MFEM + PyMFEM (finite element method library)
Project description
PyMFEM (MFEM Python wrapper)
This package (PyMFEM) is Python wrapper for the MFEM high performance parallel finite element metod library.(http://mfem.org/).
Installer downloads a couple of external libraries and build them. By default, "pip install mfem" downloads and builds the serial version of MFEM and PyMFEM. See more detail below for other configurations
Install
pip install mfem --no-binary mfem # install serial MFEM + wrapper
The setup script accept various options. TO use it, please donwload the package and run the script manually. For example, this below download and build parallel version of MFEM libray (linked with Metis and Hypre) and install under /mfem
$ pip3 download mfem
(expand tar.gz file and move to the downloaded directory)
$ python setup.py install --with-parallel # it download and build metis/hypre/mfem
For other configurations, see docs/install.txt or help
$ python setup.py install --help
Usage
Here is an example to solve div(grad(f)) = 1 in squre and to plot the result with matplotlib (modifed from ex1.cpp)
import mfem.ser as mfem
# create sample mesh for squre shape
mesh = mfem.Mesh(10, 10, "TRIANGLE")
# create finite element function space
fec = mfem.H1_FECollection(1, mesh.Dimension()) # H1 order=1
fespace = mfem.FiniteElementSpace(mesh, fec)
#
ess_tdof_list = mfem.intArray()
ess_bdr = mfem.intArray([1]*mesh.bdr_attributes.Size())
fespace.GetEssentialTrueDofs(ess_bdr, ess_tdof_list)
# constant coefficient
one = mfem.ConstantCoefficient(1.0)
# define Bilinear and Linear operator
a = mfem.BilinearForm(fespace)
a.AddDomainIntegrator(mfem.DiffusionIntegrator(one))
a.Assemble()
b = mfem.LinearForm(fespace)
b.AddDomainIntegrator(mfem.DomainLFIntegrator(one))
b.Assemble()
# create gridfuction, which is where the solution vector is stored
x = mfem.GridFunction(fespace);
x.Assign(0.0)
# form linear equation (AX=B)
A = mfem.OperatorPtr()
B = mfem.Vector()
X = mfem.Vector()
a.FormLinearSystem(ess_tdof_list, x, b, A, X, B);
print("Size of linear system: " + str(A.Height()))
# solve it using PCG solver and store the solution to x
AA = mfem.OperatorHandle2SparseMatrix(A)
M = mfem.GSSmoother(AA)
mfem.PCG(AA, M, B, X, 1, 200, 1e-12, 0.0)
a.RecoverFEMSolution(X, b, x)
# extract vertices and solution as numpy array
verts = mesh.GetVertexArray()
sol = x.GetDataArray()
# plot solution using Matplotlib
import matplotlib.pyplot as plt
import matplotlib.tri as tri
triang = tri.Triangulation(verts[:,0], verts[:,1])
fig1, ax1 = plt.subplots()
ax1.set_aspect('equal')
tpc = ax1.tripcolor(triang, sol, shading='gouraud')
fig1.colorbar(tpc)
plt.show()
License
PyMFEM is licesed under BSD-3. Please refer the developers' web sites for the external libraries
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