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Apache Spark 2.x for Java Developers

You're reading from   Apache Spark 2.x for Java Developers Explore big data at scale using Apache Spark 2.x Java APIs

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Product type Paperback
Published in Jul 2017
Publisher Packt
ISBN-13 9781787126497
Length 350 pages
Edition 1st Edition
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Authors (2):
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Sourav Gulati Sourav Gulati
Author Profile Icon Sourav Gulati
Sourav Gulati
Sumit Kumar Sumit Kumar
Author Profile Icon Sumit Kumar
Sumit Kumar
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Table of Contents (12) Chapters Close

Preface 1. Introduction to Spark FREE CHAPTER 2. Revisiting Java 3. Let Us Spark 4. Understanding the Spark Programming Model 5. Working with Data and Storage 6. Spark on Cluster 7. Spark Programming Model - Advanced 8. Working with Spark SQL 9. Near Real-Time Processing with Spark Streaming 10. Machine Learning Analytics with Spark MLlib 11. Learning Spark GraphX

Spark on Cluster

In the previous chapters, we have seen Spark examples using Spark shell in local mode or executing Spark programs using local master mode. As Spark is a distributed processing engine, it is designed to run on a cluster for high performance, scalability, and fault-tolerant behavior.

In this chapter, we will discuss Spark application architecture in distributed-mode. This chapter will also explain how various components of Spark in distributed mode interact. Along with that, this chapter will focus on various cluster managers that can be used to run Spark jobs in clusters. Also, we will discuss some effective performance parameters for running jobs in cluster mode. After this chapter, the reader will be able to execute Spark jobs effectively in distributed mode.

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