Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

A data analysis program is running on a Spark cluster of 5 nodes. The data is partitioned on all 5 nodes. For each of

A data analysis program is running on a Spark cluster of 5 nodes. The data is partitioned on all 5 nodes. For each of the observations below. suggest what operations can the programmer perform to optimise the performance ? Name the operations in each case and describe in brief what they achieve [Marks: 6] 1. All 5 nodes are not always used. Some data/RDDs may use 4-way partitions. 2. Some of the operations could be faster because they repeatedly access same data. 3. Some of the data is used only once but is contributing to high memory usage

Step by Step Solution

3.40 Rating (153 Votes )

There are 3 Steps involved in it

Step: 1

Spark is designed to be highly accessible offering simple APIs in Python Java Scala and SQL and rich builtin libraries It also integrates closely with other Big Data tools In particular Spark can run ... blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Computer Architecture A Quantitative Approach

Authors: John L. Hennessy, David A. Patterson

5th edition

012383872X, 978-8178672663

More Books

Students also viewed these Accounting questions