xref: /petsc/include/petsctao.h (revision d1e49ca0e97978ad2c592179bfca94c379347029)
1 #if !defined(PETSCTAO_H)
2 #define PETSCTAO_H
3 
4 #include <petscsnes.h>
5 
6 PETSC_EXTERN PetscErrorCode VecFischer(Vec,Vec,Vec,Vec,Vec);
7 PETSC_EXTERN PetscErrorCode VecSFischer(Vec,Vec,Vec,Vec,PetscReal,Vec);
8 PETSC_EXTERN PetscErrorCode MatDFischer(Mat,Vec,Vec,Vec,Vec,Vec,Vec,Vec,Vec);
9 PETSC_EXTERN PetscErrorCode MatDSFischer(Mat,Vec,Vec,Vec,Vec,PetscReal,Vec,Vec,Vec,Vec,Vec);
10 PETSC_EXTERN PetscErrorCode TaoSoftThreshold(Vec,PetscReal,PetscReal,Vec);
11 
12 /*E
13   TaoSubsetType - PetscInt representing the way TAO handles active sets
14 
15 + TAO_SUBSET_SUBVEC - TAO uses PETSc's MatCreateSubMatrix and VecGetSubVector
16 . TAO_SUBSET_MASK - Matrices are zeroed out corresponding to active set entries
17 - TAO_SUBSET_MATRIXFREE - Same as TAO_SUBSET_MASK but it can be applied to matrix-free operators
18 
19   Options database keys:
20 . -different_hessian - TAO will use a copy of the hessian operator for masking.  By default
21                        TAO will directly alter the hessian operator.
22   Level: intermediate
23 
24 E*/
25 
26 typedef enum {TAO_SUBSET_SUBVEC,TAO_SUBSET_MASK,TAO_SUBSET_MATRIXFREE} TaoSubsetType;
27 PETSC_EXTERN const char *const TaoSubsetTypes[];
28 /*S
29      Tao - Abstract PETSc object that manages nonlinear optimization solves
30 
31    Level: advanced
32 
33 .seealso TaoCreate(), TaoDestroy(), TaoSetType(), TaoType
34 S*/
35 
36 /*E
37      TaoADMMUpdateType - Determine spectral penalty update routine for lagrange augmented term for ADMM.
38 
39   Level: advanced
40 
41 .seealso TaoADMMSetUpdateType()
42 E*/
43 typedef enum {TAO_ADMM_UPDATE_BASIC,TAO_ADMM_UPDATE_ADAPTIVE,TAO_ADMM_UPDATE_ADAPTIVE_RELAXED} TaoADMMUpdateType;
44 PETSC_EXTERN const char *const TaoADMMUpdateTypes[];
45 /*MC
46      TAO_ADMM_UPDATE_BASIC - Use same spectral penalty set at the beginning. No update
47 
48   Level: advanced
49 
50   Note: Most basic implementation. Generally slower than adaptive or adaptive relaxed version.
51 
52 .seealso: TaoADMMSetUpdateType(), TAO_ADMM_UPDATE_ADAPTIVE, TAO_ADMM_UPDATE_ADAPTIVE_RELAXED
53 M*/
54 
55 /*MC
56      TAO_ADMM_UPDATE_ADAPTIVE - Adaptively update spectral penalty
57 
58   Level: advanced
59 
60   Note: Adaptively updates spectral penalty by using both steepest descent and minimum gradient.
61 
62 .seealso: TaoADMMSetUpdateType(), TAO_ADMM_UPDATE_BASIC, TAO_ADMM_UPDATE_ADAPTIVE_RELAXED
