///<summary>Выполняет прямой проход через сеть-трансформер.</summary>
///<param name="input">Входные данные.</param>
public Tensor Stylize(Tensor input)
{
var Temp = Layers.Conv2D(input, this.Data.Conv1_Weights, 1);
if (Step != null)
{
Step(10);
}
Temp = Layers.InstanceNorm2D(Temp, this.Data.Conv1_Shift, this.Data.Conv1_Scale);
Temp = Layers.ReLU(Temp);
Temp = Layers.Conv2D(Temp, this.Data.Conv2_Weights, 2);
if (Step != null)
{
Step(10);
}
Temp = Layers.InstanceNorm2D(Temp, this.Data.Conv2_Shift, this.Data.Conv2_Scale);
Temp = Layers.ReLU(Temp);
Temp = Layers.Conv2D(Temp, this.Data.Conv3_Weights, 2);
if (Step != null)
{
Step(10);
}
Temp = Layers.InstanceNorm2D(Temp, this.Data.Conv3_Shift, this.Data.Conv3_Scale);
Temp = Layers.ReLU(Temp);
Temp = Layers.ResBlock(Temp, this.Data.ResBlock1);
if (Step != null)
{
Step(10);
}
Temp = Layers.ResBlock(Temp, this.Data.ResBlock2);
if (Step != null)
{
Step(10);
}
Temp = Layers.ResBlock(Temp, this.Data.ResBlock3);
if (Step != null)
{
Step(10);
}
Temp = Layers.ResBlock(Temp, this.Data.ResBlock4);
if (Step != null)
{
Step(10);
}
Temp = Layers.ResBlock(Temp, this.Data.ResBlock5);
if (Step != null)
{
Step(10);
}
Temp = Layers.ConvTranspose2D(Temp, this.Data.TConv1_Weights, 2);
if (Step != null)
{
Step(10);
}
Temp = Layers.InstanceNorm2D(Temp, this.Data.TConv1_Shift, this.Data.TConv1_Scale);
Temp = Layers.ReLU(Temp);
Temp = Layers.ConvTranspose2D(Temp, this.Data.TConv2_Weights, 2);
if (Step != null)
{
Step(10);
}
Temp = Layers.InstanceNorm2D(Temp, this.Data.TConv2_Shift, this.Data.TConv2_Scale);
Temp = Layers.ReLU(Temp);
Temp = Layers.Conv2D(Temp, this.Data.TConv3_Weights, 1);
Temp = Layers.InstanceNorm2D(Temp, this.Data.TConv3_Shift, this.Data.TConv3_Scale);
Temp = Layers.Tanh(Temp);
return(Temp);
}