public void Test_Conv1D_DifferentData_Weights()
{
DataArray weights = new DataArray(5);
Conv1DLayer conv = new Conv1DLayer(1, 1);
conv.SetWeights(weights);
}
public void Test_Conv1D_NullConv_Weights()
{
Data2D weights = null;
Conv1DLayer conv = new Conv1DLayer(1, 1);
conv.SetWeights(weights);
}
public void Test_Conv1D_DifferentData_Input()
{
DataArray data = new DataArray(5);
Data2D weights = new Data2D(1, 3, 3, 3);
Conv1DLayer conv = new Conv1DLayer(1, 1);
conv.SetWeights(weights);
conv.SetInput(data);
}
public void Test_Conv1D_NullConv_Input()
{
Data2D data = null;
Data2D weights = new Data2D(1, 3, 3, 3);
Conv1DLayer conv = new Conv1DLayer(1, 1);
conv.SetWeights(weights);
conv.SetInput(data);
}
public void Test_Conv1D_Execute()
{
// Initialize data.
Data2D data = new Data2D(1, 3, 2, 1);
data[0, 0, 0, 0] = 1;
data[0, 1, 0, 0] = 2;
data[0, 2, 0, 0] = 0;
data[0, 0, 1, 0] = 3;
data[0, 1, 1, 0] = 4;
data[0, 2, 1, 0] = 0;
// Initialize weights.
Data2D weights = new Data2D(1, 2, 2, 1);
weights[0, 0, 0, 0] = 1;
weights[0, 1, 0, 0] = 2;
weights[0, 0, 1, 0] = 2;
weights[0, 1, 1, 0] = 3;
Conv1DLayer conv = new Conv1DLayer(0, 1);
conv.SetWeights(weights);
conv.SetInput(data);
conv.Execute();
Data2D output = conv.GetOutput() as Data2D;
// Checking sizes
Dimension dim = output.GetDimension();
Assert.AreEqual(dim.b, 1);
Assert.AreEqual(dim.c, 1);
Assert.AreEqual(dim.h, 1);
Assert.AreEqual(dim.w, 2);
// Checking calculation
Assert.AreEqual(output[0, 0, 0, 0], 23.0, 0.0000001);
Assert.AreEqual(output[0, 1, 0, 0], 10.0, 0.0000001);
}