optistack.hpp
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4  * CasADi -- A symbolic framework for dynamic optimization.
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24 
25 #ifndef CASADI_OPTISTACK_HPP
26 #define CASADI_OPTISTACK_HPP
27 
28 #include "function.hpp"
29 #include "callback.hpp"
30 
31 namespace casadi {
32 
33 typedef DM native_DM;
34 
35 class OptiNode;
36 class OptiSol;
37 class OptiAdvanced;
38 class OptiCallback;
88 class CASADI_EXPORT Opti
89  : public SWIG_IF_ELSE(PrintableCommon, Printable<Opti>),
90  public SharedObject {
91  friend class InternalOptiCallback;
92 public:
93 
99  Opti(const std::string& problem_type="nlp");
100 
112  MX variable(casadi_int n=1, casadi_int m=1, const std::string& attribute="full");
113  MX variable(const Sparsity& sp, const std::string& attribute="full");
114  MX variable(const MX& symbol, const std::string& attribute="full");
115 
127  MX parameter(casadi_int n=1, casadi_int m=1, const std::string& attribute="full");
128  MX parameter(const Sparsity& sp, const std::string& attribute="full");
129  MX parameter(const MX& symbol, const std::string& attribute="full");
130 
137  void minimize(const MX& f, double linear_scale=1);
138 
140 
165  void subject_to(const MX& g, const Dict& options=Dict());
166  void subject_to(const std::vector<MX>& g, const Dict& options=Dict());
167  void subject_to(const MX& g, const DM& linear_scale, const Dict& options=Dict());
168  void subject_to(const std::vector<MX>& g, const DM& linear_scale, const Dict& options=Dict());
170 
172  void subject_to();
173 
184  void solver(const std::string& solver,
185  const Dict& plugin_options=Dict(),
186  const Dict& solver_options=Dict());
187 
189 
195  void set_initial(const MX& x, const DM& v);
196  void set_initial(const std::vector<MX>& assignments);
198 
200 
205  void set_value(const MX& x, const DM& v);
206  void set_value(const std::vector<MX>& assignments);
208 
220  void set_domain(const MX& x, const std::string& domain);
221 
236  void set_linear_scale(const MX& x, const DM& scale, const DM& offset=0);
237 
240 
248 
250 
258  native_DM value(const MX& x, const std::vector<MX>& values=std::vector<MX>()) const;
259  native_DM value(const DM& x, const std::vector<MX>& values=std::vector<MX>()) const;
260  native_DM value(const SX& x, const std::vector<MX>& values=std::vector<MX>()) const;
262 
269  Dict stats() const;
270 
277  std::string return_status() const;
278 
282  std::vector<MX> initial() const;
283 
287  std::vector<MX> value_variables() const;
288  std::vector<MX> value_parameters() const;
289 
293  Function scale_helper(const Function& h) const;
294 
302  MX dual(const MX& m) const;
303 
307  casadi_int nx() const;
308 
312  casadi_int np() const;
313 
317  casadi_int ng() const;
318 
322  MX x() const;
323 
327  MX p() const;
328 
332  MX g() const;
333 
337  MX f() const;
338 
342  MX lbg() const;
343  MX ubg() const;
344 
348  double f_linear_scale() const;
349 
359  MX lam_g() const;
360 
362 
371  Function to_function(const std::string& name,
372  const std::vector<MX>& args, const std::vector<MX>& res,
373  const Dict& opts = Dict());
374 
375  Function to_function(const std::string& name,
376  const std::vector<MX>& args, const std::vector<MX>& res,
377  const std::vector<std::string>& name_in,
378  const std::vector<std::string>& name_out,
379  const Dict& opts = Dict());
380 
381  Function to_function(const std::string& name,
382  const std::map<std::string, MX>& dict,
383  const std::vector<std::string>& name_in,
