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Julia High Performance

You're reading from   Julia High Performance Optimizations, distributed computing, multithreading, and GPU programming with Julia 1.0 and beyond

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Product type Paperback
Published in Jun 2019
Publisher Packt
ISBN-13 9781788298117
Length 218 pages
Edition 2nd Edition
Languages
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Author (1):
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Avik Sengupta Avik Sengupta
Author Profile Icon Avik Sengupta
Avik Sengupta
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Toc

Table of Contents (13) Chapters Close

Preface 1. Julia is Fast FREE CHAPTER 2. Analyzing Performance 3. Types, Type Inference, and Stability 4. Making Fast Function Calls 5. Fast Numbers 6. Using Arrays 7. Accelerating Code with the GPU 8. Concurrent Programming with Tasks 9. Threads 10. Distributed Computing with Julia 11. Licences
12. Other Books You May Enjoy

Distributed Computing with Julia

Throughout this book, we have seen ways of making our code run faster and more efficiently. We have seen how, by using tasks and threads, we are able to take advantage of asynchronous I/O and multiple processor cores to speed up our code. However, that is all within one machine. In this chapter, we will discuss a number of the facilities available in Julia for distributed computing—running Julia on large clusters of machines. The same facilities can also be used on a single computer for a simpler way to utilize multiple CPU cores without having to worry about synchronization requirements of accessing shared memory. In many ways, parallelism by multiprocessing is simpler than shared memory multithreading. 

Topics covered in this chapter include the following:

  • Creating a cluster of Julia processes
  • Programming parallel tasks
  • Shared memory...
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