Python Language Profiling Using cProfile (Preferred Profiler)


Example

Python includes a profiler called cProfile. This is generally preferred over using timeit.

It breaks down your entire script and for each method in your script it tells you:

  • ncalls: The number of times a method was called
  • tottime: Total time spent in the given function (excluding time made in calls to sub-functions)
  • percall: Time spent per call. Or the quotient of tottime divided by ncalls
  • cumtime: The cumulative time spent in this and all subfunctions (from invocation till exit). This figure is accurate even for recursive functions.
  • percall: is the quotient of cumtime divided by primitive calls
  • filename:lineno(function): provides the respective data of each function

The cProfiler can be easily called on Command Line using:

$ python -m cProfile main.py 

To sort the returned list of profiled methods by the time taken in the method:

$ python -m cProfile -s time main.py