xref: /libCEED/examples/fluids/navierstokes.c (revision 963d86364853ef9f95e8fc0edc4b112ec528ac3c)
1 // Copyright (c) 2017-2022, Lawrence Livermore National Security, LLC and other CEED contributors.
2 // All Rights Reserved. See the top-level LICENSE and NOTICE files for details.
3 //
4 // SPDX-License-Identifier: BSD-2-Clause
5 //
6 // This file is part of CEED:  http://github.com/ceed
7 
8 //                        libCEED + PETSc Example: Navier-Stokes
9 //
10 // This example demonstrates a simple usage of libCEED with PETSc to solve a
11 // Navier-Stokes problem.
12 //
13 // The code is intentionally "raw", using only low-level communication
14 // primitives.
15 //
16 // Build with:
17 //
18 //     make [PETSC_DIR=</path/to/petsc>] [CEED_DIR=</path/to/libceed>] navierstokes
19 //
20 // Sample runs:
21 //
22 //     ./navierstokes -ceed /cpu/self -problem density_current -degree 1
23 //     ./navierstokes -ceed /gpu/cuda -problem advection -degree 1
24 //
25 //TESTARGS(name="blasius") -ceed {ceed_resource} -test -options_file examples/fluids/tests-output/blasius_test.yaml -compare_final_state_atol 2E-11 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-blasius.bin
26 //TESTARGS(name="blasius_STG") -ceed {ceed_resource} -test -options_file examples/fluids/tests-output/blasius_stgtest.yaml -compare_final_state_atol 2E-11 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-blasius_STG.bin
27 //TESTARGS(name="blasius_STG_weakT") -ceed {ceed_resource} -test -options_file examples/fluids/tests-output/blasius_stgtest.yaml -compare_final_state_atol 1E-11 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-blasius_STG_weakT.bin -weakT
28 //TESTARGS(name="blasius_STG_strongBC") -ceed {ceed_resource} -test -options_file examples/fluids/tests-output/blasius_stgtest.yaml -compare_final_state_atol 1E-10 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-blasius_STG_strongBC.bin -stg_strong true
29 //TESTARGS(name="channel") -ceed {ceed_resource} -test -options_file examples/fluids/channel.yaml -compare_final_state_atol 2e-11 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-channel.bin -dm_plex_box_faces 5,5,1 -ts_max_steps 5
30 //TESTARGS(name="channel-primitive") -ceed {ceed_resource} -test -options_file examples/fluids/channel.yaml -compare_final_state_atol 2e-11 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-channel-prim.bin -dm_plex_box_faces 5,5,1 -ts_max_steps 5 -state_var primitive
31 //TESTARGS(name="dc_explicit") -ceed {ceed_resource} -test -degree 3 -dm_plex_box_faces 1,1,2 -dm_plex_box_lower 0,0,0 -dm_plex_box_upper 125,125,250 -dm_plex_dim 3 -bc_slip_x 5,6 -bc_slip_y 3,4 -bc_Slip_z 1,2 -units_kilogram 1e-9 -center 62.5,62.5,187.5 -rc 100. -thetaC -35. -mu 75 -ts_dt 1e-3 -units_meter 1e-2 -units_second 1e-2 -compare_final_state_atol 1E-11 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-dc-explicit.bin
32 //TESTARGS(name="dc_implicit_stab_none") -ceed {ceed_resource} -test -degree 3 -dm_plex_box_faces 1,1,2 -dm_plex_box_lower 0,0,0 -dm_plex_box_upper 125,125,250 -dm_plex_dim 3 -bc_slip_x 5,6 -bc_slip_y 3,4 -bc_Slip_z 1,2 -units_kilogram 1e-9 -center 62.5,62.5,187.5 -rc 100. -thetaC -35. -mu 75 -units_meter 1e-2 -units_second 1e-2 -ksp_atol 1e-4 -ksp_rtol 1e-3 -ksp_type bcgs -snes_atol 1e-3 -snes_lag_jacobian 100 -snes_lag_jacobian_persists -snes_mf_operator -ts_dt 1e-3 -implicit -ts_type alpha -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-dc-implicit-stab-none.bin
