xref: /libCEED/examples/fluids/navierstokes.h (revision 1b16049a10e17ae70b657db3a7ebdc4091aecb17)
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 #ifndef libceed_fluids_examples_navier_stokes_h
9 #define libceed_fluids_examples_navier_stokes_h
10 
11 #include <ceed.h>
12 #include <petscts.h>
13 #include <stdbool.h>
14 
15 #include "./include/petsc_ops.h"
16 #include "qfunctions/newtonian_types.h"
17 #include "qfunctions/stabilization_types.h"
18 
19 #if PETSC_VERSION_LT(3, 19, 0)
20 #error "PETSc v3.19 or later is required"
21 #endif
22 
23 #define PetscCeedChk(ceed, ierr)                                    \
24   do {                                                              \
25     if (ierr != CEED_ERROR_SUCCESS) {                               \
26       const char *error_message;                                    \
27       CeedGetErrorMessage(ceed, &error_message);                    \
28       SETERRQ(PETSC_COMM_SELF, PETSC_ERR_LIB, "%s", error_message); \
29     }                                                               \
30   } while (0)
31 
32 #define PetscCallCeed(ceed, ...) \
33   do {                           \
34     int ierr_q_ = __VA_ARGS__;   \
35     PetscCeedChk(ceed, ierr_q_); \
36   } while (0)
37 
38 // -----------------------------------------------------------------------------
39 // Enums
40 // -----------------------------------------------------------------------------
41 // Translate PetscMemType to CeedMemType
42 static inline CeedMemType MemTypeP2C(PetscMemType mem_type) { return PetscMemTypeDevice(mem_type) ? CEED_MEM_DEVICE : CEED_MEM_HOST; }
43 
44 // Advection - Wind Options
45 typedef enum {
46   WIND_ROTATION    = 0,
47   WIND_TRANSLATION = 1,
48 } WindType;
49 static const char *const WindTypes[] = {"rotation", "translation", "WindType", "WIND_", NULL};
50 
51 // Advection - Bubble Types
52 typedef enum {
53   BUBBLE_SPHERE   = 0,  // dim=3
54   BUBBLE_CYLINDER = 1,  // dim=2
55 } BubbleType;
56 static const char *const BubbleTypes[] = {"sphere", "cylinder", "BubbleType", "BUBBLE_", NULL};
57 
58 // Advection - Bubble Continuity Types
59 typedef enum {
60   BUBBLE_CONTINUITY_SMOOTH     = 0,  // Original continuous, smooth shape
61   BUBBLE_CONTINUITY_BACK_SHARP = 1,  // Discontinuous, sharp back half shape
62   BUBBLE_CONTINUITY_THICK      = 2,  // Define a finite thickness
63 } BubbleContinuityType;
64 static const char *const BubbleContinuityTypes[] = {"smooth", "back_sharp", "thick", "BubbleContinuityType", "BUBBLE_CONTINUITY_", NULL};
65 
66 // Euler - test cases
67 typedef enum {
68   EULER_TEST_ISENTROPIC_VORTEX = 0,
69   EULER_TEST_1                 = 1,
70   EULER_TEST_2                 = 2,
71   EULER_TEST_3                 = 3,
72   EULER_TEST_4                 = 4,
73   EULER_TEST_5                 = 5,
74 } EulerTestType;
75 static const char *const EulerTestTypes[] = {"isentropic_vortex", "test_1",      "test_2", "test_3", "test_4", "test_5",
76                                              "EulerTestType",     "EULER_TEST_", NULL};
77 
78 // Stabilization methods
79 static const char *const StabilizationTypes[] = {"none", "SU", "SUPG", "StabilizationType", "STAB_", NULL};
80 
81 // Test mode type
82 typedef enum {
83   TESTTYPE_NONE           = 0,
84   TESTTYPE_SOLVER         = 1,
85   TESTTYPE_TURB_SPANSTATS = 2,
86   TESTTYPE_DIFF_FILTER    = 3,
87 } TestType;
88 static const char *const TestTypes[] = {"none", "solver", "turb_spanstats", "diff_filter", "TestType", "TESTTYPE_", NULL};
89 
90 // Test mode type
91 typedef enum {
92   SGS_MODEL_NONE        = 0,
93   SGS_MODEL_DATA_DRIVEN = 1,
94 } SGSModelType;
95 static const char *const SGSModelTypes[] = {"none", "data_driven", "SGSModelType", "SGS_MODEL_", NULL};
96 
97 static const char *const DifferentialFilterDampingFunctions[] = {
