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File: | bindings/python/crocoddyl/core/costs/residual.cpp |
Date: | 2025-03-26 19:23:43 |
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1 | /////////////////////////////////////////////////////////////////////////////// | ||
2 | // BSD 3-Clause License | ||
3 | // | ||
4 | // Copyright (C) 2021-2025, University of Edinburgh, Heriot-Watt University | ||
5 | // Copyright note valid unless otherwise stated in individual files. | ||
6 | // All rights reserved. | ||
7 | /////////////////////////////////////////////////////////////////////////////// | ||
8 | |||
9 | #include "crocoddyl/core/costs/residual.hpp" | ||
10 | |||
11 | #include "python/crocoddyl/core/core.hpp" | ||
12 | |||
13 | namespace crocoddyl { | ||
14 | namespace python { | ||
15 | |||
16 | template <typename Model> | ||
17 | struct CostModelResidualVisitor | ||
18 | : public bp::def_visitor<CostModelResidualVisitor<Model>> { | ||
19 | typedef typename Model::CostDataAbstract Data; | ||
20 | typedef typename Model::Base ModelBase; | ||
21 | typedef typename Model::StateAbstract State; | ||
22 | typedef typename Model::ResidualModelAbstract ResidualModel; | ||
23 | typedef typename Model::VectorXs VectorXs; | ||
24 | template <class PyClass> | ||
25 | 40 | void visit(PyClass& cl) const { | |
26 |
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40 | cl.def(bp::init<std::shared_ptr<State>, std::shared_ptr<ResidualModel>>( |
27 | bp::args("self", "state", "residual"), | ||
28 | "Initialize the residual cost model.\n\n" | ||
29 | ":param state: state description\n" | ||
30 | ":param residual: residual model")) | ||
31 |
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80 | .def( |
32 | "calc", | ||
33 | static_cast<void (Model::*)( | ||
34 | const std::shared_ptr<Data>&, const Eigen::Ref<const VectorXs>&, | ||
35 | const Eigen::Ref<const VectorXs>&)>(&Model::calc), | ||
36 | bp::args("self", "data", "x", "u"), | ||
37 | "Compute the residual cost.\n\n" | ||
38 | ":param data: cost residual data\n" | ||
39 | ":param x: state point (dim. state.nx)\n" | ||
40 | ":param u: control input (dim. nu)") | ||
41 |
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80 | .def("calc", |
42 | static_cast<void (Model::*)(const std::shared_ptr<Data>&, | ||
43 | const Eigen::Ref<const VectorXs>&)>( | ||
44 | &Model::calc), | ||
45 | bp::args("self", "data", "x"), | ||
46 | "Compute the residual cost based on state only.\n\n" | ||
47 | "It updates the total cost based on the state only. This function " | ||
48 | "is used in the terminal nodes of an optimal control problem.\n" | ||
49 | ":param data: cost data\n" | ||
50 | ":param x: state point (dim. state.nx)") | ||
51 |
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80 | .def( |
52 | "calcDiff", | ||
53 | static_cast<void (Model::*)( | ||
54 | const std::shared_ptr<Data>&, const Eigen::Ref<const VectorXs>&, | ||
55 | const Eigen::Ref<const VectorXs>&)>(&Model::calcDiff), | ||
56 | bp::args("self", "data", "x", "u"), | ||
57 | "Compute the derivatives of the residual cost.\n\n" | ||
58 | "It assumes that calc has been run first.\n" | ||
59 | ":param data: cost residual data\n" | ||
60 | ":param x: state point (dim. state.nx)\n" | ||
61 | ":param u: control input (dim. nu)") | ||
62 |
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80 | .def("calcDiff", |
63 | static_cast<void (Model::*)(const std::shared_ptr<Data>&, | ||
64 | const Eigen::Ref<const VectorXs>&)>( | ||
65 | &Model::calcDiff), | ||
