If you're interested in profiling, you should check out scalene. It's leaps ahead of every other profiling tool I've used in python and honestly might be the be

If you're interested in profiling, you should check out scalene. It's leaps ahead of every other profiling tool I've used in python and honestly might be the best profiler I've used in any language. It will give you per line results for mem, cpu, and gpu, tell you c time vs python time (numpy calls, etc), and it's faster than most other python profilers. https://github.com/plasma-umass/scalene https://github.com/plasma-umass/scalene