/// <summary>
/// Creates network models based on ml configuration string or to create custom model in case
/// custom model creation delegate function is defined
/// </summary>
/// <param name="strNetwork"></param>
/// <param name="inputLayer"></param>
/// <param name="outputVars"></param>
/// <param name="customModel"></param>
/// <param name="device"></param>
/// <returns></returns>
private static Function CreateNetworkModel(string strNetwork, List <Variable> inputLayer, List <Variable> outputVars, CreateCustomModel customModel, DeviceDescriptor device)
{
Function nnModel = null;
//for custom implementation should use this string format
if (strNetwork.StartsWith("|Custom") || strNetwork.StartsWith("|Layer:Custom"))
{
//Todo: Implementation of reflection needs to be implemented.
//Two ways of calling customModels
//by reflection when delegate is null mostly from Desktop application
if (customModel == null)
{
throw new Exception("Custom Model is not implemented!");
}
else//when using Console tool when the delegate is not null
{
nnModel = customModel(inputLayer.Union(outputVars).ToList(), device);
}
}
else
{
var Layers = MLFactory.CreateNetworkParameters(strNetwork);
nnModel = MLFactory.CreateNetwrok(Layers, inputLayer, outputVars.First(), device);
}
return(nnModel);
}
