"""Minimal example of a grudge driver.""" __copyright__ = """ Copyright (C) 2015 Andreas Kloeckner Copyright (C) 2021 University of Illinois Board of Trustees """ __license__ = """ Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. """ import numpy as np import pyopencl as cl import pyopencl.tools as cl_tools from arraycontext.impl.pyopencl import PyOpenCLArrayContext from arraycontext.container.traversal import thaw from grudge.shortcuts import set_up_rk4 from grudge import DiscretizationCollection from pytools.obj_array import flat_obj_array import grudge.op as op def main(write_output=False, order=4): cl_ctx = cl.create_some_context() queue = cl.CommandQueue(cl_ctx) actx = PyOpenCLArrayContext( queue, allocator=cl_tools.MemoryPool(cl_tools.ImmediateAllocator(queue)) ) dims = 2 from meshmode.mesh.generation import generate_regular_rect_mesh mesh = generate_regular_rect_mesh( a=(-0.5,)*dims, b=(0.5,)*dims, nelements_per_axis=(20,)*dims) dcoll = DiscretizationCollection(actx, mesh, order=order) def source_f(actx, dcoll, t=0): source_center = np.array([0.1, 0.22, 0.33])[:dcoll.dim] source_width = 0.05 source_omega = 3 nodes = thaw(op.nodes(dcoll), actx) source_center_dist = flat_obj_array( [nodes[i] - source_center[i] for i in range(dcoll.dim)] ) return ( np.sin(source_omega*t) * actx.np.exp( -np.dot(source_center_dist, source_center_dist) / source_width**2 ) ) x = thaw(op.nodes(dcoll), actx) ones = dcoll.zeros(actx) + 1 c = actx.np.where(np.dot(x, x) < 0.15, np.float32(0.1)*ones, np.float32(0.2)*ones) from grudge.models.wave import VariableCoefficientWeakWaveOperator from meshmode.mesh import BTAG_ALL, BTAG_NONE wave_op = VariableCoefficientWeakWaveOperator( dcoll, c, source_f=source_f, dirichlet_tag=BTAG_NONE, neumann_tag=BTAG_NONE, radiation_tag=BTAG_ALL, flux_type="upwind" ) fields = flat_obj_array( dcoll.zeros(actx), [dcoll.zeros(actx) for i in range(dcoll.dim)] ) wave_op.check_bc_coverage(mesh) def rhs(t, w): return wave_op.operator(t, w) if mesh.dim == 2: dt = 0.04 * 0.3 elif mesh.dim == 3: dt = 0.02 * 0.1 dt_stepper = set_up_rk4("w", dt, fields, rhs) final_t = 1 nsteps = int(final_t/dt) print("dt=%g nsteps=%d" % (dt, nsteps)) from grudge.shortcuts import make_visualizer vis = make_visualizer(dcoll) step = 0 def norm(u): return op.norm(dcoll, u, 2) from time import time t_last_step = time() if write_output: u = fields[0] v = fields[1:] vis.write_vtk_file( "fld-var-propogation-speed-%04d.vtu" % step, [ ("u", u), ("v", v), ("c", c), ] ) for event in dt_stepper.run(t_end=final_t): if isinstance(event, dt_stepper.StateComputed): assert event.component_id == "w" step += 1 if step % 10 == 0: print(f"step: {step} t: {time()-t_last_step} " f"L2: {norm(u=event.state_component[0])}") if write_output: vis.write_vtk_file( "fld-var-propogation-speed-%04d.vtu" % step, [ ("u", event.state_component[0]), ("v", event.state_component[1:]), ("c", c), ] ) t_last_step = time() assert norm(u=event.state_component[0]) < 1 if __name__ == "__main__": main()