xref: /petsc/include/petsctao.h (revision 9fbee5477fd88ea4536ebb185f3c80da15fb55c0)

#ifndef PETSCTAO_H
#define PETSCTAO_H

#include <petscsnes.h>

PetscErrorCode VecFischer(Vec, Vec, Vec, Vec, Vec);
PetscErrorCode VecSFischer(Vec, Vec, Vec, Vec, PetscReal, Vec);
PetscErrorCode MatDFischer(Mat, Vec, Vec, Vec, Vec, Vec, Vec, Vec, Vec);
PetscErrorCode MatDSFischer(Mat, Vec, Vec, Vec, Vec, PetscReal, Vec, Vec, Vec, Vec, Vec);
PETSC_EXTERN PetscErrorCode TaoSoftThreshold(Vec, PetscReal, PetscReal, Vec);

/*E
  TaoSubsetType - PetscInt representing the way TAO handles active sets

+ TAO_SUBSET_SUBVEC - TAO uses PETSc's MatCreateSubMatrix and VecGetSubVector
. TAO_SUBSET_MASK - Matrices are zeroed out corresponding to active set entries
- TAO_SUBSET_MATRIXFREE - Same as TAO_SUBSET_MASK, but can be applied to matrix-free operators

  Options database keys:
. -different_hessian - TAO will use a copy of the hessian operator for masking.  By default
                       TAO will directly alter the hessian operator.
  Level: intermediate

E*/

typedef enum {TAO_SUBSET_SUBVEC,TAO_SUBSET_MASK,TAO_SUBSET_MATRIXFREE} TaoSubsetType;
PETSC_EXTERN const char *const TaoSubsetTypes[];
/*S
     Tao - Abstract PETSc object that manages nonlinear optimization solves

   Level: advanced

.seealso TaoCreate(), TaoDestroy(), TaoSetType(), TaoType
S*/

/*E
     TaoADMMUpdateType - Determine spectral penalty update routine for lagrange augmented term for ADMM.

  Level: advanced

.seealso TaoADMMSetUpdateType()
E*/
typedef enum {TAO_ADMM_UPDATE_BASIC,TAO_ADMM_UPDATE_ADAPTIVE,TAO_ADMM_UPDATE_ADAPTIVE_RELAXED} TaoADMMUpdateType;
PETSC_EXTERN const char *const TaoADMMUpdateTypes[];
/*MC
     TAO_ADMM_UPDATE_BASIC - Use same spectral penalty set at the beginning. No update

  Level: advanced

  Note: Most basic implementation. Generally slower than adaptive or adaptive relaxed version.

.seealso: TaoADMMSetUpdateType(), TAO_ADMM_UPDATE_ADAPTIVE, TAO_ADMM_UPDATE_ADAPTIVE_RELAXED
M*/

/*MC
     TAO_ADMM_UPDATE_ADAPTIVE - Adaptively update spectral penalty

  Level: advanced

  Note: Adaptively updates spectral penalty, using both steepest descent and minimum gradient.

.seealso: TaoADMMSetUpdateType(), TAO_ADMM_UPDATE_BASIC, TAO_ADMM_UPDATE_ADAPTIVE_RELAXED
M*/

/*MC
     ADMM_UPDATE_ADAPTIVE_RELAXED - Adaptively update spectral penalty, and relaxes parameter update

  Level: advanced

  Note: With adaptive spectral penalty update, it also relaxes x vector update by a factor.

.seealso: TaoADMMSetUpdateType(), TAO_ADMM_UPDATE_BASIC, TAO_ADMM_UPDATE_ADAPTIVE
M*/

/*E
     TaoADMMRegularizerType - Determine regularizer routine - either user provided or soft threshold

  Level: advanced

.seealso TaoADMMSetRegularizerType()
E*/
typedef enum {TAO_ADMM_REGULARIZER_USER,TAO_ADMM_REGULARIZER_SOFT_THRESH} TaoADMMRegularizerType;
PETSC_EXTERN const char *const TaoADMMRegularizerTypes[];
/*MC
     TAO_ADMM_REGULARIZER_USER - User provided routines for regularizer part of ADMM

  Level: advanced

  Note: User needs to provided appropriate routines and type for regularizer solver

