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Learning Hadoop 2

You're reading from   Learning Hadoop 2 Design and implement data processing, lifecycle management, and analytic workflows with the cutting-edge toolbox of Hadoop 2

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Product type Paperback
Published in Feb 2015
Publisher Packt
ISBN-13 9781783285518
Length 382 pages
Edition 1st Edition
Tools
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Toc

Table of Contents (13) Chapters Close

Preface 1. Introduction FREE CHAPTER 2. Storage 3. Processing – MapReduce and Beyond 4. Real-time Computation with Samza 5. Iterative Computation with Spark 6. Data Analysis with Apache Pig 7. Hadoop and SQL 8. Data Lifecycle Management 9. Making Development Easier 10. Running a Hadoop Cluster 11. Where to Go Next Index

Apache Crunch


Apache Crunch (http://crunch.apache.org) is a Java and Scala library to create pipelines of MapReduce jobs. It is based on Google's FlumeJava (http://dl.acm.org/citation.cfm?id=1806638) paper and library. The project goal is to make the task of writing MapReduce jobs as straightforward as possible for anybody familiar with the Java programming language by exposing a number of patterns that implement operations such as aggregating, joining, filtering, and sorting records.

Similar to tools such as Pig, Crunch pipelines are created by composing immutable, distributed data structures and running all processing operations on such structures; they are expressed and implemented as user-defined functions. Pipelines are compiled into a DAG of MapReduce jobs, whose execution is managed by the library's planner. Crunch allows us to write iterative code and abstracts away the complexity of thinking in terms of map and reduce operations, while at the same time avoiding the need of an ad...

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