python

Struggling with Python's GIL and Multithreading for I/O-bound tasks – Am I missing something fundamental?

I'm trying to optimize an I/O-bound Python script that makes numerous external API calls concurrently. Despite using `concurrent.futures.ThreadPoolExecutor`, I'm not seeing the per...

Why is my Python script's memory usage skyrocketing with large dataframes?

I'm processing several large Pandas DataFrames (each 1GB+) in a Python script, performing various transformations and aggregations. Despite deleting intermediate DataFrames with `d...