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File: | bindings/python/crocoddyl/core/optctrl/shooting.cpp |
Date: | 2025-03-26 19:23:43 |
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1 | /////////////////////////////////////////////////////////////////////////////// | ||
2 | // BSD 3-Clause License | ||
3 | // | ||
4 | // Copyright (C) 2019-2025, 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 "crocoddyl/core/optctrl/shooting.hpp" | ||
11 | |||
12 | #include <memory> | ||
13 | |||
14 | #include "python/crocoddyl/core/core.hpp" | ||
15 | |||
16 | namespace crocoddyl { | ||
17 | namespace python { | ||
18 | |||
19 | template <typename Problem> | ||
20 | struct ShootingProblemVisitor | ||
21 | : public bp::def_visitor<ShootingProblemVisitor<Problem>> { | ||
22 | typedef typename Problem::ActionModelAbstract ActionModel; | ||
23 | typedef typename Problem::ActionDataAbstract ActionData; | ||
24 | typedef typename Problem::VectorXs VectorXs; | ||
25 | template <class PyClass> | ||
26 | 40 | void visit(PyClass& cl) const { | |
27 |
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40 | cl.def(bp::init<VectorXs, std::vector<std::shared_ptr<ActionModel>>, |
28 | std::shared_ptr<ActionModel>, | ||
29 | std::vector<std::shared_ptr<ActionData>>, | ||
30 | std::shared_ptr<ActionData>>( | ||
31 | bp::args("self", "x0", "runningModels", "terminalModel", | ||
32 | "runningDatas", "terminalData"), | ||
33 | "Initialize the shooting problem (models and datas).\n\n" | ||
34 | ":param x0: initial state\n" | ||
35 | ":param runningModels: running action models (size T)\n" | ||
36 | ":param terminalModel: terminal action model\n" | ||
37 | ":param runningDatas: running action datas (size T)\n" | ||
38 | ":param terminalData: terminal action data")) | ||
39 |
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80 | .def("calc", &Problem::calc, bp::args("self", "xs", "us"), |
40 | "Compute the cost and the next states.\n\n" | ||
41 | "For each node k, and along the state xs and control us " | ||
42 | "trajectories, it computes the next state x_{k+1} and cost l_k.\n" | ||
43 | ":param xs: time-discrete state trajectory (size T+1)\n" | ||
44 | ":param us: time-discrete control sequence (size T)\n" | ||
45 | ":returns the total cost value") | ||
46 |
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80 | .def("calcDiff", &Problem::calcDiff, bp::args("self", "xs", "us"), |
47 | "Compute the derivatives of the cost and dynamics.\n\n" | ||
48 | "For each node k, and along the state x_s and control u_s " | ||
49 | "trajectories, it computes the derivatives of the cost (lx, lu, " | ||
50 | "lxx, lxu, luu) and dynamics (fx, fu).\n" | ||
51 | ":param xs: time-discrete state trajectory (size T+1)\n" | ||
52 | ":param us: time-discrete control sequence (size T)\n" | ||
53 | ":returns the total cost value") | ||
54 |
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80 | .def("rollout", &Problem::rollout_us, bp::args("self", "us"), |
55 | "Integrate the dynamics given a control sequence.\n\n" | ||
56 | "Rollout the dynamics give a sequence of control commands\n" | ||
57 | ":param us: time-discrete control sequence (size T)") | ||
58 |
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80 | .def("quasiStatic", &Problem::quasiStatic_xs, bp::args("self", "xs"), |
59 | "Compute the quasi static commands given a state trajectory.\n\n" | ||
60 | "Generally speaking, it uses Newton-Raphson method for computing " | ||
61 | "the quasi static commands.\n" | ||
62 | ":param xs: time-discrete state trajectory (size T)") | ||
63 |
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80 | .def("circularAppend", |
64 | static_cast<void (Problem::*)(std::shared_ptr<ActionModel>, | ||
65 | std::shared_ptr<ActionData>)>( | ||
66 | &Problem::circularAppend), | ||
67 | bp::args("self", "model", "data"), | ||
68 | bp::args("self", "model", "data"), | ||
69 | "Circular append the model and data onto the end running node.\n\n" | ||
70 | "Once we update the end running node, the first running mode is " | ||
71 | "removed as in a circular buffer.\n" | ||
72 | ":param model: new model\n" | ||
73 | ":param data: new data") | ||
74 |
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80 | .def("circularAppend", |
75 | static_cast<void (Problem::*)(std::shared_ptr<ActionModel>)>( | ||
76 | &Problem::circularAppend), | ||
77 | bp::args("self", "model"), | ||
78 | "Circular append the model and data onto the end running node.\n\n" | ||
79 | "Once we update the end running node, the first running mode is " | ||
80 | "removed as in a circular buffer. Note that this method allocates " | ||
81 | "new data for the end running node.\n" | ||
82 | ":param model: new model") | ||
83 |
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80 | .def("updateNode", &Problem::updateNode, |
