I am trying to use timeit.timeit()
in order to find how much time it takes to execute a specific line of code.
The problem is that this line includes variables and I need to import them somehow, so my question is how?
In order to be more clear, the code looks something like this:
def func():
var1 = 'aaa'
var2 = 'aab'
t1 = timeit.timeit('var1==var2', 'from __main__ import ___', number = 10**4) # here I'm missing what to put after the import
If I were trying to execute this code in __main__
I would just import the variable directly with 'from __main__ import var1, var2'
Any solution for this kind of issue?
Source code: Lib/timeit.py. This module provides a simple way to time small bits of Python code. It has both a Command-Line Interface as well as a callable one. It avoids a number of common traps for measuring execution times.
The “%timeit” is a line magic command in which the code consists of a single line or should be written in the same line for measuring the execution time. In the “%timeit” command, the particular code is specified after the “%timeit” is separated by a space.
%%time is a magic command. It's a part of IPython. %%time prints the wall time for the entire cell whereas %time gives you the time for first line only. Using %%time or %time prints 2 values: CPU Times.
timeit.Timer
takes a callable as well as a string to eval
Changed in version 2.6: The stmt and setup parameters can now also take objects that are callable without arguments. This will embed calls to them in a timer function that will then be executed by timeit(). Note that the timing overhead is a little larger in this case because of the extra function calls.
(also see the source, look for elif hasattr(stmt, '__call__'):
).
Create a closure over the variables and pass it to timeit:
def func():
var1 = 'aaa'
var2 = 'aab'
t1 = timeit.timeit(lambda: var1 == var2, number = 10**4)
or equivalently:
def func():
var1 = 'aaa'
var2 = 'aab'
def closure():
return var1 == var2
t1 = timeit.timeit(closure, number = 10**4)
The accepted answer didn't work for me inside pdb
debugger and a class method. The solution that worked is to add the variables to globals()
:
globals()['var1'] = var1
globals()['var2'] = var2
timeit.timeit(lambda: var1 == var2, number = 10**4)
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