66 | bp::args("self", "data", "x"), | ||
67 | "Compute the derivatives of the residual cost with respect to the " | ||
68 | "state only.\n\n" | ||
69 | "It updates the Jacobian and Hessian of the cost function based " | ||
70 | "on the state only. This function is used in the terminal nodes " | ||
71 | "of an optimal control problem.\n" | ||
72 | ":param data: cost residual data\n" | ||
73 | ":param x: state point (dim. state.nx)") | ||
74 |
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80 | .def("createData", &Model::createData, |
75 | 40 | bp::with_custodian_and_ward_postcall<0, 2>(), | |
76 | bp::args("self", "data"), | ||
77 | "Create the residual cost data.\n\n" | ||
78 | "Each cost model has its own data that needs to be allocated. " | ||
79 | "This function returns the allocated data for a predefined cost.\n" | ||
80 | ":param data: shared data\n" | ||
81 | ":return cost data."); | ||
82 | 40 | } | |
83 | }; | ||
84 | |||
85 | #define CROCODDYL_COST_MODEL_RESIDUAL_PYTHON_BINDINGS(Scalar) \ | ||
86 | typedef CostModelResidualTpl<Scalar> Model; \ | ||
87 | typedef CostModelAbstractTpl<Scalar> ModelBase; \ | ||
88 | typedef typename ModelBase::StateAbstract State; \ | ||
89 | typedef typename ModelBase::ActivationModelAbstract ActivationModel; \ | ||
90 | typedef typename ModelBase::ResidualModelAbstract ResidualModel; \ | ||
91 | bp::register_ptr_to_python<std::shared_ptr<Model>>(); \ | ||
92 | bp::class_<Model, bp::bases<ModelBase>>( \ | ||
93 | "CostModelResidual", \ | ||
94 | "This cost function uses a residual vector with a Gauss-Newton " \ | ||
95 | "assumption to define a cost term.", \ | ||
96 | bp::init<std::shared_ptr<State>, std::shared_ptr<ActivationModel>, \ | ||
97 | std::shared_ptr<ResidualModel>>( \ | ||
98 | bp::args("self", "state", "activation", "residual"), \ | ||
99 | "Initialize the residual cost model.\n\n" \ | ||
100 | ":param state: state description\n" \ | ||
101 | ":param activation: activation model\n" \ | ||
102 | ":param residual: residual model")) \ | ||
103 | .def(CostModelResidualVisitor<Model>()) \ | ||
104 | .def(CastVisitor<Model>()) \ | ||
105 | .def(PrintableVisitor<Model>()) \ | ||
106 | .def(CopyableVisitor<Model>()); | ||
107 | |||
108 | #define CROCODDYL_COST_DATA_RESIDUAL_PYTHON_BINDINGS(Scalar) \ | ||
109 | typedef CostDataResidualTpl<Scalar> Data; \ | ||
110 | typedef CostDataAbstractTpl<Scalar> DataBase; \ | ||
111 | typedef CostModelResidualTpl<Scalar> Model; \ | ||
112 | typedef Model::DataCollectorAbstract DataCollector; \ | ||
113 | bp::register_ptr_to_python<std::shared_ptr<Data>>(); \ | ||
114 | bp::class_<Data, bp::bases<DataBase>>( \ | ||
115 | "CostDataResidual", "Data for residual cost.\n\n", \ | ||
116 | bp::init<Model*, DataCollector*>( \ | ||
117 | bp::args("self", "model", "data"), \ | ||
118 | "Create residual cost data.\n\n" \ | ||
119 | ":param model: residual cost model\n" \ | ||
120 | ":param data: shared data")[bp::with_custodian_and_ward< \ | ||
121 | 1, 2, bp::with_custodian_and_ward<1, 3>>()]) \ | ||
122 | .def(CopyableVisitor<Data>()); | ||
123 | |||
124 | 10 | void exposeCostResidual() { | |
125 |
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20 | CROCODDYL_PYTHON_SCALARS(CROCODDYL_COST_MODEL_RESIDUAL_PYTHON_BINDINGS) |
126 |
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20 | CROCODDYL_PYTHON_SCALARS(CROCODDYL_COST_DATA_RESIDUAL_PYTHON_BINDINGS) |
127 | 10 | } | |
128 | |||
129 | } // namespace python | ||
130 | } // namespace crocoddyl | ||
131 |