.seealso: TaoADMMSetRegularizerType(), TAO_ADMM_REGULARIZER_SOFT_THRESH
M*/

/*MC
     TAO_ADMM_REGULARIZER_SOFT_THRESH - Soft threshold to solve regularizer part of ADMM

  Level: advanced

  Note: Utilizes built-in SoftThreshold routines

.seealso: TaoSoftThreshold(), TaoADMMSetRegularizerObjectiveAndGradientRoutine(),
          TaoADMMSetRegularizerHessianRoutine(), TaoADMMSetRegularizerType(), TAO_ADMM_REGULARIZER_USER
M*/

/*E
     TaoALMMType - Determine the augmented Lagrangian formulation used in the TAOALMM subproblem.

$  TAO_ALMM_CLASSIC - classic augmented Lagrangian definition including slack variables for inequality constraints
$  TAO_ALMM_PHR     - Powell-Hestenes-Rockafellar formulation without slack variables, uses pointwise min() for inequalities

  Level: advanced

.seealso TAOALMM, TaoALMMSetType(), TaoALMMGetType()
E*/
typedef enum {TAO_ALMM_CLASSIC,TAO_ALMM_PHR} TaoALMMType;
PETSC_EXTERN const char *const TaoALMMTypes[];

typedef struct _p_Tao*   Tao;

/*J
        TaoType - String with the name of a TAO method

       Level: beginner

J*/
typedef const char *TaoType;
#define TAOLMVM     "lmvm"
#define TAONLS      "nls"
#define TAONTR      "ntr"
#define TAONTL      "ntl"
#define TAOCG       "cg"
#define TAOTRON     "tron"
#define TAOOWLQN    "owlqn"
#define TAOBMRM     "bmrm"
#define TAOBLMVM    "blmvm"
#define TAOBQNLS    "bqnls"
#define TAOBNCG     "bncg"
#define TAOBNLS     "bnls"
#define TAOBNTR     "bntr"
#define TAOBNTL     "bntl"
#define TAOBQNKLS   "bqnkls"
#define TAOBQNKTR   "bqnktr"
#define TAOBQNKTL   "bqnktl"
#define TAOBQPIP    "bqpip"
#define TAOGPCG     "gpcg"
#define TAONM       "nm"
#define TAOPOUNDERS "pounders"
#define TAOBRGN     "brgn"
#define TAOLCL      "lcl"
#define TAOSSILS    "ssils"
#define TAOSSFLS    "ssfls"
#define TAOASILS    "asils"
#define TAOASFLS    "asfls"
#define TAOIPM      "ipm"
#define TAOPDIPM    "pdipm"
#define TAOSHELL    "shell"
#define TAOADMM     "admm"
#define TAOALMM     "almm"

PETSC_EXTERN PetscClassId TAO_CLASSID;
PETSC_EXTERN PetscFunctionList TaoList;

/*E
    TaoConvergedReason - reason a TAO method was said to have converged or diverged

   Level: beginner

   The two most common reasons for divergence are
$   1) an incorrectly coded or computed gradient or Hessian
$   2) failure or lack of convergence in the linear system (in this case we recommend
$      testing with -pc_type lu to eliminate the linear solver as the cause of the problem).

   Developer Notes:
    this must match petsc/finclude/petsctao.h

       The string versions of these are in TAOConvergedReasons, if you change any value here you must
     also adjust that array.

.seealso: TAOSolve(), TaoGetConvergedReason(), KSPConvergedReason, SNESConvergedReason, TSConvergedReason
E*/
typedef enum {/* converged */
  TAO_CONVERGED_GATOL         =  3, /* ||g(X)|| < gatol */
  TAO_CONVERGED_GRTOL         =  4, /* ||g(X)|| / f(X)  < grtol */
  TAO_CONVERGED_GTTOL         =  5, /* ||g(X)|| / ||g(X0)|| < gttol */
  TAO_CONVERGED_STEPTOL       =  6, /* step size small */
  TAO_CONVERGED_MINF          =  7, /* F < F_min */
  TAO_CONVERGED_USER          =  8, /* User defined */
  /* diverged */
  TAO_DIVERGED_MAXITS         = -2,
  TAO_DIVERGED_NAN            = -4,
  TAO_DIVERGED_MAXFCN         = -5,
  TAO_DIVERGED_LS_FAILURE     = -6,
  TAO_DIVERGED_TR_REDUCTION   = -7,
  TAO_DIVERGED_USER           = -8, /* User defined */
  /* keep going */
  TAO_CONTINUE_ITERATING      =  0} TaoConvergedReason;