63 M*/
64 
65 /*MC
66      ADMM_UPDATE_ADAPTIVE_RELAXED - Adaptively update spectral penalty, and relaxes parameter update
67 
68   Level: advanced
69 
70   Note: With adaptive spectral penalty update, it also relaxes x vector update by a factor.
71 
72 .seealso: TaoADMMSetUpdateType(), TAO_ADMM_UPDATE_BASIC, TAO_ADMM_UPDATE_ADAPTIVE
73 M*/
74 
75 /*E
76      TaoADMMRegularizerType - Determine regularizer routine - either user provided or soft threshold
77 
78   Level: advanced
79 
80 .seealso TaoADMMSetRegularizerType()
81 E*/
82 typedef enum {TAO_ADMM_REGULARIZER_USER,TAO_ADMM_REGULARIZER_SOFT_THRESH} TaoADMMRegularizerType;
83 PETSC_EXTERN const char *const TaoADMMRegularizerTypes[];
84 /*MC
85      TAO_ADMM_REGULARIZER_USER - User provided routines for regularizer part of ADMM
86 
87   Level: advanced
88 
89   Note: User needs to provided appropriate routines and type for regularizer solver
90 
91 .seealso: TaoADMMSetRegularizerType(), TAO_ADMM_REGULARIZER_SOFT_THRESH
92 M*/
93 
94 /*MC
95      TAO_ADMM_REGULARIZER_SOFT_THRESH - Soft threshold to solve regularizer part of ADMM
96 
97   Level: advanced
98 
99   Note: Utilizes built-in SoftThreshold routines
100 
101 .seealso: TaoSoftThreshold(), TaoADMMSetRegularizerObjectiveAndGradientRoutine(),
102           TaoADMMSetRegularizerHessianRoutine(), TaoADMMSetRegularizerType(), TAO_ADMM_REGULARIZER_USER
103 M*/
104 
105 /*E
106      TaoALMMType - Determine the augmented Lagrangian formulation used in the TAOALMM subproblem.
107 
108 $  TAO_ALMM_CLASSIC - classic augmented Lagrangian definition including slack variables for inequality constraints
109 $  TAO_ALMM_PHR     - Powell-Hestenes-Rockafellar formulation without slack variables, uses pointwise min() for inequalities
110 
111   Level: advanced
112 
113 .seealso TAOALMM, TaoALMMSetType(), TaoALMMGetType()
114 E*/
115 typedef enum {TAO_ALMM_CLASSIC,TAO_ALMM_PHR} TaoALMMType;
116 PETSC_EXTERN const char *const TaoALMMTypes[];
117 
118 typedef struct _p_Tao*   Tao;
119 
120 /*J
121         TaoType - String with the name of a TAO method
122 
123        Level: beginner
124 
125 J*/
126 typedef const char *TaoType;
127 #define TAOLMVM     "lmvm"
128 #define TAONLS      "nls"
129 #define TAONTR      "ntr"
130 #define TAONTL      "ntl"
131 #define TAOCG       "cg"
132 #define TAOTRON     "tron"
133 #define TAOOWLQN    "owlqn"
134 #define TAOBMRM     "bmrm"
135 #define TAOBLMVM    "blmvm"
136 #define TAOBQNLS    "bqnls"
137 #define TAOBNCG     "bncg"
138 #define TAOBNLS     "bnls"
139 #define TAOBNTR     "bntr"
140 #define TAOBNTL     "bntl"
141 #define TAOBQNKLS   "bqnkls"
142 #define TAOBQNKTR   "bqnktr"
143 #define TAOBQNKTL   "bqnktl"
144 #define TAOBQPIP    "bqpip"
145 #define TAOGPCG     "gpcg"
146 #define TAONM       "nm"
147 #define TAOPOUNDERS "pounders"
148 #define TAOBRGN     "brgn"
149 #define TAOLCL      "lcl"
150 #define TAOSSILS    "ssils"
151 #define TAOSSFLS    "ssfls"
152 #define TAOASILS    "asils"
153 #define TAOASFLS    "asfls"
154 #define TAOIPM      "ipm"
155 #define TAOPDIPM    "pdipm"
156 #define TAOSHELL    "shell"
157 #define TAOADMM     "admm"
158 #define TAOALMM     "almm"
159 
160 PETSC_EXTERN PetscClassId TAO_CLASSID;
161 PETSC_EXTERN PetscFunctionList TaoList;
162 
163 /*E
164     TaoConvergedReason - reason a TAO method was said to have converged or diverged
165 
166    Level: beginner
167 
168    The two most common reasons for divergence are
169 $   1) an incorrectly coded or computed gradient or Hessian
170 $   2) failure or lack of convergence in the linear system (in this case we recommend
171 $      testing with -pc_type lu to eliminate the linear solver as the cause of the problem).
