xref: /libCEED/examples/fluids/navierstokes.h (revision f220c67c2ee09a04caa5f08b43d289c53908d385)
1 // Copyright (c) 2017-2024, 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 #pragma once
8 
9 #include <ceed-utils.h>
10 #include <ceed.h>
11 #include <mat-ceed.h>
12 #include <petscts.h>
13 #include <stdbool.h>
14 
15 #include "./include/petsc_ops.h"
16 #include "qfunctions/newtonian_types.h"
17 
18 #if PETSC_VERSION_LT(3, 21, 0)
19 #error "PETSc v3.21 or later is required"
20 #endif
21 
22 // -----------------------------------------------------------------------------
23 // Enums
24 // -----------------------------------------------------------------------------
25 
26 // Euler - test cases
27 typedef enum {
28   EULER_TEST_ISENTROPIC_VORTEX = 0,
29   EULER_TEST_1                 = 1,
30   EULER_TEST_2                 = 2,
31   EULER_TEST_3                 = 3,
32   EULER_TEST_4                 = 4,
33   EULER_TEST_5                 = 5,
34 } EulerTestType;
35 static const char *const EulerTestTypes[] = {"isentropic_vortex", "test_1",      "test_2", "test_3", "test_4", "test_5",
36                                              "EulerTestType",     "EULER_TEST_", NULL};
37 
38 // Advection - Wind types
39 static const char *const WindTypes[] = {"rotation", "translation", "WindType", "WIND_", NULL};
40 
41 // Advection - Initial Condition Types
42 static const char *const AdvectionICTypes[] = {"sphere", "cylinder", "cosine_hill", "skew", "AdvectionICType", "ADVECTIONIC_", NULL};
43 
44 // Advection - Bubble Continuity Types
45 static const char *const BubbleContinuityTypes[] = {"smooth", "back_sharp", "thick", "cosine", "BubbleContinuityType", "BUBBLE_CONTINUITY_", NULL};
46 
47 // Stabilization methods
48 static const char *const StabilizationTypes[] = {"none", "SU", "SUPG", "StabilizationType", "STAB_", NULL};
49 
50 // Stabilization tau constants
51 static const char *const StabilizationTauTypes[] = {"Ctau", "AdvDiff_Shakib", "AdvDiff_Shakib_P", "StabilizationTauType", "STAB_TAU_", NULL};
52 
53 // Test mode type
54 typedef enum {
55   TESTTYPE_NONE           = 0,
56   TESTTYPE_SOLVER         = 1,
57   TESTTYPE_TURB_SPANSTATS = 2,
58   TESTTYPE_DIFF_FILTER    = 3,
59 } TestType;
60 static const char *const TestTypes[] = {"none", "solver", "turb_spanstats", "diff_filter", "TestType", "TESTTYPE_", NULL};
61 
62 // Subgrid-Stress mode type
63 typedef enum {
64   SGS_MODEL_NONE        = 0,
65   SGS_MODEL_DATA_DRIVEN = 1,
66 } SGSModelType;
67 static const char *const SGSModelTypes[] = {"none", "data_driven", "SGSModelType", "SGS_MODEL_", NULL};
68 
69 // Mesh transformation type
70 typedef enum {
71   MESH_TRANSFORM_NONE      = 0,
72   MESH_TRANSFORM_PLATEMESH = 1,
73 } MeshTransformType;
74 static const char *const MeshTransformTypes[] = {"none", "platemesh", "MeshTransformType", "MESH_TRANSFORM_", NULL};
75 
76 static const char *const DifferentialFilterDampingFunctions[] = {
77     "none", "van_driest", "mms", "DifferentialFilterDampingFunction", "DIFF_FILTER_DAMP_", NULL};
78 
79 // -----------------------------------------------------------------------------
80 // Log Events
81 // -----------------------------------------------------------------------------
82 extern PetscLogEvent FLUIDS_CeedOperatorApply;
83 extern PetscLogEvent FLUIDS_CeedOperatorAssemble;
84 extern PetscLogEvent FLUIDS_CeedOperatorAssembleDiagonal;
85 extern PetscLogEvent FLUIDS_CeedOperatorAssemblePointBlockDiagonal;
86 extern PetscLogEvent FLUIDS_SmartRedis_Init;
87 extern PetscLogEvent FLUIDS_SmartRedis_Meta;
