Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 1 | // Ceres Solver - A fast non-linear least squares minimizer |
Keir Mierle | 7492b0d | 2015-03-17 22:30:16 -0700 | [diff] [blame] | 2 | // Copyright 2015 Google Inc. All rights reserved. |
| 3 | // http://ceres-solver.org/ |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 4 | // |
| 5 | // Redistribution and use in source and binary forms, with or without |
| 6 | // modification, are permitted provided that the following conditions are met: |
| 7 | // |
| 8 | // * Redistributions of source code must retain the above copyright notice, |
| 9 | // this list of conditions and the following disclaimer. |
| 10 | // * Redistributions in binary form must reproduce the above copyright notice, |
| 11 | // this list of conditions and the following disclaimer in the documentation |
| 12 | // and/or other materials provided with the distribution. |
| 13 | // * Neither the name of Google Inc. nor the names of its contributors may be |
| 14 | // used to endorse or promote products derived from this software without |
| 15 | // specific prior written permission. |
| 16 | // |
| 17 | // THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" |
| 18 | // AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE |
| 19 | // IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE |
| 20 | // ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE |
| 21 | // LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR |
| 22 | // CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF |
| 23 | // SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS |
| 24 | // INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN |
| 25 | // CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) |
| 26 | // ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE |
| 27 | // POSSIBILITY OF SUCH DAMAGE. |
| 28 | // |
| 29 | // Author: keir@google.com (Keir Mierle) |
| 30 | // |
| 31 | // A jacobian writer that directly writes to compressed row sparse matrices. |
| 32 | |
| 33 | #ifndef CERES_INTERNAL_COMPRESSED_ROW_JACOBIAN_WRITER_H_ |
| 34 | #define CERES_INTERNAL_COMPRESSED_ROW_JACOBIAN_WRITER_H_ |
| 35 | |
Sameer Agarwal | bcc865f | 2014-12-17 07:35:09 -0800 | [diff] [blame] | 36 | #include <utility> |
| 37 | #include <vector> |
| 38 | |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 39 | #include "ceres/evaluator.h" |
| 40 | #include "ceres/scratch_evaluate_preparer.h" |
| 41 | |
| 42 | namespace ceres { |
| 43 | namespace internal { |
| 44 | |
Richard Stebbing | 3253078 | 2014-04-26 07:42:23 +0100 | [diff] [blame] | 45 | class CompressedRowSparseMatrix; |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 46 | class Program; |
| 47 | class SparseMatrix; |
| 48 | |
| 49 | class CompressedRowJacobianWriter { |
| 50 | public: |
| 51 | CompressedRowJacobianWriter(Evaluator::Options /* ignored */, |
| 52 | Program* program) |
| 53 | : program_(program) { |
| 54 | } |
| 55 | |
Sameer Agarwal | 15c1210 | 2014-04-29 08:12:19 -0700 | [diff] [blame] | 56 | // PopulateJacobianRowAndColumnBlockVectors sets col_blocks and |
| 57 | // row_blocks for a CompressedRowSparseMatrix, based on the |
| 58 | // parameter block sizes and residual sizes respectively from the |
| 59 | // program. This is useful when Solver::Options::use_block_amd = |
| 60 | // true; |
Richard Stebbing | 3253078 | 2014-04-26 07:42:23 +0100 | [diff] [blame] | 61 | // |
| 62 | // This function is static so that it is available to other jacobian |
Sameer Agarwal | 15c1210 | 2014-04-29 08:12:19 -0700 | [diff] [blame] | 63 | // writers which use CompressedRowSparseMatrix (or derived types). |
Richard Stebbing | 3253078 | 2014-04-26 07:42:23 +0100 | [diff] [blame] | 64 | // (Jacobian writers do not fall under any type hierarchy; they only |
| 65 | // have to provide an interface as specified in program_evaluator.h). |
| 66 | static void PopulateJacobianRowAndColumnBlockVectors( |
| 67 | const Program* program, |
| 68 | CompressedRowSparseMatrix* jacobian); |
| 69 | |
Sameer Agarwal | 15c1210 | 2014-04-29 08:12:19 -0700 | [diff] [blame] | 70 | // It is necessary to determine the order of the jacobian blocks |
| 71 | // before copying them into a CompressedRowSparseMatrix (or derived |
| 72 | // type). Just because a cost function uses parameter blocks 1 |
| 73 | // after 2 in its arguments does not mean that the block 1 occurs |
| 74 | // before block 2 in the column layout of the jacobian. Thus, |
| 75 | // GetOrderedParameterBlocks determines the order by sorting the |
| 76 | // jacobian blocks by their position in the state vector. |
Richard Stebbing | 3253078 | 2014-04-26 07:42:23 +0100 | [diff] [blame] | 77 | // |
| 78 | // This function is static so that it is available to other jacobian |
Sameer Agarwal | 15c1210 | 2014-04-29 08:12:19 -0700 | [diff] [blame] | 79 | // writers which use CompressedRowSparseMatrix (or derived types). |
Richard Stebbing | 3253078 | 2014-04-26 07:42:23 +0100 | [diff] [blame] | 80 | // (Jacobian writers do not fall under any type hierarchy; they only |
Sameer Agarwal | 15c1210 | 2014-04-29 08:12:19 -0700 | [diff] [blame] | 81 | // have to provide an interface as specified in |
| 82 | // program_evaluator.h). |
Richard Stebbing | 3253078 | 2014-04-26 07:42:23 +0100 | [diff] [blame] | 83 | static void GetOrderedParameterBlocks( |
| 84 | const Program* program, |
| 85 | int residual_id, |
Sameer Agarwal | bcc865f | 2014-12-17 07:35:09 -0800 | [diff] [blame] | 86 | std::vector<std::pair<int, int> >* evaluated_jacobian_blocks); |
Richard Stebbing | 3253078 | 2014-04-26 07:42:23 +0100 | [diff] [blame] | 87 | |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 88 | // JacobianWriter interface. |
| 89 | |
Sameer Agarwal | 15c1210 | 2014-04-29 08:12:19 -0700 | [diff] [blame] | 90 | // Since the compressed row matrix has different layout than that |
| 91 | // assumed by the cost functions, use scratch space to store the |
| 92 | // jacobians temporarily then copy them over to the larger jacobian |
| 93 | // in the Write() function. |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 94 | ScratchEvaluatePreparer* CreateEvaluatePreparers(int num_threads) { |
| 95 | return ScratchEvaluatePreparer::Create(*program_, num_threads); |
| 96 | } |
| 97 | |
| 98 | SparseMatrix* CreateJacobian() const; |
| 99 | |
| 100 | void Write(int residual_id, |
| 101 | int residual_offset, |
| 102 | double **jacobians, |
| 103 | SparseMatrix* base_jacobian); |
| 104 | |
| 105 | private: |
| 106 | Program* program_; |
| 107 | }; |
| 108 | |
| 109 | } // namespace internal |
| 110 | } // namespace ceres |
| 111 | |
| 112 | #endif // CERES_INTERNAL_COMPRESSED_ROW_JACOBIAN_WRITER_H_ |