UPDATE – the v0.2 High Performance Python tutorial is now available.
I enjoyed running a 4 hour tutorial on High Performance Python at EuroPython last week (great event guys!). The class was limited to 40 people and I’d love for more people to benefit from the several weeks of work that went into it so I’ve written it up as a 49 page PDF (license: Creative Commons By Attribution).
This is v0.1, please take a look and give me feedback so I can release an improved v0.2 within a few weeks. Is anything missing? Sure! A couple of sections just have src (no write-up) and there’s a bunch of IAN_TODO markers for me to complete for the next revision. The 49 pages should have something useful for you to chew on though.
Download “High Performance Python v0.1 (pdf)” and send me your feedback! The source code for the examples is on this github page (including the Sphinx src for the pdf). Get the updated v0.2 High Performance Python tutorial now.
The EuroPython tutorial slides are on slideshare as the High Performance Python tutorial.
- Python profiling (cProfile, RunSnake, line_profiler) – find bottlenecks
- PyPy – Python’s new Just In Time compiler
- Cython – annotate your code and compile to C
- numpy integration with Cython – fast numerical Python library wrapped by Cython
- ShedSkin – automatic code annotation and conversion to C
- numpy vectors – fast vector operations using numpy arrays
- NumExpr on numpy vectors – automatic numpy compilation to multiple CPUs and vector units
- multiprocessing – built-in module to use multiple CPUs
- ParallelPython – run tasks on multiple computers
- pyCUDA – run tasks on your Graphics Processing Unit
If you haven’t been to a EuroPython – I definitely recommend them. Next year’s will also be in Florence (a lovely city with lovely people), the science/HPC tracks were very interesting to me and I hope to see more of the same next year.
Ian applies Data Science as an AI/Data Scientist for companies in ModelInsight and in his Mor Consulting, sign-up for Data Science tutorials in London. He also founded the image and text annotation API Annotate.io, lives in London and is a consumer of fine coffees.