88 extern PetscLogEvent FLUIDS_SmartRedis_Train;
89 extern PetscLogEvent FLUIDS_TrainDataCompute;
90 extern PetscLogEvent FLUIDS_DifferentialFilter;
91 extern PetscLogEvent FLUIDS_VelocityGradientProjection;
92 PetscErrorCode       RegisterLogEvents();
93 
94 // -----------------------------------------------------------------------------
95 // Structs
96 // -----------------------------------------------------------------------------
97 // Structs declarations
98 typedef struct AppCtx_private   *AppCtx;
99 typedef struct CeedData_private *CeedData;
100 typedef struct User_private     *User;
101 typedef struct Units_private    *Units;
102 typedef struct SimpleBC_private *SimpleBC;
103 typedef struct Physics_private  *Physics;
104 
105 // Application context from user command line options
106 struct AppCtx_private {
107   // libCEED arguments
108   char     ceed_resource[PETSC_MAX_PATH_LEN];  // libCEED backend
109   PetscInt degree;
110   PetscInt q_extra;
111   // Solver arguments
112   MatType amat_type;
113   // Post-processing arguments
114   PetscInt  checkpoint_interval;
115   PetscInt  viz_refine;
116   PetscInt  cont_steps;
117   PetscReal cont_time;
118   char      cont_file[PETSC_MAX_PATH_LEN];
119   char      cont_time_file[PETSC_MAX_PATH_LEN];
120   char      output_dir[PETSC_MAX_PATH_LEN];
121   PetscBool add_stepnum2bin;
122   PetscBool checkpoint_vtk;
123   // Problem type arguments
124   PetscFunctionList problems;
125   char              problem_name[PETSC_MAX_PATH_LEN];
126   // Test mode arguments
127   TestType    test_type;
128   PetscScalar test_tol;
129   char        test_file_path[PETSC_MAX_PATH_LEN];
130   // Turbulent spanwise statistics
131   PetscBool         turb_spanstats_enable;
132   PetscInt          turb_spanstats_collect_interval;
133   PetscInt          turb_spanstats_viewer_interval;
134   PetscViewer       turb_spanstats_viewer;
135   PetscViewerFormat turb_spanstats_viewer_format;
136   // Wall forces
137   struct {
138     PetscInt          num_wall;
139     PetscInt         *walls;
140     PetscViewer       viewer;
141     PetscViewerFormat viewer_format;
142     PetscBool         header_written;
143   } wall_forces;
144   // Subgrid Stress Model
145   SGSModelType sgs_model_type;
146   PetscBool    sgs_train_enable;
147   // Differential Filtering
148   PetscBool         diff_filter_monitor;
149   MeshTransformType mesh_transform_type;
150 };
151 
152 // libCEED data struct
153 struct CeedData_private {
154   CeedVector           x_coord, q_data;
155   CeedBasis            basis_x, basis_q;
156   CeedElemRestriction  elem_restr_x, elem_restr_q, elem_restr_qd_i;
157   OperatorApplyContext op_ics_ctx;
158   CeedQFunction        qf_setup_sur;
159 };
160 
161 typedef struct {
162   DM                    dm;
163   PetscSF               sf;  // For communicating child data to parents
164   OperatorApplyContext  op_stats_collect_ctx, op_proj_rhs_ctx;
165   PetscInt              num_comp_stats;
166   Vec                   Child_Stats_loc, Parent_Stats_loc;
167   KSP                   ksp;         // For the L^2 projection solve
168   CeedScalar            span_width;  // spanwise width of the child domain
169   PetscBool             do_mms_test;
170   OperatorApplyContext  mms_error_ctx;
171   CeedContextFieldLabel solution_time_label, previous_time_label;
172 } SpanStatsData;
173 
174 typedef struct {
175   DM                   dm;
176   PetscInt             num_comp;
177   OperatorApplyContext l2_rhs_ctx;
178   KSP                  ksp;
179 } *NodalProjectionData;