PETSC_EXTERN const char **TaoConvergedReasons;

PETSC_EXTERN PetscErrorCode TaoInitializePackage(void);
PETSC_EXTERN PetscErrorCode TaoFinalizePackage(void);
PETSC_EXTERN PetscErrorCode TaoCreate(MPI_Comm,Tao*);
PETSC_EXTERN PetscErrorCode TaoSetFromOptions(Tao);
PETSC_EXTERN PetscErrorCode TaoSetUp(Tao);
PETSC_EXTERN PetscErrorCode TaoSetType(Tao,TaoType);
PETSC_EXTERN PetscErrorCode TaoGetType(Tao,TaoType *);
PETSC_EXTERN PetscErrorCode TaoSetApplicationContext(Tao, void*);
PETSC_EXTERN PetscErrorCode TaoGetApplicationContext(Tao, void*);
PETSC_EXTERN PetscErrorCode TaoDestroy(Tao*);

PETSC_EXTERN PetscErrorCode TaoSetOptionsPrefix(Tao,const char []);
PETSC_EXTERN PetscErrorCode TaoView(Tao, PetscViewer);
PETSC_EXTERN PetscErrorCode TaoViewFromOptions(Tao,PetscObject,const char[]);

PETSC_EXTERN PetscErrorCode TaoSolve(Tao);

PETSC_EXTERN PetscErrorCode TaoRegister(const char [],PetscErrorCode (*)(Tao));
PETSC_EXTERN PetscErrorCode TaoRegisterDestroy(void);

PETSC_EXTERN PetscErrorCode TaoGetConvergedReason(Tao,TaoConvergedReason*);
PETSC_EXTERN PetscErrorCode TaoGetSolutionStatus(Tao, PetscInt*, PetscReal*, PetscReal*, PetscReal*, PetscReal*, TaoConvergedReason*);
PETSC_EXTERN PetscErrorCode TaoSetConvergedReason(Tao,TaoConvergedReason);
PETSC_EXTERN PetscErrorCode TaoSetInitialVector(Tao, Vec);
PETSC_EXTERN PetscErrorCode TaoGetSolutionVector(Tao, Vec*);
PETSC_EXTERN PetscErrorCode TaoGetGradientVector(Tao, Vec*);
PETSC_EXTERN PetscErrorCode TaoSetGradientNorm(Tao, Mat);
PETSC_EXTERN PetscErrorCode TaoGetGradientNorm(Tao, Mat*);
PETSC_EXTERN PetscErrorCode TaoSetLMVMMatrix(Tao, Mat);
PETSC_EXTERN PetscErrorCode TaoGetLMVMMatrix(Tao, Mat*);
PETSC_EXTERN PetscErrorCode TaoSetRecycleHistory(Tao, PetscBool);
PETSC_EXTERN PetscErrorCode TaoGetRecycleHistory(Tao, PetscBool*);
PETSC_EXTERN PetscErrorCode TaoLMVMSetH0(Tao, Mat);
PETSC_EXTERN PetscErrorCode TaoLMVMGetH0(Tao, Mat*);
PETSC_EXTERN PetscErrorCode TaoLMVMGetH0KSP(Tao, KSP*);
PETSC_EXTERN PetscErrorCode TaoLMVMRecycle(Tao, PetscBool);
PETSC_EXTERN PetscErrorCode TaoSetObjectiveRoutine(Tao, PetscErrorCode(*)(Tao, Vec, PetscReal*,void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetGradientRoutine(Tao, PetscErrorCode(*)(Tao, Vec, Vec, void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetObjectiveAndGradientRoutine(Tao, PetscErrorCode(*)(Tao, Vec, PetscReal*, Vec, void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetHessianRoutine(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec, Mat, Mat, void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetResidualRoutine(Tao, Vec, PetscErrorCode(*)(Tao, Vec, Vec, void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetResidualWeights(Tao, Vec, PetscInt, PetscInt*, PetscInt*, PetscReal*);
PETSC_EXTERN PetscErrorCode TaoSetConstraintsRoutine(Tao, Vec, PetscErrorCode(*)(Tao, Vec, Vec, void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetInequalityConstraintsRoutine(Tao, Vec, PetscErrorCode(*)(Tao, Vec, Vec, void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetEqualityConstraintsRoutine(Tao, Vec, PetscErrorCode(*)(Tao, Vec, Vec, void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetJacobianResidualRoutine(Tao, Mat, Mat, PetscErrorCode(*)(Tao, Vec, Mat, Mat, void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetJacobianRoutine(Tao,Mat,Mat, PetscErrorCode(*)(Tao,Vec, Mat, Mat, void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetJacobianStateRoutine(Tao,Mat,Mat,Mat, PetscErrorCode(*)(Tao,Vec, Mat, Mat, Mat, void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetJacobianDesignRoutine(Tao,Mat,PetscErrorCode(*)(Tao,Vec, Mat, void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetJacobianInequalityRoutine(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec, Mat, Mat, void*), void*);
PETSC_EXTERN PetscErrorCode TaoSetJacobianEqualityRoutine(Tao,Mat,Mat,PetscErrorCode(*)(Tao,Vec, Mat, Mat, void*), void*);

