public Trainer(Couppy target)
{
this.target = target;
checkLock = new object();
threads = new List <Thread>();
readLocks = new List <object>();
trainLocks = new List <object>();
chatBots = new List <Couppy>();
dnaLength = target.getDnaLength();
int steps;
for (steps = 0; Math.Pow(2, steps) < dnaLength; steps++)
{
;
}
steps++; //include last and first
trainIntensity = new int[steps];
trainSampleCount = new int[steps];
trainAccumulatedAccuracies = new double[steps];
for (int i = 0; i < steps; i++)
{
if (i != steps - 1)
{
trainIntensity[i] = (int)Math.Pow(2, i);
}
else
{
trainIntensity[i] = dnaLength;
}
}
}
public static void leapOverride(Couppy original, Couppy destination, Random rdm, int intensity)
{
//Copy original to destination
Couppy.copyInto(original, destination);
destination.outputLayer.reset();
destination.trainingDepth = original.trainingDepth + 1;
destination.outputLayer.trainingDepth = original.trainingDepth + 1;
if (original.deepLayers != null)
{
for (int i = 0; i < destination.deepLayers.Length; i++)
{
destination.deepLayers[i].reset();
destination.deepLayers[i].trainingDepth = original.deepLayers[i].trainingDepth + 1;
}
}
int changeCount = intensity;
//Make changes
int layer;
int index;
StatePredictor layerPredictor;
int dnaLength = original.getDnaLength();
for (int i = 0; i < changeCount; i++)
{
index = rdm.Next(dnaLength);
layer = -1;
if (index < original.outputLayer.stateTransitionTable.Length)
{
layer = destination.layerStateSizes.Length - 1;
}
else
{
index -= original.outputLayer.stateTransitionTable.Length;
for (int k = 0; k < original.deepLayers.Length; k++)
{
if (index < original.deepLayers[k].table.Length)
{
layer = k;
break;
}
else
{
index -= original.deepLayers[k].table.Length;
}
}
}
if (layer == destination.layerStateSizes.Length - 1)
{
destination.outputLayer.stateTransitionTable[index] = (ushort)rdm.Next(destination.outputLayer.stateSize); //New random state at index
}
else
{
//Choose random table index for change
layerPredictor = destination.deepLayers[layer];
//Check if index is output or state
if (index % 2 == 0)
{
layerPredictor.table[index] = (byte)rdm.Next(layerPredictor.outputSymbolSize); //New random output at index
}
else
{
layerPredictor.table[index] = (byte)rdm.Next(layerPredictor.stateSize); //New random state at index
}
}
}
}