180 
181 typedef PetscErrorCode (*SgsDDNodalStressEval)(User user, Vec Q_loc, Vec VelocityGradient, Vec SGSNodal_loc);
182 typedef PetscErrorCode (*SgsDDNodalStressInference)(Vec DD_Inputs_loc, Vec DD_Outputs_loc, void *ctx);
183 typedef struct {
184   DM                        dm_sgs, dm_dd_inputs, dm_dd_outputs;
185   PetscInt                  num_comp_sgs, num_comp_inputs, num_comp_outputs;
186   OperatorApplyContext      op_nodal_evaluation_ctx, op_nodal_dd_inputs_ctx, op_nodal_dd_outputs_ctx, op_sgs_apply_ctx;
187   CeedVector                sgs_nodal_ceed, grad_velo_ceed;
188   SgsDDNodalStressEval      sgs_nodal_eval;
189   SgsDDNodalStressInference sgs_nodal_inference;
190   void                     *sgs_nodal_inference_ctx;
191   PetscErrorCode (*sgs_nodal_inference_ctx_destroy)(void *ctx);
192 } *SgsDDData;
193 
194 typedef struct {
195   DM                   dm_dd_training;
196   PetscInt             num_comp_dd_inputs, write_data_interval, num_filter_widths;
197   PetscScalar          filter_widths[16];
198   OperatorApplyContext op_training_data_calc_ctx;
199   NodalProjectionData  filtered_grad_velo_proj;
200   size_t               training_data_array_dims[2];
201   PetscBool            overwrite_training_data;
202 } *SGS_DD_TrainingData;
203 
204 typedef struct {
205   DM                    dm_filter;
206   PetscInt              num_filtered_fields;
207   CeedInt              *num_field_components;
208   PetscInt              field_prim_state, field_velo_prod;
209   OperatorApplyContext  op_rhs_ctx;
210   KSP                   ksp;
211   PetscObjectState      X_loc_state;
212   PetscBool             do_mms_test;
213   CeedContextFieldLabel filter_width_scaling_label;
214 } *DiffFilterData;
215 
216 typedef struct {
217   void    *client;
218   char     rank_id_name[16];
219   PetscInt collocated_database_num_ranks;
220 } *SmartSimData;
221 
222 // PETSc user data
223 struct User_private {
224   MPI_Comm             comm;
225   DM                   dm;
226   DM                   dm_viz;
227   Mat                  interp_viz;
228   Ceed                 ceed;
229   Units                units;
230   Vec                  Q_loc, Q_dot_loc;
231   Physics              phys;
232   AppCtx               app_ctx;
233   CeedVector           q_ceed, q_dot_ceed, g_ceed, x_ceed;
234   CeedOperator         op_ifunction;
235   Mat                  mat_ijacobian;
236   KSP                  mass_ksp;
237   OperatorApplyContext op_rhs_ctx, op_strong_bc_ctx;
238   CeedScalar           time_bc_set;
239   SpanStatsData        spanstats;
240   NodalProjectionData  grad_velo_proj;
241   SgsDDData            sgs_dd_data;
242   DiffFilterData       diff_filter;
243   SmartSimData         smartsim;
244   SGS_DD_TrainingData  sgs_dd_train;
245 };
246 
247 // Units
248 struct Units_private {
249   // fundamental units
250   PetscScalar meter;
251   PetscScalar kilogram;
252   PetscScalar second;
253   PetscScalar Kelvin;
254   // derived units
255   PetscScalar Pascal;
256   PetscScalar J_per_kg_K;
257   PetscScalar m_per_squared_s;
258   PetscScalar W_per_m_K;
259   PetscScalar Joule;
260 };
261 
262 // Boundary conditions
263 struct SimpleBC_private {
264   PetscInt num_wall,  // Number of faces with wall BCs
265       wall_comps[5],  // An array of constrained component numbers
266       num_comps,
267       num_symmetry[3],  // Number of faces with symmetry BCs
268       num_inflow, num_outflow, num_freestream, num_slip;
269   PetscInt walls[16], symmetries[3][16], inflows[16], outflows[16], freestreams[16], slips[16];
