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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/block_jacobian_writer.h"
+
+#include "ceres/block_evaluate_preparer.h"
+#include "ceres/block_sparse_matrix.h"
+#include "ceres/parameter_block.h"
+#include "ceres/program.h"
+#include "ceres/residual_block.h"
+#include "ceres/internal/eigen.h"
+#include "ceres/internal/port.h"
+#include "ceres/internal/scoped_ptr.h"
+
+namespace ceres {
+namespace internal {
+namespace {
+
+// Given the residual block ordering, build a lookup table to determine which
+// per-parameter jacobian goes where in the overall program jacobian.
+//
+// Since we expect to use a Schur type linear solver to solve the LM step, take
+// extra care to place the E blocks and the F blocks contiguously. E blocks are
+// the first num_eliminate_blocks parameter blocks as indicated by the parameter
+// block ordering. The remaining parameter blocks are the F blocks.
+//
+// TODO(keir): Consider if we should use a boolean for each parameter block
+// instead of num_eliminate_blocks.
+void BuildJacobianLayout(const Program& program,
+ int num_eliminate_blocks,
+ vector<int*>* jacobian_layout,
+ vector<int>* jacobian_layout_storage) {
+ const vector<ResidualBlock*>& residual_blocks = program.residual_blocks();
+
+ // Iterate over all the active residual blocks and determine how many E blocks
+ // are there. This will determine where the F blocks start in the jacobian
+ // matrix. Also compute the number of jacobian blocks.
+ int f_block_pos = 0;
+ int num_jacobian_blocks = 0;
+ for (int i = 0; i < residual_blocks.size(); ++i) {
+ ResidualBlock* residual_block = residual_blocks[i];
+ const int num_residuals = residual_block->NumResiduals();
+ const int num_parameter_blocks = residual_block->NumParameterBlocks();
+
+ // Advance f_block_pos over each E block for this residual.
+ for (int j = 0; j < num_parameter_blocks; ++j) {
+ ParameterBlock* parameter_block = residual_block->parameter_blocks()[j];
+ if (!parameter_block->IsConstant()) {
+ // Only count blocks for active parameters.
+ num_jacobian_blocks++;
+ if (parameter_block->index() < num_eliminate_blocks) {
+ f_block_pos += num_residuals * parameter_block->LocalSize();
+ }
+ }
+ }
+ }
+
+ // We now know that the E blocks are laid out starting at zero, and the F
+ // blocks are laid out starting at f_block_pos. Iterate over the residual
+ // blocks again, and this time fill the jacobian_layout array with the
+ // position information.
+
+ jacobian_layout->resize(program.NumResidualBlocks());
+ jacobian_layout_storage->resize(num_jacobian_blocks);
+
+ int e_block_pos = 0;
+ int* jacobian_pos = &(*jacobian_layout_storage)[0];
+ for (int i = 0; i < residual_blocks.size(); ++i) {
+ const ResidualBlock* residual_block = residual_blocks[i];
+ const int num_residuals = residual_block->NumResiduals();
+ const int num_parameter_blocks = residual_block->NumParameterBlocks();
+
+ (*jacobian_layout)[i] = jacobian_pos;
+ for (int j = 0; j < num_parameter_blocks; ++j) {
+ ParameterBlock* parameter_block = residual_block->parameter_blocks()[j];
+ const int parameter_block_index = parameter_block->index();
+ if (parameter_block->IsConstant()) {
+ continue;
+ }
+ const int jacobian_block_size =
+ num_residuals * parameter_block->LocalSize();
+ if (parameter_block_index < num_eliminate_blocks) {
+ *jacobian_pos = e_block_pos;
+ e_block_pos += jacobian_block_size;
+ } else {
+ *jacobian_pos = f_block_pos;
+ f_block_pos += jacobian_block_size;
+ }
+ jacobian_pos++;
+ }
+ }
+}
+
+} // namespace
+
+BlockJacobianWriter::BlockJacobianWriter(const Evaluator::Options& options,
+ Program* program)
+ : program_(program) {
+ CHECK_GE(options.num_eliminate_blocks, 0)
+ << "num_eliminate_blocks must be greater than 0.";
+
+ BuildJacobianLayout(*program,
+ options.num_eliminate_blocks,
+ &jacobian_layout_,
+ &jacobian_layout_storage_);
+}
+
+// Create evaluate prepareres that point directly into the final jacobian. This
+// makes the final Write() a nop.
+BlockEvaluatePreparer* BlockJacobianWriter::CreateEvaluatePreparers(
+ int num_threads) {
+ int max_derivatives_per_residual_block =
+ program_->MaxDerivativesPerResidualBlock();
+
+ BlockEvaluatePreparer* preparers = new BlockEvaluatePreparer[num_threads];
+ for (int i = 0; i < num_threads; i++) {
+ preparers[i].Init(&jacobian_layout_[0], max_derivatives_per_residual_block);
+ }
+ return preparers;
+}
+
+SparseMatrix* BlockJacobianWriter::CreateJacobian() const {
+ CompressedRowBlockStructure* bs = new CompressedRowBlockStructure;
+
+ const vector<ParameterBlock*>& parameter_blocks =
+ program_->parameter_blocks();
+
+ // Construct the column blocks.
+ bs->cols.resize(parameter_blocks.size());
+ for (int i = 0, cursor = 0; i < parameter_blocks.size(); ++i) {
+ CHECK_NE(parameter_blocks[i]->index(), -1);
+ CHECK(!parameter_blocks[i]->IsConstant());
+ bs->cols[i].size = parameter_blocks[i]->LocalSize();
+ bs->cols[i].position = cursor;
+ cursor += bs->cols[i].size;
+ }
+
+ // Construct the cells in each row.
+ const vector<ResidualBlock*>& residual_blocks =
+ program_->residual_blocks();
+ int row_block_position = 0;
+ bs->rows.resize(residual_blocks.size());
+ for (int i = 0; i < residual_blocks.size(); ++i) {
+ const ResidualBlock* residual_block = residual_blocks[i];
+ CompressedRow* row = &bs->rows[i];
+
+ row->block.size = residual_block->NumResiduals();
+ row->block.position = row_block_position;
+ row_block_position += row->block.size;
+
+ // Size the row by the number of active parameters in this residual.
+ const int num_parameter_blocks = residual_block->NumParameterBlocks();
+ int num_active_parameter_blocks = 0;
+ for (int j = 0; j < num_parameter_blocks; ++j) {
+ if (residual_block->parameter_blocks()[j]->index() != -1) {
+ num_active_parameter_blocks++;
+ }
+ }
+ row->cells.resize(num_active_parameter_blocks);
+
+ // Add layout information for the active parameters in this row.
+ for (int j = 0, k = 0; j < num_parameter_blocks; ++j) {
+ const ParameterBlock* parameter_block =
+ residual_block->parameter_blocks()[j];
+ if (!parameter_block->IsConstant()) {
+ Cell& cell = row->cells[k];
+ cell.block_id = parameter_block->index();
+ cell.position = jacobian_layout_[i][k];
+
+ // Only increment k for active parameters, since there is only layout
+ // information for active parameters.
+ k++;
+ }
+ }
+
+ sort(row->cells.begin(), row->cells.end(), CellLessThan);
+ }
+
+ BlockSparseMatrix* jacobian = new BlockSparseMatrix(bs);
+ CHECK_NOTNULL(jacobian);
+ return jacobian;
+}
+
+} // namespace internal
+} // namespace ceres