33 //TESTARGS(name="adv_rotation_implicit_stab_supg") -ceed {ceed_resource} -test -problem advection -CtauS .3 -stab supg -degree 3 -dm_plex_box_faces 1,1,2 -dm_plex_box_lower 0,0,0 -dm_plex_box_upper 125,125,250 -dm_plex_dim 3 -bc_wall 1,2,3,4,5,6 -wall_comps 4 -units_kilogram 1e-9 -rc 100. -ksp_atol 1e-4 -ksp_rtol 1e-3 -ksp_type bcgs -snes_atol 1e-3 -snes_lag_jacobian 100 -snes_lag_jacobian_persists -snes_mf_operator -ts_dt 1e-3 -implicit -dm_mat_preallocate_skip 0 -ts_type alpha -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-adv-rotation-implicit-stab-supg.bin
34 //TESTARGS(name="adv_translation_implicit_stab_su") -ceed {ceed_resource} -test -problem advection -CtauS .3 -stab su -degree 3 -dm_plex_box_faces 1,1,2 -dm_plex_box_lower 0,0,0 -dm_plex_box_upper 125,125,250 -dm_plex_dim 3 -units_kilogram 1e-9 -rc 100. -ksp_atol 1e-4 -ksp_rtol 1e-3 -ksp_type bcgs -snes_atol 1e-3 -snes_lag_jacobian 100 -snes_lag_jacobian_persists -snes_mf_operator -ts_dt 1e-3 -implicit -dm_mat_preallocate_skip 0 -ts_type alpha -wind_type translation -wind_translation .53,-1.33,-2.65 -bc_inflow 1,2,3,4,5,6 -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-adv-translation-implicit-stab-su.bin
35 //TESTARGS(name="adv2d_rotation_explicit_strong") -ceed {ceed_resource} -test -problem advection2d -strong_form 1 -degree 3 -dm_plex_box_faces 2,2 -dm_plex_box_lower 0,0 -dm_plex_box_upper 125,125 -bc_wall 1,2,3,4 -wall_comps 4 -units_kilogram 1e-9 -rc 100. -ts_dt 1e-3 -compare_final_state_atol 1E-11 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-adv2d-rotation-explicit-strong.bin
36 //TESTARGS(name="adv2d_rotation_implicit_stab_supg") -ceed {ceed_resource} -test -problem advection2d -CtauS .3 -stab supg -degree 3 -dm_plex_box_faces 1,1,2 -dm_plex_box_lower 0,0 -dm_plex_box_upper 125,125 -bc_wall 1,2,3,4 -wall_comps 4 -units_kilogram 1e-9 -rc 100. -ksp_atol 1e-4 -ksp_rtol 1e-3 -ksp_type bcgs -snes_atol 1e-3 -snes_lag_jacobian 100 -snes_lag_jacobian_persists -snes_mf_operator -ts_dt 1e-3 -implicit -dm_mat_preallocate_skip 0 -ts_type alpha -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-adv2d-rotation-implicit-stab-supg.bin
37 //TESTARGS(name="euler_implicit") -ceed {ceed_resource} -test -problem euler_vortex -degree 3 -dm_plex_box_faces 1,1,2 -dm_plex_box_lower 0,0,0 -dm_plex_box_upper 125,125,250 -dm_plex_dim 3 -units_meter 1e-4 -units_second 1e-4 -mean_velocity 1.4,-2.,0 -bc_inflow 4,6 -bc_outflow 3,5 -bc_slip_z 1,2 -vortex_strength 2 -ksp_atol 1e-4 -ksp_rtol 1e-3 -ksp_type bcgs -snes_atol 1e-3 -snes_lag_jacobian 100 -snes_lag_jacobian_persists -snes_mf_operator -ts_dt 1e-3 -implicit -dm_mat_preallocate_skip 0 -ts_type alpha -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-euler-implicit.bin
38 //TESTARGS(name="euler_explicit") -ceed {ceed_resource} -test -problem euler_vortex -degree 3 -dm_plex_box_faces 2,2,1 -dm_plex_box_lower 0,0,0 -dm_plex_box_upper 125,125,250 -dm_plex_dim 3 -units_meter 1e-4 -units_second 1e-4 -mean_velocity 1.4,-2.,0 -bc_inflow 4,6 -bc_outflow 3,5 -bc_slip_z 1,2 -vortex_strength 2 -ts_dt 1e-7 -ts_rk_type 5bs -ts_rtol 1e-10 -ts_atol 1e-10 -compare_final_state_atol 1E-7 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-euler-explicit.bin
