Valentin Nieper
Valentin is a software and machine learning engineer at scalable minds. He works on implementing the newest models for biological image analysis and makes sure the data analysis pipeline scales on the cluster.
Session
07-11
10:30
45min
Profile, Optimize, Repeat: One Core Is All You Need™
Jonathan Striebel, Valentin Nieper
Your data analysis pipeline works. Nice!
Could it be faster? Probably.
Do you need to parallelize? Not yet.
Discover optimization steps that boost the performance of your data analysis pipeline on a single core, reducing time & costs.
This walkthrough shows tools to identify bottlenecks via profiling, and strategies to mitigate those, demonstrating them in an example. To improve our memory and runtime performance we will use numpy, numba jit-ing and pybind11 extensions.
PyData: Data Engineering
Terrace 2A