172 
173    Developer Notes:
174     this must match petsc/finclude/petsctao.h
175 
176        The string versions of these are in TAOConvergedReasons, if you change any value here you must
177      also adjust that array.
178 
179 .seealso: TaoSolve(), TaoGetConvergedReason(), KSPConvergedReason, SNESConvergedReason, TSConvergedReason
180 E*/
181 typedef enum {/* converged */
182   TAO_CONVERGED_GATOL         =  3, /* ||g(X)|| < gatol */
183   TAO_CONVERGED_GRTOL         =  4, /* ||g(X)|| / f(X)  < grtol */
184   TAO_CONVERGED_GTTOL         =  5, /* ||g(X)|| / ||g(X0)|| < gttol */
185   TAO_CONVERGED_STEPTOL       =  6, /* step size small */
186   TAO_CONVERGED_MINF          =  7, /* F < F_min */
187   TAO_CONVERGED_USER          =  8, /* User defined */
188   /* diverged */
189   TAO_DIVERGED_MAXITS         = -2,
190   TAO_DIVERGED_NAN            = -4,
191   TAO_DIVERGED_MAXFCN         = -5,
192   TAO_DIVERGED_LS_FAILURE     = -6,
193   TAO_DIVERGED_TR_REDUCTION   = -7,
194   TAO_DIVERGED_USER           = -8, /* User defined */
195   /* keep going */
196   TAO_CONTINUE_ITERATING      =  0} TaoConvergedReason;
197 
198 PETSC_EXTERN const char **TaoConvergedReasons;
199 
200 PETSC_EXTERN PetscErrorCode TaoInitializePackage(void);
201 PETSC_EXTERN PetscErrorCode TaoFinalizePackage(void);
202 PETSC_EXTERN PetscErrorCode TaoCreate(MPI_Comm,Tao*);
203 PETSC_EXTERN PetscErrorCode TaoSetFromOptions(Tao);
204 PETSC_EXTERN PetscErrorCode TaoSetUp(Tao);
205 PETSC_EXTERN PetscErrorCode TaoSetType(Tao,TaoType);
206 PETSC_EXTERN PetscErrorCode TaoGetType(Tao,TaoType*);
207 PETSC_EXTERN PetscErrorCode TaoSetApplicationContext(Tao,void*);
208 PETSC_EXTERN PetscErrorCode TaoGetApplicationContext(Tao,void*);
209 PETSC_EXTERN PetscErrorCode TaoDestroy(Tao*);
210 
211 PETSC_EXTERN PetscErrorCode TaoSetOptionsPrefix(Tao,const char[]);
212 PETSC_EXTERN PetscErrorCode TaoView(Tao,PetscViewer);
213 PETSC_EXTERN PetscErrorCode TaoViewFromOptions(Tao,PetscObject,const char[]);
214 
215 PETSC_EXTERN PetscErrorCode TaoSolve(Tao);
216 
217 PETSC_EXTERN PetscErrorCode TaoRegister(const char[],PetscErrorCode (*)(Tao));
218 PETSC_EXTERN PetscErrorCode TaoRegisterDestroy(void);
219 
220 PETSC_EXTERN PetscErrorCode TaoGetConvergedReason(Tao,TaoConvergedReason*);
221 PETSC_EXTERN PetscErrorCode TaoGetSolutionStatus(Tao,PetscInt*,PetscReal*,PetscReal*,PetscReal*,PetscReal*,TaoConvergedReason*);
222 PETSC_EXTERN PetscErrorCode TaoSetConvergedReason(Tao,TaoConvergedReason);
223 PETSC_EXTERN PetscErrorCode TaoSetInitialVector(Tao,Vec);
224 PETSC_EXTERN PetscErrorCode TaoGetSolutionVector(Tao,Vec*);