270 };
271 
272 // Struct that contains all enums and structs used for the physics of all problems
273 struct Physics_private {
274   PetscBool             implicit;
275   StateVariable         state_var;
276   CeedContextFieldLabel solution_time_label;
277   CeedContextFieldLabel stg_solution_time_label;
278   CeedContextFieldLabel timestep_size_label;
279   CeedContextFieldLabel ics_time_label;
280   CeedContextFieldLabel ijacobian_time_shift_label;
281 };
282 
283 typedef struct {
284   CeedQFunctionUser    qfunction;
285   const char          *qfunction_loc;
286   CeedQFunctionContext qfunction_context;
287 } ProblemQFunctionSpec;
288 
289 // Problem specific data
290 typedef struct ProblemData_private *ProblemData;
291 struct ProblemData_private {
292   CeedInt              dim, q_data_size_vol, q_data_size_sur, jac_data_size_sur;
293   CeedScalar           dm_scale;
294   ProblemQFunctionSpec setup_vol, setup_sur, ics, apply_vol_rhs, apply_vol_ifunction, apply_vol_ijacobian, apply_inflow, apply_outflow,
295       apply_freestream, apply_slip, apply_inflow_jacobian, apply_outflow_jacobian, apply_freestream_jacobian, apply_slip_jacobian;
296   bool      non_zero_time;
297   PetscBool bc_from_ics, use_strong_bc_ceed, uses_newtonian;
298   PetscErrorCode (*print_info)(User, ProblemData, AppCtx);
299   PetscErrorCode (*create_mass_operator)(User, CeedOperator *);
300 };
301 
302 extern int FreeContextPetsc(void *);
303 
304 // -----------------------------------------------------------------------------
305 // Set up problems
306 // -----------------------------------------------------------------------------
307 // Set up function for each problem
308 extern PetscErrorCode NS_TAYLOR_GREEN(ProblemData problem, DM dm, void *ctx, SimpleBC bc);
309 extern PetscErrorCode NS_GAUSSIAN_WAVE(ProblemData problem, DM dm, void *ctx, SimpleBC bc);
310 extern PetscErrorCode NS_CHANNEL(ProblemData problem, DM dm, void *ctx, SimpleBC bc);
311 extern PetscErrorCode NS_BLASIUS(ProblemData problem, DM dm, void *ctx, SimpleBC bc);
312 extern PetscErrorCode NS_NEWTONIAN_IG(ProblemData problem, DM dm, void *ctx, SimpleBC bc);
313 extern PetscErrorCode NS_DENSITY_CURRENT(ProblemData problem, DM dm, void *ctx, SimpleBC bc);
314 extern PetscErrorCode NS_EULER_VORTEX(ProblemData problem, DM dm, void *ctx, SimpleBC bc);
315 extern PetscErrorCode NS_SHOCKTUBE(ProblemData problem, DM dm, void *ctx, SimpleBC bc);
316 extern PetscErrorCode NS_ADVECTION(ProblemData problem, DM dm, void *ctx, SimpleBC bc);
317 extern PetscErrorCode NS_ADVECTION2D(ProblemData problem, DM dm, void *ctx, SimpleBC bc);
318 
319 // Print function for each problem
320 extern PetscErrorCode PRINT_NEWTONIAN(User user, ProblemData problem, AppCtx app_ctx);
321 
322 extern PetscErrorCode PRINT_EULER_VORTEX(User user, ProblemData problem, AppCtx app_ctx);
323 
324 extern PetscErrorCode PRINT_SHOCKTUBE(User user, ProblemData problem, AppCtx app_ctx);
325 
326 extern PetscErrorCode PRINT_ADVECTION(User user, ProblemData problem, AppCtx app_ctx);
327 
328 extern PetscErrorCode PRINT_ADVECTION2D(User user, ProblemData problem, AppCtx app_ctx);
329 
330 PetscErrorCode PrintRunInfo(User user, Physics phys_ctx, ProblemData problem, MPI_Comm comm);
331 
332 // -----------------------------------------------------------------------------
333 // libCEED functions
334 // -----------------------------------------------------------------------------
335 // Utility function to create local CEED restriction