384  const std::vector<std::string>& name_out,
385  const Dict& opts = Dict());
387 
388  #ifndef SWIGMATLAB
396  static MX bounded(const MX& lb, const MX& expr, const MX& ub) { return (lb<=expr)<= ub; }
397  #endif
398 
408 
418 
425  Opti copy() const;
426 
433  void update_user_dict(const MX& m, const Dict& meta);
434  void update_user_dict(const std::vector<MX>& m, const Dict& meta);
436  Dict user_dict(const MX& m) const;
437 
439  std::string type_name() const { return "Opti"; }
440 
442  void disp(std::ostream& stream, bool more=false) const;
443 
445  std::string get_str(bool more=false) const;
446 
448 
453  void callback_class(OptiCallback* callback);
456 
457 #ifndef SWIG
458  Opti(const Opti& x);
459 
463  ~Opti() {}
464 
465  static Opti create(OptiNode* node);
468 
471  OptiNode* operator->();
472 
476  const OptiNode* operator->() const;
479 
480  Opti(OptiNode* node);
481 
482 #endif // SWIG
483 
484 };
485 
487  OPTI_GENERIC_EQUALITY, // g1(x,p) == g2(x,p)
488  OPTI_GENERIC_INEQUALITY, // g1(x,p) <= g2(x,p)
489  OPTI_EQUALITY, // g(x,p) == bound(p)
490  OPTI_INEQUALITY, // g(x,p) <= bound(p)
491  OPTI_DOUBLE_INEQUALITY, // lb(p) <= g(x,p) <= ub(p)
492  OPTI_PSD, // A(x,p) >= b(p)
495  OPTI_VAR, // variable
496  OPTI_PAR, // parameter
497  OPTI_DUAL_G // dual
498  };
499  enum DomainType {
502  };
503 
504 
507  casadi_int start;
508  casadi_int stop;
509  };
511  MetaCon() : n(1), flipped(false), linear_scale(1) {}
512  MX original; // original expression
513  MX canon; // Canonical expression
517  casadi_int n;
518  bool flipped;
523  };
525  std::string attribute;
526  casadi_int n;
527  casadi_int m;
530  casadi_int count;
531  casadi_int i;
532  casadi_int active_i;
534  };
535 
536 
538 public:
540  }
542  casadi_error("Callback objects cannot be copied");
543  }
544  virtual void call(casadi_int i) {
545  uout() << "This is a simple callback at iteration" << i << std::endl;
546  }
547  virtual ~OptiCallback() {}
548 };
549 
550 class CASADI_EXPORT OptiAdvanced : public Opti {
551  friend class InternalOptiCallback;
552 public:
553 
554  OptiAdvanced(const Opti& x);
555 
560 
561 
564 
566  bool is_parametric(const MX& expr) const;
567 
569 
575  std::vector<MX> symvar() const;
576  std::vector<MX> symvar(const MX& expr) const;
577  std::vector<MX> symvar(const MX& expr, VariableType type) const;
579 
581  MetaCon canon_expr(const MX& expr) const;
582 
584  MetaVar get_meta(const MX& m) const;
585 
587  MetaCon get_meta_con(const MX& m) const;
588 
590  void set_meta(const MX& m, const MetaVar& meta);
591 
593  void set_meta_con(const MX& m, const MetaCon& meta);
594 
595  void assert_active_symbol(const MX& m) const;
596 
597  std::vector<MX> active_symvar(VariableType type) const;
598  std::vector<DM> active_values(VariableType type) const;
599 
600  MX x_lookup(casadi_index i) const;
601  MX g_lookup(casadi_index i) const;
602 
603  casadi_index g_index_reduce_g(casadi_index i) const;
604  casadi_index g_index_reduce_x(casadi_index i) const;
605  casadi_index g_index_unreduce_g(casadi_index i) const;
606 
607  std::string x_describe(casadi_index i, const Dict& opts=Dict()) const;
608  std::string g_describe(casadi_index i, const Dict& opts=Dict()) const;
609  std::string describe(const MX& x, casadi_index indent=0, const Dict& opts=Dict()) const;
610 
611  void show_infeasibilities(double tol=0, const Dict& opts=Dict()) const;
612 
614  DMDict solve_actual(const DMDict& args);
615 
616  DMDict arg() const;
617  void res(const DMDict& res);
618  DMDict res() const;
