Directory: | ./ |
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File: | bindings/python/crocoddyl/core/diff-action-base.cpp |
Date: | 2025-01-16 08:47:40 |
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1 | /////////////////////////////////////////////////////////////////////////////// | ||
2 | // BSD 3-Clause License | ||
3 | // | ||
4 | // Copyright (C) 2019-2024, LAAS-CNRS, University of Edinburgh, | ||
5 | // University of Oxford, Heriot-Watt University | ||
6 | // Copyright note valid unless otherwise stated in individual files. | ||
7 | // All rights reserved. | ||
8 | /////////////////////////////////////////////////////////////////////////////// | ||
9 | |||
10 | #include "python/crocoddyl/core/diff-action-base.hpp" | ||
11 | |||
12 | #include "python/crocoddyl/core/core.hpp" | ||
13 | #include "python/crocoddyl/utils/copyable.hpp" | ||
14 | #include "python/crocoddyl/utils/printable.hpp" | ||
15 | #include "python/crocoddyl/utils/vector-converter.hpp" | ||
16 | |||
17 | namespace crocoddyl { | ||
18 | namespace python { | ||
19 | |||
20 | 10 | void exposeDifferentialActionAbstract() { | |
21 | // Register custom converters between std::vector and Python list | ||
22 | typedef boost::shared_ptr<DifferentialActionModelAbstract> | ||
23 | DifferentialActionModelPtr; | ||
24 | typedef boost::shared_ptr<DifferentialActionDataAbstract> | ||
25 | DifferentialActionDataPtr; | ||
26 |
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10 | StdVectorPythonVisitor<std::vector<DifferentialActionModelPtr>, true>::expose( |
27 | "StdVec_DiffActionModel"); | ||
28 |
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10 | StdVectorPythonVisitor<std::vector<DifferentialActionDataPtr>, true>::expose( |
29 | "StdVec_DiffActionData"); | ||
30 | |||
31 | bp::register_ptr_to_python< | ||
32 | 10 | boost::shared_ptr<DifferentialActionModelAbstract> >(); | |
33 | |||
34 |
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10 | bp::class_<DifferentialActionModelAbstract_wrap, boost::noncopyable>( |
35 | "DifferentialActionModelAbstract", | ||
36 | "Abstract class for the differential action model.\n\n" | ||
37 | "A differential action model is the time-continuous version of an action " | ||
38 | "model. Each\n" | ||
39 | "node, in our optimal control problem, is described through an action " | ||
40 | "model. Every\n" | ||
41 | "time that we want describe a problem, we need to provide ways of " | ||
42 | "computing the\n" | ||
43 | "dynamics, cost functions, constraints and their derivatives. These " | ||
44 | "computations are\n" | ||
45 | "mainly carried out inside calc() and calcDiff(), respectively.", | ||
46 |
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10 | bp::init<boost::shared_ptr<StateAbstract>, std::size_t, |
47 | bp::optional<std::size_t, std::size_t, std::size_t, std::size_t, | ||
48 | std::size_t> >( | ||
49 | 20 | bp::args("self", "state", "nu", "nr", "ng", "nh", "ng_T", "nh_T"), | |
50 | "Initialize the differential action model.\n\n" | ||
51 | "We can also describe autonomous systems by setting nu = 0.\n" | ||
52 | ":param state: state\n" | ||
53 | ":param nu: dimension of control vector\n" | ||
54 | ":param nr: dimension of cost-residual vector (default 1)\n" | ||
55 | ":param ng: number of inequality constraints (default 0)\n" | ||
56 | ":param nh: number of equality constraints (default 0)\n" | ||
57 | ":param ng_T: number of inequality terminal constraints (default 0)\n" | ||
58 | ":param nh_T: number of equality terminal constraints (default 0)")) | ||
59 |
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10 | .def("calc", pure_virtual(&DifferentialActionModelAbstract_wrap::calc), |
60 |
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20 | bp::args("self", "data", "x", "u"), |
61 | "Compute the system acceleration and cost value.\n\n" | ||
62 | ":param data: differential action data\n" | ||
63 | ":param x: state point (dim. state.nx)\n" | ||
64 | ":param u: control input (dim. nu)") | ||
65 | .def<void (DifferentialActionModelAbstract::*)( | ||
66 | const boost::shared_ptr<DifferentialActionDataAbstract>&, | ||
67 | 20 | const Eigen::Ref<const Eigen::VectorXd>&)>( | |
68 | "calc", &DifferentialActionModelAbstract::calc, | ||
69 |
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20 | bp::args("self", "data", "x"), |
70 | "Compute the total cost value for nodes that depends only on the " | ||
71 | "state.\n\n" | ||
72 | "It updates the total cost and the system acceleration is not " | ||
73 | "updated as the control\n" | ||
74 | "input is undefined. This function is used in the terminal nodes of " | ||
75 | "an optimal\n" | ||
76 | "control problem.\n" | ||
