mirror of
https://github.com/ceres-solver/ceres-solver.git
synced 2026-08-29 16:40:38 +08:00
1fdc520f7b
more than just the residual block evaluation routines now. Check the step computed by the linear solver for finiteness, and terminate early if it is not. This will prevent bugs where the solver continues to run after encountering an nan.
157 lines
6.0 KiB
C++
157 lines
6.0 KiB
C++
// 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: sameeragarwal@google.com (Sameer Agarwal)
|
|
|
|
#include "ceres/residual_block_utils.h"
|
|
|
|
#include <cmath>
|
|
#include <cstddef>
|
|
#include <limits>
|
|
#include <glog/logging.h>
|
|
#include "ceres/array_utils.h"
|
|
#include "ceres/residual_block.h"
|
|
#include "ceres/parameter_block.h"
|
|
#include "ceres/stringprintf.h"
|
|
#include "ceres/internal/eigen.h"
|
|
#include "ceres/internal/port.h"
|
|
|
|
namespace ceres {
|
|
namespace internal {
|
|
|
|
void InvalidateEvaluation(const ResidualBlock& block,
|
|
double* cost,
|
|
double* residuals,
|
|
double** jacobians) {
|
|
const int num_parameter_blocks = block.NumParameterBlocks();
|
|
const int num_residuals = block.NumResiduals();
|
|
|
|
InvalidateArray(1, cost);
|
|
InvalidateArray(num_residuals, residuals);
|
|
if (jacobians != NULL) {
|
|
for (int i = 0; i < num_parameter_blocks; ++i) {
|
|
const int parameter_block_size = block.parameter_blocks()[i]->Size();
|
|
InvalidateArray(num_residuals * parameter_block_size, jacobians[i]);
|
|
}
|
|
}
|
|
}
|
|
|
|
// Utility routine to print an array of doubles to a string. If the
|
|
// array pointer is NULL, it is treated as an array of zeros.
|
|
void AppendArrayToString(const int size, const double* x, string* result) {
|
|
for (int i = 0; i < size; ++i) {
|
|
if (x == NULL) {
|
|
StringAppendF(result, "Not Computed ");
|
|
} else {
|
|
if (x[i] == kImpossibleValue) {
|
|
StringAppendF(result, "Uninitialized ");
|
|
} else {
|
|
StringAppendF(result, "%12g ", x[i]);
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
string EvaluationToString(const ResidualBlock& block,
|
|
double const* const* parameters,
|
|
double* cost,
|
|
double* residuals,
|
|
double** jacobians) {
|
|
CHECK_NOTNULL(cost);
|
|
CHECK_NOTNULL(residuals);
|
|
|
|
const int num_parameter_blocks = block.NumParameterBlocks();
|
|
const int num_residuals = block.NumResiduals();
|
|
string result = "";
|
|
|
|
StringAppendF(&result,
|
|
"Residual Block size: %d parameter blocks x %d residuals\n\n",
|
|
num_parameter_blocks, num_residuals);
|
|
result +=
|
|
"For each parameter block, the value of the parameters are printed in the first column \n" // NOLINT
|
|
"and the value of the jacobian under the corresponding residual. If a ParameterBlock was \n" // NOLINT
|
|
"held constant then the corresponding jacobian is printed as 'Not Computed'. If an entry \n" // NOLINT
|
|
"of the Jacobian/residual array was requested but was not written to by user code, it is \n" // NOLINT
|
|
"indicated by 'Uninitialized'. This is an error. Residuals or Jacobian values evaluating \n" // NOLINT
|
|
"to Inf or NaN is also an error. \n\n"; // NOLINT
|
|
|
|
string space = "Residuals: ";
|
|
result += space;
|
|
AppendArrayToString(num_residuals, residuals, &result);
|
|
StringAppendF(&result, "\n\n");
|
|
|
|
for (int i = 0; i < num_parameter_blocks; ++i) {
|
|
const int parameter_block_size = block.parameter_blocks()[i]->Size();
|
|
StringAppendF(
|
|
&result, "Parameter Block %d, size: %d\n", i, parameter_block_size);
|
|
StringAppendF(&result, "\n");
|
|
for (int j = 0; j < parameter_block_size; ++j) {
|
|
AppendArrayToString(1, parameters[i] + j, &result);
|
|
StringAppendF(&result, "| ");
|
|
for (int k = 0; k < num_residuals; ++k) {
|
|
AppendArrayToString(1,
|
|
(jacobians != NULL && jacobians[i] != NULL)
|
|
? jacobians[i] + k * parameter_block_size + j
|
|
: NULL,
|
|
&result);
|
|
}
|
|
StringAppendF(&result, "\n");
|
|
}
|
|
StringAppendF(&result, "\n");
|
|
}
|
|
StringAppendF(&result, "\n");
|
|
return result;
|
|
}
|
|
|
|
bool IsEvaluationValid(const ResidualBlock& block,
|
|
double const* const* parameters,
|
|
double* cost,
|
|
double* residuals,
|
|
double** jacobians) {
|
|
const int num_parameter_blocks = block.NumParameterBlocks();
|
|
const int num_residuals = block.NumResiduals();
|
|
|
|
if (!IsArrayValid(num_residuals, residuals)) {
|
|
return false;
|
|
}
|
|
|
|
if (jacobians != NULL) {
|
|
for (int i = 0; i < num_parameter_blocks; ++i) {
|
|
const int parameter_block_size = block.parameter_blocks()[i]->Size();
|
|
if (!IsArrayValid(num_residuals * parameter_block_size, jacobians[i])) {
|
|
return false;
|
|
}
|
|
}
|
|
}
|
|
|
|
return true;
|
|
}
|
|
|
|
} // namespace internal
|
|
} // namespace ceres
|