diff options
Diffstat (limited to 'Eigen/src/LU/Inverse.h')
-rw-r--r-- | Eigen/src/LU/Inverse.h | 183 |
1 files changed, 146 insertions, 37 deletions
diff --git a/Eigen/src/LU/Inverse.h b/Eigen/src/LU/Inverse.h index b29efb60c..5af14813d 100644 --- a/Eigen/src/LU/Inverse.h +++ b/Eigen/src/LU/Inverse.h @@ -29,41 +29,45 @@ *** Part 1 : optimized implementations for fixed-size 2,3,4 cases *** ********************************************************************/ -template<typename MatrixType> -void ei_compute_inverse_in_size2_case(const MatrixType& matrix, MatrixType* result) +template<typename XprType, typename MatrixType> +inline void ei_compute_inverse_size2_helper( + const XprType& matrix, const typename MatrixType::Scalar& invdet, + MatrixType* result) { - typedef typename MatrixType::Scalar Scalar; - const Scalar invdet = Scalar(1) / matrix.determinant(); result->coeffRef(0,0) = matrix.coeff(1,1) * invdet; result->coeffRef(1,0) = -matrix.coeff(1,0) * invdet; result->coeffRef(0,1) = -matrix.coeff(0,1) * invdet; result->coeffRef(1,1) = matrix.coeff(0,0) * invdet; } +template<typename MatrixType> +inline void ei_compute_inverse_size2(const MatrixType& matrix, MatrixType* result) +{ + typedef typename MatrixType::Scalar Scalar; + const Scalar invdet = Scalar(1) / matrix.determinant(); + ei_compute_inverse_size2_helper( matrix, invdet, result ); +} + template<typename XprType, typename MatrixType> -bool ei_compute_inverse_in_size2_case_with_check(const XprType& matrix, MatrixType* result) +bool ei_compute_inverse_size2_with_check(const XprType& matrix, MatrixType* result) { typedef typename MatrixType::Scalar Scalar; const Scalar det = matrix.determinant(); if(ei_isMuchSmallerThan(det, matrix.cwise().abs().maxCoeff())) return false; const Scalar invdet = Scalar(1) / det; - result->coeffRef(0,0) = matrix.coeff(1,1) * invdet; - result->coeffRef(1,0) = -matrix.coeff(1,0) * invdet; - result->coeffRef(0,1) = -matrix.coeff(0,1) * invdet; - result->coeffRef(1,1) = matrix.coeff(0,0) * invdet; + ei_compute_inverse_size2_helper( matrix, invdet, result ); return true; } -template<typename MatrixType> -void ei_compute_inverse_in_size3_case(const MatrixType& matrix, MatrixType* result) +template<typename XprType, typename MatrixType> +void ei_compute_inverse_size3_helper( + const XprType& matrix, + const typename MatrixType::Scalar& invdet, + const typename MatrixType::Scalar& det_minor00, + const typename MatrixType::Scalar& det_minor10, + const typename MatrixType::Scalar& det_minor20, + MatrixType* result) { - typedef typename MatrixType::Scalar Scalar; - const Scalar det_minor00 = matrix.minor(0,0).determinant(); - const Scalar det_minor10 = matrix.minor(1,0).determinant(); - const Scalar det_minor20 = matrix.minor(2,0).determinant(); - const Scalar invdet = Scalar(1) / ( det_minor00 * matrix.coeff(0,0) - - det_minor10 * matrix.coeff(1,0) - + det_minor20 * matrix.coeff(2,0) ); result->coeffRef(0, 0) = det_minor00 * invdet; result->coeffRef(0, 1) = -det_minor10 * invdet; result->coeffRef(0, 2) = det_minor20 * invdet; @@ -75,8 +79,24 @@ void ei_compute_inverse_in_size3_case(const MatrixType& matrix, MatrixType* resu result->coeffRef(2, 2) = matrix.minor(2,2).determinant() * invdet; } +template<bool Check, typename XprType, typename MatrixType> +bool ei_compute_inverse_size3(const XprType& matrix, MatrixType* result) +{ + typedef typename MatrixType::Scalar Scalar; + const Scalar det_minor00 = matrix.minor(0,0).determinant(); + const Scalar det_minor10 = matrix.minor(1,0).determinant(); + const Scalar det_minor20 = matrix.minor(2,0).determinant(); + const Scalar det = ( det_minor00 * matrix.coeff(0,0) + - det_minor10 * matrix.coeff(1,0) + + det_minor20 * matrix.coeff(2,0) ); + if(Check) if(ei_isMuchSmallerThan(det, matrix.cwise().abs().maxCoeff())) return false; + const Scalar invdet = Scalar(1) / det; + ei_compute_inverse_size3_helper( matrix, invdet, det_minor00, det_minor10, det_minor20, result ); + return true; +} + template<typename MatrixType> -bool