77 | ":param data: differential action data\n" | ||
78 | ":param x: state point (dim. state.nx)") | ||
79 |
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20 | .def("calcDiff", |
80 | pure_virtual(&DifferentialActionModelAbstract_wrap::calcDiff), | ||
81 |
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20 | bp::args("self", "data", "x", "u"), |
82 | "Compute the derivatives of the dynamics and cost functions.\n\n" | ||
83 | "It computes the partial derivatives of the dynamical system and " | ||
84 | "the cost\n" | ||
85 | "function. It assumes that calc has been run first.\n" | ||
86 | "This function builds a quadratic approximation of the\n" | ||
87 | "time-continuous action model (i.e. dynamical system and cost " | ||
88 | "function).\n" | ||
89 | ":param data: differential action data\n" | ||
90 | ":param x: state point (dim. state.nx)\n" | ||
91 | ":param u: control input (dim. nu)") | ||
92 | .def<void (DifferentialActionModelAbstract::*)( | ||
93 | const boost::shared_ptr<DifferentialActionDataAbstract>&, | ||
94 | 20 | const Eigen::Ref<const Eigen::VectorXd>&)>( | |
95 | "calcDiff", &DifferentialActionModelAbstract::calcDiff, | ||
96 |
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20 | bp::args("self", "data", "x"), |
97 | "Compute the derivatives of the cost functions with respect to the " | ||
98 | "state only.\n\n" | ||
99 | "It updates the derivatives of the cost function with respect to the " | ||
100 | "state only.\n" | ||
101 | "This function is used in the terminal nodes of an optimal control " | ||
102 | "problem.\n" | ||
103 | ":param data: action data\n" | ||
104 | ":param x: state point (dim. state.nx)") | ||
105 |
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10 | .def("createData", &DifferentialActionModelAbstract_wrap::createData, |
106 |
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10 | &DifferentialActionModelAbstract_wrap::default_createData, |
107 |
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20 | bp::args("self"), |
108 | "Create the differential action data.\n\n" | ||
109 | "Each differential action model has its own data that needs to be\n" | ||
110 | "allocated. This function returns the allocated data for a " | ||
111 | "predefined\n" | ||
112 | "DAM.\n" | ||
113 | ":return DAM data.") | ||
114 |
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10 | .def("quasiStatic", &DifferentialActionModelAbstract_wrap::quasiStatic_x, |
115 |
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10 | DifferentialActionModel_quasiStatic_wraps( |
116 |
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20 | bp::args("self", "data", "x", "maxiter", "tol"), |
117 | "Compute the quasic-static control given a state.\n\n" | ||
118 | "It runs an iterative Newton step in order to compute the " | ||
119 | "quasic-static regime\n" | ||
120 | "given a state configuration.\n" | ||
121 | ":param data: action data\n" | ||
122 | ":param x: discrete-time state vector\n" | ||
123 | ":param maxiter: maximum allowed number of iterations\n" | ||
124 | ":param tol: stopping tolerance criteria (default 1e-9)\n" | ||
125 | ":return u: quasic-static control")) | ||
126 | 20 | .def("quasiStatic", &DifferentialActionModelAbstract_wrap::quasiStatic, | |
127 |
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10 | &DifferentialActionModelAbstract_wrap::default_quasiStatic, |
128 |
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20 | bp::args("self", "data", "u", "x", "maxiter", "tol")) |
129 |
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10 | .add_property( |
130 | "nu", | ||
131 |
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20 | bp::make_function(&DifferentialActionModelAbstract_wrap::get_nu), |
132 | "dimension of control vector") | ||
133 |
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10 | .add_property( |
134 | "nr", | ||
135 |
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20 | bp::make_function(&DifferentialActionModelAbstract_wrap::get_nr), |
136 | "dimension of cost-residual vector") | ||
137 |
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10 | .add_property( |
138 | "ng", | ||
139 |
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20 | bp::make_function(&DifferentialActionModelAbstract_wrap::get_ng), |
140 | "number of inequality constraints") | ||
141 |
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10 | .add_property( |
142 | "nh", | ||
143 |
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20 | bp::make_function(&DifferentialActionModelAbstract_wrap::get_nh), |
144 | "number of equality constraints") | ||
145 |
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10 | .add_property( |
146 | "ng_T", | ||
