libMesh
tao_optimization_solver.h
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1 // The libMesh Finite Element Library.
2 // Copyright (C) 2002-2024 Benjamin S. Kirk, John W. Peterson, Roy H. Stogner
3 
4 // This library is free software; you can redistribute it and/or
5 // modify it under the terms of the GNU Lesser General Public
6 // License as published by the Free Software Foundation; either
7 // version 2.1 of the License, or (at your option) any later version.
8 
9 // This library is distributed in the hope that it will be useful,
10 // but WITHOUT ANY WARRANTY; without even the implied warranty of
11 // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
12 // Lesser General Public License for more details.
13 
14 // You should have received a copy of the GNU Lesser General Public
15 // License along with this library; if not, write to the Free Software
16 // Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
17 
18 
19 
20 #ifndef LIBMESH_TAO_OPTIMIZATION_SOLVER_H
21 #define LIBMESH_TAO_OPTIMIZATION_SOLVER_H
22 
23 #include "libmesh/libmesh_config.h"
24 
25 // Petsc include files.
26 #if defined(LIBMESH_HAVE_PETSC_TAO) && !defined(LIBMESH_USE_COMPLEX_NUMBERS)
27 
28 // Local includes
29 #include "libmesh/petsc_macro.h"
30 #include "libmesh/optimization_solver.h"
31 
32 // Include header for the Tao optimization library
33 #ifdef I
34 # define LIBMESH_SAW_I
35 #endif
36 #include <petsctao.h>
37 #ifndef LIBMESH_SAW_I
38 # undef I // Avoid complex.h contamination
39 #endif
40 
41 namespace libMesh
42 {
43 
44 // Allow users access to these functions in case they want to reuse them. Users shouldn't
45 // need access to these most of the time as they are used internally by this object.
46 extern "C"
47 {
48  PetscErrorCode __libmesh_tao_objective (Tao tao, Vec x, PetscReal * objective, void * ctx);
49  PetscErrorCode __libmesh_tao_gradient(Tao tao, Vec x, Vec g, void * ctx);
50  PetscErrorCode __libmesh_tao_hessian(Tao tao, Vec x, Mat h, Mat pc, void * ctx);
51  PetscErrorCode __libmesh_tao_equality_constraints(Tao tao, Vec x, Vec ce, void * ctx);
52  PetscErrorCode __libmesh_tao_equality_constraints_jacobian(Tao tao, Vec x, Mat J, Mat Jpre, void * ctx);
53  PetscErrorCode __libmesh_tao_inequality_constraints(Tao tao, Vec x, Vec cineq, void * ctx);
54  PetscErrorCode __libmesh_tao_inequality_constraints_jacobian(Tao tao, Vec x, Mat J, Mat Jpre, void * ctx);
55 }
56 
63 template <typename T>
65 {
66 public:
67 
72 
76  explicit
78 
83 
88  virtual void clear () noexcept override;
89 
93  virtual void init () override;
94 
98  Tao tao() { this->init(); return _tao; }
99 
103  virtual void solve () override;
104 
110  virtual void get_dual_variables() override;
111 
116  virtual void print_converged_reason() override;
117 
124  virtual int get_converged_reason() override;
125 
126 protected:
127 
131  Tao _tao;
132 
143  TaoConvergedReason _reason;
144 
145 private:
146 
147  friend PetscErrorCode __libmesh_tao_objective (Tao tao, Vec x, PetscReal * objective, void * ctx);
148  friend PetscErrorCode __libmesh_tao_gradient(Tao tao, Vec x, Vec g, void * ctx);
149  friend PetscErrorCode __libmesh_tao_hessian(Tao tao, Vec x, Mat h, Mat pc, void * ctx);
150  friend PetscErrorCode __libmesh_tao_equality_constraints(Tao tao, Vec x, Vec ce, void * ctx);
151  friend PetscErrorCode __libmesh_tao_equality_constraints_jacobian(Tao tao, Vec x, Mat J, Mat Jpre, void * ctx);
152  friend PetscErrorCode __libmesh_tao_inequality_constraints(Tao tao, Vec x, Vec cineq, void * ctx);
153  friend PetscErrorCode __libmesh_tao_inequality_constraints_jacobian(Tao tao, Vec x, Mat J, Mat Jpre, void * ctx);
154 };
155 
156 
157 
158 } // namespace libMesh
159 
160 
161 #endif // #if defined(LIBMESH_HAVE_PETSC_TAO) && !defined(LIBMESH_USE_COMPLEX_NUMBERS)
162 #endif // LIBMESH_TAO_OPTIMIZATION_SOLVER_H
friend PetscErrorCode __libmesh_tao_inequality_constraints(Tao tao, Vec x, Vec cineq, void *ctx)
This class provides an interface to the Tao optimization solvers.
virtual void solve() override
Call the Tao solver.
friend PetscErrorCode __libmesh_tao_hessian(Tao tao, Vec x, Mat h, Mat pc, void *ctx)
OptimizationSystem sys_type
The type of system that we use in conjunction with this solver.
friend PetscErrorCode __libmesh_tao_equality_constraints(Tao tao, Vec x, Vec ce, void *ctx)
virtual int get_converged_reason() override
The libMesh namespace provides an interface to certain functionality in the library.
virtual void print_converged_reason() override
Prints a useful message about why the latest optimization solve con(di)verged.
friend PetscErrorCode __libmesh_tao_equality_constraints_jacobian(Tao tao, Vec x, Mat J, Mat Jpre, void *ctx)
PetscErrorCode __libmesh_tao_gradient(Tao tao, Vec x, Vec g, void *ctx)
PetscErrorCode __libmesh_tao_hessian(Tao tao, Vec x, Mat h, Mat pc, void *ctx)
Tao _tao
Optimization solver context.
TaoOptimizationSolver(sys_type &system)
Constructor.
friend PetscErrorCode __libmesh_tao_inequality_constraints_jacobian(Tao tao, Vec x, Mat J, Mat Jpre, void *ctx)
This System subclass enables us to assemble an objective function, gradient, Hessian and bounds for o...
friend PetscErrorCode __libmesh_tao_objective(Tao tao, Vec x, PetscReal *objective, void *ctx)
friend PetscErrorCode __libmesh_tao_gradient(Tao tao, Vec x, Vec g, void *ctx)
PetscErrorCode __libmesh_tao_objective(Tao tao, Vec x, PetscReal *objective, void *ctx)
virtual void clear() noexcept override
Release all memory and clear data structures.
const sys_type & system() const
TaoConvergedReason _reason
Store the reason for Tao convergence/divergence for use even after _tao has been cleared.
This base class can be inherited from to provide interfaces to optimization solvers from different pa...
PetscErrorCode __libmesh_tao_equality_constraints_jacobian(Tao tao, Vec x, Mat J, Mat Jpre, void *ctx)
void * ctx
PetscErrorCode __libmesh_tao_equality_constraints(Tao tao, Vec x, Vec ce, void *ctx)
PetscErrorCode __libmesh_tao_inequality_constraints_jacobian(Tao tao, Vec x, Mat J, Mat Jpre, void *ctx)
PetscErrorCode __libmesh_tao_inequality_constraints(Tao tao, Vec x, Vec cineq, void *ctx)
virtual void init() override
Initialize data structures if not done so already.
virtual void get_dual_variables() override
Get the current values of dual variables associated with inequality and equality constraints.