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File: | include/crocoddyl/core/activations/quadratic-barrier.hpp |
Date: | 2025-01-16 08:47:40 |
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1 | /////////////////////////////////////////////////////////////////////////////// | ||
2 | // BSD 3-Clause License | ||
3 | // | ||
4 | // Copyright (C) 2019-2021, LAAS-CNRS, University of Edinburgh, University of | ||
5 | // Oxford Copyright note valid unless otherwise stated in individual files. All | ||
6 | // rights reserved. | ||
7 | /////////////////////////////////////////////////////////////////////////////// | ||
8 | |||
9 | #ifndef CROCODDYL_CORE_ACTIVATIONS_QUADRATIC_BARRIER_HPP_ | ||
10 | #define CROCODDYL_CORE_ACTIVATIONS_QUADRATIC_BARRIER_HPP_ | ||
11 | |||
12 | #include <math.h> | ||
13 | |||
14 | #include <pinocchio/utils/static-if.hpp> | ||
15 | #include <stdexcept> | ||
16 | |||
17 | #include "crocoddyl/core/activation-base.hpp" | ||
18 | #include "crocoddyl/core/fwd.hpp" | ||
19 | #include "crocoddyl/core/utils/exception.hpp" | ||
20 | |||
21 | namespace crocoddyl { | ||
22 | |||
23 | template <typename _Scalar> | ||
24 | struct ActivationBoundsTpl { | ||
25 | EIGEN_MAKE_ALIGNED_OPERATOR_NEW | ||
26 | |||
27 | typedef _Scalar Scalar; | ||
28 | typedef MathBaseTpl<Scalar> MathBase; | ||
29 | typedef typename MathBase::VectorXs VectorXs; | ||
30 | typedef typename MathBase::MatrixXs MatrixXs; | ||
31 | |||
32 | 2007 | ActivationBoundsTpl(const VectorXs& lower, const VectorXs& upper, | |
33 | const Scalar b = (Scalar)1.) | ||
34 |
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2007 | : lb(lower), ub(upper), beta(b) { |
35 |
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2007 | if (lb.size() != ub.size()) { |
36 | ✗ | throw_pretty("Invalid argument: " | |
37 | << "The lower and upper bounds don't have the same " | ||
38 | "dimension (lb,ub dimensions equal to " + | ||
39 | std::to_string(lb.size()) + "," + | ||
40 | std::to_string(ub.size()) + ", respectively)"); | ||
41 | } | ||
42 |
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2007 | if (beta < Scalar(0) || beta > Scalar(1.)) { |
43 | ✗ | throw_pretty( | |
44 | "Invalid argument: " << "The range of beta is between 0 and 1"); | ||
45 | } | ||
46 | using std::isfinite; | ||
47 |
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24306 | for (std::size_t i = 0; i < static_cast<std::size_t>(lb.size()); ++i) { |
48 |
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22299 | if (isfinite(lb(i)) && isfinite(ub(i))) { |
49 |
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4212 | if (lb(i) - ub(i) > 0) { |
50 | ✗ | throw_pretty("Invalid argument: " | |
51 | << "The lower and upper bounds are badly defined; ub " | ||
52 | "has to be bigger / equals to lb"); | ||
53 | } | ||
54 | } | ||
55 | // Assign the maximum value for infinity/nan values | ||
56 |
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22299 | if (!isfinite(lb(i))) { |
57 |
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16448 | lb(i) = -std::numeric_limits<Scalar>::max(); |
58 | } | ||
59 |
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22299 | if (!isfinite(ub(i))) { |
60 |
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1639 | ub(i) = std::numeric_limits<Scalar>::max(); |
61 | } | ||
62 | } | ||
63 | |||
64 |
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2007 | if (beta >= Scalar(0) && beta <= Scalar(1.)) { |
65 |