225 PETSC_EXTERN PetscErrorCode TaoGetGradientVector(Tao,Vec*);
226 PETSC_EXTERN PetscErrorCode TaoSetGradientNorm(Tao,Mat);
227 PETSC_EXTERN PetscErrorCode TaoGetGradientNorm(Tao,Mat*);
228 PETSC_EXTERN PetscErrorCode TaoSetLMVMMatrix(Tao,Mat);
229 PETSC_EXTERN PetscErrorCode TaoGetLMVMMatrix(Tao,Mat*);
230 PETSC_EXTERN PetscErrorCode TaoSetRecycleHistory(Tao,PetscBool);
231 PETSC_EXTERN PetscErrorCode TaoGetRecycleHistory(Tao,PetscBool*);
232 PETSC_EXTERN PetscErrorCode TaoLMVMSetH0(Tao,Mat);
233 PETSC_EXTERN PetscErrorCode TaoLMVMGetH0(Tao,Mat*);
234 PETSC_EXTERN PetscErrorCode TaoLMVMGetH0KSP(Tao,KSP*);
235 PETSC_EXTERN PetscErrorCode TaoLMVMRecycle(Tao,PetscBool);
236 PETSC_EXTERN PetscErrorCode TaoSetObjectiveRoutine(Tao,PetscErrorCode(*)(Tao,Vec,PetscReal*,void*),void*);
237 PETSC_EXTERN PetscErrorCode TaoSetGradientRoutine(Tao,PetscErrorCode(*)(Tao,Vec,Vec,void*),void*);
238 PETSC_EXTERN PetscErrorCode TaoSetObjectiveAndGradientRoutine(Tao,PetscErrorCode(*)(Tao,Vec,PetscReal*,Vec,void*),void*);
239 PETSC_EXTERN PetscErrorCode TaoSetHessianRoutine(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec,Mat,Mat,void*),void*);
240 PETSC_EXTERN PetscErrorCode TaoSetResidualRoutine(Tao,Vec,PetscErrorCode(*)(Tao,Vec,Vec,void*),void*);
241 PETSC_EXTERN PetscErrorCode TaoSetResidualWeights(Tao,Vec,PetscInt,PetscInt*,PetscInt*,PetscReal*);
242 PETSC_EXTERN PetscErrorCode TaoSetConstraintsRoutine(Tao,Vec,PetscErrorCode(*)(Tao,Vec,Vec,void*),void*);
243 PETSC_EXTERN PetscErrorCode TaoSetInequalityConstraintsRoutine(Tao,Vec,PetscErrorCode(*)(Tao,Vec,Vec,void*),void*);
244 PETSC_EXTERN PetscErrorCode TaoSetEqualityConstraintsRoutine(Tao,Vec,PetscErrorCode(*)(Tao,Vec,Vec,void*),void*);
245 PETSC_EXTERN PetscErrorCode TaoSetJacobianResidualRoutine(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec,Mat,Mat,void*),void*);
246 PETSC_EXTERN PetscErrorCode TaoSetJacobianRoutine(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec,Mat,Mat,void*),void*);
247 PETSC_EXTERN PetscErrorCode TaoSetJacobianStateRoutine(Tao,Mat,Mat,Mat,PetscErrorCode(*)(Tao,Vec,Mat,Mat,Mat,void*),void*);
248 PETSC_EXTERN PetscErrorCode TaoSetJacobianDesignRoutine(Tao,Mat,PetscErrorCode(*)(Tao,Vec,Mat,void*),void*);
249 PETSC_EXTERN PetscErrorCode TaoSetJacobianInequalityRoutine(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec,Mat,Mat,void*),void*);
250 PETSC_EXTERN PetscErrorCode TaoSetJacobianEqualityRoutine(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec,Mat,Mat,void*),void*);
251 
252 PETSC_EXTERN PetscErrorCode TaoShellSetSolve(Tao,PetscErrorCode(*)(Tao));