39 //TESTARGS(name="shocktube_explicit_su_yzb") -ceed {ceed_resource} -test -problem shocktube -degree 1 -dm_plex_box_faces 50,1,1 -units_meter 1e-2 units_second 1e-2 -dm_plex_box_lower 0,0,0 -dm_plex_box_upper 1000,20,20 -dm_plex_dim 3 -bc_slip_x 5,6 -bc_slip_y 3,4 -bc_Slip_z 1,2 -yzb -stab su -compare_final_state_atol 1E-11 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-shocktube-explicit-su-yzb.bin
40 
41 /// @file
42 /// Navier-Stokes example using PETSc
43 
44 const char help[] = "Solve Navier-Stokes using PETSc and libCEED\n";
45 
46 #include "navierstokes.h"
47 
48 int main(int argc, char **argv) {
49   // ---------------------------------------------------------------------------
50   // Initialize PETSc
51   // ---------------------------------------------------------------------------
52   PetscInt ierr;
53   ierr = PetscInitialize(&argc, &argv, NULL, help);
54   if (ierr) return ierr;
55 
56   // ---------------------------------------------------------------------------
57   // Create structs
58   // ---------------------------------------------------------------------------
59   AppCtx app_ctx;
60   ierr = PetscCalloc1(1, &app_ctx); CHKERRQ(ierr);
61 
62   ProblemData *problem = NULL;
63   ierr = PetscCalloc1(1, &problem); CHKERRQ(ierr);
64 
65   User user;
66   ierr = PetscCalloc1(1, &user); CHKERRQ(ierr);
67 
68   CeedData ceed_data;
69   ierr = PetscCalloc1(1, &ceed_data); CHKERRQ(ierr);
70 
71   SimpleBC bc;
72   ierr = PetscCalloc1(1, &bc); CHKERRQ(ierr);
73 
74   Physics phys_ctx;
75   ierr = PetscCalloc1(1, &phys_ctx); CHKERRQ(ierr);
76 
77   Units units;
78   ierr = PetscCalloc1(1, &units); CHKERRQ(ierr);
79 
80   user->app_ctx = app_ctx;
81   user->units   = units;
82   user->phys    = phys_ctx;
83   problem->bc_from_ics = PETSC_TRUE;
84 
85   // ---------------------------------------------------------------------------
86   // Process command line options
87   // ---------------------------------------------------------------------------
88   // -- Register problems to be available on the command line
89   ierr = RegisterProblems_NS(app_ctx); CHKERRQ(ierr);
90 
91   // -- Process general command line options
92   MPI_Comm comm = PETSC_COMM_WORLD;
93   user->comm = comm;
94   ierr = ProcessCommandLineOptions(comm, app_ctx, bc); CHKERRQ(ierr);
95 
96   // ---------------------------------------------------------------------------
97   // Initialize libCEED
98   // ---------------------------------------------------------------------------
99   // -- Initialize backend
100   Ceed ceed;
101   CeedInit(app_ctx->ceed_resource, &ceed);
102   user->ceed = ceed;
103 
104   // -- Check preferred MemType
105   CeedMemType mem_type_backend;
106   CeedGetPreferredMemType(ceed, &mem_type_backend);
107 
108   // ---------------------------------------------------------------------------
109   // Set up global mesh
110   // ---------------------------------------------------------------------------
111   // -- Create DM
112   DM dm;
113   VecType vec_type = NULL;
114   MatType mat_type = NULL;
115   switch (mem_type_backend) {
116   case CEED_MEM_HOST: vec_type = VECSTANDARD; break;
117   case CEED_MEM_DEVICE: {
118     const char *resolved;
119     CeedGetResource(ceed, &resolved);
120     if (strstr(resolved, "/gpu/cuda")) vec_type = VECCUDA;
121     else if (strstr(resolved, "/gpu/hip")) vec_type = VECKOKKOS;
