Point sources in DOLFINx

Point sources in DOLFINx#

Author: Jørgen S. Dokken

SPDX-License-Identifier: MIT

In this example, we will illustrate how to apply a point source to a Poisson problem.

\[\begin{split} \begin{align} -\nabla^2 u &= f \quad \text{in } \Omega, \\ f &= \gamma \delta(x - p) \quad \text{in } \Omega, \end{align} \end{split}\]

with homogeneous Dirichlet boundary conditions.

Using integration by parts, we obtain the variational problem:

Find \(u_h\in V_0\) such that

\[ \begin{align} \int_\Omega \nabla u_h \cdot \nabla v \mathrm{d}x &= \int_\Omega \gamma\delta(x-p) v \mathrm{d}x = \gamma v(p) \quad \forall v \in V_0, \end{align} \]
from mpi4py import MPI
from petsc4py import PETSc

import dolfinx
import ufl
import numpy as np
import scifem

We start by creating the mesh and function space. To illustrate the usage the point source function, we will consider a vector space with to components, and we will only apply the point source to the second component of our problem.

N = 40
domain = dolfinx.mesh.create_unit_square(MPI.COMM_WORLD, N, N)
domain.name = "mesh"
tdim = domain.topology.dim
domain.topology.create_connectivity(tdim-1, tdim)

Create the two-component vector space. The solution in the first component will be 0.

value_shape = (2,)
V = dolfinx.fem.functionspace(domain, ("Lagrange", 2, value_shape))

Create standard variational form

u = ufl.TrialFunction(V)
v = ufl.TestFunction(V)
a = ufl.inner(ufl.grad(u), ufl.grad(v)) * ufl.dx

Create Dirichlet boundary conditions

We are now ready to apply the point source. First, we create the right hand side vector for the problem, and initialize it as zero.

b = dolfinx.fem.Function(V)
b.x.array[:] = 0

Secondly we define the point sources we want to apply.

Warning

Note that if running in parallel, we only supply the points on a single process. The other process gets an empty array.

geom_dtype = domain.geometry.x.dtype
if domain.comm.rank == 0:
    points = np.array([[0.68, 0.362, 0],
                       [0.14, 0.213, 0]], dtype=geom_dtype)
else:
    points = np.zeros((0, 3), dtype=geom_dtype)

Next, we create the point source object and apply it to the right hand side vector.

gamma = 1.
point_source = scifem.PointSource(V.sub(1), points, magnitude=gamma)
point_source.apply_to_vector(b)

We can continue to solve our variational problem as usual

a_compiled = dolfinx.fem.form(a)
dolfinx.fem.petsc.apply_lifting(b.x.petsc_vec, [a_compiled], [[bc]])
b.x.scatter_reverse(dolfinx.la.InsertMode.add)
dolfinx.fem.petsc.set_bc(b.x.petsc_vec, [bc])
b.x.scatter_forward()
A = dolfinx.fem.petsc.assemble_matrix(a_compiled, bcs=[bc])
A.assemble()

Set up a direct solver an solve the linear system

ksp = PETSc.KSP().create(domain.comm)
ksp.setOperators(A)
ksp.setType(PETSc.KSP.Type.PREONLY)
ksp.getPC().setType(PETSc.PC.Type.LU)
ksp.getPC().setFactorSolverType("mumps")
uh = dolfinx.fem.Function(V)
ksp.solve(b.x.petsc_vec, uh.x.petsc_vec)
uh.x.scatter_forward()

We can now plot the solution

import pyvista
topology, cell_types, geometry = dolfinx.plot.vtk_mesh(V)
values = np.zeros((geometry.shape[0], 3), dtype=np.float64)
values[:, :len(uh)] = uh.x.array.real.reshape((geometry.shape[0], len(uh)))

Create a point cloud of glyphs

function_grid = pyvista.UnstructuredGrid(topology, cell_types, geometry)
function_grid["u"] = values
glyphs = function_grid.glyph(orient="u", factor=0.2)

Create a pyvista-grid for the mesh

domain.topology.create_connectivity(domain.topology.dim, domain.topology.dim)
grid = pyvista.UnstructuredGrid(*dolfinx.plot.vtk_mesh(domain, domain.topology.dim))

