Book Image

Advanced Python Programming - Second Edition

By : Quan Nguyen
Book Image

Advanced Python Programming - Second Edition

By: Quan Nguyen

Overview of this book

Python's powerful capabilities for implementing robust and efficient programs make it one of the most sought-after programming languages. In this book, you'll explore the tools that allow you to improve performance and take your Python programs to the next level. This book starts by examining the built-in as well as external libraries that streamline tasks in the development cycle, such as benchmarking, profiling, and optimizing. You'll then get to grips with using specialized tools such as dedicated libraries and compilers to increase your performance at number-crunching tasks, including training machine learning models. The book covers concurrency, a major solution to making programs more efficient and scalable, and various concurrent programming techniques such as multithreading, multiprocessing, and asynchronous programming. You'll also understand the common problems that cause undesirable behavior in concurrent programs. Finally, you'll work with a wide range of design patterns, including creational, structural, and behavioral patterns that enable you to tackle complex design and architecture challenges, making your programs more robust and maintainable. By the end of the book, you'll be exposed to a wide range of advanced functionalities in Python and be equipped with the practical knowledge needed to apply them to your use cases.
Table of Contents (32 chapters)
1
Section 1: Python-Native and Specialized Optimization
8
Section 2: Concurrency and Parallelism
18
Section 3: Design Patterns in Python

Chapter 13

  1. Starvation is a problem in concurrent systems in which a process (or thread) cannot gain access to the necessary resources to proceed with its execution, which means it cannot make any progress.
  2. Most of the time, a poorly coordinated set of scheduling instructions is the main cause of starvation. Some high-level causes for starvation may include the following:
    1. Processes (or threads) with high priorities dominate the execution flow in the CPU, so low-priority processes (or threads) are not allowed to execute their instructions.
    2. Processes (or threads) with high priorities dominate the usage of non-shareable resources, so low-priority processes (or threads) are not allowed to execute their instructions. This situation is similar to the first one but addresses the priority of accessing resources, instead of the priority of execution itself.
    3. Processes (or threads) with low priorities are waiting for resources to execute their instructions, but as soon as the resources become...