Directory: | ./ |
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File: | bindings/python/crocoddyl/core/integrator/rk.cpp |
Date: | 2025-01-16 08:47:40 |
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1 | /////////////////////////////////////////////////////////////////////////////// | ||
2 | // BSD 3-Clause License | ||
3 | // | ||
4 | // Copyright (C) 2019-2023, University of Edinburgh, University of Trento, | ||
5 | // LAAS-CNRS, IRI: CSIC-UPC, Heriot-Watt University | ||
6 | // Copyright note valid unless otherwise stated in individual files. | ||
7 | // All rights reserved. | ||
8 | /////////////////////////////////////////////////////////////////////////////// | ||
9 | |||
10 | #include "crocoddyl/core/integrator/rk.hpp" | ||
11 | |||
12 | #include "python/crocoddyl/core/core.hpp" | ||
13 | #include "python/crocoddyl/core/integ-action-base.hpp" | ||
14 | #include "python/crocoddyl/utils/copyable.hpp" | ||
15 | |||
16 | namespace crocoddyl { | ||
17 | namespace python { | ||
18 | |||
19 | 10 | void exposeIntegratedActionRK() { | |
20 | 10 | bp::register_ptr_to_python<boost::shared_ptr<IntegratedActionModelRK> >(); | |
21 | |||
22 | 20 | bp::enum_<RKType>("RKType") | |
23 |
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10 | .value("two", two) |
24 |
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10 | .value("three", three) |
25 |
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10 | .value("four", four) |
26 |
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10 | .export_values(); |
27 | |||
28 |
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10 | bp::class_<IntegratedActionModelRK, |
29 | bp::bases<IntegratedActionModelAbstract, ActionModelAbstract> >( | ||
30 | "IntegratedActionModelRK", | ||
31 | "RK integrator for differential action models.\n\n" | ||
32 | "This class implements different RK integrator schemes.\n" | ||
33 | "The available integrators are: RK2, RK3, and RK4.", | ||
34 |
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10 | bp::init<boost::shared_ptr<DifferentialActionModelAbstract>, RKType, |
35 | bp::optional<double, bool> >( | ||
36 | 20 | bp::args("self", "diffModel", "rktype", "stepTime", | |
37 | "withCostResidual"), | ||
38 | "Initialize the RK integrator.\n\n" | ||
39 | ":param diffModel: differential action model\n" | ||
40 | ":param rktype: type of RK integrator (options are two, three, and " | ||
41 | "four)\n" | ||
42 | ":param stepTime: step time (default 1e-3)\n" | ||
43 | ":param withCostResidual: includes the cost residuals and " | ||
44 | "derivatives (default True).")) | ||
45 |
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10 | .def(bp::init<boost::shared_ptr<DifferentialActionModelAbstract>, |
46 | boost::shared_ptr<ControlParametrizationModelAbstract>, | ||
47 | RKType, bp::optional<double, bool> >( | ||
48 |
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20 | bp::args("self", "diffModel", "control", "rktype", "stepTime", |
49 | "withCostResidual"), | ||
50 | "Initialize the RK integrator.\n\n" | ||
51 | ":param diffModel: differential action model\n" | ||
52 | ":param control: the control parametrization\n" | ||
53 | ":param rktype: type of RK integrator (options are two, three, and " | ||
54 | "four)\n" | ||
55 | ":param stepTime: step time (default 1e-3)\n" | ||
56 | ":param withCostResidual: includes the cost residuals and " | ||
57 | "derivatives (default True).")) | ||
58 | .def<void (IntegratedActionModelRK::*)( | ||
59 | const boost::shared_ptr<ActionDataAbstract>&, | ||
60 | const Eigen::Ref<const Eigen::VectorXd>&, | ||
61 | 20 | const Eigen::Ref<const Eigen::VectorXd>&)>( | |
62 | "calc", &IntegratedActionModelRK::calc, | ||
63 |
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20 | bp::args("self", "data", "x", "u"), |
64 | "Compute the time-discrete evolution of a differential action " | ||
65 | "model.\n\n" | ||
66 | "It describes the time-discrete evolution of action model.\n" | ||
67 | ":param data: action data\n" | ||
68 | ":param x: state point (dim. state.nx)\n" | ||
69 | ":param u: control input (dim. nu)") | ||
70 | .def<void (IntegratedActionModelRK::*)( | ||
71 | const boost::shared_ptr<ActionDataAbstract>&, | ||
72 |
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10 | const Eigen::Ref<const Eigen::VectorXd>&)>( |
73 |
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20 | "calc", &ActionModelAbstract::calc, bp::args("self", "data", "x")) |
74 | .def<void (IntegratedActionModelRK::*)( | ||
75 | const boost::shared_ptr<ActionDataAbstract>&, | ||
76 | const Eigen::Ref<const Eigen::VectorXd>&, | ||
77 |
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10 | const Eigen::Ref<const Eigen::VectorXd>&)>( |