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24306 | for (std::size_t i = 0; i < static_cast<std::size_t>(lb.size()); ++i) { |
66 | // do not use beta when one of the bounds is inf | ||
67 |
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28150 | if (lb(i) != (-std::numeric_limits<Scalar>::max()) && |
68 |
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5851 | ub(i) != (std::numeric_limits<Scalar>::max())) { |
69 |
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4212 | Scalar m = Scalar(0.5) * (lb(i) + ub(i)); |
70 |
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4212 | Scalar d = Scalar(0.5) * (ub(i) - lb(i)); |
71 |
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4212 | lb(i) = m - beta * d; |
72 |
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4212 | ub(i) = m + beta * d; |
73 | } | ||
74 | } | ||
75 | 2007 | } else { | |
76 | ✗ | beta = Scalar(1.); | |
77 | } | ||
78 | 2007 | } | |
79 | 2013 | ActivationBoundsTpl(const ActivationBoundsTpl& other) | |
80 |
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2013 | : lb(other.lb), ub(other.ub), beta(other.beta) {} |
81 | ActivationBoundsTpl() : beta(Scalar(1.)) {} | ||
82 | |||
83 | ✗ | ActivationBoundsTpl& operator=(const ActivationBoundsTpl& other) { | |
84 | ✗ | if (this != &other) { | |
85 | ✗ | lb = other.lb; | |
86 | ✗ | ub = other.ub; | |
87 | ✗ | beta = other.beta; | |
88 | } | ||
89 | ✗ | return *this; | |
90 | } | ||
91 | |||
92 | VectorXs lb; | ||
93 | VectorXs ub; | ||
94 | Scalar beta; | ||
95 | }; | ||
96 | |||
97 | template <typename _Scalar> | ||
98 | class ActivationModelQuadraticBarrierTpl | ||
99 | : public ActivationModelAbstractTpl<_Scalar> { | ||
100 | public: | ||
101 | EIGEN_MAKE_ALIGNED_OPERATOR_NEW | ||
102 | |||
103 | typedef _Scalar Scalar; | ||
104 | typedef MathBaseTpl<Scalar> MathBase; | ||
105 | typedef ActivationModelAbstractTpl<Scalar> Base; | ||
106 | typedef ActivationDataAbstractTpl<Scalar> ActivationDataAbstract; | ||
107 | typedef ActivationDataQuadraticBarrierTpl<Scalar> Data; | ||
108 | typedef ActivationBoundsTpl<Scalar> ActivationBounds; | ||
109 | typedef typename MathBase::VectorXs VectorXs; | ||
110 | typedef typename MathBase::MatrixXs MatrixXs; | ||
111 | |||
112 | 1823 | explicit ActivationModelQuadraticBarrierTpl(const ActivationBounds& bounds) | |
113 |
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1823 | : Base(bounds.lb.size()), bounds_(bounds) {}; |
114 | 3650 | virtual ~ActivationModelQuadraticBarrierTpl() {}; | |
115 | |||
116 | 82440 | virtual void calc(const boost::shared_ptr<ActivationDataAbstract>& data, | |
117 | const Eigen::Ref<const VectorXs>& r) { | ||
118 |
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82440 | if (static_cast<std::size_t>(r.size()) != nr_) { |
119 | ✗ | throw_pretty( | |
120 | "Invalid argument: " << "r has wrong dimension (it should be " + | ||
121 | std::to_string(nr_) + ")"); | ||
122 | } | ||
123 | |||
124 | 82440 | boost::shared_ptr<Data> d = boost::static_pointer_cast<Data>(data); | |
125 | |||
126 |
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82440 | d->rlb_min_ = (r - bounds_.lb).array().min(Scalar(0.)); |
127 |
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82440 | d->rub_max_ = (r - bounds_.ub).array().max(Scalar(0.)); |
128 |
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82440 | data->a_value = Scalar(0.5) * d->rlb_min_.matrix().squaredNorm() + |
129 |
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82440 | Scalar(0.5) * d->rub_max_.matrix().squaredNorm(); |
130 | 82440 | }; | |
131 | |||
