Skip to main content

Bindings and Python interface for the MUMPS sparse solver

Project description

Python-MUMPS

Python bindings for the MUMPS: a parallel sparse direct solver.

Scope

This package targets MUMPS packaged by conda-forge using Cython bindings. It aims to provide a full wrapper of the MUMPS sequential API. Its primary target OS is Linux.

Next steps include:

  • Support for Windows and OSX
  • Support for distributed (MPI) MUMPS

Installation

python-mumps works with Python 3.10 and higher on Linux, Windows and Mac.

The recommended way to install python-mumps is using mamba/conda.

mamba install -c conda-forge python-mumps

python-mumps can also be installed from PyPI, however this is a more involved procedure that requires separately installing the MUMPS library and a C compiler.

Usage example

The following example shows how Python-MUMPS can be used to implement sparse diagonalization with Scipy.

import scipy.sparse.linalg as sla
from scipy.sparse import identity
import mumps


def sparse_diag(matrix, k, sigma, **kwargs):
    """Call sla.eigsh with mumps support.

    See scipy.sparse.linalg.eigsh for documentation.
    """
    class LuInv(sla.LinearOperator):
        def __init__(self, A):
            inst = mumps.Context()
            inst.analyze(A, ordering='pord')
            inst.factor(A)
            self.solve = inst.solve
            sla.LinearOperator.__init__(self, A.dtype, A.shape)

        def _matvec(self, x):
            return self.solve(x.astype(self.dtype))

    opinv = LuInv(matrix - sigma * identity(matrix.shape[0]))
    return sla.eigsh(matrix, k, sigma=sigma, OPinv=opinv, **kwargs)

Development

python-mumps recommends Spin. Get spin with:

pip install spin

Then to build, test and install python-mumps:

spin build
spin test -- --lf  # (Pytest arguments go after --)
spin install

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

python_mumps-0.0.1a0.tar.gz (18.9 kB view details)

Uploaded Source

Built Distribution

python_mumps-0.0.1a0-cp311-cp311-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (18.4 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.12+ x86-64

File details

Details for the file python_mumps-0.0.1a0.tar.gz.

File metadata

  • Download URL: python_mumps-0.0.1a0.tar.gz
  • Upload date:
  • Size: 18.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.11.7

File hashes

Hashes for python_mumps-0.0.1a0.tar.gz
Algorithm Hash digest
SHA256 79dc4e7d5d135300cfbd61d7fe0fcea7f6873a36154894b4b2abeb16aa339ba4
MD5 677704a56fefdf50f4d0aa172e8cb0fa
BLAKE2b-256 b75438fc4927d06d50541ec967f45a8acf2bbadf4b1858890a0bf080bbac1a02

See more details on using hashes here.

File details

Details for the file python_mumps-0.0.1a0-cp311-cp311-manylinux_2_12_x86_64.manylinux2010_x86_64.whl.

File metadata

File hashes

Hashes for python_mumps-0.0.1a0-cp311-cp311-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 038b84724cb4ff734d04bec3624548c31bd69ac7cbbc8f19e2645bd5fe90d8bd
MD5 5fea7d5ac8847fc8ca700b78e239a95c
BLAKE2b-256 44bb9c7fddb235a2123aa3e26678af5e00b2ca8f45c54ba0007a8b256b0d9b51

See more details on using hashes here.

Supported by

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