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Julia 1.0 Programming Cookbook

You're reading from   Julia 1.0 Programming Cookbook Over 100 numerical and distributed computing recipes for your daily data science work?ow

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Product type Paperback
Published in Nov 2018
Publisher Packt
ISBN-13 9781788998369
Length 460 pages
Edition 1st Edition
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Authors (2):
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Przemysław Szufel Przemysław Szufel
Author Profile Icon Przemysław Szufel
Przemysław Szufel
Bogumił Kamiński Bogumił Kamiński
Author Profile Icon Bogumił Kamiński
Bogumił Kamiński
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Table of Contents (12) Chapters Close

Preface 1. Installing and Setting Up Julia 2. Data Structures and Algorithms FREE CHAPTER 3. Data Engineering in Julia 4. Numerical Computing with Julia 5. Variables, Types, and Functions 6. Metaprogramming and Advanced Typing 7. Handling Analytical Data 8. Julia Workflow 9. Data Science 10. Distributed Computing 11. Other Books You May Enjoy

Distributed computing with Julia

Julia provides built-in language functionality to run a program across many processes that can run locally, across a distributed network, or in a computational cluster. In the Multiprocessing with Julia and Sending parameters to remote Julia processes recipes, we saw how can you run data and exchange data between Julia processes.

A typical scenario for distributed computing is running a parameter sweep over a significantly large set of computations. In this recipe, we will show how to create a distributed cluster that performs a parameter sweep over a numerical simulation model.

We explain how to use the --machine-file Julia options to run Julia workers across many nodes. However, the computational example can also be run on a single machine using the multiprocessing mode (for example, in Julia launched with the julia -p 4 command).

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