xref: /libCEED/examples/fluids/navierstokes.c (revision 6f97ff0a4d72c7c52f536a363fa2fb4866807b9a)
1 // Copyright (c) 2017, Lawrence Livermore National Security, LLC. Produced at
2 // the Lawrence Livermore National Laboratory. LLNL-CODE-734707. All Rights
3 // reserved. See files LICENSE and NOTICE for details.
4 //
5 // This file is part of CEED, a collection of benchmarks, miniapps, software
6 // libraries and APIs for efficient high-order finite element and spectral
7 // element discretizations for exascale applications. For more information and
8 // source code availability see http://github.com/ceed.
9 //
10 // The CEED research is supported by the Exascale Computing Project 17-SC-20-SC,
11 // a collaborative effort of two U.S. Department of Energy organizations (Office
12 // of Science and the National Nuclear Security Administration) responsible for
13 // the planning and preparation of a capable exascale ecosystem, including
14 // software, applications, hardware, advanced system engineering and early
15 // testbed platforms, in support of the nation's exascale computing imperative.
16 
17 //                        libCEED + PETSc Example: Navier-Stokes
18 //
19 // This example demonstrates a simple usage of libCEED with PETSc to solve a
20 // Navier-Stokes problem.
21 //
22 // The code is intentionally "raw", using only low-level communication
23 // primitives.
24 //
25 // Build with:
26 //
27 //     make [PETSC_DIR=</path/to/petsc>] [CEED_DIR=</path/to/libceed>] navierstokes
28 //
29 // Sample runs:
30 //
31 //     ./navierstokes -ceed /cpu/self -problem density_current -degree 1
32 //     ./navierstokes -ceed /gpu/cuda -problem advection -degree 1
33 //
34 //TESTARGS(name="dc_explicit") -ceed {ceed_resource} -test -degree 3 -dm_plex_box_faces 1,1,2 -units_kilogram 1e-9 -lx 125 -ly 125 -lz 250 -center 62.5,62.5,187.5 -rc 100. -thetaC -35. -ts_dt 1e-3 -compare_final_state_atol 1E-11 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-dc-explicit.bin
35 //TESTARGS(name="dc_implicit_stab_none") -ceed {ceed_resource} -test -degree 3 -dm_plex_box_faces 1,1,2 -units_kilogram 1e-9 -lx 125 -ly 125 -lz 250 -center 62.5,62.5,187.5 -rc 100. -thetaC -35. -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
36 //TESTARGS(name="adv_rotation_explicit_strong") -ceed {ceed_resource} -test -problem advection -strong_form 1 -degree 3 -dm_plex_box_faces 2,2,2 -units_kilogram 1e-9 -lx 125 -ly 125 -lz 250 -rc 100. -ts_dt 1e-3 -compare_final_state_atol 1E-11 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-adv-rotation-explicit-strong.bin
37 //TESTARGS(name="adv_rotation_implicit_sharp_cylinder") -ceed {ceed_resource} -test -problem advection -bubble_type cylinder -bubble_continuity back_sharp -degree 3 -dm_plex_box_faces 1,1,2 -units_kilogram 1e-9 -lx 125 -ly 125 -lz 250 -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 -ts_type alpha -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-adv-rotation-implicit-sharp-cylinder.bin
38 //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 -units_kilogram 1e-9 -lx 125 -ly 125 -lz 250 -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 -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
39 //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 -units_kilogram 1e-9 -lx 125 -ly 125 -lz 250 -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 -ts_type alpha -wind_type translation -wind_translation .53,-1.33,-2.65 -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-adv-translation-implicit-stab-su.bin
40 //TESTARGS(name="adv2d_rotation_explicit_strong") -ceed {ceed_resource} -test -problem advection2d -strong_form 1 -degree 3 -dm_plex_box_faces 2,2 -units_kilogram 1e-9 -lx 125 -ly 125 -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
41 //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 -units_kilogram 1e-9 -lx 125 -ly 125 -lz 250 -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 -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
42 //TESTARGS(name="adv2d_translation_implicit_stab_su") -ceed {ceed_resource} -test -problem advection2d -CtauS .3 -stab su -degree 3 -dm_plex_box_faces 1,1,2 -units_kilogram 1e-9 -lx 125 -ly 125 -lz 250 -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 -ts_type alpha -wind_type translation -wind_translation .53,-1.33,0 -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-adv2d-translation-implicit-stab-su.bin
