Optimizing Hadoop for MapReduce by Khaled Tannir

By Khaled Tannir

The way to configure your Hadoop cluster to run optimal
MapReduce jobs

Overview
* Optimize your MapReduce task functionality * establish your
Hadoop cluster's weaknesses * music your MapReduce configuration

In Detail

MapReduce is the distribution method that the Hadoop MapReduce
engine makes use of to distribute paintings round a cluster by means of working
parallel on smaller information units. it truly is important in a variety of
applications, together with allotted pattern-based searching
distributed sorting, net link-graph reversal, term-vector per
host, net entry log stats, inverted index building, document
clustering, laptop studying, and statistical machine
translation

This e-book introduces you to complicated MapReduce suggestions and
teaches you every thing from choosing the criteria that affect
MapReduce activity functionality to tuning the MapReduce configuration
Based on real-world adventure, this ebook can help you to fully
utilize your cluster's node assets to run MapReduce jobs
optimally

This booklet info the Hadoop MapReduce task performance
optimization procedure. via a few transparent and practical
steps, it's going to assist you to completely make the most of your cluster's node
resources

Starting with how MapReduce works and the standards that affect
MapReduce functionality, you may be given an summary of Hadoop
metrics and a number of other functionality tracking instruments. extra on, you
will discover functionality counters that assist you determine resource
bottlenecks, payment cluster overall healthiness, and dimension your Hadoop cluster
You also will find out about optimizing map and decrease initiatives by
using Combiners and compression

The e-book ends with most sensible practices and suggestions on how to
use your Hadoop cluster optimally

What you are going to research from this book
* know about the criteria that have an effect on MapReduce functionality *
Utilize the Hadoop MapReduce functionality counters to identify
resource bottlenecks * dimension your Hadoop cluster's nodes * Set the
number of mappers and reducers thoroughly * Optimize mapper and
reducer activity throughput and code measurement utilizing compression and
Combiners * comprehend some of the tuning houses and best
practices to optimize clusters
Approach

This publication is an example-based educational that bargains with optimizing
MapReduce task performance

Who this e-book is written for

If you're a Hadoop administrator, developer, MapReduce consumer, or
beginner, this ebook is the best option to be had if you want to
optimize your clusters and functions. Having past knowledge
of developing MapReduce functions isn't really beneficial, yet will
help you larger comprehend the options and snippets of MapReduce
class template code

Show description

Read Online or Download Optimizing Hadoop for MapReduce PDF

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