xref: /petsc/include/petsctao.h (revision d21efd2e5d911db017a545648c4fa4838359bb2d)
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 #define TAOPYTHON   "python"
160 
161 PETSC_EXTERN PetscClassId TAO_CLASSID;
162 PETSC_EXTERN PetscFunctionList TaoList;
163 
164 /*E
165     TaoConvergedReason - reason a TAO method was said to have converged or diverged
166 
167    Level: beginner
168 
169    The two most common reasons for divergence are
170 $   1) an incorrectly coded or computed gradient or Hessian
171 $   2) failure or lack of convergence in the linear system (in this case we recommend
172 $      testing with -pc_type lu to eliminate the linear solver as the cause of the problem).
173 
174    Developer Notes:
175     this must match petsc/finclude/petsctao.h
176 
177        The string versions of these are in TAOConvergedReasons, if you change any value here you must
178      also adjust that array.
179 
180 .seealso: TaoSolve(), TaoGetConvergedReason(), KSPConvergedReason, SNESConvergedReason, TSConvergedReason
181 E*/
182 typedef enum {/* converged */
183   TAO_CONVERGED_GATOL         =  3, /* ||g(X)|| < gatol */
184   TAO_CONVERGED_GRTOL         =  4, /* ||g(X)|| / f(X)  < grtol */
185   TAO_CONVERGED_GTTOL         =  5, /* ||g(X)|| / ||g(X0)|| < gttol */
186   TAO_CONVERGED_STEPTOL       =  6, /* step size small */
187   TAO_CONVERGED_MINF          =  7, /* F < F_min */
188   TAO_CONVERGED_USER          =  8, /* User defined */
189   /* diverged */
190   TAO_DIVERGED_MAXITS         = -2,
191   TAO_DIVERGED_NAN            = -4,
192   TAO_DIVERGED_MAXFCN         = -5,
193   TAO_DIVERGED_LS_FAILURE     = -6,
194   TAO_DIVERGED_TR_REDUCTION   = -7,
195   TAO_DIVERGED_USER           = -8, /* User defined */
196   /* keep going */
197   TAO_CONTINUE_ITERATING      =  0} TaoConvergedReason;
198 
199 PETSC_EXTERN const char **TaoConvergedReasons;
200 
201 PETSC_EXTERN PetscErrorCode TaoInitializePackage(void);
202 PETSC_EXTERN PetscErrorCode TaoFinalizePackage(void);
203 PETSC_EXTERN PetscErrorCode TaoCreate(MPI_Comm,Tao*);
204 PETSC_EXTERN PetscErrorCode TaoSetFromOptions(Tao);
205 PETSC_EXTERN PetscErrorCode TaoSetUp(Tao);
206 PETSC_EXTERN PetscErrorCode TaoSetType(Tao,TaoType);
207 PETSC_EXTERN PetscErrorCode TaoGetType(Tao,TaoType*);
208 PETSC_EXTERN PetscErrorCode TaoSetApplicationContext(Tao,void*);
209 PETSC_EXTERN PetscErrorCode TaoGetApplicationContext(Tao,void*);
210 PETSC_EXTERN PetscErrorCode TaoDestroy(Tao*);
211 
212 PETSC_EXTERN PetscErrorCode TaoSetOptionsPrefix(Tao,const char[]);
213 PETSC_EXTERN PetscErrorCode TaoView(Tao,PetscViewer);
214 PETSC_EXTERN PetscErrorCode TaoViewFromOptions(Tao,PetscObject,const char[]);
215 
216 PETSC_EXTERN PetscErrorCode TaoSolve(Tao);
217 
218 PETSC_EXTERN PetscErrorCode TaoRegister(const char[],PetscErrorCode (*)(Tao));
219 PETSC_EXTERN PetscErrorCode TaoRegisterDestroy(void);
220 
221 PETSC_EXTERN PetscErrorCode TaoGetConvergedReason(Tao,TaoConvergedReason*);
