public static void DeserializeLayer(XElement layerElement, Layer layer, params SerializationOptions[] options)
{
if (layer.HasWeights)
{
var weightsElement = layerElement.Element("Weights");
if (weightsElement == null)
{
throw new Exception("Weights not found for layer : " + layer.Id);
}
var weightArray = layer.GetArray(ArrayName.Weights);
var newData = weightsElement.Value.Split('\n').Select(x => float.Parse(x, CultureInfo.InvariantCulture)).ToArray();
if (newData.Length != weightArray.CPUArray.Length)
{
throw new Exception("Size of weight arrays dont match");
}
weightArray.CPUArray = newData;
var biasWeightElement = layerElement.Element("BiasWeights");
if (biasWeightElement == null)
{
throw new Exception("BiasWeights not found for layer : " + layer.Id);
}
var biasArray = layer.GetArray(ArrayName.BiasWeights);
newData = biasWeightElement.Value.Split('\n').Select(x => float.Parse(x, CultureInfo.InvariantCulture)).ToArray();
if (newData.Length != biasArray.CPUArray.Length)
{
throw new Exception("Size of weight arrays dont match");
}
biasArray.CPUArray = newData;
}
}
public static void SerializeLayer(XElement parent, Layer layer)
{
var layerElement = new XElement("Layer");
layerElement.AddElement("Id", layer.Id);
layerElement.AddElement("Size", layer.Size.ToString());
if (layer.HasWeights)
{
var weights = layer.GetArray(ArrayName.Weights);
var biasWeights = layer.GetArray(ArrayName.BiasWeights);
weights.CopyToHost();
biasWeights.CopyToHost();
layerElement.AddElement("Weights", SerializeArrayValues(weights));
layerElement.AddElement("BiasWeights", SerializeArrayValues(biasWeights));
}
parent.Add(layerElement);
}
public static void SerializeLayer(XElement parent, Layer layer)
{
var layerElement = new XElement("Layer");
layerElement.AddElement("Id", layer.Id);
layerElement.AddElement("Size", layer.Size.ToString());
if (layer.HasWeights)
{
var weights = layer.GetArray(ArrayName.Weights);
var biasWeights = layer.GetArray(ArrayName.BiasWeights);
weights.CopyToHost();
biasWeights.CopyToHost();
layerElement.AddElement("Weights", SerializeArrayValues(weights));
layerElement.AddElement("BiasWeights", SerializeArrayValues(biasWeights));
}
parent.Add(layerElement);
}
public static void DeserializeLayer(XElement layerElement, Layer layer, params SerializationOptions[] options)
{
if (layer.HasWeights)
{
var weightsElement = layerElement.Element("Weights");
if (weightsElement == null) throw new Exception("Weights not found for layer : " + layer.Id);
var weightArray = layer.GetArray(ArrayName.Weights);
var newData = weightsElement.Value.Split('\n').Select(x => float.Parse(x, CultureInfo.InvariantCulture)).ToArray();
if (newData.Length != weightArray.CPUArray.Length) throw new Exception("Size of weight arrays dont match");
weightArray.CPUArray = newData;
var biasWeightElement = layerElement.Element("BiasWeights");
if (biasWeightElement == null) throw new Exception("BiasWeights not found for layer : " + layer.Id);
var biasArray = layer.GetArray(ArrayName.BiasWeights);
newData = biasWeightElement.Value.Split('\n').Select(x => float.Parse(x, CultureInfo.InvariantCulture)).ToArray();
if (newData.Length != biasArray.CPUArray.Length) throw new Exception("Size of weight arrays dont match");
biasArray.CPUArray = newData;
}
}
public void DumpArray(Layer layer, ArrayName name, string filePrefix, string dir)
{
var arr = layer.GetArray(name);
if (arr != null)
{
var txt = arr.GetTxt();
var fileName = filePrefix + "_" + name.ToString() + ".txt";
var path = Path.Combine(dir, fileName);
File.WriteAllText(path, txt);
}
}
public void DumpArray(Layer layer, ArrayName name, string filePrefix, string dir)
{
var arr = layer.GetArray(name);
if (arr != null)
{
var txt = arr.GetTxt();
var fileName = filePrefix + "_" + name.ToString() + ".txt";
var path = Path.Combine(dir, fileName);
File.WriteAllText(path, txt);
}
}