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Mastering Hadoop 3

You're reading from  Mastering Hadoop 3

Product type Book
Published in Feb 2019
Publisher Packt
ISBN-13 9781788620444
Pages 544 pages
Edition 1st Edition
Languages
Authors (2):
Chanchal Singh Chanchal Singh
Profile icon Chanchal Singh
Manish Kumar Manish Kumar
Profile icon Manish Kumar
View More author details

Table of Contents (23) Chapters

Title Page
Dedication
About Packt
Foreword
Contributors
Preface
Journey to Hadoop 3 Deep Dive into the Hadoop Distributed File System YARN Resource Management in Hadoop Internals of MapReduce SQL on Hadoop Real-Time Processing Engines Widely Used Hadoop Ecosystem Components Designing Applications in Hadoop Real-Time Stream Processing in Hadoop Machine Learning in Hadoop Hadoop in the Cloud Hadoop Cluster Profiling Who Can Do What in Hadoop Network and Data Security Monitoring Hadoop Other Books You May Enjoy Index

HDFS


HDFS plays a major role in the performance of batch or micro jobs, using HDFS to read and write the data. If there is any bottleneck on the application during writing or reading the file from HDFS, then it will lead to overall performance issues.

 

DFSIO

DFSIO are the tests that are used to measure read and write performance of MapReduce jobs. They are file-based operations that read and write tasks in parallel. The reduce tasks collect all performance parameters and statistics. You can always pass different parameters to test the throughput, the total number of bytes processed, average I/O, and much more. The important key is that you match these outputs with the number of cores, disks, and memory in your Hadoop cluster. Understand your current cluster limitations, try to mitigate those limitations to the extent possible, and then modify your jobs scheduling or coordination to get the maximum out of your cluster resources. The following is the command to run DFSIO:

hadoop jar <HADOOP_CLIENT_INSTALLATION_PATH...
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