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File: | include/hpp/constraints/svd.hh |
Date: | 2025-05-05 12:19:30 |
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1 | // Copyright (c) 2015 CNRS | ||
2 | // Author: Joseph Mirabel | ||
3 | // | ||
4 | // | ||
5 | |||
6 | // Redistribution and use in source and binary forms, with or without | ||
7 | // modification, are permitted provided that the following conditions are | ||
8 | // met: | ||
9 | // | ||
10 | // 1. Redistributions of source code must retain the above copyright | ||
11 | // notice, this list of conditions and the following disclaimer. | ||
12 | // | ||
13 | // 2. Redistributions in binary form must reproduce the above copyright | ||
14 | // notice, this list of conditions and the following disclaimer in the | ||
15 | // documentation and/or other materials provided with the distribution. | ||
16 | // | ||
17 | // THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS | ||
18 | // "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT | ||
19 | // LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR | ||
20 | // A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT | ||
21 | // HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, | ||
22 | // SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT | ||
23 | // LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, | ||
24 | // DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY | ||
25 | // THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT | ||
26 | // (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE | ||
27 | // OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH | ||
28 | // DAMAGE. | ||
29 | |||
30 | #ifndef HPP_CONSTRAINTS_SVD_HH | ||
31 | #define HPP_CONSTRAINTS_SVD_HH | ||
32 | |||
33 | #include <Eigen/SVD> | ||
34 | #include <hpp/constraints/fwd.hh> | ||
35 | |||
36 | namespace hpp { | ||
37 | namespace constraints { | ||
38 | template <typename SVD> | ||
39 | 16000 | static Eigen::Ref<const typename SVD::MatrixUType> getU1( | |
40 | const SVD& svd, const size_type& rank) { | ||
41 |
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32000 | return svd.matrixU().leftCols(rank); |
42 | } | ||
43 | |||
44 | template <typename SVD> | ||
45 | 4000 | static Eigen::Ref<const typename SVD::MatrixUType> getU2( | |
46 | const SVD& svd, const size_type& rank) { | ||
47 |
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8000 | return svd.matrixU().rightCols(svd.matrixU().cols() - rank); |
48 | } | ||
49 | |||
50 | template <typename SVD> | ||
51 | 16000 | static Eigen::Ref<const typename SVD::MatrixUType> getV1( | |
52 | const SVD& svd, const size_type& rank) { | ||
53 |
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32000 | return svd.matrixV().leftCols(rank); |
54 | } | ||
55 | |||
56 | template <typename SVD> | ||
57 | 4142 | static Eigen::Ref<const typename SVD::MatrixUType> getV2( | |
58 | const SVD& svd, const size_type& rank) { | ||
59 |
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8284 | return svd.matrixV().rightCols(svd.matrixV().cols() - rank); |
60 | } | ||
61 | |||
62 | template <typename SVD> | ||
63 | 4000 | static void pseudoInverse(const SVD& svd, | |
64 | Eigen::Ref<typename SVD::MatrixType> pinvmat) { | ||
65 |
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4000 | eigen_assert( |
66 | svd.computeU() && svd.computeV() && | ||
67 | "Eigen::JacobiSVD " | ||
68 | "computation flags must be at least: ComputeThinU | ComputeThinV"); | ||
69 | |||
70 |
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4000 | size_type rank = svd.rank(); |
71 |
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4000 | typename SVD::SingularValuesType singularValues_inv = |
72 |
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4000 | svd.singularValues().segment(0, rank).cwiseInverse(); |
73 | |||
74 |
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4000 | pinvmat.noalias() = getV1<SVD>(svd, rank) * singularValues_inv.asDiagonal() * |
75 |
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8000 | getU1<SVD>(svd, rank).adjoint(); |
76 | 4000 | } | |
77 | |||
78 | template <typename SVD> | ||
79 | 4000 | void projectorOnSpan(const SVD& svd, | |
80 | Eigen::Ref<typename SVD::MatrixType> projector) { | ||
81 |
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4000 | eigen_assert( |
82 | svd.computeU() && svd.computeV() && | ||
83 | "Eigen::JacobiSVD " | ||
84 | "computation flags must be at least: ComputeThinU | ComputeThinV"); | ||
85 | |||
86 |
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4000 | size_type rank = svd.rank(); |
87 |
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4000 | projector.noalias() = getV1<SVD>(svd, rank) * getV1<SVD>(svd, rank).adjoint(); |
88 | 4000 | } | |
89 | |||
90 | template <typename SVD> | ||
91 | 4000 | void projectorOnSpanOfInv(const SVD& svd, | |
92 | Eigen::Ref<typename SVD::MatrixType> projector) { | ||
93 |
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4000 | eigen_assert( |
94 | svd.computeU() && svd.computeV() && | ||
95 | "Eigen::JacobiSVD " | ||
96 | "computation flags must be at least: ComputeThinU | ComputeThinV"); | ||
97 | |||
98 |
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4000 | size_type rank = svd.rank(); |
99 |
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4000 | projector.noalias() = getU1<SVD>(svd, rank) * getU1<SVD>(svd, rank).adjoint(); |
100 | 4000 | } | |
101 | |||
102 | template <typename SVD> | ||
103 | 4000 | void projectorOnKernel(const SVD& svd, | |
104 | Eigen::Ref<typename SVD::MatrixType> projector, | ||
105 | const bool& computeFullV = false) { | ||
106 |
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4000 | eigen_assert(svd.computeV() && |
107 | "Eigen::JacobiSVD " | ||
108 | "computation flags must be at least: ComputeThinV"); | ||
109 | |||
110 |
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4000 | size_type rank = svd.rank(); |
111 |
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4000 | if (computeFullV) |
112 |
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2000 | projector.noalias() = |
113 |
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4000 | getV2<SVD>(svd, rank) * getV2<SVD>(svd, rank).adjoint(); |
114 | else { | ||
115 |
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2000 | projector.noalias() = |
116 |
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4000 | -getV1<SVD>(svd, rank) * getV1<SVD>(svd, rank).adjoint(); |
117 |
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2000 | projector.diagonal().noalias() += vector_t::Ones(svd.matrixV().rows()); |
118 | } | ||
119 | 4000 | } | |
120 | |||
121 | template <typename SVD> | ||
122 | 4000 | void projectorOnKernelOfInv(const SVD& svd, | |
123 | Eigen::Ref<typename SVD::MatrixType> projector, | ||
124 | const bool& computeFullU = false) { | ||
125 |
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4000 | eigen_assert(svd.computeU() && |
126 | "Eigen::JacobiSVD " | ||
127 | "computation flags must be at least: ComputeThinU"); | ||
128 | |||
129 |
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4000 | size_type rank = svd.rank(); |
130 |
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4000 | if (computeFullU) { |
131 | // U2 * U2* | ||
132 |
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2000 | projector.noalias() = |
133 |
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4000 | getU2<SVD>(svd, rank) * getU2<SVD>(svd, rank).adjoint(); |
134 | } else { | ||
135 | // I - U1 * U1* | ||
136 |
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2000 | projector.noalias() = |
137 |
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4000 | -getU1<SVD>(svd, rank) * getU1<SVD>(svd, rank).adjoint(); |
138 |
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2000 | projector.diagonal().noalias() += vector_t::Ones(svd.matrixU().rows()); |
139 | } | ||
140 | 4000 | } | |
141 | } // namespace constraints | ||
142 | } // namespace hpp | ||
143 | |||
144 | #endif // HPP_CONSTRAINTS_SVD_HH | ||
145 |