Hi, I'm trying to speed up some code and have found something curious that I can't quite understand from the "performance tips" section.
I understand that I shouldn't time my code on the first run because that will include compilation time and so forth.
The odd thing that I can't understand is that there seems to be a lot of overhead every time I pass an new argument to my function. So, e.g.,
# Create two instances of type test
test1 = test()
test2 = test()
# Run to get in cache - slow (as expected)
foo!(test1)
# Run again - fast (as expected)
foo!(test1)
# Run on test2 - Slow (not expected. should be fast because foo!() in cache?)
@time foo!(test2)
# Run on test2 again - fast (??)
@time foo!(test2)
I have used @code_warntype to try to get rid of type instability in my code to no avail.
I know that the main bottleneck in my code is a triple-nested loop over large arrays.
I recognize that my pseudo-example is kind of vague but thought I'd try this first in case this sort of behavior is indicative of a basic issue that I've overlooked. I can provide my full code if that would be helpful. Thanks in advance!