253 PETSC_EXTERN PetscErrorCode TaoShellSetContext(Tao,void*);
254 PETSC_EXTERN PetscErrorCode TaoShellGetContext(Tao,void*);
255 
256 PETSC_DEPRECATED_FUNCTION("Use TaoSetResidualRoutine() (since version 3.11)") static inline PetscErrorCode TaoSetSeparableObjectiveRoutine(Tao tao,Vec res,PetscErrorCode (*func)(Tao,Vec,Vec,void*),void *ctx) {return TaoSetResidualRoutine(tao,res,func,ctx);}
257 PETSC_DEPRECATED_FUNCTION("Use TaoSetResidualWeights() (since version 3.11)") static inline PetscErrorCode TaoSetSeparableObjectiveWeights(Tao tao,Vec sigma_v,PetscInt n,PetscInt *rows,PetscInt *cols,PetscReal *vals) {return TaoSetResidualWeights(tao,sigma_v,n,rows,cols,vals);}
258 
259 PETSC_EXTERN PetscErrorCode TaoSetStateDesignIS(Tao,IS,IS);
260 
261 PETSC_EXTERN PetscErrorCode TaoComputeObjective(Tao,Vec,PetscReal*);
262 PETSC_EXTERN PetscErrorCode TaoComputeResidual(Tao,Vec,Vec);
263 PETSC_EXTERN PetscErrorCode TaoTestGradient(Tao,Vec,Vec);
264 PETSC_EXTERN PetscErrorCode TaoComputeGradient(Tao,Vec,Vec);
265 PETSC_EXTERN PetscErrorCode TaoComputeObjectiveAndGradient(Tao,Vec,PetscReal*,Vec);
266 PETSC_EXTERN PetscErrorCode TaoComputeConstraints(Tao,Vec,Vec);
267 PETSC_EXTERN PetscErrorCode TaoComputeInequalityConstraints(Tao,Vec,Vec);
268 PETSC_EXTERN PetscErrorCode TaoComputeEqualityConstraints(Tao,Vec,Vec);
269 PETSC_EXTERN PetscErrorCode TaoDefaultComputeGradient(Tao,Vec,Vec,void*);
270 PETSC_EXTERN PetscErrorCode TaoIsObjectiveDefined(Tao,PetscBool*);
271 PETSC_EXTERN PetscErrorCode TaoIsGradientDefined(Tao,PetscBool*);
272 PETSC_EXTERN PetscErrorCode TaoIsObjectiveAndGradientDefined(Tao,PetscBool*);
273 
274 PETSC_DEPRECATED_FUNCTION("Use TaoComputeResidual() (since version 3.11)") static inline PetscErrorCode TaoComputeSeparableObjective(Tao tao,Vec X,Vec F) {return TaoComputeResidual(tao,X,F);}
275 
276 PETSC_EXTERN PetscErrorCode TaoTestHessian(Tao);
277 PETSC_EXTERN PetscErrorCode TaoComputeHessian(Tao,Vec,Mat,Mat);
278 PETSC_EXTERN PetscErrorCode TaoComputeResidualJacobian(Tao,Vec,Mat,Mat);
279 PETSC_EXTERN PetscErrorCode TaoComputeJacobian(Tao,Vec,Mat,Mat);
280 PETSC_EXTERN PetscErrorCode TaoComputeJacobianState(Tao,Vec,Mat,Mat,Mat);
281 PETSC_EXTERN PetscErrorCode TaoComputeJacobianEquality(Tao,Vec,Mat,Mat);
282 PETSC_EXTERN PetscErrorCode TaoComputeJacobianInequality(Tao,Vec,Mat,Mat);
283 PETSC_EXTERN PetscErrorCode TaoComputeJacobianDesign(Tao,Vec,Mat);
284 
285 PETSC_EXTERN PetscErrorCode TaoDefaultComputeHessian(Tao,Vec,Mat,Mat,void*);
286 PETSC_EXTERN PetscErrorCode TaoDefaultComputeHessianColor(Tao,Vec,Mat,Mat,void*);
287 PETSC_EXTERN PetscErrorCode TaoDefaultComputeHessianMFFD(Tao,Vec,Mat,Mat,void*);
