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Use VTX instead of XDMF when saving functions to file, and use adios4…
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…dolfinx for checkpoints instead of PETSc views
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francesco-ballarin committed Dec 3, 2023
1 parent 8f7261d commit 8b6b79c
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Showing 4 changed files with 75 additions and 37 deletions.
1 change: 1 addition & 0 deletions pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -53,6 +53,7 @@ funding = "https://github.com/sponsors/francesco-ballarin"

[project.optional-dependencies]
backends = [
"adios4dolfinx @ git+https://github.com/jorgensd/adios4dolfinx.git",
"fenics-dolfinx >=0.8.0.dev0, <0.9.0",
"multiphenicsx @ git+https://github.com/multiphenics/multiphenicsx.git",
"ufl4rom @ git+https://github.com/RBniCS/ufl4rom.git"
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54 changes: 38 additions & 16 deletions rbnicsx/backends/export.py
Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,7 @@
import os
import typing

import adios4dolfinx
import dolfinx.fem
import dolfinx.io
import numpy as np
Expand All @@ -17,6 +18,7 @@
from rbnicsx._backends.export import (
export_matrices as export_matrices_super, export_matrix as export_matrix_super,
export_vector as export_vector_super, export_vectors as export_vectors_super)
from rbnicsx.io import on_rank_zero


def export_function(function: dolfinx.fem.Function, directory: str, filename: str) -> None:
Expand All @@ -32,14 +34,18 @@ def export_function(function: dolfinx.fem.Function, directory: str, filename: st
filename
Name of the file where to export the function.
"""
os.makedirs(directory, exist_ok=True)
# Export to XDMF file for visualization
mesh = function.function_space.mesh
with dolfinx.io.XDMFFile(mesh.comm, os.path.join(directory, filename + ".xdmf"), "w") as xdmf_file:
xdmf_file.write_mesh(mesh)
xdmf_file.write_function(function)
# Export the underlying vector for restart purposes
export_vector(function.vector, directory, filename)
comm = function.function_space.mesh.comm
visualization_directory = os.path.join(directory, filename + ".bp")
checkpointing_directory = os.path.join(directory, filename + ".bp", ".checkpoint")
os.makedirs(visualization_directory, exist_ok=True)
os.makedirs(checkpointing_directory, exist_ok=True)

# Export for visualization
with dolfinx.io.VTXWriter(comm, visualization_directory, function, "bp4") as vtx_file:
vtx_file.write(0)

# Export for checkpointing
adios4dolfinx.write_function(function, checkpointing_directory, "bp4")


def export_functions(
Expand All @@ -59,15 +65,31 @@ def export_functions(
filename
Name of the file where to export the function.
"""
os.makedirs(directory, exist_ok=True)
# Export to XDMF file for visualization
mesh = functions[0].function_space.mesh
with dolfinx.io.XDMFFile(mesh.comm, os.path.join(directory, filename + ".xdmf"), "w") as xdmf_file:
xdmf_file.write_mesh(mesh)
comm = functions[0].function_space.mesh.comm
visualization_directory = os.path.join(directory, filename + ".bp")
checkpointing_directory = os.path.join(directory, filename + ".bp", ".checkpoint")
os.makedirs(visualization_directory, exist_ok=True)
os.makedirs(checkpointing_directory, exist_ok=True)

# Export for visualization
output = functions[0].copy()
with dolfinx.io.VTXWriter(comm, visualization_directory, output, "bp4") as vtx_file:
for (function, index) in zip(functions, indices):
xdmf_file.write_function(function, index)
# Export the underlying vectors for restart purposes
export_vectors([function.vector for function in functions], directory, filename)
output.x.array[:] = function.x.array
output.x.scatter_forward()
vtx_file.write(index)
del output

# Export for checkpointing: write out length of the list
def write_length() -> None:
with open(os.path.join(checkpointing_directory, "length.dat"), "w") as length_file:
length_file.write(str(len(functions)))
on_rank_zero(comm, write_length)

