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NetworkArchitectures.h
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NetworkArchitectures.h
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class SimpleNet : public ANN {
public:
SimpleNet(int nInputFeatures, int nFeatures, int nHiddenLayers, int nClasses, ActivationFunction fn, int cudaDevice=0, int nTop=1) : ANN(nInputFeatures, nClasses, cudaDevice, 0.0f, nTop) {
for (int i=0;i<nHiddenLayers;i++)
addSimpleLayer(nFeatures,fn);
addSimpleLayer(nClasses,SOFTMAX);
}
};
class BatchWiseDropoutNet : public ANN {
public:
BatchWiseDropoutNet(int nInputFeatures, int nFeatures, int nHiddenLayers, int nClasses, ActivationFunction fn, float inputDropout, float dropout, int cudaDevice=0, int nTop=1) : ANN(nInputFeatures, nClasses, cudaDevice, inputDropout, nTop) {
for (int i=0;i<nHiddenLayers;i++)
addBatchWiseDropoutLayer(nFeatures,dropout,fn);
addBatchWiseDropoutLayer(nClasses,0.0f,SOFTMAX);
}
};
class SampleWiseDropoutNet : public ANN {
public:
SampleWiseDropoutNet(int nInputFeatures, int nFeatures, int nHiddenLayers, int nClasses, ActivationFunction fn, float inputDropout, float dropout, int cudaDevice=0, int nTop=1) : ANN(nInputFeatures, nClasses, cudaDevice, 0.0f, nTop) {
for (int i=0;i<nHiddenLayers;i++)
addSampleWiseDropoutLayer(nFeatures,(i==0)?inputDropout:dropout,fn);
addSampleWiseDropoutLayer(nClasses,dropout,SOFTMAX);
}
};