336 PetscErrorCode CreateRestrictionFromPlex(Ceed ceed, DM dm, CeedInt height, DMLabel domain_label, CeedInt label_value, PetscInt dm_field,
337                                          CeedElemRestriction *elem_restr);
338 
339 PetscErrorCode DMPlexCeedElemRestrictionCreate(Ceed ceed, DM dm, DMLabel domain_label, PetscInt label_value, PetscInt height, PetscInt dm_field,
340                                                CeedElemRestriction *restriction);
341 PetscErrorCode DMPlexCeedElemRestrictionCoordinateCreate(Ceed ceed, DM dm, DMLabel domain_label, PetscInt label_value, PetscInt height,
342                                                          CeedElemRestriction *restriction);
343 PetscErrorCode DMPlexCeedElemRestrictionQDataCreate(Ceed ceed, DM dm, DMLabel domain_label, PetscInt label_value, PetscInt height,
344                                                     PetscInt q_data_size, CeedElemRestriction *restriction);
345 PetscErrorCode DMPlexCeedElemRestrictionCollocatedCreate(Ceed ceed, DM dm, DMLabel domain_label, PetscInt label_value, PetscInt height,
346                                                          PetscInt q_data_size, CeedElemRestriction *restriction);
347 
348 PetscErrorCode CreateBasisFromPlex(Ceed ceed, DM dm, DMLabel domain_label, CeedInt label_value, CeedInt height, CeedInt dm_field, CeedBasis *basis);
349 
350 PetscErrorCode SetupLibceed(Ceed ceed, CeedData ceed_data, DM dm, User user, AppCtx app_ctx, ProblemData problem, SimpleBC bc);
351 
352 // -----------------------------------------------------------------------------
353 // Time-stepping functions
354 // -----------------------------------------------------------------------------
355 // RHS (Explicit time-stepper) function setup
356 PetscErrorCode RHS_NS(TS ts, PetscReal t, Vec Q, Vec G, void *user_data);
357 
358 // Implicit time-stepper function setup
359 PetscErrorCode IFunction_NS(TS ts, PetscReal t, Vec Q, Vec Q_dot, Vec G, void *user_data);
360 
361 // User provided TS Monitor
362 PetscErrorCode TSMonitor_NS(TS ts, PetscInt step_no, PetscReal time, Vec Q, void *ctx);
363 
364 // TS: Create, setup, and solve
365 PetscErrorCode TSSolve_NS(DM dm, User user, AppCtx app_ctx, Physics phys, Vec *Q, PetscScalar *f_time, TS *ts);
366 
367 // Update Boundary Values when time has changed
368 PetscErrorCode UpdateBoundaryValues(User user, Vec Q_loc, PetscReal t);
369 
370 // -----------------------------------------------------------------------------
371 // Setup DM
372 // -----------------------------------------------------------------------------
373 // Create mesh
374 PetscErrorCode CreateDM(MPI_Comm comm, ProblemData problem, MatType, VecType, DM *dm);
375 
376 // Set up DM
377 PetscErrorCode SetUpDM(DM dm, ProblemData problem, PetscInt degree, PetscInt q_extra, SimpleBC bc, Physics phys);
378 PetscErrorCode DMSetupByOrderBegin_FEM(PetscBool setup_faces, PetscBool setup_coords, PetscInt degree, PetscInt coord_order, PetscInt q_extra,
379                                        PetscInt num_fields, const PetscInt *field_sizes, DM dm);
380 PetscErrorCode DMSetupByOrderEnd_FEM(PetscBool setup_coords, DM dm);
381 PetscErrorCode DMSetupByOrder_FEM(PetscBool setup_faces, PetscBool setup_coords, PetscInt degree, PetscInt coord_order, PetscInt q_extra,
382                                   PetscInt num_fields, const PetscInt *field_sizes, DM dm);
383 
384 // Refine DM for high-order viz
385 PetscErrorCode VizRefineDM(DM dm, User user, ProblemData problem, SimpleBC bc, Physics phys);
386 
387 // -----------------------------------------------------------------------------