619  std::vector<MX> constraints() const;
620  MX objective() const;
621 
623 
624  void assert_empty() const;
625 
626 
628  void bake();
629 
631  void mark_problem_dirty(bool flag=true);
632  bool problem_dirty() const;
633 
635  void mark_solver_dirty(bool flag=true);
636  bool solver_dirty() const;
637 
638  bool solved_;
639  void mark_solved(bool flag=true);
640  bool solved() const;
641 
642  void assert_solved() const;
643  void assert_baked() const;
644 
645  casadi_int instance_number() const;
646 
647 protected:
649 };
650 
661 class CASADI_EXPORT OptiSol : public SWIG_IF_ELSE(PrintableCommon, Printable<OptiAdvanced>) {
662  friend class OptiNode;
663  public:
664  std::string type_name() const {return "OptiSol";}
665  void disp(std::ostream& stream, bool more=false) const;
666  std::string get_str(bool more=false) const;
668 
676  native_DM value(const MX& x, const std::vector<MX>& values=std::vector<MX>()) const;
677  native_DM value(const DM& x, const std::vector<MX>& values=std::vector<MX>()) const;
678  native_DM value(const SX& x, const std::vector<MX>& values=std::vector<MX>()) const;
680 
682  std::vector<MX> value_variables() const;
683  std::vector<MX> value_parameters() const;
684 
691  Dict stats() const;
692 
693  Opti opti() const { return optistack_; } // NOLINT(cppcoreguidelines-slicing)
694 
695  protected:
696  OptiSol(const Opti& opti);
698 };
699 
700 
701 } // namespace casadi
702 
703 #endif // CASADI_OPTI_HPP
Function object.
Definition: function.hpp:60
MX - Matrix expression.
Definition: mx.hpp:92
casadi_index g_index_unreduce_g(casadi_index i) const
void mark_problem_dirty(bool flag=true)
void mark_solver_dirty(bool flag=true)
MX x_lookup(casadi_index i) const
bool problem_dirty() const
std::string describe(const MX &x, casadi_index indent=0, const Dict &opts=Dict()) const
std::vector< MX > symvar(const MX &expr) const
Get symbols present in expression.
std::vector< MX > constraints() const
DMDict solve_actual(const DMDict &args)
void bake()
Fix the structure of the optimization problem.
std::vector< MX > active_symvar(VariableType type) const
MX g_lookup(casadi_index i) const
OptiAdvanced(const Opti &x)
bool solver_dirty() const
void set_meta_con(const MX &m, const MetaCon &meta)
Set meta-data of an expression.
casadi_index g_index_reduce_x(casadi_index i) const
MetaCon canon_expr(const MX &expr) const
Interpret an expression (for internal use only)
std::string x_describe(casadi_index i, const Dict &opts=Dict()) const
std::vector< MX > symvar() const
Get symbols present in expression.
Function casadi_solver() const
Get the underlying CasADi solver of the Opti stack.
void res(const DMDict &res)
std::vector< MX > symvar(const MX &expr, VariableType type) const
Get symbols present in expression.
void assert_baked() const
std::string g_describe(casadi_index i, const Dict &opts=Dict()) const
void assert_empty() const
casadi_index g_index_reduce_g(casadi_index i) const
void mark_solved(bool flag=true)
OptiAdvanced baked_copy() const
bool is_parametric(const MX &expr) const
return true if expression is only dependant on Opti parameters, not variables
DMDict res() const
void show_infeasibilities(double tol=0, const Dict &opts=Dict()) const
std::vector< DM > active_values(VariableType type) const
void assert_active_symbol(const MX &m) const
void assert_solved() const
DMDict arg() const
bool solved() const
~OptiAdvanced()
Destructor.
Definition: optistack.hpp:559
void set_meta(const MX &m, const MetaVar &meta)
Set meta-data of an expression.