222 PETSC_EXTERN PetscErrorCode TaoGetSolutionStatus(Tao,PetscInt*,PetscReal*,PetscReal*,PetscReal*,PetscReal*,TaoConvergedReason*);
223 PETSC_EXTERN PetscErrorCode TaoSetConvergedReason(Tao,TaoConvergedReason);
224 PETSC_EXTERN PetscErrorCode TaoSetSolution(Tao,Vec);
225 PETSC_EXTERN PetscErrorCode TaoGetSolution(Tao,Vec*);
226 PETSC_DEPRECATED_FUNCTION("Use TaoSetSolution() (since version 3.17)") static inline PetscErrorCode TaoSetInitialVector(Tao t,Vec v) { return TaoSetSolution(t,v); }
227 PETSC_DEPRECATED_FUNCTION("Use TaoGetSolution() (since version 3.17)") static inline PetscErrorCode TaoGetInitialVector(Tao t,Vec *v) { return TaoGetSolution(t,v); }
228 
229 PETSC_EXTERN PetscErrorCode TaoSetObjective(Tao,PetscErrorCode(*)(Tao,Vec,PetscReal*,void*),void*);
230 PETSC_EXTERN PetscErrorCode TaoGetObjective(Tao,PetscErrorCode(**)(Tao,Vec,PetscReal*,void*),void**);
231 PETSC_EXTERN PetscErrorCode TaoSetGradient(Tao,Vec,PetscErrorCode(*)(Tao,Vec,Vec,void*),void*);
232 PETSC_EXTERN PetscErrorCode TaoGetGradient(Tao,Vec*,PetscErrorCode(**)(Tao,Vec,Vec,void*),void**);
233 PETSC_EXTERN PetscErrorCode TaoSetObjectiveAndGradient(Tao,Vec,PetscErrorCode(*)(Tao,Vec,PetscReal*,Vec,void*),void*);
234 PETSC_EXTERN PetscErrorCode TaoGetObjectiveAndGradient(Tao,Vec*,PetscErrorCode(**)(Tao,Vec,PetscReal*,Vec,void*),void**);
235 PETSC_EXTERN PetscErrorCode TaoSetHessian(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec,Mat,Mat,void*),void*);
236 PETSC_EXTERN PetscErrorCode TaoGetHessian(Tao,Mat*,Mat*,PetscErrorCode(**)(Tao,Vec,Mat,Mat,void*),void**);
237 PETSC_DEPRECATED_FUNCTION("Use TaoSetObjective() (since version 3.17)") static inline PetscErrorCode TaoSetObjectiveRoutine(Tao t,PetscErrorCode (*f)(Tao,Vec,PetscReal*,void*),void *c) { return TaoSetObjective(t,f,c); }
238 PETSC_DEPRECATED_FUNCTION("Use TaoGetGradient() (since version 3.17)") static inline PetscErrorCode TaoGetGradientVector(Tao t,Vec *v) { return TaoGetGradient(t,v,NULL,NULL); }
239 PETSC_DEPRECATED_FUNCTION("Use TaoSetGradient() (since version 3.17)") static inline PetscErrorCode TaoSetGradientRoutine(Tao t,PetscErrorCode (*f)(Tao,Vec,Vec,void*),void *c) { return TaoSetGradient(t,NULL,f,c); }
240 PETSC_DEPRECATED_FUNCTION("Use TaoSetObjectiveAndGradient() (since version 3.17)") static inline PetscErrorCode TaoSetObjectiveAndGradientRoutine(Tao t,PetscErrorCode (*f)(Tao,Vec,PetscReal*,Vec,void*),void *c) { return TaoSetObjectiveAndGradient(t,NULL,f,c); }
241 PETSC_DEPRECATED_FUNCTION("Use TaoSetHessian() (since version 3.17)") static inline PetscErrorCode TaoSetHessianRoutine(Tao t,Mat H,Mat P,PetscErrorCode (*f)(Tao,Vec,Mat,Mat,void*),void *c) { return TaoSetHessian(t,H,P,f,c); }
242 
243 PETSC_EXTERN PetscErrorCode TaoSetGradientNorm(Tao,Mat);
244 PETSC_EXTERN PetscErrorCode TaoGetGradientNorm(Tao,Mat*);
245 PETSC_EXTERN PetscErrorCode TaoSetLMVMMatrix(Tao,Mat);
246 PETSC_EXTERN PetscErrorCode TaoGetLMVMMatrix(Tao,Mat*);