288 PETSC_EXTERN PetscErrorCode TaoComputeDualVariables(Tao,Vec,Vec);
289 PETSC_EXTERN PetscErrorCode TaoSetVariableBounds(Tao,Vec,Vec);
290 PETSC_EXTERN PetscErrorCode TaoGetVariableBounds(Tao,Vec*,Vec*);
291 PETSC_EXTERN PetscErrorCode TaoGetDualVariables(Tao,Vec*,Vec*);
292 PETSC_EXTERN PetscErrorCode TaoSetInequalityBounds(Tao,Vec,Vec);
293 PETSC_EXTERN PetscErrorCode TaoGetInequalityBounds(Tao,Vec*,Vec*);
294 PETSC_EXTERN PetscErrorCode TaoSetVariableBoundsRoutine(Tao,PetscErrorCode(*)(Tao,Vec,Vec,void*),void*);
295 PETSC_EXTERN PetscErrorCode TaoComputeVariableBounds(Tao);
296 
297 PETSC_EXTERN PetscErrorCode TaoGetTolerances(Tao,PetscReal*,PetscReal*,PetscReal*);
298 PETSC_EXTERN PetscErrorCode TaoSetTolerances(Tao,PetscReal,PetscReal,PetscReal);
299 PETSC_EXTERN PetscErrorCode TaoGetConstraintTolerances(Tao,PetscReal*,PetscReal*);
300 PETSC_EXTERN PetscErrorCode TaoSetConstraintTolerances(Tao,PetscReal,PetscReal);
301 PETSC_EXTERN PetscErrorCode TaoSetFunctionLowerBound(Tao,PetscReal);
302 PETSC_EXTERN PetscErrorCode TaoSetInitialTrustRegionRadius(Tao,PetscReal);
303 PETSC_EXTERN PetscErrorCode TaoSetMaximumIterations(Tao,PetscInt);
304 PETSC_EXTERN PetscErrorCode TaoSetMaximumFunctionEvaluations(Tao,PetscInt);
305 PETSC_EXTERN PetscErrorCode TaoGetFunctionLowerBound(Tao,PetscReal*);
306 PETSC_EXTERN PetscErrorCode TaoGetInitialTrustRegionRadius(Tao,PetscReal*);
307 PETSC_EXTERN PetscErrorCode TaoGetCurrentTrustRegionRadius(Tao,PetscReal*);
308 PETSC_EXTERN PetscErrorCode TaoGetMaximumIterations(Tao,PetscInt*);
309 PETSC_EXTERN PetscErrorCode TaoGetCurrentFunctionEvaluations(Tao,PetscInt*);
310 PETSC_EXTERN PetscErrorCode TaoGetMaximumFunctionEvaluations(Tao,PetscInt*);
311 PETSC_EXTERN PetscErrorCode TaoGetIterationNumber(Tao,PetscInt*);
312 PETSC_EXTERN PetscErrorCode TaoSetIterationNumber(Tao,PetscInt);
313 PETSC_EXTERN PetscErrorCode TaoGetTotalIterationNumber(Tao,PetscInt*);
314 PETSC_EXTERN PetscErrorCode TaoSetTotalIterationNumber(Tao,PetscInt);
315 PETSC_EXTERN PetscErrorCode TaoGetResidualNorm(Tao,PetscReal*);
316 PETSC_EXTERN PetscErrorCode TaoGetObjective(Tao,PetscReal*);
317 
318 PETSC_EXTERN PetscErrorCode TaoAppendOptionsPrefix(Tao,const char[]);
319 PETSC_EXTERN PetscErrorCode TaoGetOptionsPrefix(Tao,const char*[]);
320 PETSC_EXTERN PetscErrorCode TaoResetStatistics(Tao);
321 PETSC_EXTERN PetscErrorCode TaoSetUpdate(Tao,PetscErrorCode(*)(Tao,PetscInt,void*),void*);
322 
323 PETSC_EXTERN PetscErrorCode TaoGetKSP(Tao,KSP*);
324 PETSC_EXTERN PetscErrorCode TaoGetLinearSolveIterations(Tao,PetscInt*);
325 