MetaVar get_meta(const MX &m) const
Get meta-data of symbol (for internal use only)
MetaCon get_meta_con(const MX &m) const
Get meta-data of symbol (for internal use only)
casadi_int instance_number() const
virtual ~OptiCallback()
Definition: optistack.hpp:547
virtual void call(casadi_int i)
Definition: optistack.hpp:544
OptiCallback(const OptiCallback &obj)
Definition: optistack.hpp:541
A simplified interface for NLP modeling/solving.
A simplified interface for NLP modeling/solving.
Definition: optistack.hpp:661
std::string get_str(bool more=false) const
std::vector< MX > value_parameters() const
void disp(std::ostream &stream, bool more=false) const
native_DM value(const DM &x, const std::vector< MX > &values=std::vector< MX >()) const
std::string type_name() const
Definition: optistack.hpp:664
Dict stats() const
Get statistics.
Opti opti() const
Definition: optistack.hpp:693
native_DM value(const MX &x, const std::vector< MX > &values=std::vector< MX >()) const
native_DM value(const SX &x, const std::vector< MX > &values=std::vector< MX >()) const
OptiAdvanced optistack_
Definition: optistack.hpp:697
std::vector< MX > value_variables() const
get assignment expressions for the optimal solution
OptiSol(const Opti &opti)
A simplified interface for NLP modeling/solving.
Definition: optistack.hpp:90
native_DM value(const MX &x, const std::vector< MX > &values=std::vector< MX >()) const
native_DM value(const SX &x, const std::vector< MX > &values=std::vector< MX >()) const
std::vector< MX > value_variables() const
get assignment expressions for latest values
Function scale_helper(const Function &h) const
Scale a helper function constructed via opti.x, opti.g, ...
void set_domain(const MX &x, const std::string &domain)
Set domain of a decision variable.
void subject_to(const MX &g, const DM &linear_scale, const Dict &options=Dict())
Add constraints.
DM x_linear_scale() const
Function to_function(const std::string &name, const std::map< std::string, MX > &dict, const std::vector< std::string > &name_in, const std::vector< std::string > &name_out, const Dict &opts=Dict())
Create a CasADi Function from the Opti solver.
native_DM value(const DM &x, const std::vector< MX > &values=std::vector< MX >()) const
void subject_to()
Clear constraints.
MX parameter(const Sparsity &sp, const std::string &attribute="full")
static MX bounded(const MX &lb, const MX &expr, const MX &ub)
Construct a double inequality.
Definition: optistack.hpp:396
casadi_int ng() const
Number of (scalarised) constraints.
void minimize(const MX &f, double linear_scale=1)
Set objective.
void callback_class(OptiCallback *callback)
Helper methods for callback()
Function to_function(const std::string &name, const std::vector< MX > &args, const std::vector< MX > &res, const std::vector< std::string > &name_in, const std::vector< std::string > &name_out, const Dict &opts=Dict())
Create a CasADi Function from the Opti solver.
casadi_int np() const
Number of (scalarised) parameters.
void set_initial(const std::vector< MX > &assignments)
Dict stats() const
Get statistics.
void subject_to(const std::vector< MX > &g, const Dict &options=Dict())
Add constraints.
MX variable(const MX &symbol, const std::string &attribute="full")
MX parameter(const MX &symbol, const std::string &attribute="full")
void subject_to(const MX &g, const Dict &options=Dict())
Add constraints.
void disp(std::ostream &stream, bool more=false) const
Print representation.
MX lbg() const
Get all (scalarised) bounds on constraints as a column vector.
std::string return_status() const
Get return status of solver.
casadi_int nx() const
Number of (scalarised) decision variables.
Opti(const std::string &problem_type="nlp")
Create Opti Context.
std::string get_str(bool more=false) const
Get string representation.
OptiAdvanced debug() const
Get a copy with advanced functionality.
MX variable(casadi_int n=1, casadi_int m=1, const std::string &attribute="full")
Create a decision variable (symbol)
MX f() const
Get objective expression.