43 //TESTARGS(name="euler_implicit_test_none") -ceed {ceed_resource} -test -problem euler_vortex -degree 3 -dm_plex_box_faces 1,1,2 -units_meter 1e-4 -lx 125 -ly 125 -lz 1 -mean_velocity 1.4,-2.,0 -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 -ts_type alpha -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-euler-implicit-test-none.bin
44 //TESTARGS(name="euler_explicit_test_none") -ceed {ceed_resource} -test -problem euler_vortex -degree 3 -dm_plex_box_faces 2,2,1 -units_meter 1e-4 -lx 125 -ly 125 -lz 1 -mean_velocity 1.4,-2.,0 -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-test-none.bin
45 //TESTARGS(name="euler_implicit_test_t1") -ceed {ceed_resource} -test -problem euler_vortex -euler_test t1 -degree 3 -dm_plex_box_faces 1,1,2 -units_meter 1e-4 -lx 125 -ly 125 -lz 1 -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 -ts_type alpha -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-euler-implicit-test-t1.bin
46 //TESTARGS(name="euler_implicit_test_t2") -ceed {ceed_resource} -test -problem euler_vortex -euler_test t2 -degree 3 -dm_plex_box_faces 1,1,2 -units_meter 1e-4 -lx 125 -ly 125 -lz 1 -mean_velocity 1.4,-2.,0 -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 -ts_type alpha -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-euler-implicit-test-t2.bin
47 //TESTARGS(name="euler_implicit_test_t3") -ceed {ceed_resource} -test -problem euler_vortex -euler_test t3 -degree 3 -dm_plex_box_faces 1,1,2 -units_meter 1e-4 -lx 125 -ly 125 -lz 1 -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 -ts_type alpha -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-euler-implicit-test-t3.bin
48 //TESTARGS(name="euler_implicit_test_t4") -ceed {ceed_resource} -test -problem euler_vortex -euler_test t4 -degree 3 -dm_plex_box_faces 1,1,2 -units_meter 1e-4 -lx 125 -ly 125 -lz 1 -mean_velocity 1.4,-2.,0 -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 -ts_type alpha -compare_final_state_atol 5E-4 -compare_final_state_filename examples/fluids/tests-output/fluids-navierstokes-euler-implicit-test-t4.bin
49 
50 /// @file
51 /// Navier-Stokes example using PETSc
52 
53 const char help[] = "Solve Navier-Stokes using PETSc and libCEED\n";
54 
55 #include "navierstokes.h"
56 
57 int main(int argc, char **argv) {
58   // ---------------------------------------------------------------------------
59   // Initialize PETSc
60   // ---------------------------------------------------------------------------
61   PetscInt ierr;
62   ierr = PetscInitialize(&argc, &argv, NULL, help);
63   if (ierr) return ierr;
64 
65   // ---------------------------------------------------------------------------
66   // Create structs
67   // ---------------------------------------------------------------------------
68   AppCtx app_ctx;
69   ierr = PetscCalloc1(1, &app_ctx); CHKERRQ(ierr);
70 
71   ProblemData *problem = NULL;
72   ierr = PetscCalloc1(1, &problem); CHKERRQ(ierr);
73 
74   User user;
75   ierr = PetscCalloc1(1, &user); CHKERRQ(ierr);
76 
77   CeedData ceed_data;
78   ierr = PetscCalloc1(1, &ceed_data); CHKERRQ(ierr);
79 
80   SimpleBC bc;
81   ierr = PetscCalloc1(1, &bc); CHKERRQ(ierr);
82 
83   SetupContext setup_ctx;
84   ierr = PetscCalloc1(1, &setup_ctx); CHKERRQ(ierr);
85 
86   Physics phys_ctx;
87   ierr = PetscCalloc1(1, &phys_ctx); CHKERRQ(ierr);
88 
89   Units units;
90   ierr = PetscCalloc1(1, &units); CHKERRQ(ierr);
91 
92   user->app_ctx = app_ctx;
93   user->units   = units;
94   user->phys    = phys_ctx;
95 
96   // ---------------------------------------------------------------------------
97   // Process command line options
98   // ---------------------------------------------------------------------------
99   // -- Register problems to be available on the command line
100   ierr = RegisterProblems_NS(app_ctx); CHKERRQ(ierr);
101 
102   // -- Process general command line options
103   MPI_Comm comm = PETSC_COMM_WORLD;
104   user->comm = comm;
105   ierr = ProcessCommandLineOptions(comm, app_ctx); CHKERRQ(ierr);
106 
107   // ---------------------------------------------------------------------------
