unidist is a framework that is intended to provide the unified API for distributed execution by supporting various performant execution backends. At the moment the following backends are supported under the hood: Ray, MPI, Dask, Python Multiprocessing (pymp), as well as a Python Sequential (pyseq) backend for debugging.