Using Threads With Numpy Can Result in Worse Performance

You can parallelize numpy operations in Python using threads. Many numpy operations are implemented using multithreaded algorithms, such as those that call the BLAS library. Additionally, most numpy functions release the GIL, allowing tasks that call numpy functions to be parallelized using the GIL. Nevertheless, parallelizing numpy programs using threads does not always result in […]