326 #include <petsctaolinesearch.h>
327 
328 PETSC_EXTERN PetscErrorCode TaoGetLineSearch(Tao,TaoLineSearch*);
329 
330 PETSC_EXTERN PetscErrorCode TaoSetConvergenceHistory(Tao,PetscReal*,PetscReal*,PetscReal*,PetscInt*,PetscInt,PetscBool);
331 PETSC_EXTERN PetscErrorCode TaoGetConvergenceHistory(Tao,PetscReal**,PetscReal**,PetscReal**,PetscInt**,PetscInt*);
332 PETSC_EXTERN PetscErrorCode TaoSetMonitor(Tao,PetscErrorCode (*)(Tao,void*),void *,PetscErrorCode (*)(void**));
333 PETSC_EXTERN PetscErrorCode TaoCancelMonitors(Tao);
334 PETSC_EXTERN PetscErrorCode TaoMonitorDefault(Tao,void*);
335 PETSC_DEPRECATED_FUNCTION("Use TaoMonitorDefault() (since version 3.9)") static inline PetscErrorCode TaoDefaultMonitor(Tao tao,void*ctx) {return TaoMonitorDefault(tao,ctx);}
336 PETSC_EXTERN PetscErrorCode TaoDefaultGMonitor(Tao,void*);
337 PETSC_EXTERN PetscErrorCode TaoDefaultSMonitor(Tao,void*);
338 PETSC_EXTERN PetscErrorCode TaoDefaultCMonitor(Tao,void*);
339 PETSC_EXTERN PetscErrorCode TaoSolutionMonitor(Tao,void*);
340 PETSC_EXTERN PetscErrorCode TaoResidualMonitor(Tao,void*);
341 PETSC_EXTERN PetscErrorCode TaoGradientMonitor(Tao,void*);
342 PETSC_EXTERN PetscErrorCode TaoStepDirectionMonitor(Tao,void*);
343 PETSC_EXTERN PetscErrorCode TaoDrawSolutionMonitor(Tao,void*);
344 PETSC_EXTERN PetscErrorCode TaoDrawStepMonitor(Tao,void*);
345 PETSC_EXTERN PetscErrorCode TaoDrawGradientMonitor(Tao,void*);
346 PETSC_EXTERN PetscErrorCode TaoAddLineSearchCounts(Tao);
347 
348 PETSC_EXTERN PetscErrorCode TaoDefaultConvergenceTest(Tao,void*);
349 PETSC_EXTERN PetscErrorCode TaoSetConvergenceTest(Tao,PetscErrorCode (*)(Tao,void*),void *);
350 
351 PETSC_EXTERN PetscErrorCode TaoLCLSetStateDesignIS(Tao,IS,IS);
352 PETSC_EXTERN PetscErrorCode TaoMonitor(Tao,PetscInt,PetscReal,PetscReal,PetscReal,PetscReal);
353 typedef struct _n_TaoMonitorDrawCtx* TaoMonitorDrawCtx;
354 PETSC_EXTERN PetscErrorCode TaoMonitorDrawCtxCreate(MPI_Comm,const char[],const char[],int,int,int,int,PetscInt,TaoMonitorDrawCtx*);
355 PETSC_EXTERN PetscErrorCode TaoMonitorDrawCtxDestroy(TaoMonitorDrawCtx*);
356 
357 PETSC_EXTERN PetscErrorCode TaoBRGNGetSubsolver(Tao,Tao *);
358 PETSC_EXTERN PetscErrorCode TaoBRGNSetRegularizerObjectiveAndGradientRoutine(Tao,PetscErrorCode (*)(Tao,Vec,PetscReal*,Vec,void*),void*);
359 PETSC_EXTERN PetscErrorCode TaoBRGNSetRegularizerHessianRoutine(Tao,Mat,PetscErrorCode (*)(Tao,Vec,Mat,void*),void*);
360 PETSC_EXTERN PetscErrorCode TaoBRGNSetRegularizerWeight(Tao,PetscReal);
361 PETSC_EXTERN PetscErrorCode TaoBRGNSetL1SmoothEpsilon(Tao,PetscReal);
362 PETSC_EXTERN PetscErrorCode TaoBRGNSetDictionaryMatrix(Tao,Mat);
