| Directory: | ./ |
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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 |