public void ConvText_3D_1d()
{
double[,,] x = new double[2, 3, 3]
{
{
{ 0.0, 1.0, 2.0 },
{ 3.0, 4.0, 5.0 },
{ 6.0, 7.0, 8.0 },
},
{
{ 11, 12, 13 },
{ 14, 15, 16 },
{ 17, 18, 19 },
}
};
double[,,] f = new double[2, 2, 2]
{
{
{ 1, 2 },
{ -1, 3 },
},
{
{ 3, -1 },
{ -2, 1 },
}
};
double[,,] expected = new double[1, 2, 2]
{
{
{ 19, 25 },
{ 37, 43 },
}
};
var convLayer = new ConvolutionLayer
{
Inputs = x,
Filters = new List <double[, , ]> {
f
},
};
var actual = convLayer.GetResult(f);
Assert.AreEqual(expected.Length, actual.Length);
for (int l = 0; l < actual.GetLength(0); l++)
{
for (int i = 0; i < actual.GetLength(1); i++)
{
for (int j = 0; j < actual.GetLength(2); j++)
{
Assert.AreEqual(expected[l, i, j], actual[l, i, j], 0.1);
}
}
}
}
public void ConvTest_3D_2D()
{
double[,,] x = new double[3, 3, 3]
{
{
{ 0.0, 1.0, 2.0 },
{ 3.0, 4.0, 5.0 },
{ 6.0, 7.0, 8.0 },
},
{
{ 11, 12, 13 },
{ 14, 15, 16 },
{ 17, 18, 19 },
},
{
{ 1, 2, 3 },
{ 4, 5, 6 },
{ 7, 8, 9 },
}
};
double[,,] f = new double[2, 2, 2]
{
{
{ 1, 2 },
{ -1, 3 },
},
{
{ 3, -1 },
{ -2, 1 },
}
};
double[,,] expected = new double[2, 2, 2]
{
{
{ 19, 25 },
{ 37, 43 },
},
{
{ 64, 70 },
{ 82, 88 },
}
};
var convLayer = new ConvolutionLayer
{
Inputs = x,
Filters = new List <double[, , ]> {
f
},
};
var actual = convLayer.GetResult(f);
Assert.That.AreEqual(expected, actual);
}
public void ConvTest_2d_1d()
{
double[,,] x = new double[1, 3, 3]
{
{
{ 0.0, 1.0, 2.0 },
{ 3.0, 4.0, 5.0 },
{ 6.0, 7.0, 8.0 },
}
};
double[,,] f = new double[1, 2, 2]
{
{
{ 1, 2 },
{ -1, 3 },
}
};
double[,,] expected = new double[1, 2, 2]
{
{
{ 11, 16 },
{ 26, 31 },
}
};
var convLayer = new ConvolutionLayer
{
Inputs = x,
Filters = new List <double[, , ]> {
f
},
};
var actual = convLayer.GetResult(f);
Assert.That.AreEqual(expected, actual);
}