247 PETSC_EXTERN PetscErrorCode TaoSetRecycleHistory(Tao,PetscBool);
248 PETSC_EXTERN PetscErrorCode TaoGetRecycleHistory(Tao,PetscBool*);
249 PETSC_EXTERN PetscErrorCode TaoLMVMSetH0(Tao,Mat);
250 PETSC_EXTERN PetscErrorCode TaoLMVMGetH0(Tao,Mat*);
251 PETSC_EXTERN PetscErrorCode TaoLMVMGetH0KSP(Tao,KSP*);
252 PETSC_EXTERN PetscErrorCode TaoLMVMRecycle(Tao,PetscBool);
253 PETSC_EXTERN PetscErrorCode TaoSetResidualRoutine(Tao,Vec,PetscErrorCode(*)(Tao,Vec,Vec,void*),void*);
254 PETSC_EXTERN PetscErrorCode TaoSetResidualWeights(Tao,Vec,PetscInt,PetscInt*,PetscInt*,PetscReal*);
255 PETSC_EXTERN PetscErrorCode TaoSetConstraintsRoutine(Tao,Vec,PetscErrorCode(*)(Tao,Vec,Vec,void*),void*);
256 PETSC_EXTERN PetscErrorCode TaoSetInequalityConstraintsRoutine(Tao,Vec,PetscErrorCode(*)(Tao,Vec,Vec,void*),void*);
257 PETSC_EXTERN PetscErrorCode TaoSetEqualityConstraintsRoutine(Tao,Vec,PetscErrorCode(*)(Tao,Vec,Vec,void*),void*);
258 PETSC_EXTERN PetscErrorCode TaoSetJacobianResidualRoutine(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec,Mat,Mat,void*),void*);
259 PETSC_EXTERN PetscErrorCode TaoSetJacobianRoutine(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec,Mat,Mat,void*),void*);
260 PETSC_EXTERN PetscErrorCode TaoSetJacobianStateRoutine(Tao,Mat,Mat,Mat,PetscErrorCode(*)(Tao,Vec,Mat,Mat,Mat,void*),void*);
261 PETSC_EXTERN PetscErrorCode TaoSetJacobianDesignRoutine(Tao,Mat,PetscErrorCode(*)(Tao,Vec,Mat,void*),void*);
262 PETSC_EXTERN PetscErrorCode TaoSetJacobianInequalityRoutine(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec,Mat,Mat,void*),void*);
263 PETSC_EXTERN PetscErrorCode TaoSetJacobianEqualityRoutine(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec,Mat,Mat,void*),void*);
264 
265 PETSC_EXTERN PetscErrorCode TaoPythonSetType(Tao,const char[]);
266 
267 PETSC_EXTERN PetscErrorCode TaoShellSetSolve(Tao,PetscErrorCode(*)(Tao));
268 PETSC_EXTERN PetscErrorCode TaoShellSetContext(Tao,void*);
269 PETSC_EXTERN PetscErrorCode TaoShellGetContext(Tao,void*);
270 
271 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);}
272 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);}
273 
274 PETSC_EXTERN PetscErrorCode TaoSetStateDesignIS(Tao,IS,IS);
275 
276 PETSC_EXTERN PetscErrorCode TaoComputeObjective(Tao,Vec,PetscReal*);
277 PETSC_EXTERN PetscErrorCode TaoComputeResidual(Tao,Vec,Vec);
278 PETSC_EXTERN PetscErrorCode TaoTestGradient(Tao,Vec,Vec);
279 PETSC_EXTERN PetscErrorCode TaoComputeGradient(Tao,Vec,Vec);
280 PETSC_EXTERN PetscErrorCode TaoComputeObjectiveAndGradient(Tao,Vec,PetscReal*,Vec);
281 PETSC_EXTERN PetscErrorCode TaoComputeConstraints(Tao,Vec,Vec);
282 PETSC_EXTERN PetscErrorCode TaoComputeInequalityConstraints(Tao,Vec,Vec);
283 PETSC_EXTERN PetscErrorCode TaoComputeEqualityConstraints(Tao,Vec,Vec);
284 PETSC_EXTERN PetscErrorCode TaoDefaultComputeGradient(Tao,Vec,Vec,void*);
285 PETSC_EXTERN PetscErrorCode TaoIsObjectiveDefined(Tao,PetscBool*);
286 PETSC_EXTERN PetscErrorCode TaoIsGradientDefined(Tao,PetscBool*);