98     "none", "van_driest", "mms", "DifferentialFilterDampingFunction", "DIFF_FILTER_DAMP_", NULL};
99 
100 // -----------------------------------------------------------------------------
101 // Log Events
102 // -----------------------------------------------------------------------------
103 extern PetscLogEvent FLUIDS_CeedOperatorApply;
104 extern PetscLogEvent FLUIDS_CeedOperatorAssemble;
105 extern PetscLogEvent FLUIDS_CeedOperatorAssembleDiagonal;
106 extern PetscLogEvent FLUIDS_CeedOperatorAssemblePointBlockDiagonal;
107 PetscErrorCode       RegisterLogEvents();
108 
109 // -----------------------------------------------------------------------------
110 // Structs
111 // -----------------------------------------------------------------------------
112 // Structs declarations
113 typedef struct AppCtx_private   *AppCtx;
114 typedef struct CeedData_private *CeedData;
115 typedef struct User_private     *User;
116 typedef struct Units_private    *Units;
117 typedef struct SimpleBC_private *SimpleBC;
118 typedef struct Physics_private  *Physics;
119 
120 // Application context from user command line options
121 struct AppCtx_private {
122   // libCEED arguments
123   char     ceed_resource[PETSC_MAX_PATH_LEN];  // libCEED backend
124   PetscInt degree;
125   PetscInt q_extra;
126   // Solver arguments
127   MatType   amat_type;
128   PetscBool pmat_pbdiagonal;
129   // Post-processing arguments
130   PetscInt  checkpoint_interval;
131   PetscInt  viz_refine;
132   PetscInt  cont_steps;
133   PetscReal cont_time;
134   char      cont_file[PETSC_MAX_PATH_LEN];
135   char      cont_time_file[PETSC_MAX_PATH_LEN];
136   char      output_dir[PETSC_MAX_PATH_LEN];
137   PetscBool add_stepnum2bin;
138   PetscBool checkpoint_vtk;
139   // Problem type arguments
140   PetscFunctionList problems;
141   char              problem_name[PETSC_MAX_PATH_LEN];
142   // Test mode arguments
143   TestType    test_type;
144   PetscScalar test_tol;
145   char        test_file_path[PETSC_MAX_PATH_LEN];
146   // Turbulent spanwise statistics
147   PetscBool         turb_spanstats_enable;
148   PetscInt          turb_spanstats_collect_interval;
149   PetscInt          turb_spanstats_viewer_interval;
150   PetscViewer       turb_spanstats_viewer;
151   PetscViewerFormat turb_spanstats_viewer_format;
152   // Wall forces
153   struct {
154     PetscInt          num_wall;
155     PetscInt         *walls;
156     PetscViewer       viewer;
157     PetscViewerFormat viewer_format;
158     PetscBool         header_written;
159   } wall_forces;
160   // Subgrid Stress Model
161   SGSModelType sgs_model_type;
162   // Differential Filtering
163   PetscBool diff_filter_monitor;
164 };
165 
166 // libCEED data struct
167 struct CeedData_private {
168   CeedVector           x_coord, q_data;
169   CeedBasis            basis_x, basis_xc, basis_q, basis_x_sur, basis_q_sur, basis_xc_sur;
170   CeedElemRestriction  elem_restr_x, elem_restr_q, elem_restr_qd_i;
171   CeedOperator         op_setup_vol;
172   OperatorApplyContext op_ics_ctx;
173   CeedQFunction        qf_setup_vol, qf_ics, qf_rhs_vol, qf_ifunction_vol, qf_setup_sur, qf_apply_inflow, qf_apply_inflow_jacobian, qf_apply_outflow,
174       qf_apply_outflow_jacobian, qf_apply_freestream, qf_apply_freestream_jacobian;
175 };
176 
177 typedef struct {
178   DM                    dm;
179   PetscSF               sf;  // For communicating child data to parents
180   OperatorApplyContext  op_stats_collect_ctx, op_proj_rhs_ctx;
181   PetscInt              num_comp_stats;
182   Vec                   Child_Stats_loc, Parent_Stats_loc;
183   KSP                   ksp;         // For the L^2 projection solve
184   CeedScalar            span_width;  // spanwise width of the child domain
185   PetscBool             do_mms_test;
186   OperatorApplyContext  mms_error_ctx;
