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Mastering Concurrency in Python

You're reading from   Mastering Concurrency in Python Create faster programs using concurrency, asynchronous, multithreading, and parallel programming

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Product type Paperback
Published in Nov 2018
Publisher Packt
ISBN-13 9781789343052
Length 446 pages
Edition 1st Edition
Languages
Concepts
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Author (1):
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Quan Nguyen Quan Nguyen
Author Profile Icon Quan Nguyen
Quan Nguyen
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Table of Contents (22) Chapters Close

Preface 1. Advanced Introduction to Concurrent and Parallel Programming FREE CHAPTER 2. Amdahl's Law 3. Working with Threads in Python 4. Using the with Statement in Threads 5. Concurrent Web Requests 6. Working with Processes in Python 7. Reduction Operators in Processes 8. Concurrent Image Processing 9. Introduction to Asynchronous Programming 10. Implementing Asynchronous Programming in Python 11. Building Communication Channels with asyncio 12. Deadlocks 13. Starvation 14. Race Conditions 15. The Global Interpreter Lock 16. Designing Lock-Based and Mutex-Free Concurrent Data Structures 17. Memory Models and Operations on Atomic Types 18. Building a Server from Scratch 19. Testing, Debugging, and Scheduling Concurrent Applications 20. Assessments 21. Other Books You May Enjoy

The concept of race conditions

A race condition is typically defined as a phenomenon during which the output of a system is indeterminate and dependent on the scheduling algorithm and the order in which tasks are scheduled and executed. When the data becomes mishandled and corrupted during this process, a race condition becomes a bug in the system. Given the nature of this problem, it is quite common for a race condition to occur in concurrent systems, which emphasize scheduling and coordinating independent tasks.

A race condition can occur in both an electronic hardware system and a software application; in this chapter, we will only be discussing race conditions in the context of software development—specifically, concurrent software applications. This section will cover the theoretical foundations of race conditions and their root causes and the concept of critical sections...

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