122     else vec_type = VECSTANDARD;
123   }
124   }
125   if (strstr(vec_type, VECCUDA)) mat_type = MATAIJCUSPARSE;
126   else if (strstr(vec_type, VECKOKKOS)) mat_type = MATAIJKOKKOS;
127   else mat_type = MATAIJ;
128   ierr = CreateDM(comm, problem, mat_type, vec_type, &dm); CHKERRQ(ierr);
129   user->dm = dm;
130   PetscCall(DMSetApplicationContext(dm, user));
131 
132   // ---------------------------------------------------------------------------
133   // Choose the problem from the list of registered problems
134   // ---------------------------------------------------------------------------
135   {
136     PetscErrorCode (*p)(ProblemData *, DM, void *);
137     ierr = PetscFunctionListFind(app_ctx->problems, app_ctx->problem_name, &p);
138     CHKERRQ(ierr);
139     if (!p) SETERRQ(PETSC_COMM_SELF, 1, "Problem '%s' not found",
140                       app_ctx->problem_name);
141     ierr = (*p)(problem, dm, &user); CHKERRQ(ierr);
142   }
143 
144   // -- Set up DM
145   ierr = SetUpDM(dm, problem, app_ctx->degree, bc, phys_ctx);
146   CHKERRQ(ierr);
147 
148   // -- Refine DM for high-order viz
149   if (app_ctx->viz_refine) {
150     ierr = VizRefineDM(dm, user, problem, bc, phys_ctx);
151     CHKERRQ(ierr);
152   }
153 
154   // ---------------------------------------------------------------------------
155   // Set up libCEED
156   // ---------------------------------------------------------------------------
157   // -- Set up libCEED objects
158   ierr = SetupLibceed(ceed, ceed_data, dm, user, app_ctx, problem, bc);
159   CHKERRQ(ierr);
160 
161   // ---------------------------------------------------------------------------
162   // Set up ICs
163   // ---------------------------------------------------------------------------
164   // -- Set up global state vector Q
165   Vec Q;
166   ierr = DMCreateGlobalVector(dm, &Q); CHKERRQ(ierr);
167   ierr = VecZeroEntries(Q); CHKERRQ(ierr);
168 
169   // -- Set up local state vectors Q_loc, Q_dot_loc
170   ierr = DMCreateLocalVector(dm, &user->Q_loc); CHKERRQ(ierr);
171   ierr = DMCreateLocalVector(dm, &user->Q_dot_loc); CHKERRQ(ierr);
172   ierr = VecZeroEntries(user->Q_dot_loc); CHKERRQ(ierr);
173 
174   // -- Fix multiplicity for ICs
175   ierr = ICs_FixMultiplicity(dm, ceed_data, user, user->Q_loc, Q, 0.0);
176   CHKERRQ(ierr);
177 
178   // ---------------------------------------------------------------------------
179   // Set up lumped mass matrix
180   // ---------------------------------------------------------------------------
181   // -- Set up global mass vector
182   ierr = VecDuplicate(Q, &user->M); CHKERRQ(ierr);
183 
184   // -- Compute lumped mass matrix
185   ierr = ComputeLumpedMassMatrix(ceed, dm, ceed_data, user->M); CHKERRQ(ierr);
186 
187   // ---------------------------------------------------------------------------
188   // Record boundary values from initial condition
189   // ---------------------------------------------------------------------------
190   // -- This overrides DMPlexInsertBoundaryValues().
191   //    We use this for the main simulation DM because the reference
192   //    DMPlexInsertBoundaryValues() is very slow. If we disable this, we should
193   //    still get the same results due to the problem->bc function, but with
194   //    potentially much slower execution.