187   CeedContextFieldLabel solution_time_label, previous_time_label;
188 } Span_Stats;
189 
190 typedef struct {
191   DM                   dm;
192   PetscInt             num_comp;
193   OperatorApplyContext l2_rhs_ctx;
194   KSP                  ksp;
195 } *NodalProjectionData;
196 
197 typedef struct {
198   DM                   dm_sgs;
199   PetscInt             num_comp_sgs;
200   OperatorApplyContext op_nodal_evaluation_ctx, op_sgs_apply_ctx;
201   CeedVector           sgs_nodal_ceed;
202 } *SGS_DD_Data;
203 
204 typedef struct {
205   DM                   dm_filter;
206   PetscInt             num_filtered_fields;
207   CeedInt             *num_field_components;
208   OperatorApplyContext op_rhs_ctx;
209   KSP                  ksp;
210   PetscBool            do_mms_test;
211 } *DiffFilterData;
212 
213 // PETSc user data
214 struct User_private {
215   MPI_Comm             comm;
216   DM                   dm;
217   DM                   dm_viz;
218   Mat                  interp_viz;
219   Ceed                 ceed;
220   Units                units;
221   Vec                  M_inv, Q_loc, Q_dot_loc;
222   Physics              phys;
223   AppCtx               app_ctx;
224   CeedVector           q_ceed, q_dot_ceed, g_ceed, coo_values_amat, coo_values_pmat, x_ceed;
225   CeedOperator         op_rhs_vol, op_ifunction_vol, op_ifunction, op_ijacobian;
226   OperatorApplyContext op_rhs_ctx, op_strong_bc_ctx;
227   bool                 matrices_set_up;
228   CeedScalar           time_bc_set;
229   Span_Stats           spanstats;
230   NodalProjectionData  grad_velo_proj;
231   SGS_DD_Data          sgs_dd_data;
232   DiffFilterData       diff_filter;
233 };
234 
235 // Units
236 struct Units_private {
237   // fundamental units
238   PetscScalar meter;
239   PetscScalar kilogram;
240   PetscScalar second;
241   PetscScalar Kelvin;
242   // derived units
243   PetscScalar Pascal;
244   PetscScalar J_per_kg_K;
245   PetscScalar m_per_squared_s;
246   PetscScalar W_per_m_K;
247   PetscScalar Joule;
248 };
249 
250 // Boundary conditions
251 struct SimpleBC_private {
252   PetscInt num_wall,  // Number of faces with wall BCs
253       wall_comps[5],  // An array of constrained component numbers
254       num_comps,
255       num_slip[3],  // Number of faces with slip BCs
256       num_inflow, num_outflow, num_freestream;
257   PetscInt  walls[16], slips[3][16], inflows[16], outflows[16], freestreams[16];
258   PetscBool user_bc;
259 };
260 
261 // Struct that contains all enums and structs used for the physics of all problems
262 struct Physics_private {
263   WindType              wind_type;
264   BubbleType            bubble_type;
265   BubbleContinuityType  bubble_continuity_type;
266   EulerTestType         euler_test;
267   StabilizationType     stab;
268   PetscBool             implicit;
269   StateVariable         state_var;
270   PetscBool             has_curr_time;
271   PetscBool             has_neumann;
272   CeedContextFieldLabel solution_time_label;
273   CeedContextFieldLabel stg_solution_time_label;
274   CeedContextFieldLabel timestep_size_label;
275   CeedContextFieldLabel ics_time_label;
276   CeedContextFieldLabel ijacobian_time_shift_label;
277 };
278 
279 typedef struct {
280   CeedQFunctionUser    qfunction;
281   const char          *qfunction_loc;
282   CeedQFunctionContext qfunction_context;
283 } ProblemQFunctionSpec;
284 
285 // Problem specific data
286 typedef struct ProblemData_private ProblemData;
287 struct ProblemData_private {
288   CeedInt              dim, q_data_size_vol, q_data_size_sur, jac_data_size_sur;
289   CeedScalar           dm_scale;
290   ProblemQFunctionSpec setup_vol, setup_sur, ics, apply_vol_rhs, apply_vol_ifunction, apply_vol_ijacobian, apply_inflow, apply_outflow,