287 PETSC_EXTERN PetscErrorCode TaoIsObjectiveAndGradientDefined(Tao,PetscBool*);
288 
289 PETSC_DEPRECATED_FUNCTION("Use TaoComputeResidual() (since version 3.11)") static inline PetscErrorCode TaoComputeSeparableObjective(Tao tao,Vec X,Vec F) {return TaoComputeResidual(tao,X,F);}
290 
291 PETSC_EXTERN PetscErrorCode TaoTestHessian(Tao);
292 PETSC_EXTERN PetscErrorCode TaoComputeHessian(Tao,Vec,Mat,Mat);
293 PETSC_EXTERN PetscErrorCode TaoComputeResidualJacobian(Tao,Vec,Mat,Mat);
294 PETSC_EXTERN PetscErrorCode TaoComputeJacobian(Tao,Vec,Mat,Mat);
295 PETSC_EXTERN PetscErrorCode TaoComputeJacobianState(Tao,Vec,Mat,Mat,Mat);
296 PETSC_EXTERN PetscErrorCode TaoComputeJacobianEquality(Tao,Vec,Mat,Mat);
297 PETSC_EXTERN PetscErrorCode TaoComputeJacobianInequality(Tao,Vec,Mat,Mat);
298 PETSC_EXTERN PetscErrorCode TaoComputeJacobianDesign(Tao,Vec,Mat);
299 
300 PETSC_EXTERN PetscErrorCode TaoDefaultComputeHessian(Tao,Vec,Mat,Mat,void*);
301 PETSC_EXTERN PetscErrorCode TaoDefaultComputeHessianColor(Tao,Vec,Mat,Mat,void*);
302 PETSC_EXTERN PetscErrorCode TaoDefaultComputeHessianMFFD(Tao,Vec,Mat,Mat,void*);
303 PETSC_EXTERN PetscErrorCode TaoComputeDualVariables(Tao,Vec,Vec);
304 PETSC_EXTERN PetscErrorCode TaoSetVariableBounds(Tao,Vec,Vec);
305 PETSC_EXTERN PetscErrorCode TaoGetVariableBounds(Tao,Vec*,Vec*);
306 PETSC_EXTERN PetscErrorCode TaoGetDualVariables(Tao,Vec*,Vec*);
307 PETSC_EXTERN PetscErrorCode TaoSetInequalityBounds(Tao,Vec,Vec);
308 PETSC_EXTERN PetscErrorCode TaoGetInequalityBounds(Tao,Vec*,Vec*);
309 PETSC_EXTERN PetscErrorCode TaoSetVariableBoundsRoutine(Tao,PetscErrorCode(*)(Tao,Vec,Vec,void*),void*);
310 PETSC_EXTERN PetscErrorCode TaoComputeVariableBounds(Tao);
311 
312 PETSC_EXTERN PetscErrorCode TaoGetTolerances(Tao,PetscReal*,PetscReal*,PetscReal*);
313 PETSC_EXTERN PetscErrorCode TaoSetTolerances(Tao,PetscReal,PetscReal,PetscReal);
314 PETSC_EXTERN PetscErrorCode TaoGetConstraintTolerances(Tao,PetscReal*,PetscReal*);
315 PETSC_EXTERN PetscErrorCode TaoSetConstraintTolerances(Tao,PetscReal,PetscReal);
316 PETSC_EXTERN PetscErrorCode TaoSetFunctionLowerBound(Tao,PetscReal);
317 PETSC_EXTERN PetscErrorCode TaoSetInitialTrustRegionRadius(Tao,PetscReal);
318 PETSC_EXTERN PetscErrorCode TaoSetMaximumIterations(Tao,PetscInt);
319 PETSC_EXTERN PetscErrorCode TaoSetMaximumFunctionEvaluations(Tao,PetscInt);
320 PETSC_EXTERN PetscErrorCode TaoGetFunctionLowerBound(Tao,PetscReal*);
321 PETSC_EXTERN PetscErrorCode TaoGetInitialTrustRegionRadius(Tao,PetscReal*);
322 PETSC_EXTERN PetscErrorCode TaoGetCurrentTrustRegionRadius(Tao,PetscReal*);
323 PETSC_EXTERN PetscErrorCode TaoGetMaximumIterations(Tao,PetscInt*);
324 PETSC_EXTERN PetscErrorCode TaoGetCurrentFunctionEvaluations(Tao,PetscInt*);
325 PETSC_EXTERN PetscErrorCode TaoGetMaximumFunctionEvaluations(Tao,PetscInt*);
326 PETSC_EXTERN PetscErrorCode TaoGetIterationNumber(Tao,PetscInt*);
327 PETSC_EXTERN PetscErrorCode TaoSetIterationNumber(Tao,PetscInt);
