org.nd4j.linalg.activations.impl.ActivationHardSigmoid Maven / Gradle / Ivy
package org.nd4j.linalg.activations.impl;
import lombok.EqualsAndHashCode;
import lombok.Getter;
import org.nd4j.linalg.primitives.Pair;
import org.nd4j.linalg.activations.BaseActivationFunction;
import org.nd4j.linalg.api.ndarray.INDArray;
import org.nd4j.linalg.api.ops.impl.transforms.HardSigmoid;
import org.nd4j.linalg.api.ops.impl.transforms.gradient.HardSigmoidDerivative;
import org.nd4j.linalg.factory.Nd4j;
/**
* f(x) = min(1, max(0, 0.2*x + 0.5))
*/
@EqualsAndHashCode
@Getter
public class ActivationHardSigmoid extends BaseActivationFunction {
@Override
public INDArray getActivation(INDArray in, boolean training) {
Nd4j.getExecutioner().execAndReturn(new HardSigmoid(in));
return in;
}
@Override
public Pair backprop(INDArray in, INDArray epsilon) {
INDArray dLdz = Nd4j.getExecutioner().execAndReturn(new HardSigmoidDerivative(in));
dLdz.muli(epsilon);
return new Pair<>(dLdz, null);
}
@Override
public String toString() {
return "hardsigmoid";
}
}