388 // Process command line options
389 // -----------------------------------------------------------------------------
390 // Register problems to be available on the command line
391 PetscErrorCode RegisterProblems_NS(AppCtx app_ctx);
392 
393 // Process general command line options
394 PetscErrorCode ProcessCommandLineOptions(MPI_Comm comm, AppCtx app_ctx, SimpleBC bc);
395 
396 // -----------------------------------------------------------------------------
397 // Miscellaneous utility functions
398 // -----------------------------------------------------------------------------
399 PetscErrorCode GetInverseMultiplicity(Ceed ceed, DM dm, DMLabel domain_label, PetscInt label_value, PetscInt height, PetscInt dm_field,
400                                       PetscBool get_global_multiplicity, CeedElemRestriction *elem_restr_inv_multiplicity,
401                                       CeedVector *inv_multiplicity);
402 PetscErrorCode ICs_FixMultiplicity(DM dm, CeedData ceed_data, User user, Vec Q_loc, Vec Q, CeedScalar time);
403 
404 PetscErrorCode DMPlexInsertBoundaryValues_FromICs(DM dm, PetscBool insert_essential, Vec Q_loc, PetscReal time, Vec face_geom_FVM, Vec cell_geom_FVM,
405                                                   Vec grad_FVM);
406 
407 // Compare reference solution values with current test run for CI
408 PetscErrorCode RegressionTest(AppCtx app_ctx, Vec Q);
409 
410 // Get error for problems with exact solutions
411 PetscErrorCode PrintError(CeedData ceed_data, DM dm, User user, Vec Q, PetscScalar final_time);
412 
413 // Post-processing
414 PetscErrorCode PostProcess(TS ts, CeedData ceed_data, DM dm, ProblemData problem, User user, Vec Q, PetscScalar final_time);
415 
416 // -- Gather initial Q values in case of continuation of simulation
417 PetscErrorCode SetupICsFromBinary(MPI_Comm comm, AppCtx app_ctx, Vec Q);
418 
419 // Record boundary values from initial condition
420 PetscErrorCode SetBCsFromICs(DM dm, Vec Q, Vec Q_loc);
421 
422 // Versioning token for binary checkpoints
423 extern const PetscInt32 FLUIDS_FILE_TOKEN;  // for backwards compatibility
424 extern const PetscInt32 FLUIDS_FILE_TOKEN_32;
425 extern const PetscInt32 FLUIDS_FILE_TOKEN_64;
426 
427 // Create appropriate mass qfunction based on number of components N
428 PetscErrorCode CreateMassQFunction(Ceed ceed, CeedInt N, CeedInt q_data_size, CeedQFunction *qf);
429 
430 PetscErrorCode NodalProjectionDataDestroy(NodalProjectionData context);
431 
432 PetscErrorCode PhastaDatFileOpen(const MPI_Comm comm, const char path[PETSC_MAX_PATH_LEN], const PetscInt char_array_len, PetscInt dims[2],
433                                  FILE **fp);
434 
435 PetscErrorCode PhastaDatFileGetNRows(const MPI_Comm comm, const char path[PETSC_MAX_PATH_LEN], PetscInt *nrows);
436 
437 PetscErrorCode PhastaDatFileReadToArrayReal(const MPI_Comm comm, const char path[PETSC_MAX_PATH_LEN], PetscReal array[]);
438 
439 // -----------------------------------------------------------------------------
440 // Turbulence Statistics Collection Functions
441 // -----------------------------------------------------------------------------
442 
443 PetscErrorCode TurbulenceStatisticsSetup(Ceed ceed, User user, CeedData ceed_data, ProblemData problem);
444 PetscErrorCode TSMonitor_TurbulenceStatistics(TS ts, PetscInt steps, PetscReal solution_time, Vec Q, void *ctx);
445 PetscErrorCode TurbulenceStatisticsDestroy(User user, CeedData ceed_data);
446 
447 // -----------------------------------------------------------------------------