328 PETSC_EXTERN PetscErrorCode TaoGetTotalIterationNumber(Tao,PetscInt*);
329 PETSC_EXTERN PetscErrorCode TaoSetTotalIterationNumber(Tao,PetscInt);
330 PETSC_EXTERN PetscErrorCode TaoGetResidualNorm(Tao,PetscReal*);
331 
332 PETSC_EXTERN PetscErrorCode TaoAppendOptionsPrefix(Tao,const char[]);
333 PETSC_EXTERN PetscErrorCode TaoGetOptionsPrefix(Tao,const char*[]);
334 PETSC_EXTERN PetscErrorCode TaoResetStatistics(Tao);
335 PETSC_EXTERN PetscErrorCode TaoSetUpdate(Tao,PetscErrorCode(*)(Tao,PetscInt,void*),void*);
336 
337 PETSC_EXTERN PetscErrorCode TaoGetKSP(Tao,KSP*);
338 PETSC_EXTERN PetscErrorCode TaoGetLinearSolveIterations(Tao,PetscInt*);
339 
340 #include <petsctaolinesearch.h>
341 
342 PETSC_EXTERN PetscErrorCode TaoGetLineSearch(Tao,TaoLineSearch*);
343 
344 PETSC_EXTERN PetscErrorCode TaoSetConvergenceHistory(Tao,PetscReal*,PetscReal*,PetscReal*,PetscInt*,PetscInt,PetscBool);
345 PETSC_EXTERN PetscErrorCode TaoGetConvergenceHistory(Tao,PetscReal**,PetscReal**,PetscReal**,PetscInt**,PetscInt*);
346 PETSC_EXTERN PetscErrorCode TaoSetMonitor(Tao,PetscErrorCode (*)(Tao,void*),void *,PetscErrorCode (*)(void**));
347 PETSC_EXTERN PetscErrorCode TaoCancelMonitors(Tao);
348 PETSC_EXTERN PetscErrorCode TaoMonitorDefault(Tao,void*);
349 PETSC_DEPRECATED_FUNCTION("Use TaoMonitorDefault() (since version 3.9)") static inline PetscErrorCode TaoDefaultMonitor(Tao tao,void*ctx) {return TaoMonitorDefault(tao,ctx);}
350 PETSC_EXTERN PetscErrorCode TaoDefaultGMonitor(Tao,void*);
351 PETSC_EXTERN PetscErrorCode TaoDefaultSMonitor(Tao,void*);
352 PETSC_EXTERN PetscErrorCode TaoDefaultCMonitor(Tao,void*);
353 PETSC_EXTERN PetscErrorCode TaoSolutionMonitor(Tao,void*);
354 PETSC_EXTERN PetscErrorCode TaoResidualMonitor(Tao,void*);
355 PETSC_EXTERN PetscErrorCode TaoGradientMonitor(Tao,void*);
356 PETSC_EXTERN PetscErrorCode TaoStepDirectionMonitor(Tao,void*);
357 PETSC_EXTERN PetscErrorCode TaoDrawSolutionMonitor(Tao,void*);
358 PETSC_EXTERN PetscErrorCode TaoDrawStepMonitor(Tao,void*);
359 PETSC_EXTERN PetscErrorCode TaoDrawGradientMonitor(Tao,void*);
360 PETSC_EXTERN PetscErrorCode TaoAddLineSearchCounts(Tao);
361 
362 PETSC_EXTERN PetscErrorCode TaoDefaultConvergenceTest(Tao,void*);
363 PETSC_EXTERN PetscErrorCode TaoSetConvergenceTest(Tao,PetscErrorCode (*)(Tao,void*),void *);
364 
365 PETSC_EXTERN PetscErrorCode TaoLCLSetStateDesignIS(Tao,IS,IS);
366 PETSC_EXTERN PetscErrorCode TaoMonitor(Tao,PetscInt,PetscReal,PetscReal,PetscReal,PetscReal);
367 typedef struct _n_TaoMonitorDrawCtx* TaoMonitorDrawCtx;
368 PETSC_EXTERN PetscErrorCode TaoMonitorDrawCtxCreate(MPI_Comm,const char[],const char[],int,int,int,int,PetscInt,TaoMonitorDrawCtx*);
369 PETSC_EXTERN PetscErrorCode TaoMonitorDrawCtxDestroy(TaoMonitorDrawCtx*);
370 
371 PETSC_EXTERN PetscErrorCode TaoBRGNGetSubsolver(Tao,Tao *);
372 PETSC_EXTERN PetscErrorCode TaoBRGNSetRegularizerObjectiveAndGradientRoutine(Tao,PetscErrorCode (*)(Tao,Vec,PetscReal*,Vec,void*),void*);