ei_compute_inverse_in_size4_case_helper(const MatrixType& matrix, MatrixType* result) +bool ei_compute_inverse_size4_helper(const MatrixType& matrix, MatrixType* result) { /* Let's split M into four 2x2 blocks: * (P Q) @@ -94,7 +114,7 @@ bool ei_compute_inverse_in_size4_case_helper(const MatrixType& matrix, MatrixTyp typedef Block<MatrixType,2,2> XprBlock22; typedef typename MatrixBase<XprBlock22>::PlainMatrixType Block22; Block22 P_inverse; - if(ei_compute_inverse_in_size2_case_with_check(matrix.template block<2,2>(0,0), &P_inverse)) + if(ei_compute_inverse_size2_with_check(matrix.template block<2,2>(0,0), &P_inverse)) { const Block22 Q = matrix.template block<2,2>(0,2); const Block22 P_inverse_times_Q = P_inverse * Q; @@ -104,7 +124,7 @@ bool ei_compute_inverse_in_size4_case_helper(const MatrixType& matrix, MatrixTyp const XprBlock22 S = matrix.template block<2,2>(2,2); const Block22 X = S - R_times_P_inverse_times_Q; Block22 Y; - ei_compute_inverse_in_size2_case(X, &Y); + ei_compute_inverse_size2(X, &Y); result->template block<2,2>(2,2) = Y; result->template block<2,2>(2,0) = - Y * R_times_P_inverse; const Block22 Z = P_inverse_times_Q * Y; @@ -118,13 +138,13 @@ bool ei_compute_inverse_in_size4_case_helper(const MatrixType& matrix, MatrixTyp } } -template<typename MatrixType> -void ei_compute_inverse_in_size4_case(const MatrixType& matrix, MatrixType* result) +template<typename XprType, typename MatrixType> +bool ei_compute_inverse_size4_with_check(const XprType& matrix, MatrixType* result) { - if(ei_compute_inverse_in_size4_case_helper(matrix, result)) + if(ei_compute_inverse_size4_helper(matrix, result)) { // good ! The topleft 2x2 block was invertible, so the 2x2 blocks approach is successful. - return; + return true; } else { @@ -134,17 +154,17 @@ void ei_compute_inverse_in_size4_case(const MatrixType& matrix, MatrixType* resu MatrixType m(matrix); m.row(0).swap(m.row(2)); m.row(1).swap(m.row(3)); - if(ei_compute_inverse_in_size4_case_helper(m, result)) + if(ei_compute_inverse_size4_helper(m, result)) { // good, the topleft 2x2 block of m is invertible. Since m is different from matrix in that some // rows were permuted, the actual inverse of matrix is derived from the inverse of m by permuting // the corresponding columns. result->col(0).swap(result->col(2)); result->col(1).swap(result->col(3)); + return true; } else { - // last possible case. Since matrix is assumed to be invertible, this last case has to work. // first, undo the swaps previously made m.row(0).swap(m.row(2)); m.row(1).swap(m.row(3)); @@ -154,13 +174,23 @@ void ei_compute_inverse_in_size4_case(const MatrixType& matrix, MatrixType* resu // swap row 1 with the the row among 2 and 3 that has the biggest 2 first coeffs int swap1with = ei_abs(m.coeff(2,0))+ei_abs(m.coeff(2,1))>ei_abs(m.coeff(3,0))+ei_abs(m.coeff(3,1)) ? 2 : 3; m.row(1).swap(m.row(swap1with)); - ei_compute_inverse_in_size4_case_helper(m, result); - result->col(1).swap(result->col(swap1with)); - result->col(0).swap(result->col(swap0with)); + if( ei_compute_inverse_size4_helper(m, result) ) + { + result->col(1).swap(result->col(swap1with)); + result->col(0).swap(result->col(swap0with)); + return true; + } + else + { + // non-invertible matrix + return false; + } } } } + + /*********************************************** *** Part 2 : selector and MatrixBase methods *** ***********************************************/ @@ -189,7 +219,7 @@ struct ei_compute_inverse<MatrixType, 2> { static inline void run(const MatrixType& matrix, MatrixType* result) { - ei_compute_inverse_in_size2_case(matrix, result); + ei_compute_inverse_size2(matrix, result); } }; @@ -198,7 +228,7 @@ struct ei_compute_inverse<MatrixType, 3> { static inline void run(const MatrixType& matrix, MatrixType* result) { - ei_compute_inverse_in_size3_case(matrix, result); + ei_compute_inverse_size3<false, MatrixType, MatrixType>(matrix, result); } }; @@ -207,7 +237,7 @@ struct ei_compute_inverse<MatrixType, 4> { static inline void run(const