448 // Data-Driven Subgrid Stress (DD-SGS) Modeling Functions
449 // -----------------------------------------------------------------------------
450 
451 PetscErrorCode SgsDDSetup(Ceed ceed, User user, CeedData ceed_data, ProblemData problem);
452 PetscErrorCode SgsDDDataDestroy(SgsDDData sgs_dd_data);
453 PetscErrorCode SgsDDApplyIFunction(User user, const Vec Q_loc, Vec G_loc);
454 PetscErrorCode VelocityGradientProjectionSetup(Ceed ceed, User user, CeedData ceed_data, ProblemData problem, StateVariable state_var_input,
455                                                CeedElemRestriction elem_restr_input, CeedBasis basis_input, NodalProjectionData *pgrad_velo_proj);
456 PetscErrorCode VelocityGradientProjectionApply(NodalProjectionData grad_velo_proj, Vec Q_loc, Vec VelocityGradient);
457 PetscErrorCode GridAnisotropyTensorProjectionSetupApply(Ceed ceed, User user, CeedData ceed_data, CeedElemRestriction *elem_restr_grid_aniso,
458                                                         CeedVector *grid_aniso_vector);
459 PetscErrorCode GridAnisotropyTensorCalculateCollocatedVector(Ceed ceed, User user, CeedData ceed_data, CeedElemRestriction *elem_restr_grid_aniso,
460                                                              CeedVector *aniso_colloc_ceed, PetscInt *num_comp_aniso);
461 
462 // -----------------------------------------------------------------------------
463 // Boundary Condition Related Functions
464 // -----------------------------------------------------------------------------
465 
466 // Setup StrongBCs that use QFunctions
467 PetscErrorCode SetupStrongBC_Ceed(Ceed ceed, CeedData ceed_data, DM dm, User user, ProblemData problem, SimpleBC bc);
468 
469 PetscErrorCode FreestreamBCSetup(ProblemData problem, DM dm, void *ctx, NewtonianIdealGasContext newtonian_ig_ctx, const StatePrimitive *reference);
470 PetscErrorCode OutflowBCSetup(ProblemData problem, DM dm, void *ctx, NewtonianIdealGasContext newtonian_ig_ctx, const StatePrimitive *reference);
471 PetscErrorCode SlipBCSetup(ProblemData problem, DM dm, void *ctx, CeedQFunctionContext newtonian_ig_qfctx);
472 
473 // -----------------------------------------------------------------------------
474 // Differential Filtering Functions
475 // -----------------------------------------------------------------------------
476 
477 PetscErrorCode DifferentialFilterSetup(Ceed ceed, User user, CeedData ceed_data, ProblemData problem);
478 PetscErrorCode DifferentialFilterDataDestroy(DiffFilterData diff_filter);
479 PetscErrorCode TSMonitor_DifferentialFilter(TS ts, PetscInt steps, PetscReal solution_time, Vec Q, void *ctx);
480 PetscErrorCode DifferentialFilterApply(User user, const PetscReal solution_time, const Vec Q, Vec Filtered_Solution);
481 PetscErrorCode DifferentialFilterMmsICSetup(ProblemData problem);
482 
483 // -----------------------------------------------------------------------------
484 // SGS Data-Driven Training via SmartSim
485 // -----------------------------------------------------------------------------
486 PetscErrorCode SmartSimSetup(User user);
487 PetscErrorCode SmartSimDataDestroy(SmartSimData smartsim);
488 PetscErrorCode SGS_DD_TrainingSetup(Ceed ceed, User user, CeedData ceed_data, ProblemData problem);
489 PetscErrorCode TSMonitor_SGS_DD_Training(TS ts, PetscInt step_num, PetscReal solution_time, Vec Q, void *ctx);
490 PetscErrorCode TSPostStep_SGS_DD_Training(TS ts);
491 PetscErrorCode SGS_DD_TrainingDataDestroy(SGS_DD_TrainingData sgs_dd_train);
492