public void Forward()
{
const int inputWidth = 4;
const int inputHeight = 4;
const int inputDepth = 4;
const int inputBatchSize = 4;
var layer = new PoolLayer <double>(2, 2);
layer.Init(inputWidth, inputHeight, inputDepth);
var data = new double[4 * 4 * 4 * 4];
for (int i = 0; i < data.Length; i++)
{
data[i] = i;
}
var input = new Volume.Double.Volume(data, new Shape(inputWidth, inputHeight, inputDepth, inputBatchSize));
layer.DoForward(input);
Assert.AreEqual(2, layer.OutputActivation.Shape.GetDimension(0));
Assert.AreEqual(2, layer.OutputActivation.Shape.GetDimension(1));
Assert.AreEqual(4, layer.OutputActivation.Shape.GetDimension(2));
Assert.AreEqual(4, layer.OutputActivation.Shape.GetDimension(3));
Assert.AreEqual(5.0, layer.OutputActivation.Get(0, 0, 0, 0));
Assert.AreEqual(21.0, layer.OutputActivation.Get(0, 0, 1, 0));
Assert.AreEqual(85.0, layer.OutputActivation.Get(0, 0, 1, 1));
}
public void Forward()
{
const int inputWidth = 2;
const int inputHeight = 2;
const int inputDepth = 2;
const int inputBatchSize = 2;
var layer = new SigmoidLayer <double>();
layer.Init(inputWidth, inputHeight, inputDepth);
var input = new Volume.Double.Volume(new[]
{
1.0, 2.0,
3.0, 4.0,
5.0, 6.0,
7.0, 8.0,
9.0, 10.0,
11.0, 12.0,
13.0, 14.0,
15.0, 16.0
}, new Shape(inputWidth, inputHeight, inputDepth, inputBatchSize));
layer.DoForward(input);
for (var n = 0; n < 2; n++)
{
for (var c = 0; c < 2; c++)
{
for (var y = 0; y < 2; y++)
{
for (var x = 0; x < 2; x++)
{
var v = input.Get(x, y, c, n);
Assert.AreEqual(1.0 / (1.0 + Math.Exp(-v)), layer.OutputActivation.Get(x, y, c, n));
}
}
}
}
}
public void Forward()
{
const int inputWidth = 2;
const int inputHeight = 2;
const int inputDepth = 2;
const int inputBatchSize = 2;
var layer = new FullyConnLayer <double>(2)
{
BiasPref = 0.1
};
layer.Init(inputWidth, inputHeight, inputDepth);
// Make sure filter shape had flatten input shape
Assert.AreEqual(1, layer.Filters.Shape.GetDimension(0));
Assert.AreEqual(1, layer.Filters.Shape.GetDimension(1));
Assert.AreEqual(8, layer.Filters.Shape.GetDimension(2));
Assert.AreEqual(2, layer.Filters.Shape.GetDimension(3));
for (var i = 0; i < 8; i++)
{
layer.Filters.Set(0, 0, i, 0, i);
layer.Filters.Set(0, 0, i, 1, i * 2.0);
}
var input = new Volume.Double.Volume(new[]
{
1.0, 2.0,
3.0, 4.0,
5.0, 6.0,
7.0, 8.0,
9.0, 10.0,
11.0, 12.0,
13.0, 14.0,
15.0, 16.0
}, new Shape(inputWidth, inputHeight, inputDepth, inputBatchSize));
layer.DoForward(input);
}
