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File: | include/crocoddyl/core/numdiff/constraint.hpp |
Date: | 2025-01-30 11:01:55 |
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1 | /////////////////////////////////////////////////////////////////////////////// | ||
2 | // BSD 3-Clause License | ||
3 | // | ||
4 | // Copyright (C) 2020-2023, University of Edinburgh, Heriot-Watt University | ||
5 | // Copyright note valid unless otherwise stated in individual files. | ||
6 | // All rights reserved. | ||
7 | /////////////////////////////////////////////////////////////////////////////// | ||
8 | |||
9 | #ifndef CROCODDYL_CORE_NUMDIFF_CONSTRAINT_HPP_ | ||
10 | #define CROCODDYL_CORE_NUMDIFF_CONSTRAINT_HPP_ | ||
11 | |||
12 | #include <boost/function.hpp> | ||
13 | |||
14 | #include "crocoddyl/core/constraint-base.hpp" | ||
15 | |||
16 | namespace crocoddyl { | ||
17 | |||
18 | /** | ||
19 | * @brief This class computes the numerical differentiation of a constraint | ||
20 | * model. | ||
21 | * | ||
22 | * It computes the Jacobian of the constraint model via numerical | ||
23 | * differentiation, i.e., \f$\mathbf{g_x}\f$, \f$\mathbf{g_u}\f$ and | ||
24 | * \f$\mathbf{h_x}\f$, \f$\mathbf{h_u}\f$, which denote the Jacobians of the | ||
25 | * inequality and equality constraints, respectively. | ||
26 | * | ||
27 | * \sa `ConstraintModelAbstractTpl()`, `calcDiff()` | ||
28 | */ | ||
29 | template <typename _Scalar> | ||
30 | class ConstraintModelNumDiffTpl : public ConstraintModelAbstractTpl<_Scalar> { | ||
31 | public: | ||
32 | EIGEN_MAKE_ALIGNED_OPERATOR_NEW | ||
33 | |||
34 | typedef _Scalar Scalar; | ||
35 | typedef ConstraintDataAbstractTpl<Scalar> ConstraintDataAbstract; | ||
36 | typedef ConstraintModelAbstractTpl<Scalar> Base; | ||
37 | typedef ConstraintDataNumDiffTpl<Scalar> Data; | ||
38 | typedef DataCollectorAbstractTpl<Scalar> DataCollectorAbstract; | ||
39 | typedef MathBaseTpl<Scalar> MathBase; | ||
40 | typedef typename MathBaseTpl<Scalar>::VectorXs VectorXs; | ||
41 | typedef boost::function<void(const VectorXs&, const VectorXs&)> | ||
42 | ReevaluationFunction; | ||
43 | |||
44 | /** | ||
45 | * @brief Initialize the numdiff constraint model | ||
46 | * | ||
47 | * @param model | ||
48 | */ | ||
49 | explicit ConstraintModelNumDiffTpl(const std::shared_ptr<Base>& model); | ||
50 | |||
51 | /** | ||
52 | * @brief Initialize the numdiff constraint model | ||
53 | */ | ||
54 | virtual ~ConstraintModelNumDiffTpl(); | ||
55 | |||
56 | /** | ||
57 | * @brief @copydoc ConstraintModelAbstract::calc() | ||
58 | */ | ||
59 | virtual void calc(const std::shared_ptr<ConstraintDataAbstract>& data, | ||
60 | const Eigen::Ref<const VectorXs>& x, | ||
61 | const Eigen::Ref<const VectorXs>& u); | ||
62 | |||
63 | /** | ||
64 | * @brief @copydoc ConstraintModelAbstract::calc(const | ||
65 | * std::shared_ptr<ConstraintDataAbstract>& data, const Eigen::Ref<const | ||
66 | * VectorXs>& x) | ||
67 | */ | ||
68 | virtual void calc(const std::shared_ptr<ConstraintDataAbstract>& data, | ||
69 | const Eigen::Ref<const VectorXs>& x); | ||
70 | |||
71 | /** | ||
72 | * @brief @copydoc ConstraintModelAbstract::calcDiff() | ||
73 | */ | ||
74 | virtual void calcDiff(const std::shared_ptr<ConstraintDataAbstract>& data, | ||
75 | const Eigen::Ref<const VectorXs>& x, | ||
76 | const Eigen::Ref<const VectorXs>& u); | ||
77 | |||
78 | /** | ||
79 | * @brief @copydoc ConstraintModelAbstract::calcDiff(const | ||
80 | * std::shared_ptr<ConstraintDataAbstract>& data, const Eigen::Ref<const | ||
81 | * VectorXs>& x) | ||
82 | */ | ||
83 | virtual void calcDiff(const std::shared_ptr<ConstraintDataAbstract>& data, | ||
84 | const Eigen::Ref<const VectorXs>& x); | ||
85 | |||
86 | /** | ||
87 | * @brief @copydoc Base::createData() | ||
88 | */ | ||
89 | virtual std::shared_ptr<ConstraintDataAbstract> createData( | ||
90 | DataCollectorAbstract* const data); | ||
91 | |||
92 | /** | ||
93 | * @brief Return the original constraint model | ||
94 | */ | ||
95 | const std::shared_ptr<Base>& get_model() const; | ||
96 | |||
97 | /** | ||
98 | * @brief Return the disturbance constant used by the numerical | ||
99 | * differentiation routine | ||
100 | */ | ||
101 | const Scalar get_disturbance() const; | ||
102 | |||
103 | /** | ||
104 | * @brief Modify the disturbance constant used by the numerical | ||
105 | * differentiation routine | ||
106 | */ | ||
107 | void set_disturbance(const Scalar disturbance); | ||
108 | |||
109 | /** | ||
110 | * @brief Register functions that updates the shared data computed for a | ||
111 | * system rollout The updated data is used to evaluate of the gradient and | ||
112 | * Hessian. | ||
113 | * | ||
114 | * @param reevals are the registered functions. | ||
115 | */ | ||
116 | void set_reevals(const std::vector<ReevaluationFunction>& reevals); | ||
117 | |||
118 | protected: | ||
119 | using Base::nu_; | ||
120 | using Base::state_; | ||