291       apply_freestream, apply_inflow_jacobian, apply_outflow_jacobian, apply_freestream_jacobian;
292   bool      non_zero_time;
293   PetscBool bc_from_ics, use_strong_bc_ceed;
294   PetscErrorCode (*print_info)(User, ProblemData *, AppCtx);
295 };
296 
297 extern int FreeContextPetsc(void *);
298 
299 // -----------------------------------------------------------------------------
300 // Set up problems
301 // -----------------------------------------------------------------------------
302 // Set up function for each problem
303 extern PetscErrorCode NS_GAUSSIAN_WAVE(ProblemData *problem, DM dm, void *ctx, SimpleBC bc);
304 extern PetscErrorCode NS_CHANNEL(ProblemData *problem, DM dm, void *ctx, SimpleBC bc);
305 extern PetscErrorCode NS_BLASIUS(ProblemData *problem, DM dm, void *ctx, SimpleBC bc);
306 extern PetscErrorCode NS_NEWTONIAN_IG(ProblemData *problem, DM dm, void *ctx, SimpleBC bc);
307 extern PetscErrorCode NS_DENSITY_CURRENT(ProblemData *problem, DM dm, void *ctx, SimpleBC bc);
308 extern PetscErrorCode NS_EULER_VORTEX(ProblemData *problem, DM dm, void *ctx, SimpleBC bc);
309 extern PetscErrorCode NS_SHOCKTUBE(ProblemData *problem, DM dm, void *ctx, SimpleBC bc);
310 extern PetscErrorCode NS_ADVECTION(ProblemData *problem, DM dm, void *ctx, SimpleBC bc);
311 extern PetscErrorCode NS_ADVECTION2D(ProblemData *problem, DM dm, void *ctx, SimpleBC bc);
312 
313 // Print function for each problem
314 extern PetscErrorCode PRINT_NEWTONIAN(User user, ProblemData *problem, AppCtx app_ctx);
315 
316 extern PetscErrorCode PRINT_EULER_VORTEX(User user, ProblemData *problem, AppCtx app_ctx);
317 
318 extern PetscErrorCode PRINT_SHOCKTUBE(User user, ProblemData *problem, AppCtx app_ctx);
319 
320 extern PetscErrorCode PRINT_ADVECTION(User user, ProblemData *problem, AppCtx app_ctx);
321 
322 extern PetscErrorCode PRINT_ADVECTION2D(User user, ProblemData *problem, AppCtx app_ctx);
323 
324 PetscErrorCode PrintRunInfo(User user, Physics phys_ctx, ProblemData *problem, MPI_Comm comm);
325 
326 // -----------------------------------------------------------------------------
327 // libCEED functions
328 // -----------------------------------------------------------------------------
329 // Utility function to create local CEED restriction
330 PetscErrorCode CreateRestrictionFromPlex(Ceed ceed, DM dm, CeedInt height, DMLabel domain_label, CeedInt label_value, PetscInt dm_field,
331                                          CeedElemRestriction *elem_restr);
332 
333 // Utility function to get Ceed Restriction for each domain
334 PetscErrorCode GetRestrictionForDomain(Ceed ceed, DM dm, CeedInt height, DMLabel domain_label, PetscInt label_value, PetscInt dm_field, CeedInt Q,
335                                        CeedInt q_data_size, CeedElemRestriction *elem_restr_q, CeedElemRestriction *elem_restr_x,
336                                        CeedElemRestriction *elem_restr_qd_i);
337 
338 PetscErrorCode CreateBasisFromPlex(Ceed ceed, DM dm, DMLabel domain_label, CeedInt label_value, CeedInt height, CeedInt dm_field, CeedBasis *basis);
339 
340 // Utility function to create CEED Composite Operator for the entire domain
341 PetscErrorCode CreateOperatorForDomain(Ceed ceed, DM dm, SimpleBC bc, CeedData ceed_data, Physics phys, CeedOperator op_apply_vol,
342                                        CeedOperator op_apply_ijacobian_vol, CeedInt height, CeedInt P_sur, CeedInt Q_sur, CeedInt q_data_size_sur,
343                                        CeedInt jac_data_size_sur, CeedOperator *op_apply, CeedOperator *op_apply_ijacobian);
344 
345 PetscErrorCode SetupLibceed(Ceed ceed, CeedData ceed_data, DM dm, User user, AppCtx app_ctx, ProblemData *problem, SimpleBC bc);
346 
347 // -----------------------------------------------------------------------------
348 // Time-stepping functions