OptiAdvanced advanced() const
Get a copy with advanced functionality.
Opti copy() const
Get a copy of the.
Dict user_dict(const MX &m) const
Get user data.
void subject_to(const std::vector< MX > &g, const DM &linear_scale, const Dict &options=Dict())
Add constraints.
Function to_function(const std::string &name, const std::vector< MX > &args, const std::vector< MX > &res, const Dict &opts=Dict())
Create a CasADi Function from the Opti solver.
void set_linear_scale(const MX &x, const DM &scale, const DM &offset=0)
Set scale of a decision variable.
std::vector< MX > initial() const
get assignment expressions for initial values
MX parameter(casadi_int n=1, casadi_int m=1, const std::string &attribute="full")
Create a parameter (symbol); fixed during optimization.
void set_value(const MX &x, const DM &v)
Set value of parameter.
DM x_linear_scale_offset() const
void callback_class()
Helper methods for callback()
MX p() const
Get all (scalarised) parameters as a symbolic column vector.
MX variable(const Sparsity &sp, const std::string &attribute="full")
MX ubg() const
void solver(const std::string &solver, const Dict &plugin_options=Dict(), const Dict &solver_options=Dict())
Set a solver.
std::vector< MX > value_parameters() const
MX dual(const MX &m) const
get the dual variable
void set_initial(const MX &x, const DM &v)
void update_user_dict(const MX &m, const Dict &meta)
add user data
OptiSol solve()
Crunch the numbers; solve the problem.
void set_value(const std::vector< MX > &assignments)
Set value of parameter.
DM g_linear_scale() const
MX lam_g() const
Get all (scalarised) dual variables as a symbolic column vector.
MX x() const
Get all (scalarised) decision variables as a symbolic column vector.
void update_user_dict(const std::vector< MX > &m, const Dict &meta)
std::string type_name() const
Readable name of the class.
Definition: optistack.hpp:439
double f_linear_scale() const
OptiSol solve_limited()
Crunch the numbers; solve the problem.
MX g() const
Get all (scalarised) constraint expressions as a column vector.
GenericShared implements a reference counting framework similar for efficient and.
General sparsity class.
Definition: sparsity.hpp:106
The casadi namespace.
Definition: archiver.hpp:32
CASADI_EXPORT std::ostream & uout()
@ OPTI_VAR
Definition: optistack.hpp:495
@ OPTI_DUAL_G
Definition: optistack.hpp:497
@ OPTI_PAR
Definition: optistack.hpp:496
@ OPTI_DOMAIN_INTEGER
Definition: optistack.hpp:501
@ OPTI_DOMAIN_REAL
Definition: optistack.hpp:500
GenericType::Dict Dict
C++ equivalent of Python's dict or MATLAB's struct.
DM native_DM
Definition: optistack.hpp:33
ConstraintType
Definition: optistack.hpp:486
@ OPTI_DOUBLE_INEQUALITY
Definition: optistack.hpp:491
@ OPTI_INEQUALITY
Definition: optistack.hpp:490
@ OPTI_GENERIC_INEQUALITY
Definition: optistack.hpp:488
@ OPTI_EQUALITY
Definition: optistack.hpp:489
@ OPTI_GENERIC_EQUALITY
Definition: optistack.hpp:487
@ OPTI_UNKNOWN
Definition: optistack.hpp:493
@ OPTI_PSD
Definition: optistack.hpp:492
std::map< std::string, DM > DMDict
Definition: dm_fwd.hpp:36
ConstraintType type
Definition: optistack.hpp:514
casadi_int n
Definition: optistack.hpp:517
casadi_int active_i
Definition: optistack.hpp:532
std::string attribute
Definition: optistack.hpp:525
DomainType domain
Definition: optistack.hpp:529
VariableType type
Definition: optistack.hpp:528
casadi_int count
Definition: optistack.hpp:530
casadi_int i
Definition: optistack.hpp:531
casadi_int m
Definition: optistack.hpp:527
casadi_int n
Definition: optistack.hpp:526