Install LivePreview Extension
(optional) Install scalene vscode extension

0: introduction to scalene

how to read a scalene profile

how to use codecarbon

Activity 1: Optimize existing (apparently clean) code with memory leakage and fix it => 15 min

Activity 2: csv processing optimization + numpy => let each participant build a solution and then compare profiles, try to optimize => 20-30 min

=> define code objective and find csv data => let participants compete for best code

Activity 3: Diagnose a I/O bottleneck and fix it => 15 min

=> multithreading for IO => multiprocessing for CPU-intensive

Activity 4: optimize gpu utilization on a deep learning training task (preprocess batch with cpu while previous one is in gpu) => 20 min

References

https://towardsdatascience.com/multithreading-vs-multiprocessing-in-python-3afeb73e105f