public TrainNetworkResponse Ejecute(TrainNetworkRequest request)
{
var red = new Red(request.InputsValues, request.OutputsValues);
var reader = new ReadWeightsService().Ejecute(new ReadWeightsRequest()
{
FileName = request.FileName, Inputs = request.InputsValues[0].Length
});
if (reader != null)
{
for (var i = 0; i < red.NeuronasOcultas.Length; i++)
{
for (var pesos = 0; pesos < red.NeuronasOcultas[i].Pesos.Length; pesos++)
{
red.NeuronasOcultas[i].Pesos[pesos] = reader.PesosCapaOculta[i, pesos];
}
red.NeuronasOcultas[i].Umbral = reader.UmbralesCapaOculta[i];
}
red.NeuronaDeSalida.Pesos = reader.PesosSalida;
red.NeuronaDeSalida.Umbral = reader.UmbralSalida;
red.EstaEntrenada = true;
}
else
{
red.EstaEntrenada = false;
}
red.Entrenar();
var saveWeightsService = new WriteWeightsService();
saveWeightsService.Ejecute(new WriteWeightsRequest()
{
CapaOculta = red.NeuronasOcultas,
NeuronaSalida = red.NeuronaDeSalida,
UmbralSalida = red.NeuronaDeSalida.Umbral,
FileName = request.FileName
});
return(new TrainNetworkResponse()
{
Red = red
});
}
public DiagnosticoResponse Ejecute(DiagnosticoRequest request)
{
var red = new Red(request.InputsValues);
var reader = new ReadWeightsService().Ejecute(new ReadWeightsRequest()
{
Inputs = red.Entradas, FileName = request.NombreDelArchivo
});
if (reader != null)
{
for (var i = 0; i < red.NeuronasOcultas.Length; i++)
{
for (var pesos = 0; pesos < red.NeuronasOcultas[i].Pesos.Length; pesos++)
{
red.NeuronasOcultas[i].Pesos[pesos] = reader.PesosCapaOculta[i, pesos];
}
red.NeuronasOcultas[i].Umbral = reader.UmbralesCapaOculta[i];
}
red.NeuronaDeSalida = new Neurona();
red.NeuronaDeSalida.Entradas = new double[20];
red.NeuronaDeSalida.Pesos = reader.PesosSalida;
red.NeuronaDeSalida.Umbral = reader.UmbralSalida;
red.EstaEntrenada = true;
red.FowardPass(request.InputsValues);
}
else
{
red.EstaEntrenada = false;
}
if (Math.Round(red.NeuronaDeSalida.Salida()) == 1)
{
return(new DiagnosticoResponse()
{
Diagnostico = "Positivo"
});
}
return(new DiagnosticoResponse()
{
Diagnostico = "Negativo"
});
}
