High Performance Python: Practical Performant Programming for Humans
by: Micha Gorelick and Ian Ozsvald
Print Length 页数: 450 pages
Publisher finelybook 出版社: O′Reilly; 2nd edition (7 May 2020)
Language 语言: English
ISBN-10: 1492055026
ISBN-13: 9781492055020
Book Description
Your Python code may run correctly,but you need it to run faster. Updated for Python 3,this expanded edition shows you how to locate performance bottlenecks and significantly speed up your code in high-data-volume programs. By exploring the fundamental theory behind design choices,High Performance Python helps you gain a deeper understanding of Python’s implementation.
How do you take advantage of multicore architectures or clusters? Or build a system that scales up and down without losing reliability? Experienced Python programmers will learn concrete solutions to many issues,along with war stories from companies that use high-performance Python for social media analytics,productionized machine learning,and more.
Get a better grasp of NumPy,Cython,and profilers
Learn how Python abstracts the underlying computer architecture
Use profiling to find bottlenecks in CPU time and memory usage
Write efficient programs by: choosing appropriate data structures
Speed up matrix and vector computations
Use tools to compile Python down to machine code
Manage multiple I/O and computational operations concurrently
Convert multiprocessing code to run on local or remote clusters
Deploy code faster using tools like Docker