121 | using Base::unone_; | ||
122 | |||
123 | private: | ||
124 | /** | ||
125 | * @brief Make sure that when we finite difference the constraint model, the | ||
126 | * user does not face unknown behaviour because of the finite differencing of | ||
127 | * a quaternion around pi. For full discussions see issue | ||
128 | * https://gepgitlab.laas.fr/loco-3d/crocoddyl/issues/139 | ||
129 | * | ||
130 | * @param x is the state at which the check is performed. | ||
131 | */ | ||
132 | void assertStableStateFD(const Eigen::Ref<const VectorXs>& /*x*/); | ||
133 | |||
134 | std::shared_ptr<Base> model_; //!< Constraint model hat we want to apply | ||
135 | //!< the numerical differentiation | ||
136 | Scalar e_jac_; //!< Constant used for computing disturbances in Jacobian | ||
137 | //!< calculation | ||
138 | std::vector<ReevaluationFunction> | ||
139 | reevals_; //!< Functions that needs execution before calc or calcDiff | ||
140 | }; | ||
141 | |||
142 | template <typename _Scalar> | ||
143 | struct ConstraintDataNumDiffTpl : public ConstraintDataAbstractTpl<_Scalar> { | ||
144 | EIGEN_MAKE_ALIGNED_OPERATOR_NEW | ||
145 | |||
146 | typedef _Scalar Scalar; | ||
147 | typedef MathBaseTpl<Scalar> MathBase; | ||
148 | typedef ConstraintDataAbstractTpl<Scalar> Base; | ||
149 | typedef DataCollectorAbstractTpl<Scalar> DataCollectorAbstract; | ||
150 | typedef ActivationDataAbstractTpl<Scalar> ActivationDataAbstract; | ||
151 | typedef typename MathBaseTpl<Scalar>::VectorXs VectorXs; | ||
152 | |||
153 | template <template <typename Scalar> class Model> | ||
154 | 140 | explicit ConstraintDataNumDiffTpl(Model<Scalar>* const model, | |
155 | DataCollectorAbstract* const shared_data) | ||
156 | : Base(model, shared_data), | ||
157 |
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140 | dx(model->get_state()->get_ndx()), |
158 |
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140 | xp(model->get_state()->get_nx()), |
159 |
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140 | du(model->get_nu()), |
160 |
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280 | up(model->get_nu()) { |
161 |
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140 | dx.setZero(); |
162 |
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140 | xp.setZero(); |
163 |
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140 | du.setZero(); |
164 |
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140 | up.setZero(); |
165 | |||
166 | 140 | const std::size_t& ndx = model->get_model()->get_state()->get_ndx(); | |
167 | 140 | const std::size_t& nu = model->get_model()->get_nu(); | |
168 |
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140 | data_0 = model->get_model()->createData(shared_data); |
169 |
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5852 | for (std::size_t i = 0; i < ndx; ++i) { |
170 |
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5712 | data_x.push_back(model->get_model()->createData(shared_data)); |
171 | } | ||
172 |
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2996 | for (std::size_t i = 0; i < nu; ++i) { |
173 |
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2856 | data_u.push_back(model->get_model()->createData(shared_data)); |
174 | } | ||
175 | 140 | } | |
176 | |||
177 | 280 | virtual ~ConstraintDataNumDiffTpl() {} | |
178 | |||
179 | using Base::Gu; | ||
180 | using Base::Gx; | ||
181 | using Base::Hu; | ||
182 | using Base::Hx; | ||
183 | using Base::shared; | ||
184 | |||
185 | Scalar x_norm; //!< Norm of the state vector | ||
186 | Scalar | ||
187 | xh_jac; //!< Disturbance value used for computing \f$ \ell_\mathbf{x} \f$ | ||
188 | Scalar | ||
189 | uh_jac; //!< Disturbance value used for computing \f$ \ell_\mathbf{u} \f$ | ||
190 | VectorXs dx; //!< State disturbance. | ||
191 | VectorXs xp; //!< The integrated state from the disturbance on one DoF "\f$ | ||
192 | //!< \int x dx_i \f$". | ||
193 | VectorXs du; //!< Control disturbance. | ||
194 | VectorXs up; //!< The integrated control from the disturbance on one DoF "\f$ | ||
195 | //!< \int u du_i = u + du \f$". | ||
196 | std::shared_ptr<Base> data_0; //!< The data at the approximation point. | ||
197 | std::vector<std::shared_ptr<Base> > | ||
198 | data_x; //!< The temporary data associated with the state variation. | ||
199 | std::vector<std::shared_ptr<Base> > | ||
200 | data_u; //!< The temporary data associated with the control variation. | ||
201 | }; | ||
202 | |||
203 | } // namespace crocoddyl | ||
204 | |||
205 | /* --- Details -------------------------------------------------------------- */ | ||
206 | /* --- Details -------------------------------------------------------------- */ | ||
207 | /* --- Details -------------------------------------------------------------- */ | ||
208 | #include "crocoddyl/core/numdiff/constraint.hxx" | ||
209 | |||
210 | #endif // CROCODDYL_CORE_NUMDIFF_CONSTRAINT_HPP_ | ||
211 |