108   // Choose the problem from the list of registered problems
109   // ---------------------------------------------------------------------------
110   {
111     PetscErrorCode (*p)(ProblemData *, void *, void *);
112     ierr = PetscFunctionListFind(app_ctx->problems, app_ctx->problem_name, &p);
113     CHKERRQ(ierr);
114     if (!p) SETERRQ1(PETSC_COMM_SELF, 1, "Problem '%s' not found",
115                        app_ctx->problem_name);
116     ierr = (*p)(problem, &setup_ctx, &user); CHKERRQ(ierr);
117   }
118 
119   // ---------------------------------------------------------------------------
120   // Initialize libCEED
121   // ---------------------------------------------------------------------------
122   // -- Initialize backend
123   Ceed ceed;
124   CeedInit(app_ctx->ceed_resource, &ceed);
125   user->ceed = ceed;
126 
127   // -- Check preferred MemType
128   CeedMemType mem_type_backend;
129   CeedGetPreferredMemType(ceed, &mem_type_backend);
130 
131   // ---------------------------------------------------------------------------
132   // Set up global mesh
133   // ---------------------------------------------------------------------------
134   // -- Create distribute DM
135   DM dm;
136   ierr = CreateDistributedDM(comm, problem, setup_ctx, &dm); CHKERRQ(ierr);
137   VecType vec_type = NULL;
138   switch (mem_type_backend) {
139   case CEED_MEM_HOST: vec_type = VECSTANDARD; break;
140   case CEED_MEM_DEVICE: {
141     const char *resolved;
142     CeedGetResource(ceed, &resolved);
143     if (strstr(resolved, "/gpu/cuda")) vec_type = VECCUDA;
144     else if (strstr(resolved, "/gpu/hip")) vec_type = VECHIP;
145     else vec_type = VECSTANDARD;
146   }
147   }
148   ierr = DMSetVecType(dm, vec_type); CHKERRQ(ierr);
149   ierr = DMSetFromOptions(dm); CHKERRQ(ierr);
150   user->dm = dm;
151 
152   // -- Set up DM
153   ierr = SetUpDM(dm, problem, app_ctx->degree, bc, phys_ctx, setup_ctx);
154   CHKERRQ(ierr);
155 
156   // -- Refine DM for high-order viz
157   if (app_ctx->viz_refine) {
158     ierr = VizRefineDM(dm, user, problem, bc, phys_ctx, setup_ctx);
159     CHKERRQ(ierr);
160   }
161 
162   // ---------------------------------------------------------------------------
163   // Set up libCEED
164   // ---------------------------------------------------------------------------
165   // -- Set up libCEED objects
166   ierr = SetupLibceed(ceed, ceed_data, dm, user, app_ctx, problem, bc);
167   CHKERRQ(ierr);
168 
169   // -- Set up context for QFunctions
170   ierr = problem->setup_ctx(ceed, ceed_data, app_ctx, setup_ctx, phys_ctx);
171   CHKERRQ(ierr);
172 
173   // ---------------------------------------------------------------------------
174   // Set up ICs
175   // ---------------------------------------------------------------------------
176   // -- Set up global state vector Q
177   Vec Q;
178   ierr = DMCreateGlobalVector(dm, &Q); CHKERRQ(ierr);
179   ierr = VecZeroEntries(Q); CHKERRQ(ierr);
180 
181   // -- Set up local state vector Q_loc
182   Vec Q_loc;
183   ierr = DMGetLocalVector(dm, &Q_loc); CHKERRQ(ierr);
184 
185   // -- Fix multiplicity for ICs
186   ierr = ICs_FixMultiplicity(dm, ceed_data, Q_loc, Q, 0.0); CHKERRQ(ierr);
187 
188   // ---------------------------------------------------------------------------
189   // Set up lumped mass matrix
190   // ---------------------------------------------------------------------------
191   // -- Set up global mass vector
192   ierr = VecDuplicate(Q, &user->M); CHKERRQ(ierr);
193 
194   // -- Compute lumped mass matrix
195   ierr = ComputeLumpedMassMatrix(ceed, dm, ceed_data, user->M); CHKERRQ(ierr);
196 
197   // ---------------------------------------------------------------------------
198   // Record boundary values from initial condition
199   // ---------------------------------------------------------------------------
200   // -- This overrides DMPlexInsertBoundaryValues().
201   //    We use this for the main simulation DM because the reference
202   //    DMPlexInsertBoundaryValues() is very slow. If we disable this, we should
203   //    still get the same results due to the problem->bc function, but with
204   //    potentially much slower execution.