Create plotter

plotter = pyvista.Plotter()
plotter.add_mesh(grid, style="wireframe", color="k")
plotter.add_mesh(glyphs)
plotter.view_xy()
if not pyvista.OFF_SCREEN:
    plotter.show()
2026-08-05 06:37:31.715 (   0.501s) [    7FBE56A37140]vtkXOpenGLRenderWindow.:1460  WARN| bad X server connection. DISPLAY=:99.0
---------------------------------------------------------------------------
FileNotFoundError                         Traceback (most recent call last)
File /dolfinx-env/lib/python3.12/site-packages/aiohttp/web_urldispatcher.py:546, in StaticResource.__init__(self, prefix, directory, name, expect_handler, chunk_size, show_index, follow_symlinks, append_version)
    545 try:
--> 546     directory = Path(directory).expanduser().resolve(strict=True)
    547 except FileNotFoundError as error:

File /usr/lib/python3.12/pathlib.py:1242, in Path.resolve(self, strict)
   1241 try:
-> 1242     s = self._flavour.realpath(self, strict=strict)
   1243 except OSError as e:

File <frozen posixpath>:432, in realpath(filename, strict)

File <frozen posixpath>:477, in _joinrealpath(path, rest, strict, seen)

FileNotFoundError: [Errno 2] No such file or directory: '/dolfinx-env/lib/python3.12/site-packages/trame_client/module/vue3-www'

The above exception was the direct cause of the following exception:

ValueError                                Traceback (most recent call last)
Cell In[17], line 6
      2 plotter.add_mesh(grid, style="wireframe", color="k")
      3 plotter.add_mesh(glyphs)
      4 plotter.view_xy()
      5 if not pyvista.OFF_SCREEN:
----> 6     plotter.show()

File /dolfinx-env/lib/python3.12/site-packages/pyvista/_deprecate_positional_args.py:243, in _deprecate_positional_args.<locals>._inner_deprecate_positional_args.<locals>.inner_f(*args, **kwargs)
    239             warn_external(msg, PyVistaDeprecationWarning)
    241         warn_positional_args()
--> 243 return f(*args, **kwargs)

File /dolfinx-env/lib/python3.12/site-packages/pyvista/plotting/plotter.py:8231, in Plotter.show(self, title, window_size, interactive, auto_close, interactive_update, full_screen, screenshot, return_img, cpos, jupyter_backend, return_viewer, return_cpos, before_close_callback, store_image_depth, **kwargs)
   8228         jupyter_backend = self._theme.jupyter_backend
   8230     if jupyter_backend is None or jupyter_backend.lower() != 'none':
-> 8231         jupyter_disp = handle_plotter(self, backend=jupyter_backend, **jupyter_kwargs)
   8233 self.render()
   8235 # initial double render needed for certain passes when offscreen

File /dolfinx-env/lib/python3.12/site-packages/pyvista/jupyter/notebook.py:74, in handle_plotter(plotter, backend, screenshot, **kwargs)
     71     if backend in ['server', 'client', 'trame', 'html']:
     72         from pyvista.trame.jupyter import show_trame  # noqa: PLC0415
---> 74         return show_trame(plotter, mode=backend, **kwargs)
     76 except ImportError as e:
     77     # Trame was explicitly requested but not available
     78     _ensure_entry_points()

File /dolfinx-env/lib/python3.12/site-packages/pyvista/trame/jupyter.py:394, in show_trame(plotter, mode, name, server_proxy_enabled, server_proxy_prefix, jupyter_extension_enabled, collapse_menu, add_menu, add_menu_items, default_server_rendering, handler, **kwargs)
    391 kwargs.setdefault('height', dh)
    393 if mode == 'html':
--> 394     return EmbeddableWidget(plotter, **kwargs)
    396 if jupyter_extension_enabled is None:
    397     jupyter_extension_enabled = pv.global_theme.trame.jupyter_extension_enabled

File /dolfinx-env/lib/python3.12/site-packages/pyvista/trame/jupyter.py:137, in EmbeddableWidget.__init__(self, plotter, width, height, **kwargs)
    135     msg = 'Please install `ipywidgets`.'
    136     raise ImportError(msg)
--> 137 scene = plotter.export_html(filename=None)
    138 src = scene.getvalue().replace('"', '&quot;')
    139 # eventually we could maybe expose this, but for now make sure we're at least
    140 # consistent with matplotlib's color (light gray)