78 | "calcDiff", &IntegratedActionModelRK::calcDiff, | ||
79 |
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20 | bp::args("self", "data", "x", "u"), |
80 | "Computes the derivatives of the integrated action model wrt state " | ||
81 | "and control. \n\n" | ||
82 | "This function builds a quadratic approximation of the\n" | ||
83 | "action model (i.e. dynamical system and cost function).\n" | ||
84 | "It assumes that calc has been run first.\n" | ||
85 | ":param data: action data\n" | ||
86 | ":param x: state point (dim. state.nx)\n" | ||
87 | ":param u: control input (dim. nu)") | ||
88 | .def<void (IntegratedActionModelRK::*)( | ||
89 | const boost::shared_ptr<ActionDataAbstract>&, | ||
90 |
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10 | const Eigen::Ref<const Eigen::VectorXd>&)>( |
91 | "calcDiff", &ActionModelAbstract::calcDiff, | ||
92 |
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20 | bp::args("self", "data", "x")) |
93 |
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20 | .def("createData", &IntegratedActionModelRK::createData, bp::args("self"), |
94 | "Create the RK integrator data.") | ||
95 |
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10 | .add_property( |
96 | "ni", | ||
97 |
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10 | bp::make_function(&IntegratedActionModelRK::get_ni, |
98 | 10 | bp::return_value_policy<bp::return_by_value>()), | |
99 | "number of nodes to be integrated") | ||
100 |
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10 | .def(CopyableVisitor<IntegratedActionModelRK>()); |
101 | |||
102 | 10 | bp::register_ptr_to_python<boost::shared_ptr<IntegratedActionDataRK> >(); | |
103 | |||
104 |
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10 | bp::class_<IntegratedActionDataRK, bp::bases<IntegratedActionDataAbstract> >( |
105 | "IntegratedActionDataRK", "RK integrator data.", | ||
106 |
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20 | bp::init<IntegratedActionModelRK*>(bp::args("self", "model"), |
107 | "Create RK integrator data.\n\n" | ||
108 | ":param model: RK integrator model")) | ||
109 |
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10 | .add_property( |
110 | "differential", | ||
111 |
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10 | bp::make_getter(&IntegratedActionDataRK::differential, |
112 | 10 | bp::return_value_policy<bp::return_by_value>()), | |
113 | "list of differential action data") | ||
114 |
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10 | .add_property( |
115 | "control", | ||
116 |
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10 | bp::make_getter(&IntegratedActionDataRK::control, |
117 | 10 | bp::return_value_policy<bp::return_by_value>()), | |
118 | "list of control parametrization data") | ||
119 |
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10 | .add_property( |
120 | "integral", | ||
121 |
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10 | bp::make_getter(&IntegratedActionDataRK::integral, |
122 | 10 | bp::return_value_policy<bp::return_by_value>()), | |
123 | "list of RK terms related to the cost") | ||
124 |
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10 | .add_property("dx", |
125 |
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10 | bp::make_getter(&IntegratedActionDataRK::dx, |
126 | 10 | bp::return_internal_reference<>()), | |
127 | "state rate.") | ||
128 |
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10 | .add_property("ki", |
129 |
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10 | bp::make_getter(&IntegratedActionDataRK::ki, |
130 | 10 | bp::return_internal_reference<>()), | |
131 | "list of RK terms related to system dynamics") | ||
132 |
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10 | .add_property("y", |
133 |
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10 | bp::make_getter(&IntegratedActionDataRK::y, |
134 | 10 | bp::return_internal_reference<>()), | |
135 | "list of states where f is evaluated in the RK integration") | ||
136 |
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10 | .add_property("ws", |
137 |
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10 | bp::make_getter(&IntegratedActionDataRK::ws, |
138 | 10 | bp::return_internal_reference<>()), | |
139 | "control inputs evaluated in the RK integration") | ||
140 |
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10 | .add_property("dki_dx", |
141 |
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10 | bp::make_getter(&IntegratedActionDataRK::dki_dx, |
142 | 10 | bp::return_internal_reference<>()), | |
143 | "list of partial derivatives of RK nodes with respect to " | ||
144 | "the state of the RK " | ||
145 | "integration. dki/dx") | ||
146 |