205   if (1) {ierr = SetBCsFromICs_NS(dm, Q, Q_loc); CHKERRQ(ierr);}
206 
207   // ---------------------------------------------------------------------------
208   // Create output directory
209   // ---------------------------------------------------------------------------
210   PetscMPIInt rank;
211   MPI_Comm_rank(comm, &rank);
212   if (!rank) {ierr = PetscMkdir(app_ctx->output_dir); CHKERRQ(ierr);}
213 
214   // ---------------------------------------------------------------------------
215   // Gather initial Q values in case of continuation of simulation
216   // ---------------------------------------------------------------------------
217   // -- Set up initial values from binary file
218   if (app_ctx->cont_steps) {
219     ierr = SetupICsFromBinary(comm, app_ctx, Q); CHKERRQ(ierr);
220   }
221 
222   // ---------------------------------------------------------------------------
223   // Print problem summary
224   // ---------------------------------------------------------------------------
225   if (!app_ctx->test_mode) {
226 
227     // Header and rank
228     char host_name[PETSC_MAX_PATH_LEN];
229     int  comm_size;
230     ierr = PetscGetHostName(host_name, sizeof host_name); CHKERRQ(ierr);
231     ierr = MPI_Comm_size(comm, &comm_size); CHKERRQ(ierr);
232     ierr = PetscPrintf(comm,
233                        "\n-- Navier-Stokes solver - libCEED + PETSc --\n"
234                        "  MPI:\n"
235                        "    Host Name                          : %s\n"
236                        "    Total ranks                        : %d\n",
237                        host_name, comm_size); CHKERRQ(ierr);
238 
239     // Problem specific info
240     ierr = problem->print_info(phys_ctx, setup_ctx, app_ctx); CHKERRQ(ierr);
241 
242     // libCEED
243     const char *used_resource;
244     CeedGetResource(ceed, &used_resource);
245     ierr = PetscPrintf(comm,
246                        "  libCEED:\n"
247                        "    libCEED Backend                    : %s\n"
248                        "    libCEED Backend MemType            : %s\n",
249                        used_resource, CeedMemTypes[mem_type_backend]); CHKERRQ(ierr);
250     // PETSc
251     char box_faces_str[PETSC_MAX_PATH_LEN] = "3,3,3";
252     if (problem->dim == 2) box_faces_str[3] = '\0';
253     ierr = PetscOptionsGetString(NULL, NULL, "-dm_plex_box_faces", box_faces_str,
254                                  sizeof(box_faces_str), NULL); CHKERRQ(ierr);
255     ierr = PetscPrintf(comm,
256                        "  PETSc:\n"
257                        "    Box Faces                          : %s\n"
258                        "    Time Stepping Scheme               : %s\n",
259                        box_faces_str, phys_ctx->implicit ? "implicit" : "explicit"); CHKERRQ(ierr);
260     // Mesh
261     const PetscInt num_comp_q = 5;
262     CeedInt        glob_dofs, owned_dofs;
263     PetscInt       glob_nodes, owned_nodes;
264     const CeedInt  num_P = app_ctx->degree + 1,
265                    num_Q = num_P + app_ctx->q_extra;
266     // -- Get global size
267     ierr = VecGetSize(Q, &glob_dofs); CHKERRQ(ierr);
268     ierr = VecGetLocalSize(Q, &owned_dofs); CHKERRQ(ierr);
269     glob_nodes = glob_dofs/num_comp_q;
270     // -- Get local size
271     ierr = VecGetSize(Q_loc, &owned_nodes); CHKERRQ(ierr);
272     owned_nodes /= num_comp_q;
273     ierr = PetscPrintf(comm,
274                        "  Mesh:\n"
275                        "    Number of 1D Basis Nodes (P)       : %d\n"
276                        "    Number of 1D Quadrature Points (Q) : %d\n"
277                        "    Global DoFs                        : %D\n"
278                        "    Owned DoFs                         : %D\n"
279                        "    DoFs per node                      : %D\n"
280                        "    Global nodes                       : %D\n"
281                        "    Owned nodes                        : %D\n",
282                        num_P, num_Q, glob_dofs, owned_dofs, num_comp_q,
