Scaling Python with Ray: Adventures in Cloud and Serverless Patterns - Brossura

Karau, Holden; Lublinsky, Boris

 
9781098118808: Scaling Python with Ray: Adventures in Cloud and Serverless Patterns
Brossura
ISBN 10: 1098118804 ISBN 13: 9781098118808
Casa editrice: O'Reilly Media, 2022

Sinossi

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

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Editore
O'Reilly Media
Data di pubblicazione
2022
Lingua
Inglese
ISBN 10 
1098118804
ISBN 13 
9781098118808
Rilegatura
Copertina flessibile
Numero di pagine
249
Contatto del produttore
O'Reilly
https://oreilly.com

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Persona responsabile
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