public void ConvolveBatch()
{
// 3x3x3x2
var input = new Double.Volume(new double[27 * 2].Populate(1.0f), new Shape(3, 3, 3, 2),
GpuContext.Default);
// 2x2x3x2
var filter = new Double.Volume(
new double[12].Populate(1.0f).Concat(new double[12].Populate(2.0f)).ToArray(),
new Shape(2, 2, 3, 2),
GpuContext.Default);
var result = input.Convolve(filter, 0, 2);
// 1x1x2x2
Assert.AreEqual(1, result.Shape.GetDimension(0));
Assert.AreEqual(1, result.Shape.GetDimension(1));
Assert.AreEqual(2, result.Shape.GetDimension(2));
Assert.AreEqual(2, result.Shape.GetDimension(3));
Assert.AreEqual(12.0, result.Storage.Get(0, 0, 0, 0));
Assert.AreEqual(24.0, result.Storage.Get(0, 0, 1, 0));
Assert.AreEqual(12.0, result.Storage.Get(0, 0, 0, 1));
Assert.AreEqual(24.0, result.Storage.Get(0, 0, 1, 1));
}
public void FullyCon()
{
// 1x3x1x1
var input = new Double.Volume(new[] { 1.0, 2.0, 3.0 }, new Shape(1, 1, 3, 1));
// 1x1x3x2
var filter = new Double.Volume(
new[] { 1.0, 1.0, 1.0, 2.0, 2.0, 2.0 },
new Shape(1, 1, 3, 2));
var result = input.Convolve(filter, 0, 1);
// 1x1x2x1
Assert.AreEqual(1, result.Shape.GetDimension(0));
Assert.AreEqual(1, result.Shape.GetDimension(1));
Assert.AreEqual(2, result.Shape.GetDimension(2));
Assert.AreEqual(1, result.Shape.GetDimension(3));
Assert.AreEqual(6.0, result.Storage.Get(0, 0, 0));
Assert.AreEqual(12.0, result.Storage.Get(0, 0, 1));
}
