Spark Architecture and Design

Spark Architecture and Design

Cluster Mode Overview

Spark applications run as independent sets of processes on a cluster, coordinated by the SparkCOntext object in your main program (aka Driver Program).

Fig 1: Cluster Mode Overview

What is RDD?

Write programs in terms of transformations on distributed datasets.

Resilient Distributed Datasets
1. Collections of objects spread across a cluster, stored in RAM or on Disk
2. Built through parallel transformations
3. Automatically rebuilt on failure Operations

Operations:
1. Transformations (e.g. map, filter, groupBy)
2. Actions (e.g. count, collect, save)

References

1. Cluster Design
1. [Spark] Cluster Mode Overview
2. RDD
1. The RDD API by Example
1. Zhen Hes page at La Trobe University.  
2. Current with Spark 1.1.0
3. A helpful introduction to the RDD API.
2. [DataBricks, PDF] Spark Tutorial Summit 2013
1. Introductory level talk

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