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

SQL Server跟踪自动统计信息更新实战指南

《SQLServer跟踪自动统计信息更新实战指南》本文详解SQLServer自动统计信息更新的跟踪方法,推荐使用扩展事件实时捕获更新操作及详细信息,同时结合系统视图快速检查统计信息状态,重点强调修... 目录SQL Server 如何跟踪自动统计信息更新:深入解析与实战指南 核心跟踪方法1️⃣ 利用系统目录

Python进行JSON和Excel文件转换处理指南

《Python进行JSON和Excel文件转换处理指南》在数据交换与系统集成中,JSON与Excel是两种极为常见的数据格式,本文将介绍如何使用Python实现将JSON转换为格式化的Excel文件,... 目录将 jsON 导入为格式化 Excel将 Excel 导出为结构化 JSON处理嵌套 JSON:

java中pdf模版填充表单踩坑实战记录(itextPdf、openPdf、pdfbox)

《java中pdf模版填充表单踩坑实战记录(itextPdf、openPdf、pdfbox)》:本文主要介绍java中pdf模版填充表单踩坑的相关资料,OpenPDF、iText、PDFBox是三... 目录准备Pdf模版方法1:itextpdf7填充表单(1)加入依赖(2)代码(3)遇到的问题方法2:pd

SpringBoot监控API请求耗时的6中解决解决方案

《SpringBoot监控API请求耗时的6中解决解决方案》本文介绍SpringBoot中记录API请求耗时的6种方案,包括手动埋点、AOP切面、拦截器、Filter、事件监听、Micrometer+... 目录1. 简介2.实战案例2.1 手动记录2.2 自定义AOP记录2.3 拦截器技术2.4 使用Fi

PyTorch中的词嵌入层(nn.Embedding)详解与实战应用示例

《PyTorch中的词嵌入层(nn.Embedding)详解与实战应用示例》词嵌入解决NLP维度灾难,捕捉语义关系,PyTorch的nn.Embedding模块提供灵活实现,支持参数配置、预训练及变长... 目录一、词嵌入(Word Embedding)简介为什么需要词嵌入?二、PyTorch中的nn.Em

在IntelliJ IDEA中高效运行与调试Spring Boot项目的实战步骤

《在IntelliJIDEA中高效运行与调试SpringBoot项目的实战步骤》本章详解SpringBoot项目导入IntelliJIDEA的流程,教授运行与调试技巧,包括断点设置与变量查看,奠定... 目录引言:为良驹配上好鞍一、为何选择IntelliJ IDEA?二、实战:导入并运行你的第一个项目步骤1

Spring Boot3.0新特性全面解析与应用实战

《SpringBoot3.0新特性全面解析与应用实战》SpringBoot3.0作为Spring生态系统的一个重要里程碑,带来了众多令人兴奋的新特性和改进,本文将深入解析SpringBoot3.0的... 目录核心变化概览Java版本要求提升迁移至Jakarta EE重要新特性详解1. Native Ima

Spring Boot 与微服务入门实战详细总结

《SpringBoot与微服务入门实战详细总结》本文讲解SpringBoot框架的核心特性如快速构建、自动配置、零XML与微服务架构的定义、演进及优缺点,涵盖开发环境准备和HelloWorld实战... 目录一、Spring Boot 核心概述二、微服务架构详解1. 微服务的定义与演进2. 微服务的优缺点三

SpringBoot集成MyBatis实现SQL拦截器的实战指南

《SpringBoot集成MyBatis实现SQL拦截器的实战指南》这篇文章主要为大家详细介绍了SpringBoot集成MyBatis实现SQL拦截器的相关知识,文中的示例代码讲解详细,有需要的小伙伴... 目录一、为什么需要SQL拦截器?二、MyBATis拦截器基础2.1 核心接口:Interceptor

一文解密Python进行监控进程的黑科技

《一文解密Python进行监控进程的黑科技》在计算机系统管理和应用性能优化中,监控进程的CPU、内存和IO使用率是非常重要的任务,下面我们就来讲讲如何Python写一个简单使用的监控进程的工具吧... 目录准备工作监控CPU使用率监控内存使用率监控IO使用率小工具代码整合在计算机系统管理和应用性能优化中,监