Profile Runtime Speed of Code
Using timeit to measure execution.
import timeit
def some_function():
return sum((i for i in range(1, 2**24)))
run_time = timeit.timeit("some_function()",
setup="from __main__ import some_function",
number=10)
print(run_time)
# OUT:
# 6.82225431400002
In jupyter, use the magic to measure runtime of cell
%%time # for time of single run
%%timeit # for time of iterative runs
some_function()
Use cProfiler with snakeviz to get a nice Chart in Jupyter Lab:
# install
pip install snakeviz
# Add at beginning of Notebook
%load_ext snakeviz
# Add to beginng of cell to measure:
%%snakeviz