File /dolfinx-env/lib/python3.12/site-packages/pyvista/plotting/plotter.py:784, in BasePlotter.export_html(self, filename)
    781     msg = 'Please install trame dependencies: pip install "pyvista[jupyter]"'
    782     raise ImportError(msg)
--> 784 data = self.export_vtksz(filename=None)
    785 buffer = io.StringIO()
    786 write_html(data, buffer)

File /dolfinx-env/lib/python3.12/site-packages/pyvista/plotting/plotter.py:837, in BasePlotter.export_vtksz(self, filename, format)
    835 server = get_server(pv.global_theme.trame.jupyter_server_name)
    836 if not server.running:
--> 837     elegantly_launch(pv.global_theme.trame.jupyter_server_name)
    839 view = PyVistaLocalView(self, trame_server=server)
    841 content = view.export(format=format)

File /dolfinx-env/lib/python3.12/site-packages/pyvista/trame/jupyter.py:487, in elegantly_launch(*args, **kwargs)
    484 # Basically monkey patches asyncio to support this
    485 nest_asyncio2.apply()
--> 487 return asyncio.run(launch_it())

File /dolfinx-env/lib/python3.12/site-packages/nest_asyncio2.py:115, in run(main, debug, loop_factory)
    113 task = asyncio.ensure_future(main, loop=loop)
    114 try:
--> 115     return loop.run_until_complete(task)
    116 finally:
    117     if not task.done():

File /dolfinx-env/lib/python3.12/site-packages/nest_asyncio2.py:230, in _patch_loop.<locals>.run_until_complete(self, future)
    227 if self._ready:
    228     self._run_once()
--> 230 return f.result()

File /usr/lib/python3.12/asyncio/futures.py:203, in Future.result(self)
    201 self.__log_traceback = False
    202 if self._exception is not None:
--> 203     raise self._exception.with_traceback(self._exception_tb)
    204 return self._result

File /usr/lib/python3.12/asyncio/tasks.py:314, in Task.__step_run_and_handle_result(***failed resolving arguments***)
    310 try:
    311     if exc is None:
    312         # We use the `send` method directly, because coroutines
    313         # don't have `__iter__` and `__next__` methods.
--> 314         result = coro.send(None)
    315     else:
    316         result = coro.throw(exc)

File /dolfinx-env/lib/python3.12/site-packages/pyvista/trame/jupyter.py:482, in elegantly_launch.<locals>.launch_it()
    481 async def launch_it():
--> 482     await launch_server(*args, **kwargs).ready

File /dolfinx-env/lib/python3.12/site-packages/pyvista/trame/jupyter.py:215, in launch_server(server, port, host, wslink_backend, **kwargs)
    213 if server._running_stage == 0:
    214     server.controller.on_server_ready.add(on_ready)
--> 215     server.start(
    216         exec_mode='task',
    217         host=host,
    218         port=port,
    219         open_browser=False,
    220         show_connection_info=False,
    221         disable_logging=True,
    222         timeout=0,
    223         backend=wslink_backend,
    224     )
    225 # else, server is already running or launching
    226 return server

File /dolfinx-env/lib/python3.12/site-packages/trame_server/core.py:725, in Server.start(self, port, thread, open_browser, show_connection_info, disable_logging, backend, follow_symlinks, exec_mode, timeout, host, **kwargs)
    722 CoreServer.configure(options)
    724 self._running_stage = 1
--> 725 task = CoreServer.server_start(
    726     options,
    727     **{  # Do a proper merging/override
    728         **kwargs,
    729         "disableLogging": disable_logging,
    730         "backend": backend,
    731         "exec_mode": exec_mode,
    732     },
    733 )
    735 # Manage exit life cycle unless coroutine
    736 if exec_mode == "main":

File /dolfinx-env/lib/python3.12/site-packages/trame_server/protocol.py:52, in CoreServer.server_start(options, disableLogging, backend, exec_mode, **kwargs)
     43 @staticmethod
     44 def server_start(
     45     options,
   (...)     50 ):
     51     # NOTE: **kwargs to wslink's start_webserver are currently unused
---> 52     return server.start_webserver(
     53         options=options,
     54         protocol=CoreServer,
     55         disableLogging=disableLogging,
     56         backend=backend,
     57         exec_mode=exec_mode,
     58         **kwargs,
     59     )

