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You're reading from  Fast Data Processing Systems with SMACK Stack

Product typeBook
Published inDec 2016
Reading LevelIntermediate
PublisherPackt
ISBN-139781786467201
Edition1st Edition
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Raúl Estrada
Raúl Estrada
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Raúl Estrada

Raúl Estrada has been a programmer since 1996 and a Java developer since 2001. He loves all topics related to computer science. With more than 15 years of experience in high-availability and enterprise software, he has been designing and implementing architectures since 2003. His specialization is in systems integration, and he mainly participates in projects related to the financial sector. He has been an enterprise architect for BEA Systems and Oracle Inc., but he also enjoys web, mobile, and game programming. Raúl is a supporter of free software and enjoys experimenting with new technologies, frameworks, languages, and methods. Raúl is the author of other Packt Publishing titles, such as Fast Data Processing Systems with SMACK and Apache Kafka Cookbook.
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Resource allocation


Mesos has a resource allocation module that contains the policy Mesos master uses to determine the quantity of resource offers made to each framework. As developers, we can customize the module to implement our own allocation policy, for example, we can manipulate the priority and weight of resources, to meet the business requirements. We can also develop custom allocation modules.

One objective of the resource allocation module is to ensure fair resource distribution among the frameworks. The efficiency of a cluster manager lies in the choice of the correct sharing policy algorithm.

For example, Hadoop is governed by the max-min fairness allocation algorithm, in which resource requirements are distributed equitably among competitors. The effectiveness of this algorithm is proven in homogeneous environments. Unfortunately, fast data requires heterogeneous environments.

The distribution of resources between frameworks with heterogeneous demands for resources brings an interesting...

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Fast Data Processing Systems with SMACK Stack
Published in: Dec 2016Publisher: PacktISBN-13: 9781786467201

Author (1)

author image
Raúl Estrada

Raúl Estrada has been a programmer since 1996 and a Java developer since 2001. He loves all topics related to computer science. With more than 15 years of experience in high-availability and enterprise software, he has been designing and implementing architectures since 2003. His specialization is in systems integration, and he mainly participates in projects related to the financial sector. He has been an enterprise architect for BEA Systems and Oracle Inc., but he also enjoys web, mobile, and game programming. Raúl is a supporter of free software and enjoys experimenting with new technologies, frameworks, languages, and methods. Raúl is the author of other Packt Publishing titles, such as Fast Data Processing Systems with SMACK and Apache Kafka Cookbook.
Read more about Raúl Estrada