MatrixType& matrix, MatrixType* result) { - ei_compute_inverse_in_size4_case(matrix, result); + ei_compute_inverse_size4_with_check(matrix, result); } }; @@ -215,14 +245,15 @@ struct ei_compute_inverse<MatrixType, 4> * * Computes the matrix inverse of this matrix. * - * \note This matrix must be invertible, otherwise the result is undefined. + * \note This matrix must be invertible, otherwise the result is undefined. If you need an invertibility check, use + * computeInverseWithCheck(). * * \param result Pointer to the matrix in which to store the result. * * Example: \include MatrixBase_computeInverse.cpp * Output: \verbinclude MatrixBase_computeInverse.out * - * \sa inverse() + * \sa inverse(), computeInverseWithCheck() */ template<typename Derived> inline void MatrixBase<Derived>::computeInverse(PlainMatrixType *result) const @@ -236,7 +267,8 @@ inline void MatrixBase<Derived>::computeInverse(PlainMatrixType *result) const * * \returns the matrix inverse of this matrix. * - * \note This matrix must be invertible, otherwise the result is undefined. + * \note This matrix must be invertible, otherwise the result is undefined. If you need an invertibility check, use + * computeInverseWithCheck(). * * \note This method returns a matrix by value, which can be inefficient. To avoid that overhead, * use computeInverse() instead. @@ -244,7 +276,7 @@ inline void MatrixBase<Derived>::computeInverse(PlainMatrixType *result) const * Example: \include MatrixBase_inverse.cpp * Output: \verbinclude MatrixBase_inverse.out * - * \sa computeInverse() + * \sa computeInverse(), computeInverseWithCheck() */ template<typename Derived> inline const typename MatrixBase<Derived>::PlainMatrixType MatrixBase<Derived>::inverse() const @@ -254,4 +286,81 @@ inline const typename MatrixBase<Derived>::PlainMatrixType MatrixBase<Derived>:: return result; } + +/******************************************** + * Compute inverse with invertibility check * + *******************************************/ + +template<typename MatrixType, int Size = MatrixType::RowsAtCompileTime> +struct ei_compute_inverse_with_check +{ + static inline bool run(const MatrixType& matrix, MatrixType* result) + { + typedef typename MatrixType::Scalar Scalar; + LU<MatrixType> lu( matrix ); + if( !lu.isInvertible() ) return false; + lu.computeInverse(result); + return true; + } +}; + +template<typename MatrixType> +struct ei_compute_inverse_with_check<MatrixType, 1> +{ + static inline bool run(const MatrixType& matrix, MatrixType* result) + { + if( 0 == result->coeffRef(0,0) ) return false; + + typedef typename MatrixType::Scalar Scalar; + result->coeffRef(0,0) = Scalar(1) / matrix.coeff(0,0); + return true; + } +}; + +template<typename MatrixType> +struct ei_compute_inverse_with_check<MatrixType, 2> +{ + static inline bool run(const MatrixType& matrix, MatrixType* result) + { + return ei_compute_inverse_size2_with_check(matrix, result); + } +}; + +template<typename MatrixType> +struct ei_compute_inverse_with_check<MatrixType, 3> +{ + static inline bool run(const MatrixType& matrix, MatrixType* result) + { + return ei_compute_inverse_size3<true, MatrixType, MatrixType>(matrix, result); + } +}; + +template<typename MatrixType> +struct ei_compute_inverse_with_check<MatrixType, 4> +{ + static inline bool run(const MatrixType& matrix, MatrixType* result) + { + return ei_compute_inverse_size4_with_check(matrix, result); + } +}; + +/** \lu_module + * + * Computation of matrix inverse, with invertibility check. + * + * \returns true if the matrix is invertible, false otherwise. + * + * \param result Pointer to the matrix in which to store the result. + * + * \sa inverse(), computeInverse() + */ +template<typename Derived> +inline bool MatrixBase<Derived>::computeInverseWithCheck(PlainMatrixType *result) const +{ + ei_assert(rows() == cols()); + EIGEN_STATIC_ASSERT(NumTraits<Scalar>::HasFloatingPoint,NUMERIC_TYPE_MUST_BE_FLOATING_POINT) + return ei_compute_inverse_with_check<PlainMatrixType>::run(eval(), result); +} + + #endif // EIGEN_INVERSE_H |