PETSC_EXTERN PetscErrorCode TaoShellSetSolve(Tao, PetscErrorCode(*)(Tao));
PETSC_EXTERN PetscErrorCode TaoShellSetContext(Tao,void*);
PETSC_EXTERN PetscErrorCode TaoShellGetContext(Tao,void*);

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);}
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);}

PETSC_EXTERN PetscErrorCode TaoSetStateDesignIS(Tao, IS, IS);

PETSC_EXTERN PetscErrorCode TaoComputeObjective(Tao, Vec, PetscReal*);
PETSC_EXTERN PetscErrorCode TaoComputeResidual(Tao, Vec, Vec);
PETSC_EXTERN PetscErrorCode TaoTestGradient(Tao,Vec,Vec);
PETSC_EXTERN PetscErrorCode TaoComputeGradient(Tao, Vec, Vec);
PETSC_EXTERN PetscErrorCode TaoComputeObjectiveAndGradient(Tao, Vec, PetscReal*, Vec);
PETSC_EXTERN PetscErrorCode TaoComputeConstraints(Tao, Vec, Vec);
PETSC_EXTERN PetscErrorCode TaoComputeInequalityConstraints(Tao, Vec, Vec);
PETSC_EXTERN PetscErrorCode TaoComputeEqualityConstraints(Tao, Vec, Vec);
PETSC_EXTERN PetscErrorCode TaoDefaultComputeGradient(Tao, Vec, Vec, void*);
PETSC_EXTERN PetscErrorCode TaoIsObjectiveDefined(Tao,PetscBool*);
PETSC_EXTERN PetscErrorCode TaoIsGradientDefined(Tao,PetscBool*);
PETSC_EXTERN PetscErrorCode TaoIsObjectiveAndGradientDefined(Tao,PetscBool*);

PETSC_DEPRECATED_FUNCTION("Use TaoComputeResidual() (since version 3.11)") static inline PetscErrorCode TaoComputeSeparableObjective(Tao tao, Vec X, Vec F) {return TaoComputeResidual(tao, X, F);}

PETSC_EXTERN PetscErrorCode TaoTestHessian(Tao);
PETSC_EXTERN PetscErrorCode TaoComputeHessian(Tao, Vec, Mat, Mat);
PETSC_EXTERN PetscErrorCode TaoComputeResidualJacobian(Tao, Vec, Mat, Mat);
PETSC_EXTERN PetscErrorCode TaoComputeJacobian(Tao, Vec, Mat, Mat);
PETSC_EXTERN PetscErrorCode TaoComputeJacobianState(Tao, Vec, Mat, Mat, Mat);
PETSC_EXTERN PetscErrorCode TaoComputeJacobianEquality(Tao, Vec, Mat, Mat);
PETSC_EXTERN PetscErrorCode TaoComputeJacobianInequality(Tao, Vec, Mat, Mat);
PETSC_EXTERN PetscErrorCode TaoComputeJacobianDesign(Tao, Vec, Mat);

