msecriterion.h

强化学习算法（R-Learning）难得的珍贵资料

// Copyright (C) 2003 Ronan Collobert ([e-mail])
//                
// This file is part of Torch 3.
//
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// modification, are permitted provided that the following conditions
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#ifndef MSE_CRITERION_INC
#define MSE_CRITERION_INC

#include "Criterion.h"

namespace Torch {

/** Mean Squared Error criterion.
    Compute the MSE between its inputs and,
    the targets of its associated #DataSet#.

    The number of target frames in #DataSet# must
    correspond to the number of input frames given
    to this criterion.

    Options:
    \begin{tabular}{lcll}
      "average frame size"  &  bool  &  divided by the frame size & [true]
    \end{tabular}

    @author Ronan Collobert ([e-mail])
*/
class MSECriterion : public Criterion
{
  public:
    bool average_frame_size;

    //-----

    /// #n_inputs_# is the input frame size.
    MSECriterion(int n_inputs_);

    //-----

    virtual void frameForward(int t, real *f_inputs, real *f_outputs);
    virtual void frameBackward(int t, real *f_inputs, real *beta_, real *f_outputs, real *alpha_);

    virtual ~MSECriterion();
};

}

#endif