10ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// Ceres Solver - A fast non-linear least squares minimizer
21d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling// Copyright 2013 Google Inc. All rights reserved.
30ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// http://code.google.com/p/ceres-solver/
40ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//
50ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// Redistribution and use in source and binary forms, with or without
60ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// modification, are permitted provided that the following conditions are met:
70ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//
80ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// * Redistributions of source code must retain the above copyright notice,
90ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//   this list of conditions and the following disclaimer.
100ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// * Redistributions in binary form must reproduce the above copyright notice,
110ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//   this list of conditions and the following disclaimer in the documentation
120ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//   and/or other materials provided with the distribution.
130ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// * Neither the name of Google Inc. nor the names of its contributors may be
140ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//   used to endorse or promote products derived from this software without
150ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//   specific prior written permission.
160ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//
170ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
180ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
190ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
200ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
210ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
220ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
230ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
240ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
250ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
260ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
270ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// POSSIBILITY OF SUCH DAMAGE.
280ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong//
291d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling// Author: sameeragarwal@google.com (Sameer Agarwal)
300ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
311d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#ifndef CERES_INTERNAL_COVARIANCE_IMPL_H_
321d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#define CERES_INTERNAL_COVARIANCE_IMPL_H_
330ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
341d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#include <map>
351d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#include <set>
361d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#include <utility>
371d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#include <vector>
381d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#include "ceres/covariance.h"
391d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#include "ceres/internal/scoped_ptr.h"
401d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#include "ceres/problem_impl.h"
411d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#include "ceres/suitesparse.h"
420ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
430ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kongnamespace ceres {
441d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
450ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kongnamespace internal {
460ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
471d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberlingclass CompressedRowSparseMatrix;
481d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
491d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberlingclass CovarianceImpl {
501d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling public:
511d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  explicit CovarianceImpl(const Covariance::Options& options);
521d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  ~CovarianceImpl();
531d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
541d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  bool Compute(
551d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling      const vector<pair<const double*, const double*> >& covariance_blocks,
561d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling      ProblemImpl* problem);
570ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
581d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  bool GetCovarianceBlock(const double* parameter_block1,
591d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling                          const double* parameter_block2,
601d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling                          double* covariance_block) const;
611d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
621d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  bool ComputeCovarianceSparsity(
631d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling      const vector<pair<const double*, const double*> >& covariance_blocks,
641d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling      ProblemImpl* problem);
651d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
661d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  bool ComputeCovarianceValues();
671d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  bool ComputeCovarianceValuesUsingDenseSVD();
6879397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  bool ComputeCovarianceValuesUsingSuiteSparseQR();
6979397c21138f54fcff6ec067b44b847f1f7e0e98Carlos Hernandez  bool ComputeCovarianceValuesUsingEigenSparseQR();
701d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
711d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  const CompressedRowSparseMatrix* covariance_matrix() const {
721d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling    return covariance_matrix_.get();
730ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
741d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling
751d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling private:
761d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  ProblemImpl* problem_;
771d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  Covariance::Options options_;
781d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  Problem::EvaluateOptions evaluate_options_;
791d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  bool is_computed_;
801d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  bool is_valid_;
811d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  map<const double*, int> parameter_block_to_row_index_;
821d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  set<const double*> constant_parameter_blocks_;
831d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling  scoped_ptr<CompressedRowSparseMatrix> covariance_matrix_;
841d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling};
850ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
860ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}  // namespace internal
870ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}  // namespace ceres
880ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
891d2624a10e2c559f8ba9ef89eaa30832c0a83a96Sascha Haeberling#endif  // CERES_INTERNAL_COVARIANCE_IMPL_H_
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