PETSC_EXTERN PetscErrorCode TaoDefaultComputeHessian(Tao, Vec, Mat, Mat, void*);
PETSC_EXTERN PetscErrorCode TaoDefaultComputeHessianColor(Tao, Vec, Mat, Mat, void*);
PETSC_EXTERN PetscErrorCode TaoDefaultComputeHessianMFFD(Tao, Vec, Mat, Mat, void*);
PETSC_EXTERN PetscErrorCode TaoComputeDualVariables(Tao, Vec, Vec);
PETSC_EXTERN PetscErrorCode TaoSetVariableBounds(Tao, Vec, Vec);
PETSC_EXTERN PetscErrorCode TaoGetVariableBounds(Tao, Vec*, Vec*);
PETSC_EXTERN PetscErrorCode TaoGetDualVariables(Tao, Vec*, Vec*);
PETSC_EXTERN PetscErrorCode TaoSetInequalityBounds(Tao, Vec, Vec);
PETSC_EXTERN PetscErrorCode TaoGetInequalityBounds(Tao, Vec*, Vec*);
PETSC_EXTERN PetscErrorCode TaoSetVariableBoundsRoutine(Tao, PetscErrorCode(*)(Tao, Vec, Vec, void*), void*);
PETSC_EXTERN PetscErrorCode TaoComputeVariableBounds(Tao);

PETSC_EXTERN PetscErrorCode TaoGetTolerances(Tao, PetscReal*, PetscReal*, PetscReal*);
PETSC_EXTERN PetscErrorCode TaoSetTolerances(Tao, PetscReal, PetscReal, PetscReal);
PETSC_EXTERN PetscErrorCode TaoGetConstraintTolerances(Tao, PetscReal*, PetscReal*);
PETSC_EXTERN PetscErrorCode TaoSetConstraintTolerances(Tao, PetscReal, PetscReal);
PETSC_EXTERN PetscErrorCode TaoSetFunctionLowerBound(Tao, PetscReal);
PETSC_EXTERN PetscErrorCode TaoSetInitialTrustRegionRadius(Tao, PetscReal);
PETSC_EXTERN PetscErrorCode TaoSetMaximumIterations(Tao, PetscInt);
PETSC_EXTERN PetscErrorCode TaoSetMaximumFunctionEvaluations(Tao, PetscInt);
PETSC_EXTERN PetscErrorCode TaoGetFunctionLowerBound(Tao, PetscReal*);
PETSC_EXTERN PetscErrorCode TaoGetInitialTrustRegionRadius(Tao, PetscReal*);
PETSC_EXTERN PetscErrorCode TaoGetCurrentTrustRegionRadius(Tao, PetscReal*);
PETSC_EXTERN PetscErrorCode TaoGetMaximumIterations(Tao, PetscInt*);
PETSC_EXTERN PetscErrorCode TaoGetCurrentFunctionEvaluations(Tao, PetscInt*);
PETSC_EXTERN PetscErrorCode TaoGetMaximumFunctionEvaluations(Tao, PetscInt*);
PETSC_EXTERN PetscErrorCode TaoGetIterationNumber(Tao, PetscInt*);
PETSC_EXTERN PetscErrorCode TaoSetIterationNumber(Tao, PetscInt);
PETSC_EXTERN PetscErrorCode TaoGetTotalIterationNumber(Tao, PetscInt*);
PETSC_EXTERN PetscErrorCode TaoSetTotalIterationNumber(Tao, PetscInt);
PETSC_EXTERN PetscErrorCode TaoGetResidualNorm(Tao,PetscReal*);
PETSC_EXTERN PetscErrorCode TaoGetObjective(Tao,PetscReal*);

PETSC_EXTERN PetscErrorCode TaoAppendOptionsPrefix(Tao, const char p[]);
PETSC_EXTERN PetscErrorCode TaoGetOptionsPrefix(Tao, const char *p[]);
PETSC_EXTERN PetscErrorCode TaoResetStatistics(Tao);
PETSC_EXTERN PetscErrorCode TaoSetUpdate(Tao, PetscErrorCode(*)(Tao, PetscInt, void*), void*);

