,3)
(copyright,,1)
(Redistribution,2)
(object,1)
(copy,3)
(indemnify,,1)
(asserted,1)
(HADOOP,1)
(attach,1)
("control",1)
(support,,1)
("Object",1)
(give,1)
(THEORY,2)
(may,10)
(except,2)
("Work",1)
(sublicense,,1)
(IF,2)
(granted,2)
(project,2)
(authorized,2)
(SPECIAL,,2)
(BY,2)
(retain,2)
(or,65)
(transfer,1)
(fields,1)
(Licensor,,1)
((b),1)
((ii),1)
(2005,,1)
(of,75)
(does,1)
(transformation,1)
((INCLUDING,2)
(DIRECT,,2)
(management,1)
(modified,1)
(Licensed,1)
(percent,1)
(Header,1)
(original,2)
(Contributor,,1)
(native,1)
((INCLUDING,,2)
(PARTICULAR,3)
(limitations,1)
(THE,10)
(INCLUDING,,2)
(power,,1)
(CAUSED,2)
(de,1)
(appropriate,1)
(against,,1)
(TORT,2)
("Source",1)
(each,4)
(1.,1)
(following,10)
(Liability.,2)
(acceptance,1)
("You",1)
(sole,1)
(from),1)
(See,1)
(tracking,1)
(for,19)
(cause,2)
(alleging,1)
(obtain,1)
(reproduce,3)
(source,,1)
(control,2)
(EXEMPLARY,,2)
(TERMS,2)
(terms,8)
(syntax,1)
(SERVICES;,2)
(made,,1)
(BUT,4)
(compiled,1)
(issue,1)
("submitted",1)
(OneLab,1)
(algorithm,1)
(was,1)
(While,1)
(entity,,1)
(do,3)
(PROVIDED,2)
(no,2)
(License,10)
(entity,3)
(Contributions.,2)
(mean,10)
(individual,3)
(Institute,1)
(computer,1)
(notices,9)
(Neither,1)
(Licensor,8)
(STRICT,2)
(made,1)
(authorship,,2)
(bind,1)
((the,1)
(indemnity,,1)
(distribute,3)
(You,24)
(grants,2)
(brackets,1)
(meet,1)
(for,,1)
(service,1)
(in,31)
(trademark,,1)
(boilerplate,1)
(WAY,2)
(LOSS,2)
(distributed,3)
(LIABILITY,,4)
(submitted,2)
(public,1)
(OF,19)
(managed,1)
(derived,2)
(Source,8)
(use,,4)
(name,2)
(definition,,2)
(that,25)
(src/main/native/src/org/apache/hadoop/io/compress/lz4/{lz4.h,lz4.c,lz4hc.h,lz4hc.c},,1)
(customary,1)
(BSD,1)
(thereof,1)
(claims,2)
(CONSEQUENTIAL,2)
(translation,1)
(format.,1)
(construed,1)
(DAMAGE.,2)
(applicable,3)
(binary,4)
(regarding,1)
(European,1)
(excluding,3)
(END,1)
((d),1)
(choose,1)
(NO,2)
(BE,2)
(direct,2)
(retain,,1)
(modifications,,3)
(forum,1)
(owner,4)
(USE,2)
(informational,1)
(The,3)
(legal,1)
((50%),1)
(document.,1)
(received,1)
(such,17)
(institute,1)
(distribute,,2)
(WHETHER,2)
(page",1)
((except,1)
(loss,1)
(common,1)
(additions,1)
(BSD-style,1)
(Appendix,1)
(Use,1)
(disclaimer,2)
(resulting,1)
(ON,2)
(hereby,2)
(License.,11)
(software,3)
(whom,1)
(along,1)
(lists,,1)
(required,4)
(OR,18)
(ownership,2)
(SOFTWARE,2)
(the,122)
(includes,1)
(obligations,1)
(import,,1)
(not,11)
(either,2)
(terminate,1)
(if,4)
(stoppage,,1)
(provided,9)
(submitted.,1)
(all,3)
(permission.,1)
("License");,1)
(written,2)
(generated,2)
(consequential,1)
(Derivative,17)
(AND,11)
(rights,3)
(http://www.apache.org/licenses/,1)
(terms.,1)
(Catholique,1)
(deliberate,1)
(entity.,2)
(Work,,4)
(special,,1)
(Additional,1)
(Legal,3)
(034819,1)
(least,1)
(text,4)
(on,11)
(editorial,1)
(redistributing,2)
("License",1)
(against,1)
(permission,1)
(9,1)
(separate,2)
(and/or,3)
(LICENSE,1)
(union,1)
((and,1)
(1,1)
(including,,1)
(Entity,3)
(negligent,1)
(LIABLE,2)
(IN,6)
(use,8)
(enclosed,2)
(contains,1)
(files,1)
(Entity",1)
(Work.,1)
(owner.,1)
(preferred,1)
(modifications,3)
(brackets!),1)
(available,1)
(code,5)
(http://www.apache.org/licenses/LICENSE-2.0,1)
(more,1)
(possibility,1)
(product,1)
(liable,1)
(SUCH,2)
(direction,1)
(must,8)
(making,1)
(Disclaimer,1)
(disclaimer.,2)
(Commission,1)
(OTHERWISE),2)
(Hadoop,1)
((an,1)
(APPENDIX:,1)
("Licensor",1)
(DISCLAIMED.,2)
("Derivative,1)
(elaborations,,1)
(incidental,,1)
(prepare,1)
(A,3)
(exercising,1)
(*/,3)
(which,2)
(pertain,2)
(explicitly,1)
(tort,1)
(3.,1)
(also,1)
(conversions,1)
(liability,2)
(whether,4)
(character,1)
(should,1)
(thereof.,1)
(of,,3)
(your,4)
(royalty-free,,2)
(entities,1)
(or,,1)
(NEGLIGENCE,2)
(author,1)
("Not,1)
(source,9)
(then,2)
((including,3)
(Redistribution.,1)
(attribution,4)
(by,21)
(TO,,4)
(defined,1)
(OWNER,2)
(If,2)
(an,6)
(/*,1)
(Collet.,1)
(improving,1)
(grossly,1)
(COPYRIGHT,4)
(above,,1)
(theory,,1)
(mailing,1)
(7.,1)
(Notwithstanding,1)
(code,,2)
(cross-claim,1)
(provide,1)
((such,1)
(arising,1)
(Object,4)
(In,1)
(-,7)
(those,3)
(work,,2)
(easier,1)
(based,1)
(medium,,1)
(within,8)
(worldwide,,2)
(authorship.,1)
(files.,1)
(inability,1)
(you,2)
(POSSIBILITY,2)
(cannot,1)
(copies,1)
(a,21)
(statement,1)
(above,4)
(state,1)
(work,5)
(by,,3)
(to,41)
(appear.,1)
(Your,9)
(where,1)
(liability.,1)
(governing,1)
(NOT,4)
(License,,6)
(hold,1)
(and,51)
(copyright,15)
(USE,,3)
(compliance,1)
(SOFTWARE,,2)
(comment,1)
(additional,4)
(executed,1)
(mechanical,1)
(Contributor,8)
[spark@S1PA222 ~]$