132 | 10465 | virtual void calcDiff(const boost::shared_ptr<ActivationDataAbstract>& data, | |
133 | const Eigen::Ref<const VectorXs>& r) { | ||
134 |
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10465 | if (static_cast<std::size_t>(r.size()) != nr_) { |
135 | ✗ | throw_pretty( | |
136 | "Invalid argument: " << "r has wrong dimension (it should be " + | ||
137 | std::to_string(nr_) + ")"); | ||
138 | } | ||
139 | |||
140 | 10465 | boost::shared_ptr<Data> d = boost::static_pointer_cast<Data>(data); | |
141 |
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10465 | data->Ar = (d->rlb_min_ + d->rub_max_).matrix(); |
142 | |||
143 | using pinocchio::internal::if_then_else; | ||
144 |
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81085 | for (Eigen::Index i = 0; i < data->Arr.cols(); i++) { |
145 |
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70620 | data->Arr.diagonal()[i] = if_then_else( |
146 |
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70620 | pinocchio::internal::LE, r[i] - bounds_.lb[i], Scalar(0.), Scalar(1.), |
147 |
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70620 | if_then_else(pinocchio::internal::GE, r[i] - bounds_.ub[i], |
148 |
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141240 | Scalar(0.), Scalar(1.), Scalar(0.))); |
149 | } | ||
150 | 10465 | }; | |
151 | |||
152 | 87100 | virtual boost::shared_ptr<ActivationDataAbstract> createData() { | |
153 |
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87100 | return boost::allocate_shared<Data>(Eigen::aligned_allocator<Data>(), this); |
154 | }; | ||
155 | |||
156 | ✗ | const ActivationBounds& get_bounds() const { return bounds_; }; | |
157 | ✗ | void set_bounds(const ActivationBounds& bounds) { bounds_ = bounds; }; | |
158 | |||
159 | /** | ||
160 | * @brief Print relevant information of the quadratic barrier model | ||
161 | * | ||
162 | * @param[out] os Output stream object | ||
163 | */ | ||
164 | 37 | virtual void print(std::ostream& os) const { | |
165 | 37 | os << "ActivationModelQuadraticBarrier {nr=" << nr_ << "}"; | |
166 | 37 | } | |
167 | |||
168 | protected: | ||
169 | using Base::nr_; | ||
170 | |||
171 | private: | ||
172 | ActivationBounds bounds_; | ||
173 | }; | ||
174 | |||
175 | template <typename _Scalar> | ||
176 | struct ActivationDataQuadraticBarrierTpl | ||
177 | : public ActivationDataAbstractTpl<_Scalar> { | ||
178 | EIGEN_MAKE_ALIGNED_OPERATOR_NEW | ||
179 | |||
180 | typedef _Scalar Scalar; | ||
181 | typedef MathBaseTpl<Scalar> MathBase; | ||
182 | typedef typename MathBase::ArrayXs ArrayXs; | ||
183 | typedef ActivationDataAbstractTpl<Scalar> Base; | ||
184 | |||
185 | template <typename Activation> | ||
186 | 96428 | explicit ActivationDataQuadraticBarrierTpl(Activation* const activation) | |
187 | : Base(activation), | ||
188 |
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96428 | rlb_min_(activation->get_nr()), |
189 |
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192856 | rub_max_(activation->get_nr()) { |
190 |
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96428 | rlb_min_.setZero(); |
191 |
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96428 | rub_max_.setZero(); |
192 | 96428 | } | |
193 | |||
194 | ArrayXs rlb_min_; | ||
195 | ArrayXs rub_max_; | ||
196 | using Base::a_value; | ||
197 | using Base::Ar; | ||
198 | using Base::Arr; | ||
199 | }; | ||
200 | |||
201 | } // namespace crocoddyl | ||
202 | |||
203 | #endif // CROCODDYL_CORE_ACTIVATIONS_QUADRATIC_BARRIER_HPP_ | ||
204 |