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10 | .add_property("dki_du", |
147 |
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10 | bp::make_getter(&IntegratedActionDataRK::dki_du, |
148 | 10 | bp::return_internal_reference<>()), | |
149 | "list of partial derivatives of RK nodes with respect to " | ||
150 | "the control parameters of the RK " | ||
151 | "integration. dki/du") | ||
152 |
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10 | .add_property("dyi_dx", |
153 |
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10 | bp::make_getter(&IntegratedActionDataRK::dyi_dx, |
154 | 10 | bp::return_internal_reference<>()), | |
155 | "list of partial derivatives of RK dynamics with respect " | ||
156 | "to the state of the RK integrator. dyi/dx") | ||
157 |
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10 | .add_property("dyi_du", |
158 |
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10 | bp::make_getter(&IntegratedActionDataRK::dyi_du, |
159 | 10 | bp::return_internal_reference<>()), | |
160 | "list of partial derivatives of RK dynamics with respect " | ||
161 | "to the control parameters of the " | ||
162 | "RK integrator. dyi/du") | ||
163 |
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10 | .add_property("dli_dx", |
164 |
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10 | bp::make_getter(&IntegratedActionDataRK::dli_dx, |
165 | 10 | bp::return_internal_reference<>()), | |
166 | "list of partial derivatives of the cost with respect to " | ||
167 | "the state of the RK " | ||
168 | "integration. dli_dx") | ||
169 |
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10 | .add_property("dli_du", |
170 |
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10 | bp::make_getter(&IntegratedActionDataRK::dli_du, |
171 | 10 | bp::return_internal_reference<>()), | |
172 | "list of partial derivatives of the cost with respect to " | ||
173 | "the control input of the RK " | ||
174 | "integration. dli_du") | ||
175 |
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10 | .add_property("ddli_ddx", |
176 |
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10 | bp::make_getter(&IntegratedActionDataRK::ddli_ddx, |
177 | 10 | bp::return_internal_reference<>()), | |
178 | "list of second partial derivatives of the cost with " | ||
179 | "respect to the state of the RK " | ||
180 | "integration. ddli_ddx") | ||
181 |
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10 | .add_property("ddli_ddw", |
182 |
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10 | bp::make_getter(&IntegratedActionDataRK::ddli_ddw, |
183 | 10 | bp::return_internal_reference<>()), | |
184 | "list of second partial derivatives of the cost with " | ||
185 | "respect to the control of the differential" | ||
186 | "action model w. ddli_ddw") | ||
187 |
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10 | .add_property("ddli_ddu", |
188 |
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10 | bp::make_getter(&IntegratedActionDataRK::ddli_ddu, |
189 | 10 | bp::return_internal_reference<>()), | |
190 | "list of second partial derivatives of the cost with " | ||
191 | "respect to the control input of the RK " | ||
192 | "integration. ddli_ddu") | ||
193 |
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10 | .add_property("ddli_dxdw", |
194 |
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10 | bp::make_getter(&IntegratedActionDataRK::ddli_dxdw, |
195 | 10 | bp::return_internal_reference<>()), | |
196 | "list of second partial derivatives of the cost with " | ||
197 | "respect to the state and control of the differential" | ||
198 | "action model. ddli_dxdw") | ||
199 |
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10 | .add_property("ddli_dxdu", |
200 |
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10 | bp::make_getter(&IntegratedActionDataRK::ddli_dxdu, |
201 | 10 | bp::return_internal_reference<>()), | |
202 | "list of second partial derivatives of the cost with " | ||
203 | "respect to the state and control input " | ||
204 | "of the RK integration. ddli_dxdu") | ||
205 |
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10 | .add_property( |
206 | "ddli_dwdu", | ||
207 |
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10 | bp::make_getter(&IntegratedActionDataRK::ddli_dwdu, |
208 | 10 | bp::return_internal_reference<>()), | |
209 | "list of second partial derivatives of the cost with respect to the " | ||
210 | "control of the differential action" | ||
211 | "model and the control inputs of the RK integration. ddli_dwdu") | ||
212 |
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10 | .def(CopyableVisitor<IntegratedActionDataRK>()); |
213 | 10 | } | |
214 | |||
215 | } // namespace python | ||
216 | } // namespace crocoddyl | ||
217 |