# Export for checkpointing: write out the list
# Note that here index is an integer counter, rather than an entry of the input array indices.
for (index, function) in enumerate(functions):
adios4dolfinx.write_function(function, os.path.join(checkpointing_directory, str(index)), "bp4")


def export_matrix( # type: ignore[no-any-unimported]
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16 changes: 7 additions & 9 deletions rbnicsx/backends/import_.py
Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,7 @@
import os
import typing

import adios4dolfinx
import dolfinx.fem
import dolfinx.fem.petsc
import mpi4py.MPI
Expand Down Expand Up @@ -39,11 +40,9 @@ def import_function(
:
Function imported from file.
"""
comm = function_space.mesh.comm
function = dolfinx.fem.Function(function_space)
viewer = petsc4py.PETSc.Viewer().createBinary(os.path.join(directory, filename + ".dat"), "r", comm)
function.vector.load(viewer)
viewer.destroy()
checkpointing_directory = os.path.join(directory, filename + ".bp", ".checkpoint")
adios4dolfinx.read_function(function, checkpointing_directory, "bp4")
return function


Expand All @@ -68,23 +67,22 @@ def import_functions(
Functions imported from file.
"""
comm = function_space.mesh.comm
checkpointing_directory = os.path.join(directory, filename + ".bp", ".checkpoint")

# Read in length of the list
def read_length() -> int:
with open(os.path.join(directory, filename, "length.dat"), "r") as length_file:
with open(os.path.join(checkpointing_directory, "length.dat"), "r") as length_file:
return int(length_file.readline())
length = on_rank_zero(comm, read_length)

# Read in the list
function_placeholder = dolfinx.fem.Function(function_space)
functions = list()
for index in range(length):
viewer = petsc4py.PETSc.Viewer().createBinary(
os.path.join(directory, filename, str(index) + ".dat"), "r", comm)
function = function_placeholder.copy()
function.vector.load(viewer)
adios4dolfinx.read_function(function, os.path.join(checkpointing_directory, str(index)), "bp4")
functions.append(function)
viewer.destroy()
del function_placeholder
return functions


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41 changes: 29 additions & 12 deletions tests/unit/backends/test_backends_export_import.py
Original file line number Diff line number Diff line change
Expand Up @@ -19,6 +19,9 @@

import rbnicsx.backends

all_families = ["Lagrange", "Discontinuous Lagrange"]
all_degrees = [1, 2]


@pytest.fixture
def mesh() -> dolfinx.mesh.Mesh:
Expand All @@ -27,9 +30,11 @@ def mesh() -> dolfinx.mesh.Mesh:
return dolfinx.mesh.create_unit_square(comm, 2 * comm.size, 2 * comm.size)


def test_backends_export_import_function(mesh: dolfinx.mesh.Mesh) -> None:
@pytest.mark.parametrize("family", all_families)
@pytest.mark.parametrize("degree", all_degrees)
def test_backends_export_import_function(mesh: dolfinx.mesh.Mesh, family: str, degree: str) -> None:
"""Check I/O for a dolfinx.fem.Function."""
V = dolfinx.fem.functionspace(mesh, ("Lagrange", 1))
V = dolfinx.fem.functionspace(mesh, (family, degree))
function = dolfinx.fem.Function(V)
function.vector.set(1.0)

Expand All @@ -40,9 +45,11 @@ def test_backends_export_import_function(mesh: dolfinx.mesh.Mesh) -> None:
assert np.allclose(function2.vector.array, function.vector.array)


def test_backends_export_import_functions(mesh: dolfinx.mesh.Mesh) -> None:
@pytest.mark.parametrize("family", all_families)
@pytest.mark.parametrize("degree", all_degrees)
def test_backends_export_import_functions(mesh: dolfinx.mesh.Mesh, family: str, degree: str) -> None:
"""Check I/O for a list of dolfinx.fem.Function."""
V = dolfinx.fem.functionspace(mesh, ("Lagrange", 1))
V = dolfinx.fem.functionspace(mesh, (family, degree))
functions = list()
indices = list()
for i in range(2):
Expand All @@ -60,9 +67,11 @@ def test_backends_export_import_functions(mesh: dolfinx.mesh.Mesh) -> None:
assert np.allclose(function2.vector.array, function.vector.array)