File /dolfinx-env/lib/python3.12/site-packages/wslink/server.py:257, in start_webserver(options, protocol, disableLogging, backend, exec_mode, **_)
    254     server_config["handle_signals"] = not options.nosignalhandlers
    256 # Create the webserver and start it
--> 257 ws_server = create_webserver(server_config, backend=backend)
    259 # Once we have python 3.7 minimum, we can start the server with asyncio.run()
    260 # asyncio.run(ws_server.start())
    261 
    262 # Until then, we can start the server this way
    263 try:

File /dolfinx-env/lib/python3.12/site-packages/wslink/server.py:168, in create_webserver(server_config, backend)
    167 def create_webserver(server_config, backend="aiohttp"):
--> 168     return backends.create_webserver(server_config, backend=backend)

File /dolfinx-env/lib/python3.12/site-packages/wslink/backends/__init__.py:5, in create_webserver(server_config, backend)
      2 if backend == "aiohttp":
      3     from .aiohttp import create_webserver  # noqa: PLC0415
----> 5     return create_webserver(server_config)
      7 if backend == "generic":
      8     from .generic import create_webserver  # noqa: PLC0415

File /dolfinx-env/lib/python3.12/site-packages/wslink/backends/aiohttp/__init__.py:218, in create_webserver(server_config)
    215     return ReverseWebAppServer(server_config)
    217 # Normal web server
--> 218 return WebAppServer(server_config)

File /dolfinx-env/lib/python3.12/site-packages/wslink/backends/aiohttp/__init__.py:118, in WebAppServer.__init__(self, server_config)
    116     # Resolve / => index.html
    117     self.app.router.add_route("GET", "/", _root_handler)
--> 118     self.app.add_routes(routes)
    120 self.app[STATE_KEY] = {}

File /dolfinx-env/lib/python3.12/site-packages/aiohttp/web_app.py:379, in Application.add_routes(self, routes)
    378 def add_routes(self, routes: Iterable[AbstractRouteDef]) -> list[AbstractRoute]:
--> 379     return self.router.add_routes(routes)

File /dolfinx-env/lib/python3.12/site-packages/aiohttp/web_urldispatcher.py:1259, in UrlDispatcher.add_routes(self, routes)
   1257 registered_routes = []
   1258 for route_def in routes:
-> 1259     registered_routes.extend(route_def.register(self))
   1260 return registered_routes

File /dolfinx-env/lib/python3.12/site-packages/aiohttp/web_routedef.py:87, in StaticDef.register(self, router)
     86 def register(self, router: UrlDispatcher) -> list[AbstractRoute]:
---> 87     resource = router.add_static(self.prefix, self.path, **self.kwargs)
     88     routes = resource.get_info().get("routes", {})
     89     return list(routes.values())

File /dolfinx-env/lib/python3.12/site-packages/aiohttp/web_urldispatcher.py:1183, in UrlDispatcher.add_static(self, prefix, path, name, expect_handler, chunk_size, show_index, follow_symlinks, append_version)
   1181 if prefix.endswith("/"):
   1182     prefix = prefix[:-1]
-> 1183 resource = StaticResource(
   1184     prefix,
   1185     path,
   1186     name=name,
   1187     expect_handler=expect_handler,
   1188     chunk_size=chunk_size,
   1189     show_index=show_index,
   1190     follow_symlinks=follow_symlinks,
   1191     append_version=append_version,
   1192 )
   1193 self.register_resource(resource)
   1194 return resource

File /dolfinx-env/lib/python3.12/site-packages/aiohttp/web_urldispatcher.py:548, in StaticResource.__init__(self, prefix, directory, name, expect_handler, chunk_size, show_index, follow_symlinks, append_version)
    546     directory = Path(directory).expanduser().resolve(strict=True)
    547 except FileNotFoundError as error:
--> 548     raise ValueError(f"'{directory}' does not exist") from error
    549 if not directory.is_dir():
    550     raise ValueError(f"'{directory}' is not a directory")

ValueError: '/dolfinx-env/lib/python3.12/site-packages/trame_client/module/vue3-www' does not exist