block6.csharp.cs

// create the generator
var generator = generatorVar
    .Dense(128 * 16 * 16, v => CNTK.CNTKLib.LeakyReLU(v, 0.1))
    .Reshape(new int[] { 16, 16, 128 })
    .Convolution2D(256, new int[] { 5, 5 }, padding: true, activation: v => CNTK.CNTKLib.LeakyReLU(v, 0.1))
    .ConvolutionTranspose(
        filterShape:     new int[] { 4, 4 },
        numberOfFilters: 256,
        strides:         new int[] { 2, 2 },
        outputShape:     new int[] { 32, 32 },
        padding:         true,
        activation:      v => CNTK.CNTKLib.LeakyReLU(v, 0.1)
    )
    .Convolution2D(256, new int[] { 5, 5 }, padding: true, activation: v => CNTK.CNTKLib.LeakyReLU(v, 0.1))
    .Convolution2D(256, new int[] { 5, 5 }, padding: true, activation: v => CNTK.CNTKLib.LeakyReLU(v, 0.1))
    .Convolution2D(channels, new int[] { 7, 7 }, padding: true, activation: CNTK.CNTKLib.Tanh)
    .ToNetwork();

// the rest of the code goes here...