public static NetworkEditor CreateVaryWeights(DoubleRange varyPercentageRange)
{
var manipulationConfig = NetworkModificationConfiguration.Create()
.ConfigureWeight(WeightModificationConfiguration.Create()
.ConfigureTarget(AllWeightModificationTarget.Create())
.ConfigureGradationFilter(AllWeightModificationGradationFilter.Create())
.ConfigureModifier(PercentageVariationWeightModifier.Create(varyPercentageRange)));
var manipulator = new NetworkManipulator(manipulationConfig);
return(new NetworkEditor(manipulator));
}
public static NetworkEditor CreateRandom(DoubleRange biasRange, DoubleRange weightRange)
{
var manipulationConfig = NetworkModificationConfiguration.Create()
.ConfigureBias(BiasModificationConfiguration.Create()
.ConfigureTarget(AllBiasModificationTarget.Create())
.ConfigureGradationFilter(AllBiasModificationGradationFilter.Create())
.ConfigureModifier(RandomBiasModifier.Create(biasRange)))
.ConfigureWeight(WeightModificationConfiguration.Create()
.ConfigureTarget(AllWeightModificationTarget.Create())
.ConfigureGradationFilter(AllWeightModificationGradationFilter.Create())
.ConfigureModifier(RandomWeightModifier.Create(weightRange)))
.ConfigureActivationFunction(ActivationFunctionModificationConfiguration.Create()
.ConfigureTarget(AllActivationFunctionModificationTarget.Create())
.ConfigureGradationFilter(AllActivationFunctionModificationGradationFilter.Create())
.ConfigureModifier(RandomActivationFunctionModifier.Create())
);
var manipulator = new NetworkManipulator(manipulationConfig);
return(new NetworkEditor(manipulator));
}