Directory: | ./ |
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File: | bindings/python/crocoddyl/core/integrator/rk4.cpp |
Date: | 2025-01-16 08:47:40 |
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1 | /////////////////////////////////////////////////////////////////////////////// | ||
2 | // BSD 3-Clause License | ||
3 | // | ||
4 | // Copyright (C) 2019-2023, LAAS-CNRS, University of Edinburgh, IRI: CSIC-UPC, | ||
5 | // University of Trento, Heriot-Watt University | ||
6 | // Copyright note valid unless otherwise stated in individual files. | ||
7 | // All rights reserved. | ||
8 | /////////////////////////////////////////////////////////////////////////////// | ||
9 | |||
10 | #include "crocoddyl/core/integrator/rk4.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 | #pragma GCC diagnostic push | ||
17 | #pragma GCC diagnostic ignored "-Wdeprecated-declarations" | ||
18 | |||
19 | namespace crocoddyl { | ||
20 | namespace python { | ||
21 | |||
22 | 10 | void exposeIntegratedActionRK4() { | |
23 | 10 | bp::register_ptr_to_python<boost::shared_ptr<IntegratedActionModelRK4> >(); | |
24 | |||
25 |
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10 | bp::class_<IntegratedActionModelRK4, |
26 | bp::bases<IntegratedActionModelAbstract, ActionModelAbstract> >( | ||
27 | "IntegratedActionModelRK4", | ||
28 | "RK4 integrator for differential action models.\n\n" | ||
29 | "This class implements an RK4 integrator\n" | ||
30 | "given a differential action model, i.e.:\n" | ||
31 | " [q+, v+] = State.integrate([q, v], dt / 6 (k0 + k1 + k2 + k3)) with\n" | ||
32 | "k0 = f(x, u)\n" | ||
33 | "k1 = f(x + dt / 2 * k0, u)\n" | ||
34 | "k2 = f(x + dt / 2 * k1, u)\n" | ||
35 | "k3 = f(x + dt * k2, u)", | ||
36 |
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10 | bp::init<boost::shared_ptr<DifferentialActionModelAbstract>, |
37 | bp::optional<double, bool> >( | ||
38 | 20 | bp::args("self", "diffModel", "stepTime", "withCostResidual"), | |
39 | "Initialize the RK4 integrator.\n\n" | ||
40 | ":param diffModel: differential action model\n" | ||
41 | ":param stepTime: step time (default 1e-3)\n" | ||
42 | ":param withCostResidual: includes the cost residuals and " | ||
43 | "derivatives (default True).")) | ||
44 |
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10 | .def(bp::init<boost::shared_ptr<DifferentialActionModelAbstract>, |
45 | boost::shared_ptr<ControlParametrizationModelAbstract>, | ||
46 | bp::optional<double, bool> >( | ||
47 |
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20 | bp::args("self", "diffModel", "control", "stepTime", |
48 | "withCostResidual"), | ||
49 | "Initialize the RK4 integrator.\n\n" | ||
50 | ":param diffModel: differential action model\n" | ||
51 | ":param control: the control parametrization\n" | ||
52 | ":param stepTime: step time (default 1e-3)\n" | ||
53 | ":param withCostResidual: includes the cost residuals and " | ||
54 | "derivatives (default True).")) | ||
55 | .def<void (IntegratedActionModelRK4::*)( | ||
56 | const boost::shared_ptr<ActionDataAbstract>&, | ||
57 | const Eigen::Ref<const Eigen::VectorXd>&, | ||
58 | 20 | const Eigen::Ref<const Eigen::VectorXd>&)>( | |
59 | "calc", &IntegratedActionModelRK4::calc, | ||
60 |
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20 | bp::args("self", "data", "x", "u"), |
61 | "Compute the time-discrete evolution of a differential action " | ||
62 | "model.\n\n" | ||
63 | "It describes the time-discrete evolution of action model.\n" | ||
64 | ":param data: action data\n" | ||
65 | ":param x: state point (dim. state.nx)\n" | ||
66 | ":param u: control input (dim. nu)") | ||
67 | .def<void (IntegratedActionModelRK4::*)( | ||
68 | const boost::shared_ptr<ActionDataAbstract>&, | ||
69 |
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10 | const Eigen::Ref<const Eigen::VectorXd>&)>( |
70 |
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20 | "calc", &ActionModelAbstract::calc, bp::args("self", "data", "x")) |
71 | .def<void (IntegratedActionModelRK4::*)( | ||
72 | const boost::shared_ptr<ActionDataAbstract>&, | ||
73 | const Eigen::Ref<const Eigen::VectorXd>&, | ||
74 |
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10 | const Eigen::Ref<const Eigen::VectorXd>&)>( |
75 | "calcDiff", &IntegratedActionModelRK4::calcDiff, | ||
76 |
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20 | bp::args("self", "data", "x", "u"), |
77 | "Computes the derivatives of the integrated action model wrt state " | ||
78 | "and control. \n\n" | ||
