p2rng – A C++ Parallel Random Number Generator Library for the Masses
I presented this webinar on October 18th, 2023, as a part of a series of weekly Compute Ontario Colloquia.
p2rng
(https://github.com/arminms/p2rng) is a modern header-only C++ library for parallel algorithmic (pseudo) random number generation supporting OpenMP
, CUDA
, ROCm
and oneAPI
. Playing fair, mostly required for debugging and unit testing, is one of the unique features of p2rng
. That means using the same seed and distribution you always get the same sequence of random numbers on all supported platforms. p2rng
provides parallel versions of STL’s std::generate()
and std::generate_n()
algorithms with the same interface.
In this seminar we first start with a quick review of preliminary concepts about algorithmic random number generators in general and parallelization techniques in particular. Then we continue with the standard way of generating random numbers with STL algorithms and how we can turn them into parallel version using p2rng
.