363 PETSC_EXTERN PetscErrorCode TaoBRGNGetDampingVector(Tao,Vec *);
364 
365 PETSC_EXTERN PetscErrorCode TaoADMMGetMisfitSubsolver(Tao,Tao *);
366 PETSC_EXTERN PetscErrorCode TaoADMMGetRegularizationSubsolver(Tao,Tao *);
367 PETSC_EXTERN PetscErrorCode TaoADMMGetDualVector(Tao,Vec*);
368 PETSC_EXTERN PetscErrorCode TaoADMMGetSpectralPenalty(Tao,PetscReal*);
369 PETSC_EXTERN PetscErrorCode TaoADMMSetSpectralPenalty(Tao,PetscReal);
370 PETSC_EXTERN PetscErrorCode TaoGetADMMParentTao(Tao,Tao *);
371 PETSC_EXTERN PetscErrorCode TaoADMMSetConstraintVectorRHS(Tao,Vec);
372 PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerCoefficient(Tao,PetscReal);
373 PETSC_EXTERN PetscErrorCode TaoADMMSetMisfitConstraintJacobian(Tao,Mat,Mat,PetscErrorCode (*)(Tao,Vec,Mat,Mat,void*),void*);
374 PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerConstraintJacobian(Tao,Mat,Mat,PetscErrorCode (*)(Tao,Vec,Mat,Mat,void*),void*);
375 PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerHessianRoutine(Tao,Mat,Mat,PetscErrorCode (*)(Tao,Vec,Mat,Mat,void*),void*);
376 PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerObjectiveAndGradientRoutine(Tao,PetscErrorCode (*)(Tao,Vec,PetscReal *,Vec,void*),void*);
377 PETSC_EXTERN PetscErrorCode TaoADMMSetMisfitHessianRoutine(Tao,Mat,Mat,PetscErrorCode (*)(Tao,Vec,Mat,Mat,void*),void*);
378 PETSC_EXTERN PetscErrorCode TaoADMMSetMisfitObjectiveAndGradientRoutine(Tao,PetscErrorCode (*)(Tao,Vec,PetscReal *,Vec,void*),void*);
379 PETSC_EXTERN PetscErrorCode TaoADMMSetMisfitHessianChangeStatus(Tao,PetscBool);
380 PETSC_EXTERN PetscErrorCode TaoADMMSetRegHessianChangeStatus(Tao,PetscBool);
381 PETSC_EXTERN PetscErrorCode TaoADMMSetMinimumSpectralPenalty(Tao,PetscReal);
382 PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerType(Tao,TaoADMMRegularizerType);
383 PETSC_EXTERN PetscErrorCode TaoADMMGetRegularizerType(Tao,TaoADMMRegularizerType*);
384 PETSC_EXTERN PetscErrorCode TaoADMMSetUpdateType(Tao,TaoADMMUpdateType);
385 PETSC_EXTERN PetscErrorCode TaoADMMGetUpdateType(Tao,TaoADMMUpdateType*);
386 
387 PETSC_EXTERN PetscErrorCode TaoALMMGetType(Tao,TaoALMMType*);
388 PETSC_EXTERN PetscErrorCode TaoALMMSetType(Tao,TaoALMMType);
389 PETSC_EXTERN PetscErrorCode TaoALMMGetSubsolver(Tao,Tao*);
390 PETSC_EXTERN PetscErrorCode TaoALMMSetSubsolver(Tao,Tao);
391 PETSC_EXTERN PetscErrorCode TaoALMMGetMultipliers(Tao,Vec*);
392 PETSC_EXTERN PetscErrorCode TaoALMMSetMultipliers(Tao,Vec);
393 PETSC_EXTERN PetscErrorCode TaoALMMGetPrimalIS(Tao,IS*,IS*);
394 PETSC_EXTERN PetscErrorCode TaoALMMGetDualIS(Tao,IS*,IS*);
395 #endif
396