📄 multicriterion.h
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// Copyright (C) 2003 Samy Bengio (bengio@idiap.ch)
//
// This file is part of Torch 3.
//
// All rights reserved.
//
// Redistribution and use in source and binary forms, with or without
// modification, are permitted provided that the following conditions
// are met:
// 1. Redistributions of source code must retain the above copyright
// notice, this list of conditions and the following disclaimer.
// 2. 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.
// 3. The name of the author may not be used to endorse or promote products
// derived from this software without specific prior written permission.
//
// THIS SOFTWARE IS PROVIDED BY THE AUTHOR ``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 AUTHOR 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.
#ifndef MULTI_CRITERION_INC
#define MULTI_CRITERION_INC
#include "Criterion.h"
namespace Torch {
/** MultiCriterion can be used to handle multiple criterions.
The #MultiCriterion# is a #Criterion# which is the weighted
sum of given criterions. (By default, the weights are equal to #1#).
@author Samy Bengio (bengio@idiap.ch)
*/
class MultiCriterion : public Criterion
{
public:
/// the number of criterions
int n_criterions;
/// the criterions
Criterion** criterions;
/// the relative weight of each criterion
real* weights;
//-----
///
MultiCriterion(Criterion** criterions_, int n_criterions_, real* weights_ = NULL);
//-----
virtual void forward(Sequence *inputs);
virtual void backward(Sequence *inputs, Sequence *alpha);
virtual void setDataSet(DataSet *data_);
virtual void iterInitialize();
virtual void reset();
virtual ~MultiCriterion();
};
}
#endif
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