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+// Ceres Solver - A fast non-linear least squares minimizer
+// Copyright 2010, 2011, 2012 Google Inc. All rights reserved.
+// http://code.google.com/p/ceres-solver/
+//
+// Redistribution and use in source and binary forms, with or without
+// modification, are permitted provided that the following conditions are met:
+//
+// * Redistributions of source code must retain the above copyright notice,
+// this list of conditions and the following disclaimer.
+// * Redistributions in binary form must reproduce the above copyright notice,
+// this list of conditions and the following disclaimer in the documentation
+// and/or other materials provided with the distribution.
+// * Neither the name of Google Inc. nor the names of its contributors may be
+// used to endorse or promote products derived from this software without
+// specific prior written permission.
+//
+// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
+// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
+// POSSIBILITY OF SUCH DAMAGE.
+//
+// Author: keir@google.com (Keir Mierle)
+
+#include "ceres/dense_sparse_matrix.h"
+
+#include <algorithm>
+#include "ceres/matrix_proto.h"
+#include "ceres/triplet_sparse_matrix.h"
+#include "ceres/internal/eigen.h"
+#include "ceres/internal/port.h"
+
+namespace ceres {
+namespace internal {
+
+DenseSparseMatrix::DenseSparseMatrix(int num_rows, int num_cols)
+ : has_diagonal_appended_(false),
+ has_diagonal_reserved_(false) {
+ // Allocate enough space for the diagonal.
+ m_.resize(num_rows, num_cols);
+ m_.setZero();
+}
+
+DenseSparseMatrix::DenseSparseMatrix(int num_rows, int num_cols, bool reserve_diagonal)
+ : has_diagonal_appended_(false),
+ has_diagonal_reserved_(reserve_diagonal) {
+ // Allocate enough space for the diagonal.
+ if (reserve_diagonal) {
+ m_.resize(num_rows + num_cols, num_cols);
+ } else {
+ m_.resize(num_rows, num_cols);
+ }
+ m_.setZero();
+}
+
+DenseSparseMatrix::DenseSparseMatrix(const TripletSparseMatrix& m)
+ : m_(Eigen::MatrixXd::Zero(m.num_rows(), m.num_cols())),
+ has_diagonal_appended_(false),
+ has_diagonal_reserved_(false) {
+ const double *values = m.values();
+ const int *rows = m.rows();
+ const int *cols = m.cols();
+ int num_nonzeros = m.num_nonzeros();
+
+ for (int i = 0; i < num_nonzeros; ++i) {
+ m_(rows[i], cols[i]) += values[i];
+ }
+}
+
+DenseSparseMatrix::DenseSparseMatrix(const Matrix& m)
+ : m_(m),
+ has_diagonal_appended_(false),
+ has_diagonal_reserved_(false) {
+}
+
+#ifndef CERES_NO_PROTOCOL_BUFFERS
+DenseSparseMatrix::DenseSparseMatrix(const SparseMatrixProto& outer_proto)
+ : m_(Eigen::MatrixXd::Zero(
+ outer_proto.dense_matrix().num_rows(),
+ outer_proto.dense_matrix().num_cols())),
+ has_diagonal_appended_(false),
+ has_diagonal_reserved_(false) {
+ const DenseSparseMatrixProto& proto = outer_proto.dense_matrix();
+ for (int i = 0; i < m_.rows(); ++i) {
+ for (int j = 0; j < m_.cols(); ++j) {
+ m_(i, j) = proto.values(m_.cols() * i + j);
+ }
+ }
+}
+#endif
+
+void DenseSparseMatrix::SetZero() {