195   if (problem->bc_from_ics) {
196     ierr = SetBCsFromICs_NS(dm, Q, user->Q_loc); CHKERRQ(ierr);
197   }
198 
199   // ---------------------------------------------------------------------------
200   // Create output directory
201   // ---------------------------------------------------------------------------
202   PetscMPIInt rank;
203   MPI_Comm_rank(comm, &rank);
204   if (!rank) {ierr = PetscMkdir(app_ctx->output_dir); CHKERRQ(ierr);}
205 
206   // ---------------------------------------------------------------------------
207   // Gather initial Q values in case of continuation of simulation
208   // ---------------------------------------------------------------------------
209   // -- Set up initial values from binary file
210   if (app_ctx->cont_steps) {
211     ierr = SetupICsFromBinary(comm, app_ctx, Q); CHKERRQ(ierr);
212   }
213 
214   // ---------------------------------------------------------------------------
215   // Print problem summary
216   // ---------------------------------------------------------------------------
217   if (!app_ctx->test_mode) {
218     // Header and rank
219     char host_name[PETSC_MAX_PATH_LEN];
220     int  comm_size;
221     ierr = PetscGetHostName(host_name, sizeof host_name); CHKERRQ(ierr);
222     ierr = MPI_Comm_size(comm, &comm_size); CHKERRQ(ierr);
223     ierr = PetscPrintf(comm,
224                        "\n-- Navier-Stokes solver - libCEED + PETSc --\n"
225                        "  MPI:\n"
226                        "    Host Name                          : %s\n"
227                        "    Total ranks                        : %d\n",
228                        host_name, comm_size); CHKERRQ(ierr);
229 
230     // Problem specific info
231     ierr = problem->print_info(problem, app_ctx); CHKERRQ(ierr);
232 
233     // libCEED
234     const char *used_resource;
235     CeedGetResource(ceed, &used_resource);
236     ierr = PetscPrintf(comm,
237                        "  libCEED:\n"
238                        "    libCEED Backend                    : %s\n"
239                        "    libCEED Backend MemType            : %s\n",
240                        used_resource, CeedMemTypes[mem_type_backend]); CHKERRQ(ierr);
241     // PETSc
242     char box_faces_str[PETSC_MAX_PATH_LEN] = "3,3,3";
243     if (problem->dim == 2) box_faces_str[3] = '\0';
244     ierr = PetscOptionsGetString(NULL, NULL, "-dm_plex_box_faces", box_faces_str,
245                                  sizeof(box_faces_str), NULL); CHKERRQ(ierr);
246     MatType mat_type;
247     VecType vec_type;
248     ierr = DMGetMatType(dm, &mat_type); CHKERRQ(ierr);
249     ierr = DMGetVecType(dm, &vec_type); CHKERRQ(ierr);
250     ierr = PetscPrintf(comm,
251                        "  PETSc:\n"
252                        "    Box Faces                          : %s\n"
253                        "    DM MatType                         : %s\n"
254                        "    DM VecType                         : %s\n"
255                        "    Time Stepping Scheme               : %s\n",
256                        box_faces_str, mat_type, vec_type,
257                        phys_ctx->implicit ? "implicit" : "explicit"); CHKERRQ(ierr);
258     // Mesh
259     const PetscInt num_comp_q = 5;
260     CeedInt        glob_dofs, owned_dofs;
261     PetscInt       glob_nodes, owned_nodes;
262     const CeedInt  num_P = app_ctx->degree + 1,
263                    num_Q = num_P + app_ctx->q_extra;
264     // -- Get global size
265     ierr = VecGetSize(Q, &glob_dofs); CHKERRQ(ierr);
266     ierr = VecGetLocalSize(Q, &owned_dofs); CHKERRQ(ierr);
267     glob_nodes = glob_dofs/num_comp_q;
268     // -- Get local size
269     ierr = VecGetSize(user->Q_loc, &owned_nodes); CHKERRQ(ierr);
270     owned_nodes /= num_comp_q;
271     ierr = PetscPrintf(comm,
272                        "  Mesh:\n"
273                        "    Number of 1D Basis Nodes (P)       : %" CeedInt_FMT "\n"
274                        "    Number of 1D Quadrature Points (Q) : %" CeedInt_FMT "\n"
275                        "    Global DoFs                        : %" PetscInt_FMT "\n"
276                        "    Owned DoFs                         : %" PetscInt_FMT "\n"
277                        "    DoFs per node                      : %" PetscInt_FMT "\n"
