private WeightChangeTreeElement(bool isRoot, SlimRnnNeuronWithWeight neuronWithWeight, uint weightWithPropabilityTableIndex, WeightChangeTreeElement parent)
{
this.isRoot = isRoot;
this.neuronWithWeight = neuronWithWeight;
this.weightWithPropabilityTableIndex = weightWithPropabilityTableIndex;
this.parent = parent;
}
// called from the SLIM RNN if it reads a weight which was not jet used
// we can here decide to change the weight and to which value we have to change it
void ISlimRnnLearningAlgorithm.opportunityToAdjustWeight(SlimRnnNeuronWithWeight neuronWithWeight)
{
if (currentWeightChangeTreeElement == null)
{
// do nothing if the current weight change tree element is not set
return;
}
Debug.Assert(!currentWeightChangeTreeElement.isRoot); // root node doesn't have any changed weights, so is invalid
// do not add a new tree element if this connection was already added
Tuple <uint, uint> connectionNeuronIndexTupleToCheck = new Tuple <uint, uint>(
currentWeightChangeTreeElement.neuronWithWeight.source.neuronIndex,
currentWeightChangeTreeElement.neuronWithWeight.target.neuronIndex);
if (globalConnectionNeuronIndices.Contains(connectionNeuronIndexTupleToCheck))
{
return;
}
// do not add a new tree element if this connection was already added as a children of the current tree element
if (currentWeightChangeTreeElement.childrenConnectionNeuronIndices.Contains(connectionNeuronIndexTupleToCheck))
{
return;
}
// add new tree elements for the connection
createWeightChangeTreeElementsForConnectionAndAddToParent(neuronWithWeight, currentWeightChangeTreeElement);
// add connection to global
// commented because it seems to be wrong, because it is not undone by the depth-first search globalConnectionNeuronIndices.Add(connectionNeuronIndexTupleToCheck);
}
public static WeightChangeTreeElement make(SlimRnnNeuronWithWeight neuronWithWeight, uint weightWithPropabilityTableIndex, WeightChangeTreeElement parent = null)
{
return(new WeightChangeTreeElement(false, neuronWithWeight, weightWithPropabilityTableIndex, parent));
}
IList <WeightChangeTreeElement> createWeightChangeTreeElementsForConnectionAndAddToParent(SlimRnnNeuronWithWeight connection, WeightChangeTreeElement parent)
{
IList <WeightChangeTreeElement> createdWeightChangeElements = new List <WeightChangeTreeElement>(weightWithPropabilityTable.Count);
for (
uint weightWithPropabilityTableIndex = 0;
weightWithPropabilityTableIndex < weightWithPropabilityTable.Count;
weightWithPropabilityTableIndex++
)
{
WeightChangeTreeElement createdWeightChangeTreeElement = WeightChangeTreeElement.make(connection, weightWithPropabilityTableIndex, parent);
parent.children.Add(createdWeightChangeTreeElement);
parent.childrenConnectionNeuronIndices.Add(new Tuple <uint, uint>(connection.source.neuronIndex, connection.target.neuronIndex));
createdWeightChangeElements.Add(createdWeightChangeTreeElement);
}
return(createdWeightChangeElements);
}
