///<summary>Инициализирует главную форму приложения и нейросети.</summary>
public MainForm() : base()
{
this.InitializeComponent();
this.Closing += this.CloseWindowHandler;
// Encoders
this.encoder = new Encoder(Assembly.GetExecutingAssembly().GetManifestResourceStream("vgg_normalised.model"));
// Decoders
this.decoder = new Decoder(Assembly.GetExecutingAssembly().GetManifestResourceStream("decoder.model"));
// SANet
this.SANet = new SANet(Assembly.GetExecutingAssembly().GetManifestResourceStream("SANet.model"));
StyleTransfer.OnStepDone += this.ChangeProgressValue;
this.Stylized = false;
this.OpenContent.Click += this.OpenContentHandler;
this.OpenStyle.Click += this.OpenStyleHandler;
this.GenerateOrSaveResult.Click += this.StartProcess;
}
public static Tensor Stylize(Encoder Encoder,
Decoder Decoder,
SANet SANet,
Tensor Content,
Tensor Style)
{
Encoder.Step += FixStep;
Decoder.Step += FixStep;
SANet.Step += FixStep;
TotalSteps = 0f;
LastPercent = 0;
var C = Encoder.Encode(Content);
var S = Encoder.Encode(Style);
var CS = SANet.Stylize(C.Item1, S.Item1, C.Item2, S.Item2);
var Result = Decoder.Decode(CS);
// Uninstall
Encoder.Step -= FixStep;
Decoder.Step -= FixStep;
SANet.Step -= FixStep;
return(Result);
}