79 | "This function builds a quadratic approximation of the\n" | ||
80 | "action model (i.e. dynamical system and cost function).\n" | ||
81 | "It assumes that calc has been run first.\n" | ||
82 | ":param data: action data\n" | ||
83 | ":param x: state point (dim. state.nx)\n" | ||
84 | ":param u: control input (dim. nu)") | ||
85 | .def<void (IntegratedActionModelRK4::*)( | ||
86 | const boost::shared_ptr<ActionDataAbstract>&, | ||
87 |
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10 | const Eigen::Ref<const Eigen::VectorXd>&)>( |
88 | "calcDiff", &ActionModelAbstract::calcDiff, | ||
89 |
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20 | bp::args("self", "data", "x")) |
90 |
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20 | .def("createData", &IntegratedActionModelRK4::createData, |
91 |
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20 | bp::args("self"), "Create the RK4 integrator data.") |
92 |
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10 | .def(CopyableVisitor<IntegratedActionModelRK4>()); |
93 | |||
94 | 10 | bp::register_ptr_to_python<boost::shared_ptr<IntegratedActionDataRK4> >(); | |
95 | |||
96 |
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10 | bp::class_<IntegratedActionDataRK4, bp::bases<IntegratedActionDataAbstract> >( |
97 | "IntegratedActionDataRK4", "RK4 integrator data.", | ||
98 |
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20 | bp::init<IntegratedActionModelRK4*>(bp::args("self", "model"), |
99 | "Create RK4 integrator data.\n\n" | ||
100 | ":param model: RK4 integrator model")) | ||
101 |
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10 | .add_property( |
102 | "differential", | ||
103 |
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10 | bp::make_getter(&IntegratedActionDataRK4::differential, |
104 | 10 | bp::return_value_policy<bp::return_by_value>()), | |
105 | "list of differential action data") | ||
106 |
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10 | .add_property( |
107 | "control", | ||
108 |
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10 | bp::make_getter(&IntegratedActionDataRK4::control, |
109 | 10 | bp::return_value_policy<bp::return_by_value>()), | |
110 | "list of control parametrization data") | ||
111 |
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10 | .add_property( |
112 | "integral", | ||
113 |
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10 | bp::make_getter(&IntegratedActionDataRK4::integral, |
114 | 10 | bp::return_value_policy<bp::return_by_value>()), | |
115 | "list of RK4 terms related to the cost") | ||
116 |
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10 | .add_property("dx", |
117 |
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10 | bp::make_getter(&IntegratedActionDataRK4::dx, |
118 | 10 | bp::return_internal_reference<>()), | |
119 | "state rate.") | ||
120 |
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10 | .add_property("ki", |
121 |
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10 | bp::make_getter(&IntegratedActionDataRK4::ki, |
122 | 10 | bp::return_internal_reference<>()), | |
123 | "list of RK4 terms related to system dynamics") | ||
124 |
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10 | .add_property( |
125 | "y", | ||
126 |
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10 | bp::make_getter(&IntegratedActionDataRK4::y, |
127 | 10 | bp::return_internal_reference<>()), | |
128 | "list of states where f is evaluated in the RK4 integration") | ||
129 |
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10 | .add_property("ws", |
130 |
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10 | bp::make_getter(&IntegratedActionDataRK4::ws, |
131 | 10 | bp::return_internal_reference<>()), | |
132 | "control inputs evaluated in the RK4 integration") | ||
133 |
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10 | .add_property("dki_dx", |
134 |
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10 | bp::make_getter(&IntegratedActionDataRK4::dki_dx, |
135 | 10 | bp::return_internal_reference<>()), | |
136 | "list of partial derivatives of RK4 nodes with respect to " | ||
137 | "the state of the RK4 " | ||
138 | "integration. dki/dx") | ||
139 |
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10 | .add_property("dki_du", |
140 |
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10 | bp::make_getter(&IntegratedActionDataRK4::dki_du, |
141 | 10 | bp::return_internal_reference<>()), | |
142 | "list of partial derivatives of RK4 nodes with respect to " | ||
