Sign In Start Free Trial
Account

Add to playlist

Create a Playlist

Modal Close icon
You need to login to use this feature.
  • Book Overview & Buying Asynchronous Programming in Python
  • Table Of Contents Toc
  • Feedback & Rating feedback
Asynchronous Programming in Python

Asynchronous Programming in Python

By : Nicolas Bohorquez
close
close
Asynchronous Programming in Python

Asynchronous Programming in Python

By: Nicolas Bohorquez

Overview of this book

Asynchronous programming is one of the most effective but often misunderstood techniques for building fast, scalable, and responsive systems in Python. While it can significantly improve performance, efficiency, and sustainability, using async without a clear understanding of its trade-offs can lead to fragile designs and hard-to-debug issues. This book offers a structured approach to applying asynchronous programming in Python. It begins with a conceptual framework to help you distinguish between synchronous and asynchronous execution models, and shows how async relates to other concurrency strategies such as multithreading and multiprocessing. From there, you will explore the core tools available for building async applications in Python. You will also learn how to measure the impact of async programming in practical scenarios, profile and debug asynchronous code, and evaluate performance improvements using real-world metrics. The final chapters focus on applying async techniques to common cloud-based systems, such as web frameworks, database interactions, and data-pipelines tools. Designed for developers looking to apply async programming with confidence, this book blends real-world examples with core concepts to help you write efficient, maintainable Python code.
Table of Contents (14 chapters)
close
close
12
Other Books You May Enjoy
13
Index

Synchronous and Asynchronous Programming Paradigms

An algorithm is defined broadly in the Merrian-Webster Dictionary as a ‘step-by-step procedure for solving a problem or accomplishing some end’. Step-by-step is commonly understood to imply that the steps are executed sequentially, that is to say, step 0 at time instant 0 and step 1 at time instant 1, etc.

Asynchronous programming is very difficult to grasp because it introduces the idea that there could be more than one line of execution running at the same time, which means you might have situations in which step n and step n+1 of your algorithm are executed at the very same instant t. The following image presents an approximation of both synchronous and asynchronous models. Note the performance gain obtained by implementing an asynchronous solution:

Figure 1.1: An oversimplified timeline comparison between synchronous and asynchronous solutions

The consequences of this are huge: with the right design, algorithms can be executed in dramatically less time, freeing up resources and mental energy for programmers and companies alike.

Asynchronous programming poses a number of challenges that must be understood if we are to unlock the full potential of these new algorithms. (How do you split the tasks you want to execute in parallel? What happens if one task ends before another? Who coordinates the tasks? Etc.) That’s why we start this book with a discussion of the core concepts that a developer must understand to get started:

  • Synchronous and asynchronous programming
  • Operating system process and threads
  • Green threads, coroutines and fibers
  • Callbacks, promises and futures
  • Challenges of asynchronous programming
Visually different images
CONTINUE READING
83
Tech Concepts
36
Programming languages
73
Tech Tools
Icon Unlimited access to the largest independent learning library in tech of over 8,000 expert-authored tech books and videos.
Icon Innovative learning tools, including AI book assistants, code context explainers, and text-to-speech.
Icon 50+ new titles added per month and exclusive early access to books as they are being written.
Asynchronous Programming in Python
notes
bookmark Notes and Bookmarks search Search in title playlist Add to playlist download Download options font-size Font size

Change the font size

margin-width Margin width

Change margin width

day-mode Day/Sepia/Night Modes

Change background colour

Close icon Search
Country selected

Close icon Your notes and bookmarks

Confirmation

Modal Close icon
claim successful

Buy this book with your credits?

Modal Close icon
Are you sure you want to buy this book with one of your credits?
Close
YES, BUY

Submit Your Feedback

Modal Close icon
Modal Close icon
Modal Close icon