PETSC_EXTERN PetscErrorCode TaoGetKSP(Tao, KSP*);
PETSC_EXTERN PetscErrorCode TaoGetLinearSolveIterations(Tao,PetscInt *);

#include <petsctaolinesearch.h>
PETSC_EXTERN PetscErrorCode TaoLineSearchUseTaoRoutines(TaoLineSearch, Tao);
PETSC_EXTERN PetscErrorCode TaoGetLineSearch(Tao, TaoLineSearch*);

PETSC_EXTERN PetscErrorCode TaoSetConvergenceHistory(Tao,PetscReal*,PetscReal*,PetscReal*,PetscInt*,PetscInt,PetscBool);
PETSC_EXTERN PetscErrorCode TaoGetConvergenceHistory(Tao,PetscReal**,PetscReal**,PetscReal**,PetscInt**,PetscInt*);
PETSC_EXTERN PetscErrorCode TaoSetMonitor(Tao, PetscErrorCode (*)(Tao,void*),void *,PetscErrorCode (*)(void**));
PETSC_EXTERN PetscErrorCode TaoCancelMonitors(Tao);
PETSC_EXTERN PetscErrorCode TaoMonitorDefault(Tao, void*);
PETSC_DEPRECATED_FUNCTION("Use TaoMonitorDefault() (since version 3.9)") static inline PetscErrorCode TaoDefaultMonitor(Tao tao, void*ctx) {return TaoMonitorDefault(tao,ctx);}
PETSC_EXTERN PetscErrorCode TaoDefaultGMonitor(Tao, void*);
PETSC_EXTERN PetscErrorCode TaoDefaultSMonitor(Tao, void*);
PETSC_EXTERN PetscErrorCode TaoDefaultCMonitor(Tao, void*);
PETSC_EXTERN PetscErrorCode TaoSolutionMonitor(Tao, void*);
PETSC_EXTERN PetscErrorCode TaoResidualMonitor(Tao, void*);
PETSC_EXTERN PetscErrorCode TaoGradientMonitor(Tao, void*);
PETSC_EXTERN PetscErrorCode TaoStepDirectionMonitor(Tao, void*);
PETSC_EXTERN PetscErrorCode TaoDrawSolutionMonitor(Tao, void*);
PETSC_EXTERN PetscErrorCode TaoDrawStepMonitor(Tao, void*);
PETSC_EXTERN PetscErrorCode TaoDrawGradientMonitor(Tao, void*);
PETSC_EXTERN PetscErrorCode TaoAddLineSearchCounts(Tao);

PETSC_EXTERN PetscErrorCode TaoDefaultConvergenceTest(Tao,void*);
PETSC_EXTERN PetscErrorCode TaoSetConvergenceTest(Tao, PetscErrorCode (*)(Tao, void*),void *);

PETSC_EXTERN PetscErrorCode TaoLCLSetStateDesignIS(Tao, IS, IS);
PETSC_EXTERN PetscErrorCode TaoMonitor(Tao, PetscInt, PetscReal, PetscReal, PetscReal, PetscReal);
typedef struct _n_TaoMonitorDrawCtx* TaoMonitorDrawCtx;
PETSC_EXTERN PetscErrorCode TaoMonitorDrawCtxCreate(MPI_Comm,const char[],const char[],int,int,int,int,PetscInt,TaoMonitorDrawCtx*);
PETSC_EXTERN PetscErrorCode TaoMonitorDrawCtxDestroy(TaoMonitorDrawCtx*);

PETSC_EXTERN PetscErrorCode TaoBRGNGetSubsolver(Tao,Tao *);
PETSC_EXTERN PetscErrorCode TaoBRGNSetRegularizerObjectiveAndGradientRoutine(Tao,PetscErrorCode (*)(Tao,Vec,PetscReal*,Vec,void*),void*);
PETSC_EXTERN PetscErrorCode TaoBRGNSetRegularizerHessianRoutine(Tao,Mat,PetscErrorCode (*)(Tao,Vec,Mat,void*),void*);
PETSC_EXTERN PetscErrorCode TaoBRGNSetRegularizerWeight(Tao,PetscReal);
PETSC_EXTERN PetscErrorCode TaoBRGNSetL1SmoothEpsilon(Tao,PetscReal);
PETSC_EXTERN PetscErrorCode TaoBRGNSetDictionaryMatrix(Tao,Mat);
PETSC_EXTERN PetscErrorCode TaoBRGNGetDampingVector(Tao,Vec *);

