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Advanced Python Programming

You're reading from   Advanced Python Programming Build high performance, concurrent, and multi-threaded apps with Python using proven design patterns

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Product type Course
Published in Feb 2019
Publisher Packt
ISBN-13 9781838551216
Length 672 pages
Edition 1st Edition
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Authors (3):
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Quan Nguyen Quan Nguyen
Author Profile Icon Quan Nguyen
Quan Nguyen
Sakis Kasampalis Sakis Kasampalis
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Sakis Kasampalis
Dr. Gabriele Lanaro Dr. Gabriele Lanaro
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Dr. Gabriele Lanaro
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Table of Contents (41) Chapters Close

Title Page
Copyright
About Packt
Contributors
Preface
Benchmarking and Profiling Pure Python Optimizations FREE CHAPTER Fast Array Operations with NumPy and Pandas C Performance with Cython Exploring Compilers Implementing Concurrency Parallel Processing Advanced Introduction to Concurrent and Parallel Programming Amdahl's Law Working with Threads in Python Using the with Statement in Threads Concurrent Web Requests Working with Processes in Python Reduction Operators in Processes Concurrent Image Processing Introduction to Asynchronous Programming Implementing Asynchronous Programming in Python Building Communication Channels with asyncio Deadlocks Starvation Race Conditions The Global Interpreter Lock The Factory Pattern The Builder Pattern Other Creational Patterns The Adapter Pattern The Decorator Pattern The Bridge Pattern The Facade Pattern Other Structural Patterns The Chain of Responsibility Pattern The Command Pattern The Observer Pattern 1. Appendix 2. Other Books You May Enjoy Index

The concept of starvation


Starvation is a problem in concurrent systems, in which a process (or a thread) cannot gain access to the necessary resources in order to proceed with its execution and, therefore, cannot make any progress. In this section, we will look into the characteristics of a starvation situation, analyze the most common causes of starvation, and finally, consider a sample program that exemplifies starvation.

What is starvation?

It is quite common for a concurrent program to implement some sort of ordering between the different processes in its execution. For example, consider a program that has three separate processes, as follows:

  • One is responsible for handling extremely pressing instructions that need to be run as soon as the necessary resources become available
  • Another process is responsible for other important executions, which are not as essential as the tasks in the first process
  • The last one handles miscellaneous, very infrequent tasks

Furthermore, these three process...

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