Cython
A Guide for Python Programmers
Samenvatting
Build software that combines Python’s expressivity with the performance and control of C (and C++). It’s possible with Cython, the compiler and hybrid programming language used by foundational packages such as NumPy, and prominent in projects including Pandas, h5py, and scikits-learn. In this practical guide, you’ll learn how to use Cython to improve Python’s performance—up to 3000x— and to wrap C and C++ libraries in Python with ease.
Author Kurt Smith takes you through Cython’s capabilities, with sample code and in-depth practice exercises. If you’re just starting with Cython, or want to go deeper, you’ll learn how this language is an essential part of any performance-oriented Python programmer’s arsenal.
- Use Cython’s static typing to speed up Python code
- Gain hands-on experience using Cython features to boost your numeric-heavy Python
- Create new types with Cython—and see how fast object-oriented programming in Python can be
- Effectively organize Cython code into separate modules and packages without sacrificing performance
- Use Cython to give Pythonic interfaces to C and C++ libraries
- Optimize code with Cython’s runtime and compile-time profiling tools
- Use Cython’s prange function to parallelize loops transparently with OpenMP
Specificaties
Inhoudsopgave
1. Cython Essentials
2. Compiling and Running Cython Code
3. Cython in Depth
4. Cython in Practice: N-Body Simulation
5. Cython and Extension Types
6. Organizing Cython Code
7. Wrapping C Libraries with Cython
8. Wrapping C++ Libraries with Cython
9. Cython Profiling Tools
10. Cython, NumPy, and Typed Memoryviews
11. Cython in Practice: Spectral Norm
12. Parallel Programming with Cython
13. Cython in Context
Index
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