Issue
The IPython %timeit magic command does its job well for measuring time required to run some Python code. Now, I want to use something analogous in the Python script. I know about the timeit module, however, it has several disadvantages, for example, how to select the number of runs adaptively? i.e., the default code
import timeit
t=timeit.Timer("code(f)", "from __main__ import code,f")
t.timeit()
runs the code million times. The %timeit IPyhton magic command does it automatically. I suggest that I could use something like the MATLAB code http://www.mathworks.com/matlabcentral/fileexchange/18798
that does all the job automatically (and also tells if the overhead of the function is large).
How can I call %timeit magic from a Python script (or maybe there is a better timing solution) ?
Solution
It depends on which version of IPython you have. If you have 1.x:
from IPython import get_ipython
ipython = get_ipython()
If you have an older version:
import IPython.core.ipapi
ipython = IPython.core.ipapi.get()
or
import IPython.ipapi
ipython = IPython.ipapi.get()
Once that's done, run a magic command like this:
ipython.magic("timeit abs(-42)")
Note: The script must be run via ipython
.
See Line magics
magic(...)
is deprecated since IPython 0.13, use run_line_magic(magic_name, parameter_s)
ipython.run_line_magic("timeit", "abs(-42)")
run_line_magic(magic_name: str, line, _stack_depth=1) method of ipykernel.zmqshell.ZMQInteractiveShell instance
Execute the given line magic.
Parameters
----------
magic_name : str
Name of the desired magic function, without '%' prefix.
line : str
The rest of the input line as a single string.
_stack_depth : int
If run_line_magic() is called from magic() then _stack_depth=2.
This is added to ensure backward compatibility for use of 'get_ipython().magic()'
Also see ipython.run_cell_magic
and Cell magics
run_cell_magic(magic_name, line, cell) method of ipykernel.zmqshell.ZMQInteractiveShell instance
Execute the given cell magic.
Parameters
----------
magic_name : str
Name of the desired magic function, without '%' prefix.
line : str
The rest of the first input line as a single string.
cell : str
The body of the cell as a (possibly multiline) string.
Answered By - user2261139
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