143 | "the control parameters of the RK4 " | ||
144 | "integration. dki/du") | ||
145 |
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10 | .add_property("dyi_dx", |
146 |
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10 | bp::make_getter(&IntegratedActionDataRK4::dyi_dx, |
147 | 10 | bp::return_internal_reference<>()), | |
148 | "list of partial derivatives of RK4 dynamics with respect " | ||
149 | "to the state of the RK4 integrator. dyi/dx") | ||
150 |
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10 | .add_property("dyi_du", |
151 |
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10 | bp::make_getter(&IntegratedActionDataRK4::dyi_du, |
152 | 10 | bp::return_internal_reference<>()), | |
153 | "list of partial derivatives of RK4 dynamics with respect " | ||
154 | "to the control parameters of the " | ||
155 | "RK4 integrator. dyi/du") | ||
156 |
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10 | .add_property("dli_dx", |
157 |
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10 | bp::make_getter(&IntegratedActionDataRK4::dli_dx, |
158 | 10 | bp::return_internal_reference<>()), | |
159 | "list of partial derivatives of the cost with respect to " | ||
160 | "the state of the RK4 " | ||
161 | "integration. dli_dx") | ||
162 |
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10 | .add_property("dli_du", |
163 |
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10 | bp::make_getter(&IntegratedActionDataRK4::dli_du, |
164 | 10 | bp::return_internal_reference<>()), | |
165 | "list of partial derivatives of the cost with respect to " | ||
166 | "the control input of the RK4 " | ||
167 | "integration. dli_du") | ||
168 |
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10 | .add_property("ddli_ddx", |
169 |
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10 | bp::make_getter(&IntegratedActionDataRK4::ddli_ddx, |
170 | 10 | bp::return_internal_reference<>()), | |
171 | "list of second partial derivatives of the cost with " | ||
172 | "respect to the state of the RK4 " | ||
173 | "integration. ddli_ddx") | ||
174 |
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10 | .add_property("ddli_ddw", |
175 |
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10 | bp::make_getter(&IntegratedActionDataRK4::ddli_ddw, |
176 | 10 | bp::return_internal_reference<>()), | |
177 | "list of second partial derivatives of the cost with " | ||
178 | "respect to the control parameters of " | ||
179 | "the RK4 integration. ddli_ddw") | ||
180 |
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10 | .add_property("ddli_ddu", |
181 |
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10 | bp::make_getter(&IntegratedActionDataRK4::ddli_ddu, |
182 | 10 | bp::return_internal_reference<>()), | |
183 | "list of second partial derivatives of the cost with " | ||
184 | "respect to the control input of the RK4 " | ||
185 | "integration. ddli_ddu") | ||
186 |
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10 | .add_property("ddli_dxdw", |
187 |
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10 | bp::make_getter(&IntegratedActionDataRK4::ddli_dxdw, |
188 | 10 | bp::return_internal_reference<>()), | |
189 | "list of second partial derivatives of the cost with " | ||
190 | "respect to the state and control parameters of " | ||
191 | "the RK4 integration. ddli_dxdw") | ||
192 |
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10 | .add_property("ddli_dxdu", |
193 |
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10 | bp::make_getter(&IntegratedActionDataRK4::ddli_dxdu, |
194 | 10 | bp::return_internal_reference<>()), | |
195 | "list of second partial derivatives of the cost with " | ||
196 | "respect to the state and control input " | ||
197 | "of the RK4 integration. ddli_dxdu") | ||
198 |
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10 | .add_property("ddli_dwdu", |
199 |
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10 | bp::make_getter(&IntegratedActionDataRK4::ddli_dwdu, |
200 | 10 | bp::return_internal_reference<>()), | |
201 | "list of second partial derivatives of the cost with " | ||
202 | "respect to the control parameters and " | ||
203 | "inputs control of the RK4 integration. ddli_dxdu") | ||
204 |
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10 | .def(CopyableVisitor<IntegratedActionDataRK4>()); |
205 | 10 | } | |
206 | |||
207 | } // namespace python | ||
208 | } // namespace crocoddyl | ||
209 | |||
210 | #pragma GCC diagnostic pop | ||
211 |