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      1 // Ceres Solver - A fast non-linear least squares minimizer
      2 // Copyright 2010, 2011, 2012 Google Inc. All rights reserved.
      3 // http://code.google.com/p/ceres-solver/
      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: wjr (at) google.com (William Rucklidge)
     30 //
     31 // This file contains a cost function that can apply a transformation to
     32 // each residual value before they are square-summed.
     33 
     34 #ifndef CERES_PUBLIC_CONDITIONED_COST_FUNCTION_H_
     35 #define CERES_PUBLIC_CONDITIONED_COST_FUNCTION_H_
     36 
     37 #include <vector>
     38 
     39 #include "ceres/cost_function.h"
     40 #include "ceres/internal/scoped_ptr.h"
     41 #include "ceres/types.h"
     42 
     43 namespace ceres {
     44 
     45 // This class allows you to apply different conditioning to the residual
     46 // values of a wrapped cost function. An example where this is useful is
     47 // where you have an existing cost function that produces N values, but you
     48 // want the total cost to be something other than just the sum of these
     49 // squared values - maybe you want to apply a different scaling to some
     50 // values, to change their contribution to the cost.
     51 //
     52 // Usage:
     53 //
     54 //   // my_cost_function produces N residuals
     55 //   CostFunction* my_cost_function = ...
     56 //   CHECK_EQ(N, my_cost_function->num_residuals());
     57 //   vector<CostFunction*> conditioners;
     58 //
     59 //   // Make N 1x1 cost functions (1 parameter, 1 residual)
     60 //   CostFunction* f_1 = ...
     61 //   conditioners.push_back(f_1);
     62 //   ...
     63 //   CostFunction* f_N = ...
     64 //   conditioners.push_back(f_N);
     65 //   ConditionedCostFunction* ccf =
     66 //     new ConditionedCostFunction(my_cost_function, conditioners);
     67 //
     68 // Now ccf's residual i (i=0..N-1) will be passed though the i'th conditioner.
     69 //
     70 //   ccf_residual[i] = f_i(my_cost_function_residual[i])
     71 //
     72 // and the Jacobian will be affected appropriately.
     73 class ConditionedCostFunction : public CostFunction {
     74  public:
     75   // Builds a cost function based on a wrapped cost function, and a
     76   // per-residual conditioner. Takes ownership of all of the wrapped cost
     77   // functions, or not, depending on the ownership parameter. Conditioners
     78   // may be NULL, in which case the corresponding residual is not modified.
     79   ConditionedCostFunction(CostFunction* wrapped_cost_function,
     80                           const vector<CostFunction*>& conditioners,
     81                           Ownership ownership);
     82   virtual ~ConditionedCostFunction();
     83 
     84   virtual bool Evaluate(double const* const* parameters,
     85                         double* residuals,
     86                         double** jacobians) const;
     87 
     88  private:
     89   internal::scoped_ptr<CostFunction> wrapped_cost_function_;
     90   vector<CostFunction*> conditioners_;
     91   Ownership ownership_;
     92 };
     93 
     94 }  // namespace ceres
     95 
     96 
     97 #endif  // CERES_PUBLIC_CONDITIONED_COST_FUNCTION_H_
     98