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Mastering Hadoop

You're reading from   Mastering Hadoop Go beyond the basics and master the next generation of Hadoop data processing platforms

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Product type Paperback
Published in Dec 2014
Publisher
ISBN-13 9781783983643
Length 374 pages
Edition 1st Edition
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Author (1):
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Sandeep Karanth Sandeep Karanth
Author Profile Icon Sandeep Karanth
Sandeep Karanth
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Table of Contents (15) Chapters Close

Preface 1. Hadoop 2.X FREE CHAPTER 2. Advanced MapReduce 3. Advanced Pig 4. Advanced Hive 5. Serialization and Hadoop I/O 6. YARN – Bringing Other Paradigms to Hadoop 7. Storm on YARN – Low Latency Processing in Hadoop 8. Hadoop on the Cloud 9. HDFS Replacements 10. HDFS Federation 11. Hadoop Security 12. Analytics Using Hadoop A. Hadoop for Microsoft Windows Index

Summary


YARN has opened up the Hadoop ecosystem to a wide range of applications. It has not only alleviated scaling bottlenecks that were present in traditional MapReduce-based Hadoop but also aided in improving infrastructure efficiency in an organization. This was made possible by:

  • Separating out application-specific logic from resource management. The ResourceManager is solely responsible for cluster resource management and is agnostic of any application.

  • Providing common and generic abstractions for resource specifications. Resources are specified in terms of cores and memory.

  • Maintaining backward compatibility with existing Hadoop APIs. Existing Hadoop programs work on YARN on recompilation, without any code changes.

  • Providing a variety of pluggable scheduling policies such as FairScheduler and CapacityScheduler. Pluggable policies make it easy for other paradigms to come onboard.

Development of newer computing paradigms on Hadoop is as simple as implementing a client and Application Master...

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