147 |
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20 | bp::make_function(&DifferentialActionModelAbstract_wrap::get_ng_T), |
148 | "number of inequality terminal constraints") | ||
149 |
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10 | .add_property( |
150 | "nh_T", | ||
151 |
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20 | bp::make_function(&DifferentialActionModelAbstract_wrap::get_nh_T), |
152 | "number of equality terminal constraints") | ||
153 |
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10 | .add_property( |
154 | "state", | ||
155 |
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10 | bp::make_function(&DifferentialActionModelAbstract_wrap::get_state, |
156 | 10 | bp::return_value_policy<bp::return_by_value>()), | |
157 | "state") | ||
158 |
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10 | .add_property( |
159 | "g_lb", | ||
160 |
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10 | bp::make_function(&DifferentialActionModelAbstract_wrap::get_g_lb, |
161 | 10 | bp::return_internal_reference<>()), | |
162 | &DifferentialActionModelAbstract_wrap::set_g_lb, | ||
163 | "lower bound of the inequality constraints") | ||
164 |
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10 | .add_property( |
165 | "g_ub", | ||
166 |
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10 | bp::make_function(&DifferentialActionModelAbstract_wrap::get_g_ub, |
167 | 10 | bp::return_internal_reference<>()), | |
168 | &DifferentialActionModelAbstract_wrap::set_g_ub, | ||
169 | "upper bound of the inequality constraints") | ||
170 |
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10 | .add_property( |
171 | "u_lb", | ||
172 |
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10 | bp::make_function(&DifferentialActionModelAbstract_wrap::get_u_lb, |
173 | 10 | bp::return_internal_reference<>()), | |
174 | &DifferentialActionModelAbstract_wrap::set_u_lb, | ||
175 | "lower control limits") | ||
176 |
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10 | .add_property( |
177 | "u_ub", | ||
178 |
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10 | bp::make_function(&DifferentialActionModelAbstract_wrap::get_u_ub, |
179 | 10 | bp::return_internal_reference<>()), | |
180 | &DifferentialActionModelAbstract_wrap::set_u_ub, | ||
181 | "upper control limits") | ||
182 |
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10 | .add_property( |
183 | "has_control_limits", | ||
184 |
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20 | bp::make_function( |
185 | &DifferentialActionModelAbstract_wrap::get_has_control_limits), | ||
186 | "indicates whether problem has finite control limits") | ||
187 |
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10 | .def(PrintableVisitor<DifferentialActionModelAbstract>()); |
188 | |||
189 | bp::register_ptr_to_python< | ||
190 | 10 | boost::shared_ptr<DifferentialActionDataAbstract> >(); | |
191 | |||
192 |
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10 | bp::class_<DifferentialActionDataAbstract>( |
193 | "DifferentialActionDataAbstract", | ||
194 | "Abstract class for differential action data.\n\n" | ||
195 | "In crocoddyl, an action data contains all the required information for " | ||
196 | "processing an\n" | ||
197 | "user-defined action model. The action data typically is allocated onces " | ||
198 | "by running\n" | ||
199 | "model.createData() and contains the first- and second- order " | ||
200 | "derivatives of the dynamics\n" | ||
201 | "and cost function, respectively.", | ||
202 |
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10 | bp::init<DifferentialActionModelAbstract*>( |
203 | 20 | bp::args("self", "model"), | |
204 | "Create common data shared between DAMs.\n\n" | ||
205 | "The differential action data uses the model in order to first " | ||
206 | "process it.\n" | ||
207 | ":param model: differential action model")) | ||
208 |
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10 | .add_property( |
209 | "cost", | ||
210 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::cost, |
211 | ✗ | bp::return_value_policy<bp::return_by_value>()), | |
212 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::cost), "cost value") |
213 |
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10 | .add_property("xout", |
214 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::xout, |
215 | ✗ | bp::return_internal_reference<>()), | |
216 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::xout), |
217 | "evolution state") | ||
218 |
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10 | .add_property("r", |
219 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::r, |
