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YARN Essentials

You're reading from   YARN Essentials A comprehensive, hands-on guide to install, administer, and configure settings in YARN

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Product type Paperback
Published in Feb 2015
Publisher
ISBN-13 9781784391737
Length 176 pages
Edition 1st Edition
Tools
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Toc

Table of Contents (12) Chapters Close

Preface 1. Need for YARN FREE CHAPTER 2. YARN Architecture 3. YARN Installation 4. YARN and Hadoop Ecosystems 5. YARN Administration 6. Developing and Running a Simple YARN Application 7. YARN Frameworks 8. Failures in YARN 9. YARN – Alternative Solutions 10. YARN – Future and Support Index

Apache Spark


Apache Spark is a fast and general engine for large-scale data processing. It was originally developed in 2009 in UC Berkeley's AMPLab and open sourced in 2010.

The main features of Spark are as follows:

  • Speed: Spark enables applications in Hadoop clusters to run up to 100x faster in memory and 10x faster even when running on disk.

  • Ease of use: Spark lets you quickly write applications in Java, Scala, or Python. You can use it interactively to query big datasets from the Scala and Python shells.

  • Runs everywhere: Spark runs on Hadoop, Mesos, in standalone mode, or in the cloud. It can access diverse data sources, including HDFS, Cassandra, HBase, and S3. You can run Spark readily using its standalone cluster mode, on EC2, or run it on Hadoop YARN or Apache Mesos. It can read from HDFS, HBase, Cassandra, and any Hadoop data source.

  • Generality: Spark powers a stack of high-level tools, including Spark SQL, MLlib for machine learning, GraphX, and Spark Streaming. You can combine...

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