349 // -----------------------------------------------------------------------------
350 // Compute mass matrix for explicit scheme
351 PetscErrorCode ComputeLumpedMassMatrix(Ceed ceed, DM dm, CeedData ceed_data, Vec M);
352 
353 // RHS (Explicit time-stepper) function setup
354 PetscErrorCode RHS_NS(TS ts, PetscReal t, Vec Q, Vec G, void *user_data);
355 
356 // Implicit time-stepper function setup
357 PetscErrorCode IFunction_NS(TS ts, PetscReal t, Vec Q, Vec Q_dot, Vec G, void *user_data);
358 
359 // User provided TS Monitor
360 PetscErrorCode TSMonitor_NS(TS ts, PetscInt step_no, PetscReal time, Vec Q, void *ctx);
361 
362 // TS: Create, setup, and solve
363 PetscErrorCode TSSolve_NS(DM dm, User user, AppCtx app_ctx, Physics phys, Vec *Q, PetscScalar *f_time, TS *ts);
364 
365 // Update Boundary Values when time has changed
366 PetscErrorCode UpdateBoundaryValues(User user, Vec Q_loc, PetscReal t);
367 
368 // -----------------------------------------------------------------------------
369 // Setup DM
370 // -----------------------------------------------------------------------------
371 // Create mesh
372 PetscErrorCode CreateDM(MPI_Comm comm, ProblemData *problem, MatType, VecType, DM *dm);
373 
374 // Set up DM
375 PetscErrorCode SetUpDM(DM dm, ProblemData *problem, PetscInt degree, PetscInt q_extra, SimpleBC bc, Physics phys);
376 
377 // Refine DM for high-order viz
378 PetscErrorCode VizRefineDM(DM dm, User user, ProblemData *problem, SimpleBC bc, Physics phys);
379 
380 // -----------------------------------------------------------------------------
381 // Process command line options
382 // -----------------------------------------------------------------------------
383 // Register problems to be available on the command line
384 PetscErrorCode RegisterProblems_NS(AppCtx app_ctx);
385 
386 // Process general command line options
387 PetscErrorCode ProcessCommandLineOptions(MPI_Comm comm, AppCtx app_ctx, SimpleBC bc);
388 
389 // -----------------------------------------------------------------------------
390 // Miscellaneous utility functions
391 // -----------------------------------------------------------------------------
392 PetscErrorCode ICs_FixMultiplicity(DM dm, CeedData ceed_data, User user, Vec Q_loc, Vec Q, CeedScalar time);
393 
394 PetscErrorCode DMPlexInsertBoundaryValues_NS(DM dm, PetscBool insert_essential, Vec Q_loc, PetscReal time, Vec face_geom_FVM, Vec cell_geom_FVM,
395                                              Vec grad_FVM);
396 
397 // Compare reference solution values with current test run for CI
398 PetscErrorCode RegressionTests_NS(AppCtx app_ctx, Vec Q);
399 
400 // Get error for problems with exact solutions
401 PetscErrorCode GetError_NS(CeedData ceed_data, DM dm, User user, Vec Q, PetscScalar final_time);
402 
403 // Post-processing
404 PetscErrorCode PostProcess_NS(TS ts, CeedData ceed_data, DM dm, ProblemData *problem, User user, Vec Q, PetscScalar final_time);
405 
406 // -- Gather initial Q values in case of continuation of simulation
407 PetscErrorCode SetupICsFromBinary(MPI_Comm comm, AppCtx app_ctx, Vec Q);
408 
409 // Record boundary values from initial condition
410 PetscErrorCode SetBCsFromICs_NS(DM dm, Vec Q, Vec Q_loc);
411 
412 // Versioning token for binary checkpoints
413 extern const PetscInt32 FLUIDS_FILE_TOKEN;  // for backwards compatibility
414 extern const PetscInt32 FLUIDS_FILE_TOKEN_32;
415 extern const PetscInt32 FLUIDS_FILE_TOKEN_64;
416 
417 // Create appropriate mass qfunction based on number of components N
418 PetscErrorCode CreateMassQFunction(Ceed ceed, CeedInt N, CeedInt q_data_size, CeedQFunction *qf);
419 
420 PetscErrorCode NodalProjectionDataDestroy(NodalProjectionData context);
421 
422 PetscErrorCode PHASTADatFileOpen(const MPI_Comm comm, const char path[PETSC_MAX_PATH_LEN], const PetscInt char_array_len, PetscInt dims[2],
