MUMPS for Python
Project description
MUMPSpy
A python wrapper for the sparse direct solver.
The wrapper allows:
- real and complex factorization of symmetric or non-symmetric matrices
- single and double precision
- Schur complement calculation
Requirements
Ubuntu/Debian users can use the following command to install the required packages:
apt-get install python-mpi4py libmumps-dev
The cmake version of MUMPS could be also used. See https://github.com/scivision/mumps for details and CI file for some syntax.
Installation
pip install mumpspy
Usage
import mumpspy
import numpy as np
import scipy.sparse as sp
row = np.array([0, 0, 0, 0, 1, 1, 1, 1, 2, 2, 3, 3])
col = np.array([0, 1, 2, 3, 0, 1, 2, 3, 0, 1, 0, 1])
val = np.array([1, 2, 2, 1, 1, 3, -1, 2, 1, 1, 3, 1], dtype='d')
b = np.array([15, 12, 3, 5], dtype='d')
A = sp.coo_matrix((val, (row, col)), shape=(4, 4))
solver = mumpspy.MumpsSolver() # initialize solver, real-valued system
solver.set_mtx(A) # set sparse matrix
x = solver.solve(b) # solve system for a given right-hand side
print(x)
Additional examples of syntax can be found in test file.
Testing
pytest can be used to run testing and coverage in the package.
Compatibility
Tested for the following MUMPS library versions (see Actions for current working versions):
- 4.10.0
- 5.0.2
- 5.1.2
- 5.2.1
- 5.4.1
- 5.5.x
- 5.6.x
- 5.7.x
- 5.8.2
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