220 | ✗ | bp::return_internal_reference<>()), | |
221 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::r), |
222 | "cost residual") | ||
223 |
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10 | .add_property("Fx", |
224 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::Fx, |
225 | ✗ | bp::return_internal_reference<>()), | |
226 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::Fx), |
227 | "Jacobian of the dynamics w.r.t. the state") | ||
228 |
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10 | .add_property("Fu", |
229 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::Fu, |
230 | ✗ | bp::return_internal_reference<>()), | |
231 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::Fu), |
232 | "Jacobian of the dynamics w.r.t. the control") | ||
233 |
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10 | .add_property("Lx", |
234 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::Lx, |
235 | ✗ | bp::return_internal_reference<>()), | |
236 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::Lx), |
237 | "Jacobian of the cost w.r.t. the state") | ||
238 |
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10 | .add_property("Lu", |
239 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::Lu, |
240 | ✗ | bp::return_internal_reference<>()), | |
241 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::Lu), |
242 | "Jacobian of the cost w.r.t. the control") | ||
243 |
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10 | .add_property("Lxx", |
244 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::Lxx, |
245 | ✗ | bp::return_internal_reference<>()), | |
246 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::Lxx), |
247 | "Hessian of the cost w.r.t. the state") | ||
248 |
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10 | .add_property("Lxu", |
249 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::Lxu, |
250 | ✗ | bp::return_internal_reference<>()), | |
251 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::Lxu), |
252 | "Hessian of the cost w.r.t. the state and control") | ||
253 |
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10 | .add_property("Luu", |
254 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::Luu, |
255 | ✗ | bp::return_internal_reference<>()), | |
256 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::Luu), |
257 | "Hessian of the cost w.r.t. the control") | ||
258 |
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10 | .add_property("g", |
259 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::g, |
260 | ✗ | bp::return_internal_reference<>()), | |
261 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::g), |
262 | "Inequality constraint values") | ||
263 |
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10 | .add_property("Gx", |
264 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::Gx, |
265 | ✗ | bp::return_internal_reference<>()), | |
266 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::Gx), |
267 | "Jacobian of the inequality constraint w.r.t. the state") | ||
268 |
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10 | .add_property("Gu", |
269 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::Gu, |
270 | ✗ | bp::return_internal_reference<>()), | |
271 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::Gu), |
272 | "Jacobian of the inequality constraint w.r.t. the control") | ||
273 |
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10 | .add_property("h", |
274 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::h, |
275 | ✗ | bp::return_internal_reference<>()), | |
276 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::h), |
277 | "Equality constraint values") | ||
278 |
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10 | .add_property("Hx", |
279 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::Hx, |
280 | ✗ | bp::return_internal_reference<>()), | |
281 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::Hx), |
282 | "Jacobian of the equality constraint w.r.t. the state") | ||
283 |
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10 | .add_property("Hu", |
284 |
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10 | bp::make_getter(&DifferentialActionDataAbstract::Hu, |
285 | ✗ | bp::return_internal_reference<>()), | |
286 |
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20 | bp::make_setter(&DifferentialActionDataAbstract::Hu), |
287 | "Jacobian of the equality constraint w.r.t. the control") | ||
288 |
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10 | .def(CopyableVisitor<DifferentialActionDataAbstract>()); |
289 | 10 | } | |
290 | |||
291 | } // namespace python | ||
292 | } // namespace crocoddyl | ||
293 |