这篇关于Spark API编程动手实战-02-以集群模式进行Spark API实战textFile、cache、count的文章就介绍到这儿,希望我们推荐的文章对编程师们有所帮助!



http://www.chinasem.cn/article/667254

相关文章

Python并行处理实战之如何使用ProcessPoolExecutor加速计算

《Python并行处理实战之如何使用ProcessPoolExecutor加速计算》Python提供了多种并行处理的方式,其中concurrent.futures模块的ProcessPoolExecu... 目录简介完整代码示例代码解释1. 导入必要的模块2. 定义处理函数3. 主函数4. 生成数字列表5.

Redis Cluster模式配置

《RedisCluster模式配置》:本文主要介绍RedisCluster模式配置,本文给大家介绍的非常详细,对大家的学习或工作具有一定的参考借鉴价值,需要的朋友参考下吧... 目录分片 一、分片的本质与核心价值二、分片实现方案对比 ‌三、分片算法详解1. ‌范围分片(顺序分片)‌2. ‌哈希分片3. ‌虚

Linux使用scp进行远程目录文件复制的详细步骤和示例

《Linux使用scp进行远程目录文件复制的详细步骤和示例》在Linux系统中,scp(安全复制协议)是一个使用SSH(安全外壳协议)进行文件和目录安全传输的命令,它允许在远程主机之间复制文件和目录,... 目录1. 什么是scp?2. 语法3. 示例示例 1: 复制本地目录到远程主机示例 2: 复制远程主

RabbitMQ工作模式中的RPC通信模式详解

《RabbitMQ工作模式中的RPC通信模式详解》在RabbitMQ中,RPC模式通过消息队列实现远程调用功能,这篇文章给大家介绍RabbitMQ工作模式之RPC通信模式,感兴趣的朋友一起看看吧... 目录RPC通信模式概述工作流程代码案例引入依赖常量类编写客户端代码编写服务端代码RPC通信模式概述在R

Java Spring 中的监听器Listener详解与实战教程

《JavaSpring中的监听器Listener详解与实战教程》Spring提供了多种监听器机制,可以用于监听应用生命周期、会话生命周期和请求处理过程中的事件,:本文主要介绍JavaSprin... 目录一、监听器的作用1.1 应用生命周期管理1.2 会话管理1.3 请求处理监控二、创建监听器2.1 Ser

windows系统上如何进行maven安装和配置方式

《windows系统上如何进行maven安装和配置方式》:本文主要介绍windows系统上如何进行maven安装和配置方式,具有很好的参考价值,希望对大家有所帮助,如有错误或未考虑完全的地方,望不... 目录1. Maven 简介2. maven的下载与安装2.1 下载 Maven2.2 Maven安装2.

C/C++的OpenCV 进行图像梯度提取的几种实现

《C/C++的OpenCV进行图像梯度提取的几种实现》本文主要介绍了C/C++的OpenCV进行图像梯度提取的实现,文中通过示例代码介绍的非常详细,对大家的学习或者工作具有一定的参考学习价值,需要的... 目录预www.chinasem.cn备知识1. 图像加载与预处理2. Sobel 算子计算 X 和 Y

Apache 高级配置实战之从连接保持到日志分析的完整指南

《Apache高级配置实战之从连接保持到日志分析的完整指南》本文带你从连接保持优化开始,一路走到访问控制和日志管理,最后用AWStats来分析网站数据,对Apache配置日志分析相关知识感兴趣的朋友... 目录Apache 高级配置实战:从连接保持到日志分析的完整指南前言 一、Apache 连接保持 - 性

MQTT SpringBoot整合实战教程

《MQTTSpringBoot整合实战教程》:本文主要介绍MQTTSpringBoot整合实战教程,本文通过实例代码给大家介绍的非常详细,对大家的学习或工作具有一定的参考借鉴价值,需要的朋友参考... 目录MQTT-SpringBoot创建简单 SpringBoot 项目导入必须依赖增加MQTT相关配置编写

Go语言中使用JWT进行身份验证的几种方式

《Go语言中使用JWT进行身份验证的几种方式》本文主要介绍了Go语言中使用JWT进行身份验证的几种方式,包括dgrijalva/jwt-go、golang-jwt/jwt、lestrrat-go/jw... 目录简介1. github.com/dgrijalva/jwt-go安装:使用示例:解释:2. gi