What are some effective performance profiling tools for Python?
There are several great tools for profiling Python performance, including cProfile, Py-Spy, and line_profiler. Would you like to know more about any specific tool?
Can you explain how cProfile works?
cProfile is a built-in Python module that provides a way to measure where time is being spent in your code. It collects statistics on function calls, which can help identify bottlenecks.
How do I install Py-Spy?
You can install Py-Spy using pip. Just run pip install py-spy
in your terminal. It's a great tool for profiling running Python programs without modifying the code.
What are the advantages of using line_profiler?
line_profiler allows you to see the time spent on each individual line of code, which is useful for pinpointing slow lines in your functions.
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