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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 components

Before moving any further let's first understand the common terminologies associated with Spark:

  • Driver: This is the main program that oversees the end-to-end execution of a Spark job or program. It negotiates the resources with the resource manager of the cluster for delegate and orchestrate the program into smallest possible data local parallel programming unit.
  • Executors: In any Spark job, there can be one or more executors, that is, processes that execute smaller tasks delegated by the driver. The executors process the data, preferably local to the node and store the result in memory, disk, or both.
  • Master: Apache Spark has been implemented in master-slave architecture and hence master refers to the cluster node executing the driver program.
  • Slave: In a distributed cluster mode, slave refers to the nodes on which executors are being run and hence there...
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