Book Image

Fast Data Processing Systems with SMACK Stack

By : Raúl Estrada
Book Image

Fast Data Processing Systems with SMACK Stack

By: Raúl Estrada

Overview of this book

SMACK is an open source full stack for big data architecture. It is a combination of Spark, Mesos, Akka, Cassandra, and Kafka. This stack is the newest technique developers have begun to use to tackle critical real-time analytics for big data. This highly practical guide will teach you how to integrate these technologies to create a highly efficient data analysis system for fast data processing. We’ll start off with an introduction to SMACK and show you when to use it. First you’ll get to grips with functional thinking and problem solving using Scala. Next you’ll come to understand the Akka architecture. Then you’ll get to know how to improve the data structure architecture and optimize resources using Apache Spark. Moving forward, you’ll learn how to perform linear scalability in databases with Apache Cassandra. You’ll grasp the high throughput distributed messaging systems using Apache Kafka. We’ll show you how to build a cheap but effective cluster infrastructure with Apache Mesos. Finally, you will deep dive into the different aspect of SMACK using a few case studies. By the end of the book, you will be able to integrate all the components of the SMACK stack and use them together to achieve highly effective and fast data processing.
Table of Contents (15 chapters)
Fast Data Processing Systems with SMACK Stack
Credits
About the Author
About the Reviewers
www.PacktPub.com
Preface

The model - Akka


The objective of this section is to think about our systems in the Actor Model.

The Actor Model is a mathematical model. As Obi Wan would say, it's "An elegant weapon for a more civilized age." The Actor Model was developed by Carl Hewitt, Peter Bishop, and Richard Steiger in 1973 at the Massachusetts Institute of Technology, in a paper entitled, A Universal Modular Actor Formalism for Artificial Intelligence.

It was a more civilized age, because computer science was developed by mathematicians and all the programming was made with their bare hands. Well, if the Actor Model has been around for more than 40 years, at what point did we turn to the dark side? The answer is neither short nor simple to explain.

The quick and dirty answer is: because they developed a very advanced model for the technology of those days. The problem is that we had to develop a lot of technology in software and hardware to reap benefits from the Actor Model. Modern compilers, modern processors, and...