public void SerializationTest()
{
// Create a DropOutLayer
var layer = new DropOutLayer
{
DropProb = 0.5
};
layer.Init(10, 10, 3);
DropOutLayer deserialized;
using (var ms = new MemoryStream())
{
// Serialize
IFormatter formatter = new BinaryFormatter();
formatter.Serialize(ms, layer);
// Deserialize
ms.Position = 0;
deserialized = formatter.Deserialize(ms) as DropOutLayer;
}
Assert.AreEqual(layer.InputDepth, deserialized.InputDepth);
Assert.AreEqual(layer.InputHeight, deserialized.InputHeight);
Assert.AreEqual(layer.InputWidth, deserialized.InputWidth);
Assert.AreEqual(layer.OutputDepth, deserialized.OutputDepth);
Assert.AreEqual(layer.OutputHeight, deserialized.OutputHeight);
Assert.AreEqual(layer.OutputWidth, deserialized.OutputWidth);
Assert.AreEqual(layer.DropProb, deserialized.DropProb);
}
public static DropOutLayer DropOut(this LayerBase layer, double prob = 0.5)
{
var dropout = new DropOutLayer(prob);
layer.ConnectTo(dropout);
return(dropout);
}