private Network PreTrainComplete(Network PPreTrainNet)
{
PPreTrainNet.Save(CreateSpecificFilePath("pretrain.net"));
int numlayerspt = PPreTrainNet.NumLayers;
int numlayersnew = numlayerspt * 2;
ILayer inputlayer = PPreTrainNet.InputLayer.Clone();
ILayer[] layers = new ILayer[numlayersnew];
double[] learnrate = new double[numlayersnew];
double[][][] weights = new double[numlayersnew][][];
for (int i = 0; i < numlayerspt; i++)
{
ILayer copylayer = PPreTrainNet.Layers[i];
layers[i] = copylayer.Clone();
learnrate[i] = PPreTrainNet.Learnrates[i];
weights[i] = (double[][])PPreTrainNet.Weights[i].Clone();
}
for (int i = 0; i < numlayerspt - 1; i++)
{
ILayer copylayer = PPreTrainNet.Layers[i];
int copydestination = numlayerspt * 2 - i - 2;
layers[copydestination] = copylayer.Clone();
learnrate[copydestination] = PPreTrainNet.Learnrates[i];
}
for (int i = 0; i < numlayerspt; i++)
{
int copydestination = numlayerspt * 2 - i - 1;
weights[copydestination] = Utility.TransposeArray(PPreTrainNet.Weights[i]);
}
layers[numlayersnew - 1] = PPreTrainNet.InputLayer.Clone();
learnrate[numlayersnew - 1] = PPreTrainNet.Learnrates[0];
weights[numlayersnew - 1] = Utility.TransposeArray(PPreTrainNet.Weights[0]);
return(new Network(inputlayer, layers, weights, null, learnrate));
}
/// <summary>
/// Copy a layerage ( form Layerbase to Clipboard).
/// </summary>
/// <param name="layerage"> The layerage. </param>
public static void CopyLayerage(Layerage layerage)
{
//
ILayer layer = layerage.Self;
ILayer clone2 = layer.Clone();
Clipboard.Instances.Add(clone2);
//
LayerManager.CopyLayeragesCore(layerage.Children);
}
/// <summary>
/// Copy a layerage ( form Layerbase to Clipboard).
/// </summary>
/// <param name="customDevice"> The custom-device. </param>
/// <param name="layerage"> The layerage. </param>
public static void CopyLayerage(CanvasDevice customDevice, Layerage layerage)
{
//
ILayer layer = layerage.Self;
ILayer clone2 = layer.Clone(customDevice);
Clipboard.Instances.Add(clone2);
//
LayerageCollection._copyLayerage(customDevice, layerage.Children);
}
private static void CopyLayeragesCore(IList <Layerage> children)
{
foreach (Layerage layerage in children)
{
LayerManager.CopyLayeragesCore(layerage.Children);
//
ILayer layer = layerage.Self;
ILayer clone = layer.Clone();
Clipboard.Instances.Add(clone);
//
}
}
private static void _copyLayerage(CanvasDevice customDevice, IList <Layerage> children)
{
foreach (Layerage layerage in children)
{
LayerageCollection._copyLayerage(customDevice, layerage.Children);
//
ILayer layer = layerage.Self;
ILayer clone = layer.Clone(customDevice);
Clipboard.Instances.Add(clone);
//
}
}
private static void _pasteLayerage(CanvasDevice customDevice, IList <Layerage> children)
{
for (int i = 0; i < children.Count; i++)
{
Layerage child = children[i];
LayerageCollection._pasteLayerage(customDevice, child.Children);
//
ILayer child2 = child.ClipboardSelf;
ILayer clone2 = child2.Clone(customDevice);
Layerage clone = clone2.ToLayerage();
LayerBase.Instances.Add(clone2);
//
children[i].Id = clone.Id;
}
}
/// <summary>
/// Paste a layerage ( form Clipboard to Layerbase).
/// </summary>
/// <param name="customDevice"> The custom-device. </param>
/// <param name="layerage"> The layerage. </param>
public static Layerage PasteLayerage(CanvasDevice customDevice, Layerage layerage)
{
Layerage child = layerage.Clone();
//
ILayer child2 = child.ClipboardSelf;
ILayer clone2 = child2.Clone(customDevice);
Layerage clone = clone2.ToLayerage();
LayerBase.Instances.Add(clone2);
//
clone.Children = child.Children;
child.Children = null;
LayerageCollection._pasteLayerage(customDevice, clone.Children);
return(clone);
}
private static void PasteLayerageCore(IList <Layerage> children)
{
for (int i = 0; i < children.Count; i++)
{
Layerage child = children[i];
LayerManager.PasteLayerageCore(child.Children);
//
ILayer childCopy = child.ClipboardSelf;
ILayer cloneLayer = childCopy.Clone();
Layerage cloneLayerage = Layerage.CreateByGuid();
cloneLayer.Id = cloneLayerage.Id;
LayerBase.Instances.Add(cloneLayerage.Id, cloneLayer);
//
children[i].Id = cloneLayerage.Id;
}
}
/// <summary>
/// Paste a layerage ( form Clipboard to Layerbase).
/// </summary>
/// <param name="layerage"> The layerage. </param>
public static Layerage PasteLayerage(Layerage layerage)
{
Layerage child = layerage.Clone();
//
ILayer childCopy = child.ClipboardSelf;
ILayer cloneLayer = childCopy.Clone();
Layerage cloneLayerage = Layerage.CreateByGuid();
cloneLayer.Id = cloneLayerage.Id;
LayerBase.Instances.Add(cloneLayerage.Id, cloneLayer);
//
cloneLayerage.Children = child.Children;
child.Children = null;
LayerManager.PasteLayerageCore(cloneLayerage.Children);
return(cloneLayerage);
}