PETSC_EXTERN PetscErrorCode TaoADMMGetMisfitSubsolver(Tao,Tao *);
PETSC_EXTERN PetscErrorCode TaoADMMGetRegularizationSubsolver(Tao,Tao *);
PETSC_EXTERN PetscErrorCode TaoADMMGetDualVector(Tao,Vec*);
PETSC_EXTERN PetscErrorCode TaoADMMGetSpectralPenalty(Tao,PetscReal*);
PETSC_EXTERN PetscErrorCode TaoADMMSetSpectralPenalty(Tao,PetscReal);
PETSC_EXTERN PetscErrorCode TaoGetADMMParentTao(Tao, Tao *);
PETSC_EXTERN PetscErrorCode TaoADMMSetConstraintVectorRHS(Tao,Vec);
PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerCoefficient(Tao,PetscReal);
PETSC_EXTERN PetscErrorCode TaoADMMSetMisfitConstraintJacobian(Tao,Mat, Mat,PetscErrorCode (*)(Tao,Vec,Mat,Mat,void*),void*);
PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerConstraintJacobian(Tao,Mat, Mat,PetscErrorCode (*)(Tao,Vec,Mat,Mat,void*),void*);
PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerHessianRoutine(Tao,Mat,Mat,PetscErrorCode (*)(Tao,Vec,Mat,Mat,void*),void*);
PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerObjectiveAndGradientRoutine(Tao,PetscErrorCode (*)(Tao,Vec,PetscReal *,Vec,void*),void*);
PETSC_EXTERN PetscErrorCode TaoADMMSetMisfitHessianRoutine(Tao,Mat,Mat,PetscErrorCode (*)(Tao,Vec,Mat,Mat,void*),void*);
PETSC_EXTERN PetscErrorCode TaoADMMSetMisfitObjectiveAndGradientRoutine(Tao,PetscErrorCode (*)(Tao,Vec,PetscReal *,Vec,void*),void*);
PETSC_EXTERN PetscErrorCode TaoADMMSetMisfitHessianChangeStatus(Tao, PetscBool);
PETSC_EXTERN PetscErrorCode TaoADMMSetRegHessianChangeStatus(Tao, PetscBool);
PETSC_EXTERN PetscErrorCode TaoADMMSetMinimumSpectralPenalty(Tao, PetscReal);
PETSC_EXTERN PetscErrorCode TaoADMMSetRegularizerType(Tao, TaoADMMRegularizerType);
PETSC_EXTERN PetscErrorCode TaoADMMGetRegularizerType(Tao, TaoADMMRegularizerType*);
PETSC_EXTERN PetscErrorCode TaoADMMSetUpdateType(Tao, TaoADMMUpdateType);
PETSC_EXTERN PetscErrorCode TaoADMMGetUpdateType(Tao, TaoADMMUpdateType*);

PETSC_EXTERN PetscErrorCode TaoALMMGetType(Tao, TaoALMMType*);
PETSC_EXTERN PetscErrorCode TaoALMMSetType(Tao, TaoALMMType);
PETSC_EXTERN PetscErrorCode TaoALMMGetSubsolver(Tao, Tao*);
PETSC_EXTERN PetscErrorCode TaoALMMSetSubsolver(Tao, Tao);
PETSC_EXTERN PetscErrorCode TaoALMMGetMultipliers(Tao, Vec*);
PETSC_EXTERN PetscErrorCode TaoALMMSetMultipliers(Tao, Vec);
PETSC_EXTERN PetscErrorCode TaoALMMGetPrimalIS(Tao, IS*, IS*);
PETSC_EXTERN PetscErrorCode TaoALMMGetDualIS(Tao, IS*, IS*);
#endif