179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// Ceres Solver - A fast non-linear least squares minimizer
279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// Copyright 2014 Google Inc. All rights reserved.
379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// http://code.google.com/p/ceres-solver/
479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//
579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// Redistribution and use in source and binary forms, with or without
679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// modification, are permitted provided that the following conditions are met:
779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//
879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// * Redistributions of source code must retain the above copyright notice,
979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//   this list of conditions and the following disclaimer.
1079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// * Redistributions in binary form must reproduce the above copyright notice,
1179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//   this list of conditions and the following disclaimer in the documentation
1279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//   and/or other materials provided with the distribution.
1379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// * Neither the name of Google Inc. nor the names of its contributors may be
1479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//   used to endorse or promote products derived from this software without
1579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//   specific prior written permission.
1679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//
1779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
1879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
1979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
2079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
2179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
2279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
2379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
2479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
2579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
2679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
2779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// POSSIBILITY OF SUCH DAMAGE.
2879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez//
2979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez// Author: richie.stebbing@gmail.com (Richard Stebbing)
3079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
3179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/compressed_row_jacobian_writer.h"
3279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/dynamic_compressed_row_jacobian_writer.h"
3379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/casts.h"
3479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/dynamic_compressed_row_sparse_matrix.h"
3579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/parameter_block.h"
3679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/program.h"
3779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez#include "ceres/residual_block.h"
3879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
3979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandeznamespace ceres {
4079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandeznamespace internal {
4179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
4279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos HernandezScratchEvaluatePreparer*
4379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos HernandezDynamicCompressedRowJacobianWriter::CreateEvaluatePreparers(int num_threads) {
4479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  return ScratchEvaluatePreparer::Create(*program_, num_threads);
4579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez}
4679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
4779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos HernandezSparseMatrix* DynamicCompressedRowJacobianWriter::CreateJacobian() const {
4879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  // Initialize `jacobian` with zero number of `max_num_nonzeros`.
4979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  const int num_residuals = program_->NumResiduals();
5079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  const int num_effective_parameters = program_->NumEffectiveParameters();
5179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
5279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  DynamicCompressedRowSparseMatrix* jacobian =
5379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez      new DynamicCompressedRowSparseMatrix(num_residuals,
5479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                                           num_effective_parameters,
5579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                                           0);
5679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
5779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  CompressedRowJacobianWriter::PopulateJacobianRowAndColumnBlockVectors(
5879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez      program_, jacobian);
5979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
6079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  return jacobian;
6179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez}
6279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
6379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandezvoid DynamicCompressedRowJacobianWriter::Write(int residual_id,
6479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                                               int residual_offset,
6579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                                               double **jacobians,
6679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez                                               SparseMatrix* base_jacobian) {
6779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  DynamicCompressedRowSparseMatrix* jacobian =
6879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez    down_cast<DynamicCompressedRowSparseMatrix*>(base_jacobian);
6979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
7079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  // Get the `residual_block` of interest.
7179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  const ResidualBlock* residual_block =
7279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez      program_->residual_blocks()[residual_id];
7379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  const int num_residuals = residual_block->NumResiduals();
7479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
7579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  vector<pair<int, int> > evaluated_jacobian_blocks;
7679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  CompressedRowJacobianWriter::GetOrderedParameterBlocks(
7779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez    program_, residual_id, &evaluated_jacobian_blocks);
7879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
7979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  // `residual_offset` is the residual row in the global jacobian.
8079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  // Empty the jacobian rows.
8179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  jacobian->ClearRows(residual_offset, num_residuals);
8279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
8379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  // Iterate over each parameter block.
8479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  for (int i = 0; i < evaluated_jacobian_blocks.size(); ++i) {
8579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez    const ParameterBlock* parameter_block =
8679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez        program_->parameter_blocks()[evaluated_jacobian_blocks[i].first];
8779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez    const int parameter_block_jacobian_index =
8879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez        evaluated_jacobian_blocks[i].second;
8979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez    const int parameter_block_size = parameter_block->LocalSize();
9079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
9179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez    // For each parameter block only insert its non-zero entries.
9279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez    for (int r = 0; r < num_residuals; ++r) {
9379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez      for (int c = 0; c < parameter_block_size; ++c) {
9479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez        const double& v = jacobians[parameter_block_jacobian_index][
9579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez            r * parameter_block_size + c];
9679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez        // Only insert non-zero entries.
9779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez        if (v != 0.0) {
9879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez          jacobian->InsertEntry(
9979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez            residual_offset + r, parameter_block->delta_offset() + c, v);
10079397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez        }
10179397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez      }
10279397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez    }
10379397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  }
10479397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez}
10579397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez
10679397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez}  // namespace internal
10779397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez}  // namespace ceres
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