283                        glob_nodes, owned_nodes); CHKERRQ(ierr);
284   }
285   // -- Restore Q_loc
286   ierr = DMRestoreLocalVector(dm, &Q_loc); CHKERRQ(ierr);
287 
288   // ---------------------------------------------------------------------------
289   // TS: Create, setup, and solve
290   // ---------------------------------------------------------------------------
291   TS ts;
292   PetscScalar final_time;
293   ierr = TSSolve_NS(dm, user, app_ctx, phys_ctx, &Q, &final_time, &ts);
294   CHKERRQ(ierr);
295 
296   // ---------------------------------------------------------------------------
297   // Post-processing
298   // ---------------------------------------------------------------------------
299   ierr = PostProcess_NS(ts, ceed_data, dm, problem, app_ctx, Q, final_time);
300   CHKERRQ(ierr);
301 
302   // ---------------------------------------------------------------------------
303   // Destroy libCEED objects
304   // ---------------------------------------------------------------------------
305   // -- Vectors
306   CeedVectorDestroy(&ceed_data->x_coord);
307   CeedVectorDestroy(&ceed_data->q_data);
308   CeedVectorDestroy(&user->q_ceed);
309   CeedVectorDestroy(&user->q_dot_ceed);
310   CeedVectorDestroy(&user->g_ceed);
311 
312   // -- Contexts
313   CeedQFunctionContextDestroy(&ceed_data->setup_context);
314   CeedQFunctionContextDestroy(&ceed_data->dc_context);
315   CeedQFunctionContextDestroy(&ceed_data->advection_context);
316   CeedQFunctionContextDestroy(&ceed_data->euler_context);
317 
318   // -- QFunctions
319   CeedQFunctionDestroy(&ceed_data->qf_setup_vol);
320   CeedQFunctionDestroy(&ceed_data->qf_ics);
321   CeedQFunctionDestroy(&ceed_data->qf_rhs_vol);
322   CeedQFunctionDestroy(&ceed_data->qf_ifunction_vol);
323   CeedQFunctionDestroy(&ceed_data->qf_setup_sur);
324   CeedQFunctionDestroy(&ceed_data->qf_apply_sur);
325 
326   // -- Bases
327   CeedBasisDestroy(&ceed_data->basis_q);
328   CeedBasisDestroy(&ceed_data->basis_x);
329   CeedBasisDestroy(&ceed_data->basis_xc);
330   CeedBasisDestroy(&ceed_data->basis_q_sur);
331   CeedBasisDestroy(&ceed_data->basis_x_sur);
332   CeedBasisDestroy(&ceed_data->basis_xc_sur);
333 
334   // -- Restrictions
335   CeedElemRestrictionDestroy(&ceed_data->elem_restr_q);
336   CeedElemRestrictionDestroy(&ceed_data->elem_restr_x);
337   CeedElemRestrictionDestroy(&ceed_data->elem_restr_qd_i);
338 
339   // -- Operators
340   CeedOperatorDestroy(&ceed_data->op_setup_vol);
341   CeedOperatorDestroy(&ceed_data->op_ics);
342   CeedOperatorDestroy(&user->op_rhs_vol);
343   CeedOperatorDestroy(&user->op_ifunction_vol);
344   CeedOperatorDestroy(&user->op_rhs);
345   CeedOperatorDestroy(&user->op_ifunction);
346 
347   // -- Ceed
348   CeedDestroy(&ceed);
349 
350   // ---------------------------------------------------------------------------
351   // Clean up PETSc
352   // ---------------------------------------------------------------------------
353   // -- Vectors
354   ierr = VecDestroy(&Q); CHKERRQ(ierr);
355   ierr = VecDestroy(&user->M); CHKERRQ(ierr);
356 
357   // -- Matrices
358   ierr = MatDestroy(&user->interp_viz); CHKERRQ(ierr);
359 
360   // -- DM
361   ierr = DMDestroy(&dm); CHKERRQ(ierr);
362   ierr = DMDestroy(&user->dm_viz); CHKERRQ(ierr);
363 
364   // -- TS
365   ierr = TSDestroy(&ts); CHKERRQ(ierr);
366 
367   // -- Function list
368   ierr = PetscFunctionListDestroy(&app_ctx->problems); CHKERRQ(ierr);
369 
370   // -- Structs
371   ierr = PetscFree(units); CHKERRQ(ierr);
372   ierr = PetscFree(user); CHKERRQ(ierr);
373   ierr = PetscFree(problem); CHKERRQ(ierr);
374   ierr = PetscFree(bc); CHKERRQ(ierr);
375   ierr = PetscFree(setup_ctx); CHKERRQ(ierr);
376   ierr = PetscFree(phys_ctx->dc_ctx); CHKERRQ(ierr);
377   ierr = PetscFree(phys_ctx->euler_ctx); CHKERRQ(ierr);
378   ierr = PetscFree(phys_ctx->advection_ctx); CHKERRQ(ierr);
379   ierr = PetscFree(phys_ctx); CHKERRQ(ierr);
380   ierr = PetscFree(app_ctx); CHKERRQ(ierr);
381   ierr = PetscFree(ceed_data); CHKERRQ(ierr);
382 
383   return PetscFinalize();
384 }
385