How can I use memory profiler with timeit in Python?

How can I use memory profiler with timeit in Python?

You can use the memory_profiler module alongside the timeit module to measure memory usage of your code. First, install the memory profiler using pip install memory-profiler. Then, you can decorate your function with @profile and use timeit to time its execution.

Can you show me a code example?

Sure! Here's a simple example:

from memory_profiler import profile
import timeit

@profile
def my_function():
    return sum(range(10000))

execution_time = timeit.timeit(my_function, number=100)
print(f'Execution time: {execution_time}')

What does the @profile decorator do?

The @profile decorator allows the memory profiler to track memory usage of the decorated function, providing insights into memory consumption during its execution.

Can I use it for classes as well?

Yes, you can use the @profile decorator on methods within a class. Just make sure to apply it to the method you want to analyze.