373 PETSC_EXTERN PetscErrorCode TaoBRGNSetRegularizerHessianRoutine(Tao,Mat,PetscErrorCode (*)(Tao,Vec,Mat,void*),void*);
374 PETSC_EXTERN PetscErrorCode TaoBRGNSetRegularizerWeight(Tao,PetscReal);
375 PETSC_EXTERN PetscErrorCode TaoBRGNSetL1SmoothEpsilon(Tao,PetscReal);
376 PETSC_EXTERN PetscErrorCode TaoBRGNSetDictionaryMatrix(Tao,Mat);
377 PETSC_EXTERN PetscErrorCode TaoBRGNGetDampingVector(Tao,Vec *);
378 
379 PETSC_EXTERN PetscErrorCode TaoADMMGetMisfitSubsolver(Tao,Tao *);
380 PETSC_EXTERN PetscErrorCode TaoADMMGetRegularizationSubsolver(Tao,Tao *);
381 PETSC_EXTERN PetscErrorCode TaoADMMGetDualVector(Tao,Vec*);
382 PETSC_EXTERN PetscErrorCode TaoADMMGetSpectralPenalty(Tao,PetscReal*);
383 PETSC_EXTERN PetscErrorCode TaoADMMSetSpectralPenalty(Tao,PetscReal);
384 PETSC_EXTERN PetscErrorCode TaoGetADMMParentTao(Tao,Tao *);
385 PETSC_EXTERN PetscErrorCode TaoADMMSetConstraintVectorRHS(Tao,Vec);
386 PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerCoefficient(Tao,PetscReal);
387 PETSC_EXTERN PetscErrorCode TaoADMMSetMisfitConstraintJacobian(Tao,Mat,Mat,PetscErrorCode (*)(Tao,Vec,Mat,Mat,void*),void*);
388 PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerConstraintJacobian(Tao,Mat,Mat,PetscErrorCode (*)(Tao,Vec,Mat,Mat,void*),void*);
389 PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerHessianRoutine(Tao,Mat,Mat,PetscErrorCode (*)(Tao,Vec,Mat,Mat,void*),void*);
390 PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerObjectiveAndGradientRoutine(Tao,PetscErrorCode (*)(Tao,Vec,PetscReal *,Vec,void*),void*);
391 PETSC_EXTERN PetscErrorCode TaoADMMSetMisfitHessianRoutine(Tao,Mat,Mat,PetscErrorCode (*)(Tao,Vec,Mat,Mat,void*),void*);
392 PETSC_EXTERN PetscErrorCode TaoADMMSetMisfitObjectiveAndGradientRoutine(Tao,PetscErrorCode (*)(Tao,Vec,PetscReal *,Vec,void*),void*);
393 PETSC_EXTERN PetscErrorCode TaoADMMSetMisfitHessianChangeStatus(Tao,PetscBool);
394 PETSC_EXTERN PetscErrorCode TaoADMMSetRegHessianChangeStatus(Tao,PetscBool);
395 PETSC_EXTERN PetscErrorCode TaoADMMSetMinimumSpectralPenalty(Tao,PetscReal);
396 PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerType(Tao,TaoADMMRegularizerType);
397 PETSC_EXTERN PetscErrorCode TaoADMMGetRegularizerType(Tao,TaoADMMRegularizerType*);
398 PETSC_EXTERN PetscErrorCode TaoADMMSetUpdateType(Tao,TaoADMMUpdateType);
399 PETSC_EXTERN PetscErrorCode TaoADMMGetUpdateType(Tao,TaoADMMUpdateType*);
400 
401 PETSC_EXTERN PetscErrorCode TaoALMMGetType(Tao,TaoALMMType*);
402 PETSC_EXTERN PetscErrorCode TaoALMMSetType(Tao,TaoALMMType);
403 PETSC_EXTERN PetscErrorCode TaoALMMGetSubsolver(Tao,Tao*);
404 PETSC_EXTERN PetscErrorCode TaoALMMSetSubsolver(Tao,Tao);
405 PETSC_EXTERN PetscErrorCode TaoALMMGetMultipliers(Tao,Vec*);
406 PETSC_EXTERN PetscErrorCode TaoALMMSetMultipliers(Tao,Vec);
407 PETSC_EXTERN PetscErrorCode TaoALMMGetPrimalIS(Tao,IS*,IS*);
408 PETSC_EXTERN PetscErrorCode TaoALMMGetDualIS(Tao,IS*,IS*);
409 #endif
410