Scaling Python with Ray: Adventures in Cloud and Serverless Patterns


Scaling Python with Ray: Adventures in Cloud and Serverless Patterns 1st Edition
by Holden Karau,Boris Lublinsky(Author)
Publisher Finelybook 出版社: O'Reilly Media; 1st edition (January 3, 2023)
Language 语言: English
pages 页数: 266 pages
ISBN-10 书号: 1098118804
ISBN-13 书号: 9781098118808


Book Description
Serverless computing enables developers to concentrate solely on their applications rather than worry about where they've been deployed. With the Ray general-purpose serverless implementation in Python, programmers and data scientists can hide servers, implement stateful applications, support direct communication between tasks, and access hardware accelerators.
In this book, experienced software architecture practitioners Holden Karau and Boris Lublinsky show you how to scale existing Python applications and pipelines, allowing you to stay in the Python ecosystem while reducing single points of failure and manual scheduling. Scaling Python with Ray is ideal for software architects and developers eager to explore successful case studies and learn more about decision and measurement effectiveness.
If your data processing or server application has grown beyond what a single computer can handle, this book is for you. You'll explore distributed processing (the pure Python implementation of serverless) and learn how to:
Implement stateful applications with Ray actors
Build workflow management in Ray
Use Ray as a unified system for batch and stream processing
Apply advanced data processing with Ray
Build microservices with Ray
Implement reliable Ray applications

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