10ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// Ceres Solver - A fast non-linear least squares minimizer
20ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// Copyright 2010, 2011, 2012 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//
290ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong// Author: sameeragarwal@google.com (Sameer Agarwal)
300ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
310ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/residual_block_utils.h"
320ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
330ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include <cmath>
340ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include <cstddef>
350ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include <limits>
360ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/array_utils.h"
370ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/internal/eigen.h"
380ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/internal/port.h"
390ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/parameter_block.h"
400ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/residual_block.h"
410ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "ceres/stringprintf.h"
420ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong#include "glog/logging.h"
430ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
440ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kongnamespace ceres {
450ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kongnamespace internal {
460ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
470ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kongvoid InvalidateEvaluation(const ResidualBlock& block,
480ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                          double* cost,
490ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                          double* residuals,
500ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                          double** jacobians) {
510ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  const int num_parameter_blocks = block.NumParameterBlocks();
520ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  const int num_residuals = block.NumResiduals();
530ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
540ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  InvalidateArray(1, cost);
550ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  InvalidateArray(num_residuals, residuals);
560ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  if (jacobians != NULL) {
570ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    for (int i = 0; i < num_parameter_blocks; ++i) {
580ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      const int parameter_block_size = block.parameter_blocks()[i]->Size();
590ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      InvalidateArray(num_residuals * parameter_block_size, jacobians[i]);
600ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    }
610ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
620ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}
630ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
640ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kongstring EvaluationToString(const ResidualBlock& block,
650ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                          double const* const* parameters,
660ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                          double* cost,
670ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                          double* residuals,
680ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                          double** jacobians) {
690ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  CHECK_NOTNULL(cost);
700ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  CHECK_NOTNULL(residuals);
710ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
720ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  const int num_parameter_blocks = block.NumParameterBlocks();
730ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  const int num_residuals = block.NumResiduals();
740ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  string result = "";
750ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
760ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  StringAppendF(&result,
770ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                "Residual Block size: %d parameter blocks x %d residuals\n\n",
780ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                num_parameter_blocks, num_residuals);
790ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  result +=
800ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      "For each parameter block, the value of the parameters are printed in the first column   \n"  // NOLINT
810ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      "and the value of the jacobian under the corresponding residual. If a ParameterBlock was \n"  // NOLINT
820ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      "held constant then the corresponding jacobian is printed as 'Not Computed'. If an entry \n"  // NOLINT
830ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      "of the Jacobian/residual array was requested but was not written to by user code, it is \n"  // NOLINT
840ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      "indicated by 'Uninitialized'. This is an error. Residuals or Jacobian values evaluating \n"  // NOLINT
850ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      "to Inf or NaN is also an error.  \n\n"; // NOLINT
860ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
870ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  string space = "Residuals:     ";
880ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  result += space;
890ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  AppendArrayToString(num_residuals, residuals, &result);
900ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  StringAppendF(&result, "\n\n");
910ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
920ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  for (int i = 0; i < num_parameter_blocks; ++i) {
930ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    const int parameter_block_size = block.parameter_blocks()[i]->Size();
940ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    StringAppendF(
950ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong        &result, "Parameter Block %d, size: %d\n", i, parameter_block_size);
960ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    StringAppendF(&result, "\n");
970ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    for (int j = 0; j < parameter_block_size; ++j) {
980ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      AppendArrayToString(1, parameters[i] + j, &result);
990ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      StringAppendF(&result, "| ");
1000ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      for (int k = 0; k < num_residuals; ++k) {
1010ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong        AppendArrayToString(1,
1020ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                            (jacobians != NULL && jacobians[i] != NULL)
1030ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                            ? jacobians[i] + k * parameter_block_size + j
1040ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                            : NULL,
1050ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                            &result);
1060ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      }
1070ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      StringAppendF(&result, "\n");
1080ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    }
1090ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    StringAppendF(&result, "\n");
1100ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1110ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  StringAppendF(&result, "\n");
1120ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  return result;
1130ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}
1140ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1150ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kongbool IsEvaluationValid(const ResidualBlock& block,
1160ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                       double const* const* parameters,
1170ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                       double* cost,
1180ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                       double* residuals,
1190ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong                       double** jacobians) {
1200ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  const int num_parameter_blocks = block.NumParameterBlocks();
1210ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  const int num_residuals = block.NumResiduals();
1220ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1230ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  if (!IsArrayValid(num_residuals, residuals)) {
1240ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    return false;
1250ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1260ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1270ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  if (jacobians != NULL) {
1280ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    for (int i = 0; i < num_parameter_blocks; ++i) {
1290ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      const int parameter_block_size = block.parameter_blocks()[i]->Size();
1300ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      if (!IsArrayValid(num_residuals * parameter_block_size, jacobians[i])) {
1310ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong        return false;
1320ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong      }
1330ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong    }
1340ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  }
1350ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1360ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong  return true;
1370ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}
1380ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong
1390ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}  // namespace internal
1400ae28bd5885b5daa526898fcf7c323dc2c3e1963Angus Kong}  // namespace ceres
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