Skip to main content

A tool for mocking mpi4py for testing

Project description

Overview

Message Passing Interface (MPI) is an approach to parallelism based on explicit communication between processes. Python bindings to it are available via mpi4py.

Testing code that uses MPI can be awkward. This package provides a pure-python mock MPI communicator that can be used to do so, without requiring actual MPI. It uses multiprocessing to start processes and makes a mocked Communicator (comm) object that takes the place of mpi4py.MPI.COMM_WORLD.

Installation

The code is pure python; you can install it with:

    pip install mockmpi

Usage

Define a function that holds the code that should work in an MPI session:

    def function_to_test(comm):
        ...

If this were a real MPI session, it should work as:

    import mpi4py
    comm = MPI.COMM_WORLD
    function_to_test(comm)

which you would run with mpiexec -n nproc ...

To test the code without MPI, import mock_mpiexec from this package and run:

    mock_mpiexec(nproc, function_to_test)

Extra Arguments

You can also supply additional named or positional arguments to mock_mpiexec and they will be passed to function_to_test:

    mock_mpiexec(nproc, function_to_test, 1, 2, 3, a='b')

mimics:

    import mpi4py
    comm = MPI.COMM_WORLD
    function_to_test(comm, 1, 2, 3, a='b')

This works if the arguments can be pickled (true for most basic python and numpy types).

Caveats

  1. This runs on python 3.5+
  2. Absolutely no attention was paid to making this efficient. This code is designed to be used for unit testing, not production.
  3. Only the IntraComm object is currently mocked, not the many other features like operators, futures, topologies, windows, spawning ...
  4. Many methods are currently missing. Only those below are currently implemented. Others will raise NotImplementedError
  • Get_rank
  • Get_size
  • Barrier
  • send - unlike real MPI this is non-blocking
  • Send - also non-blocking
  • recv
  • Recv
  • barrier
  • bcast
  • Bcast
  • scatter
  • reduce (only with the default sum operation)
  • Reduce (only with the default sum operation)
  • allreduce
  • Allreduce
  • alltoall
  • gather

Contributions and License

We would greatly welcome contributions, especially to fill in missing features.

The code and any contributions are released under a BSD 2-clause license (see the LICENSE file).

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

mockmpi-0.8.3.tar.gz (8.2 kB view details)

Uploaded Source

File details

Details for the file mockmpi-0.8.3.tar.gz.

File metadata

  • Download URL: mockmpi-0.8.3.tar.gz
  • Upload date:
  • Size: 8.2 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for mockmpi-0.8.3.tar.gz
Algorithm Hash digest
SHA256 859711ade022ec1d3c1e6b11d6d32648b57f1133887b2ba990245ace1e53611c
MD5 5daa74a2172fb8b8adbe61a3565474d4
BLAKE2b-256 f75ada43264899d0df74b66ee4fe168a449a37e626913b91e597b7c456df4894

See more details on using hashes here.

Provenance

The following attestation bundles were made for mockmpi-0.8.3.tar.gz:

Publisher: publish.yml on rmjarvis/MockMPI

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page