static TestValues()
{
Weights = new List <double[]>()
{
new double[] { 0.3, -0.6, 0.4, 0.6 },
new double[] { 0.2, 0.1, -0.0, 0.2 },
new double[] { -0.2, 0.8, 0.4, 0.5 }
};
Input = new double[] { 0.2, -0.5, -0.3, 0.1 };
Error = new double[] { 0.1, -0.3, 0.8 };
LR = 0.1;
MultiDimensionalInput = new double[2, 5, 5]
{
{
{ 54, 9, 61, 31, 29 },
{ 91, 81, 80, 59, 18 },
{ 3, 52, 27, 19, 71 },
{ 36, 3, 86, 30, 32 },
{ 2, 56, 53, 59, 91 }
},
{
{ 21, 19, 44, 22, 99 },
{ 65, 18, 52, 1, 49 },
{ 90, 27, 5, 12, 41 },
{ 75, 16, 97, 56, 95 },
{ 82, 89, 87, 15, 83 }
}
};
Kernels = new double[2, 3, 3]
{
{
{ 2, 2, 2 },
{ 2, 2, 2 },
{ 2, 2, 2 }
},
{
{ 3, 3, 3 },
{ 3, 3, 3 },
{ 3, 3, 3 }
}
};
ConvolutionBackwardPassKernels = ArrayConverter.Convert1Dto4D
(
new double[] { -1, 1, -1, 1, 0, 0, -1, 1, 0, 1, -1, 1, -1, 1, 0, 0, -1, -1, 0, 1, 0, 0, 0, -1, 1, 0, 0, -1, -1, 0, -1, -1, 1, 0, 0, 0, -1, -1, 0, -1, 1, 0, 0, 1, -1, 1, -1, -1, 1, 1, -1, -1, -1, 0, -1, 0, 0, 1, -1, -1, 1, -1, -1, 0, 0, -1, 1, 0, -1, -1, -1, -1, 0, 0, -1, 1, 1, -1, -1, -1, -1, 0, 1, 1, 1, 0, -1, 0, 1, -1, 1, 1, 1, 0, -1, 1, -1, 0, 1, 1, 0, -1, 0, 1, 0, 1, -1, 1 },
new int[] { 4, 3, 3, 3 }
);
ConvolutionBackwardPassDeltas = ArrayConverter.Convert1Dto3D
(
new double[] { -0.74, 0.55, 0.65, 0.54, 0.2, -0.97, -0.51, 0.68, 0.01, -0.27, -0.91, 0.91, 0.41, -0.06, 0.02, 0.54, 0.72, 0.18, 0.61, 0.78, 0.02, 0.13, -0.84, 0.66, 0.35, 0.13, 0.59, -0.69, -0.53, 0.73, 0.97, -0.26, -0.24, 0.13, 0.81, 0.59 },
new int[] { 4, 3, 3 }
);
ConvolutionBackwardPassResult = ArrayConverter.Convert1Dto3D
(
new double[] { 0.4, -1.58, -0.6, -0.61, 0.08, -1.63, 3.17, 1.15, -3.78, 0.89, 2.2, -5.64, -1.04, 2.02, -0.57, -0.98, 0.35, 1.53, -1.76, -1.42, 0.86, -1.28, 1.46, -0.93, -1.18, -1.16, 1.25, -1.74, -1.59, 1.36, 2.72, 0.84, -2.92, 1.01, -1.16, -1.66, -0.52, -1.33, 0.92, -1.74, -0.78, -0.53, 0.82, 1.05, 0.05, -0.48, -0.24, -1.52, -1.14, -0.19, -0.96, -1.91, 3.45, 0.4, -1.66, 1.72, -0.67, -0.8, 1.41, -2.02, -0.56, 1.59, -2.04, -3.66, -0.36, 1.86, 1.2, 2.16, -0.03, -1.68, -1.27, -0.38, -2.05, -0.68, 0 },
new int[] { 3, 5, 5 }
);
}
public void Convert1Dto4DTest()
{
var actual = ArrayConverter.Convert1Dto4D(Convert1Dto4DTestInput, new int[] { 2, 3, 3, 3 });
CollectionAssert.AreEqual(Convert1Dto4DTestOutput, actual);
}