423                                  FILE **fp);
424 
425 PetscErrorCode PHASTADatFileGetNRows(const MPI_Comm comm, const char path[PETSC_MAX_PATH_LEN], PetscInt *nrows);
426 
427 PetscErrorCode PHASTADatFileReadToArrayReal(const MPI_Comm comm, const char path[PETSC_MAX_PATH_LEN], PetscReal array[]);
428 
429 PetscErrorCode IntArrayC2P(PetscInt num_entries, CeedInt **array_ceed, PetscInt **array_petsc);
430 PetscErrorCode IntArrayP2C(PetscInt num_entries, PetscInt **array_petsc, CeedInt **array_ceed);
431 
432 // -----------------------------------------------------------------------------
433 // Turbulence Statistics Collection Functions
434 // -----------------------------------------------------------------------------
435 
436 PetscErrorCode TurbulenceStatisticsSetup(Ceed ceed, User user, CeedData ceed_data, ProblemData *problem);
437 PetscErrorCode TSMonitor_TurbulenceStatistics(TS ts, PetscInt steps, PetscReal solution_time, Vec Q, void *ctx);
438 PetscErrorCode TurbulenceStatisticsDestroy(User user, CeedData ceed_data);
439 
440 // -----------------------------------------------------------------------------
441 // Data-Driven Subgrid Stress (DD-SGS) Modeling Functions
442 // -----------------------------------------------------------------------------
443 
444 PetscErrorCode SGS_DD_ModelSetup(Ceed ceed, User user, CeedData ceed_data, ProblemData *problem);
445 PetscErrorCode SGS_DD_DataDestroy(SGS_DD_Data sgs_dd_data);
446 PetscErrorCode SGS_DD_ModelApplyIFunction(User user, const Vec Q_loc, Vec G_loc);
447 PetscErrorCode VelocityGradientProjectionSetup(Ceed ceed, User user, CeedData ceed_data, ProblemData *problem);
448 PetscErrorCode VelocityGradientProjectionApply(User user, Vec Q_loc, Vec VelocityGradient);
449 PetscErrorCode GridAnisotropyTensorProjectionSetupApply(Ceed ceed, User user, CeedData ceed_data, CeedElemRestriction *elem_restr_grid_aniso,
450                                                         CeedVector *grid_aniso_vector);
451 PetscErrorCode GridAnisotropyTensorCalculateCollocatedVector(Ceed ceed, User user, CeedData ceed_data, CeedElemRestriction *elem_restr_grid_aniso,
452                                                              CeedVector *aniso_colloc_ceed, PetscInt *num_comp_aniso);
453 
454 // -----------------------------------------------------------------------------
455 // Boundary Condition Related Functions
456 // -----------------------------------------------------------------------------
457 
458 // Setup StrongBCs that use QFunctions
459 PetscErrorCode SetupStrongBC_Ceed(Ceed ceed, CeedData ceed_data, DM dm, User user, ProblemData *problem, SimpleBC bc, CeedInt q_data_size_sur);
460 
461 PetscErrorCode FreestreamBCSetup(ProblemData *problem, DM dm, void *ctx, NewtonianIdealGasContext newtonian_ig_ctx, const StatePrimitive *reference);
462 PetscErrorCode OutflowBCSetup(ProblemData *problem, DM dm, void *ctx, NewtonianIdealGasContext newtonian_ig_ctx, const StatePrimitive *reference);
463 
464 // -----------------------------------------------------------------------------
465 // Differential Filtering Functions
466 // -----------------------------------------------------------------------------
467 
468 PetscErrorCode DifferentialFilterSetup(Ceed ceed, User user, CeedData ceed_data, ProblemData *problem);
469 PetscErrorCode DifferentialFilterDataDestroy(DiffFilterData diff_filter);
470 PetscErrorCode TSMonitor_DifferentialFilter(TS ts, PetscInt steps, PetscReal solution_time, Vec Q, void *ctx);
471 PetscErrorCode DifferentialFilterApply(User user, const PetscReal solution_time, const Vec Q, Vec Filtered_Solution);
472 PetscErrorCode DifferentialFilter_MMS_ICSetup(ProblemData *problem);
473 
474 #endif  // libceed_fluids_examples_navier_stokes_h
475