def test_backends_export_import_vector(mesh: dolfinx.mesh.Mesh) -> None:
@pytest.mark.parametrize("family", all_families)
@pytest.mark.parametrize("degree", all_degrees)
def test_backends_export_import_vector(mesh: dolfinx.mesh.Mesh, family: str, degree: str) -> None:
"""Check I/O for a petsc4py.PETSc.Vec."""
V = dolfinx.fem.functionspace(mesh, ("Lagrange", 1))
V = dolfinx.fem.functionspace(mesh, (family, degree))
v = ufl.TestFunction(V)
linear_form = ufl.inner(1, v) * ufl.dx
linear_form_cpp = dolfinx.fem.form(linear_form)
Expand All @@ -76,9 +85,11 @@ def test_backends_export_import_vector(mesh: dolfinx.mesh.Mesh) -> None:
assert np.allclose(vector2.array, vector.array)


def test_backends_export_import_vectors(mesh: dolfinx.mesh.Mesh) -> None:
@pytest.mark.parametrize("family", all_families)
@pytest.mark.parametrize("degree", all_degrees)
def test_backends_export_import_vectors(mesh: dolfinx.mesh.Mesh, family: str, degree: str) -> None:
"""Check I/O for a list of petsc4py.PETSc.Vec."""
V = dolfinx.fem.functionspace(mesh, ("Lagrange", 1))
V = dolfinx.fem.functionspace(mesh, (family, degree))
v = ufl.TestFunction(V)
linear_forms = [ufl.inner(i + 1, v) * ufl.dx for i in range(2)]
linear_forms_cpp = dolfinx.fem.form(linear_forms)
Expand All @@ -95,12 +106,15 @@ def test_backends_export_import_vectors(mesh: dolfinx.mesh.Mesh) -> None:
assert np.allclose(vector2.array, vector.array)


@pytest.mark.parametrize("family", all_families)
@pytest.mark.parametrize("degree", all_degrees)
def test_backends_export_import_matrix( # type: ignore[no-any-unimported]
mesh: dolfinx.mesh.Mesh,
to_dense_matrix: typing.Callable[[petsc4py.PETSc.Mat], np.typing.NDArray[petsc4py.PETSc.ScalarType]]
to_dense_matrix: typing.Callable[[petsc4py.PETSc.Mat], np.typing.NDArray[petsc4py.PETSc.ScalarType]],
family: str, degree: str
) -> None:
"""Check I/O for a petsc4py.PETSc.Mat."""
V = dolfinx.fem.functionspace(mesh, ("Lagrange", 1))
V = dolfinx.fem.functionspace(mesh, (family, degree))
u = ufl.TrialFunction(V)
v = ufl.TestFunction(V)
bilinear_form = ufl.inner(u, v) * ufl.dx
Expand All @@ -115,12 +129,15 @@ def test_backends_export_import_matrix( # type: ignore[no-any-unimported]
assert np.allclose(to_dense_matrix(matrix2), to_dense_matrix(matrix))


@pytest.mark.parametrize("family", all_families)
@pytest.mark.parametrize("degree", all_degrees)
def test_backends_export_import_matrices( # type: ignore[no-any-unimported]
mesh: dolfinx.mesh.Mesh,
to_dense_matrix: typing.Callable[[petsc4py.PETSc.Mat], np.typing.NDArray[petsc4py.PETSc.ScalarType]]
to_dense_matrix: typing.Callable[[petsc4py.PETSc.Mat], np.typing.NDArray[petsc4py.PETSc.ScalarType]],
family: str, degree: str
) -> None:
"""Check I/O for a list of petsc4py.PETSc.Mat."""
V = dolfinx.fem.functionspace(mesh, ("Lagrange", 1))
V = dolfinx.fem.functionspace(mesh, (family, degree))
u = ufl.TrialFunction(V)
v = ufl.TestFunction(V)
bilinear_forms = [(i + 1) * ufl.inner(u, v) * ufl.dx for i in range(2)]
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