/// <summary>
/// Creates a neural net
/// </summary>
/// <param name='inLayerNeuronCount'> In layer neuron count. </param>
/// <param name='hiddenLayerNeuronCounts'> Array containing the hidden layers neuron count. </param>
/// <param name='outLayerNeuronCount'> Out layer neuron count.</param>
/// <exception cref='Exception'> Throws an exception if the hidden layers are 0. </exception>
public NeuralNet(int inLayerNeuronCount, int[] hiddenLayerNeuronCounts, int outLayerNeuronCount)
{
if (hiddenLayerNeuronCounts.Length == 0)
{
throw new Exception("The neural net must have at least one hidden layer");
}
inLayer = new NeuronLayer(inLayerNeuronCount);
hiddenLayers = new NeuronLayer[hiddenLayerNeuronCounts.Length];
outLayer = new NeuronLayer(outLayerNeuronCount);
UnityEngine.Debug.Log(hiddenLayerNeuronCounts.Length);
for (int i = 0; i < hiddenLayerNeuronCounts.Length; i++)
{
hiddenLayers [i] = new NeuronLayer(hiddenLayerNeuronCounts [i]);
}
inLayer.ConnectAxonsWith(hiddenLayers [0]);
for (int i = 0; i < hiddenLayers.Length - 1; i++)
{
hiddenLayers [i].ConnectAxonsWith(hiddenLayers [i + 1]);
}
hiddenLayers [hiddenLayers.Length - 1].ConnectAxonsWith(outLayer);
}
/// <summary>
/// Connects all the axons of the layers with another layer.
/// </summary>
/// <param name='pNextLayer'>
/// Layer To Connect.
/// </param>
public void ConnectAxonsWith(NeuronLayer pNextLayer)
{
nextLayer = pNextLayer;
nextLayer.previousLayer = this;
for (int i = 0; i < neurons.Count; i++)
{
for (int j = 0; j < nextLayer.neurons.Count; j++)
{
neurons [i].ConnectAxonWith(nextLayer.neurons [j]);
}
}
}