278                        "    Global nodes                       : %" PetscInt_FMT "\n"
279                        "    Owned nodes                        : %" PetscInt_FMT "\n",
280                        num_P, num_Q, glob_dofs, owned_dofs, num_comp_q,
281                        glob_nodes, owned_nodes); CHKERRQ(ierr);
282   }
283   // -- Zero Q_loc
284   ierr = VecZeroEntries(user->Q_loc); CHKERRQ(ierr);
285 
286   // ---------------------------------------------------------------------------
287   // TS: Create, setup, and solve
288   // ---------------------------------------------------------------------------
289   TS ts;
290   PetscScalar final_time;
291   ierr = TSSolve_NS(dm, user, app_ctx, phys_ctx, &Q, &final_time, &ts);
292   CHKERRQ(ierr);
293 
294   // ---------------------------------------------------------------------------
295   // Post-processing
296   // ---------------------------------------------------------------------------
297   ierr = PostProcess_NS(ts, ceed_data, dm, problem, user, Q, final_time);
298   CHKERRQ(ierr);
299 
300   // ---------------------------------------------------------------------------
301   // Destroy libCEED objects
302   // ---------------------------------------------------------------------------
303   // -- Vectors
304   CeedVectorDestroy(&ceed_data->x_coord);
305   CeedVectorDestroy(&ceed_data->q_data);
306   CeedVectorDestroy(&user->q_ceed);
307   CeedVectorDestroy(&user->q_dot_ceed);
308   CeedVectorDestroy(&user->g_ceed);
309   CeedVectorDestroy(&user->coo_values_amat);
310   CeedVectorDestroy(&user->coo_values_pmat);
311 
312   // -- QFunctions
313   CeedQFunctionDestroy(&ceed_data->qf_setup_vol);
314   CeedQFunctionDestroy(&ceed_data->qf_ics);
315   CeedQFunctionDestroy(&ceed_data->qf_rhs_vol);
316   CeedQFunctionDestroy(&ceed_data->qf_ifunction_vol);
317   CeedQFunctionDestroy(&ceed_data->qf_setup_sur);
318   CeedQFunctionDestroy(&ceed_data->qf_apply_inflow);
319   CeedQFunctionDestroy(&ceed_data->qf_apply_inflow_jacobian);
320   CeedQFunctionDestroy(&ceed_data->qf_apply_outflow);
321   CeedQFunctionDestroy(&ceed_data->qf_apply_outflow_jacobian);
322 
323   // -- Bases
324   CeedBasisDestroy(&ceed_data->basis_q);
325   CeedBasisDestroy(&ceed_data->basis_x);
326   CeedBasisDestroy(&ceed_data->basis_xc);
327   CeedBasisDestroy(&ceed_data->basis_q_sur);
328   CeedBasisDestroy(&ceed_data->basis_x_sur);
329 
330   // -- Restrictions
331   CeedElemRestrictionDestroy(&ceed_data->elem_restr_q);
332   CeedElemRestrictionDestroy(&ceed_data->elem_restr_x);
333   CeedElemRestrictionDestroy(&ceed_data->elem_restr_qd_i);
334 
335   // -- Operators
336   CeedOperatorDestroy(&ceed_data->op_setup_vol);
337   CeedOperatorDestroy(&ceed_data->op_ics);
338   CeedOperatorDestroy(&user->op_rhs_vol);
339   CeedOperatorDestroy(&user->op_ifunction_vol);
340   CeedOperatorDestroy(&user->op_rhs);
341   CeedOperatorDestroy(&user->op_ifunction);
342   CeedOperatorDestroy(&user->op_ijacobian);
343 
344   // -- Ceed
345   CeedDestroy(&ceed);
346 
347   // ---------------------------------------------------------------------------
348   // Clean up PETSc
349   // ---------------------------------------------------------------------------
350   // -- Vectors
351   ierr = VecDestroy(&Q); CHKERRQ(ierr);
352   ierr = VecDestroy(&user->M); CHKERRQ(ierr);
353   ierr = VecDestroy(&user->Q_loc); CHKERRQ(ierr);
354   ierr = VecDestroy(&user->Q_dot_loc); CHKERRQ(ierr);
355 
356   // -- Matrices
357   ierr = MatDestroy(&user->interp_viz); CHKERRQ(ierr);
358 
359   // -- DM
360   ierr = DMDestroy(&dm); CHKERRQ(ierr);
361   ierr = DMDestroy(&user->dm_viz); CHKERRQ(ierr);
362 
363   // -- TS
364   ierr = TSDestroy(&ts); CHKERRQ(ierr);
365 
366   // -- Function list
367   ierr = PetscFunctionListDestroy(&app_ctx->problems); CHKERRQ(ierr);
368 
369   PetscCall(PetscFree(app_ctx->amat_type));
370 
371   // -- Structs
372   ierr = PetscFree(units); CHKERRQ(ierr);
373   ierr = PetscFree(user); CHKERRQ(ierr);
374   ierr = PetscFree(problem); CHKERRQ(ierr);
375   ierr = PetscFree(bc); CHKERRQ(ierr);
376   ierr = PetscFree(phys_ctx); CHKERRQ(ierr);
377   ierr = PetscFree(app_ctx); CHKERRQ(ierr);
378   ierr = PetscFree(ceed_data); CHKERRQ(ierr);
379 
380   return PetscFinalize();
381 }
382