84 | bp::args("self", "i", "model", "data"), | ||
85 | "Update the model and data for a specific node.\n\n" | ||
86 | ":param i: index of the node (0 <= i <= T + 1)\n" | ||
87 | ":param model: new model\n" | ||
88 | ":param data: new data") | ||
89 |
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80 | .def("updateModel", &Problem::updateModel, |
90 | bp::args("self", "i", "model"), | ||
91 | "Update a model and allocated new data for a specific node.\n\n" | ||
92 | ":param i: index of the node (0 <= i <= T + 1)\n" | ||
93 | ":param model: new model") | ||
94 |
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80 | .add_property("T", bp::make_function(&Problem::get_T), |
95 | "number of running nodes") | ||
96 |
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40 | .add_property("x0", |
97 | bp::make_function(&Problem::get_x0, | ||
98 | 40 | bp::return_internal_reference<>()), | |
99 | &Problem::set_x0, "initial state") | ||
100 |
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80 | .add_property( |
101 | "runningModels", | ||
102 | bp::make_function(&Problem::get_runningModels, | ||
103 | 40 | bp::return_value_policy<bp::return_by_value>()), | |
104 | &Problem::set_runningModels, "running models") | ||
105 |
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80 | .add_property( |
106 | "terminalModel", | ||
107 | bp::make_function(&Problem::get_terminalModel, | ||
108 | 40 | bp::return_value_policy<bp::return_by_value>()), | |
109 | &Problem::set_terminalModel, "terminal model") | ||
110 |
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80 | .add_property( |
111 | "runningDatas", | ||
112 | bp::make_function(&Problem::get_runningDatas, | ||
113 | 40 | bp::return_value_policy<bp::return_by_value>()), | |
114 | "running datas") | ||
115 |
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40 | .add_property( |
116 | "terminalData", | ||
117 | bp::make_function(&Problem::get_terminalData, | ||
118 | 40 | bp::return_value_policy<bp::return_by_value>()), | |
119 | "terminal data") | ||
120 |
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80 | .add_property( |
121 | "nthreads", bp::make_function(&Problem::get_nthreads), | ||
122 | bp::make_function(&Problem::set_nthreads), | ||
123 | "number of threads launch by the multi-threading support (if you " | ||
124 | "set nthreads <= 1, then nthreads=CROCODDYL_WITH_NTHREADS)") | ||
125 |
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80 | .add_property("nx", bp::make_function(&Problem::get_nx), |
126 | "dimension of state tuple") | ||
127 |
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80 | .add_property("ndx", bp::make_function(&Problem::get_ndx), |
128 | "dimension of the tangent space of the state manifold") | ||
129 |
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40 | .add_property("is_updated", bp::make_function(&Problem::is_updated), |
130 | "Returns True if the shooting problem has been updated, " | ||
131 | "otherwise False"); | ||
132 | 40 | } | |
133 | }; | ||
134 | |||
135 | #define CROCODDYL_SHOOTING_PROBLEM_PYTHON_BINDINGS(Scalar) \ | ||
136 | typedef ShootingProblemTpl<Scalar> Problem; \ | ||
137 | typedef ActionModelAbstractTpl<Scalar> ActionModel; \ | ||
138 | typedef typename Problem::VectorXs VectorXs; \ | ||
139 | bp::register_ptr_to_python<std::shared_ptr<Problem>>(); \ | ||
140 | bp::class_<Problem>( \ | ||
141 | "ShootingProblem", \ | ||
142 | "Declare a shooting problem.\n\n" \ | ||
143 | "A shooting problem declares the initial state, a set of running " \ | ||
144 | "action models and a terminal action model. It has three main methods " \ | ||
145 | "- calc, calcDiff and rollout. The first computes the set of next " \ | ||
146 | "states and cost values per each action model. calcDiff updates the " \ | ||
147 | "derivatives of all action models. The last rollouts the stacks of " \ | ||
148 | "actions models.", \ | ||
149 | bp::init<VectorXs, std::vector<std::shared_ptr<ActionModel>>, \ | ||
150 | std::shared_ptr<ActionModel>>( \ | ||
151 | bp::args("self", "x0", "runningModels", "terminalModel"), \ | ||
152 | "Initialize the shooting problem and allocate its data.\n\n" \ | ||
153 | ":param x0: initial state\n" \ | ||
154 | ":param runningModels: running action models (size T)\n" \ | ||
155 | ":param terminalModel: terminal action model")) \ | ||
156 | .def(ShootingProblemVisitor<Problem>()) \ | ||
157 | .def(PrintableVisitor<Problem>()) \ | ||
158 | .def(CopyableVisitor<Problem>()); | ||
159 | |||
160 | 10 | void exposeShootingProblem() { | |
161 |
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20 | CROCODDYL_PYTHON_SCALARS(CROCODDYL_SHOOTING_PROBLEM_PYTHON_BINDINGS) |
162 | 10 | } | |
163 | |||
164 | } // namespace python | ||
165 | } // namespace crocoddyl | ||
166 |