+ m_.setZero();
+}
+
+void DenseSparseMatrix::RightMultiply(const double* x, double* y) const {
+ VectorRef(y, num_rows()) += matrix() * ConstVectorRef(x, num_cols());
+}
+
+void DenseSparseMatrix::LeftMultiply(const double* x, double* y) const {
+ VectorRef(y, num_cols()) +=
+ matrix().transpose() * ConstVectorRef(x, num_rows());
+}
+
+void DenseSparseMatrix::SquaredColumnNorm(double* x) const {
+ VectorRef(x, num_cols()) = m_.colwise().squaredNorm();
+}
+
+void DenseSparseMatrix::ScaleColumns(const double* scale) {
+ m_ *= ConstVectorRef(scale, num_cols()).asDiagonal();
+}
+
+void DenseSparseMatrix::ToDenseMatrix(Matrix* dense_matrix) const {
+ *dense_matrix = m_;
+}
+
+#ifndef CERES_NO_PROTOCOL_BUFFERS
+void DenseSparseMatrix::ToProto(SparseMatrixProto* outer_proto) const {
+ CHECK(!has_diagonal_appended_) << "Not supported.";
+ outer_proto->Clear();
+ DenseSparseMatrixProto* proto = outer_proto->mutable_dense_matrix();
+
+ proto->set_num_rows(num_rows());
+ proto->set_num_cols(num_cols());
+
+ int num_nnz = num_nonzeros();
+ for (int i = 0; i < num_nnz; ++i) {
+ proto->add_values(m_.data()[i]);
+ }
+}
+#endif
+
+void DenseSparseMatrix::AppendDiagonal(double *d) {
+ CHECK(!has_diagonal_appended_);
+ if (!has_diagonal_reserved_) {
+ Matrix tmp = m_;
+ m_.resize(m_.rows() + m_.cols(), m_.cols());
+ m_.setZero();
+ m_.block(0, 0, tmp.rows(), tmp.cols()) = tmp;
+ has_diagonal_reserved_ = true;
+ }
+
+ m_.bottomLeftCorner(m_.cols(), m_.cols()) =
+ ConstVectorRef(d, m_.cols()).asDiagonal();
+ has_diagonal_appended_ = true;
+}
+
+void DenseSparseMatrix::RemoveDiagonal() {
+ CHECK(has_diagonal_appended_);
+ has_diagonal_appended_ = false;
+ // Leave the diagonal reserved.
+}
+
+int DenseSparseMatrix::num_rows() const {
+ if (has_diagonal_reserved_ && !has_diagonal_appended_) {
+ return m_.rows() - m_.cols();
+ }
+ return m_.rows();
+}
+
+int DenseSparseMatrix::num_cols() const {
+ return m_.cols();
+}
+
+int DenseSparseMatrix::num_nonzeros() const {
+ if (has_diagonal_reserved_ && !has_diagonal_appended_) {
+ return (m_.rows() - m_.cols()) * m_.cols();
+ }
+ return m_.rows() * m_.cols();
+}
+
+ConstAlignedMatrixRef DenseSparseMatrix::matrix() const {
+ if (has_diagonal_reserved_ && !has_diagonal_appended_) {
+ return ConstAlignedMatrixRef(
+ m_.data(), m_.rows() - m_.cols(), m_.cols());
+ }
+ return ConstAlignedMatrixRef(m_.data(), m_.rows(), m_.cols());
+}
+
+AlignedMatrixRef DenseSparseMatrix::mutable_matrix() {
+ if (has_diagonal_reserved_ && !has_diagonal_appended_) {
+ return AlignedMatrixRef(
+ m_.data(), m_.rows() - m_.cols(), m_.cols());
+ }
+ return AlignedMatrixRef(m_.data(), m_.rows(), m_.cols());
+}
+
+void DenseSparseMatrix::ToTextFile(FILE* file) const {
+ CHECK_NOTNULL(file);
+ const int active_rows =
+ (has_diagonal_reserved_ && !has_diagonal_appended_)
+ ? (m_.rows() - m_.cols())
+ : m_.rows();
+
+ for (int r = 0; r < active_rows; ++r) {
+ for (int c = 0; c < m_.cols(); ++c) {
+ fprintf(file, "% 10d % 10d %17f\n", r, c, m_(r, c));
+ }
+ }
+}
+
+} // namespace internal
+} // namespace ceres