/// <summary>
/// Add a new Node to a Random Connection
/// </summary>
/// <param name="r">Random</param>
/// <param name="connectionInnovationCounter">Connection Innovation Counter</param>
/// <param name="nodeInnovationCounter">Node Innovation Counter</param>
public void AddNodeMutation(Random r, InnovationCounter connectionInnovationCounter, InnovationCounter nodeInnovationCounter)
{
// Get enabled Connections
List <ConnectionGene> enabledConnections = new List <ConnectionGene>();
foreach (ConnectionGene c in Connections.Values)
{
if (c.IsEnable)
{
enabledConnections.Add(c);
}
}
if (enabledConnections.Count == 0)
{
return;
}
// Get a Random Connection
ConnectionGene connection = enabledConnections[r.Next(enabledConnections.Count)];
NodeGene inNode = Nodes[connection.InNode];
NodeGene outNode = Nodes[connection.OutNode];
// Disbale Old Connection
connection.IsEnable = false;
// Create a node w/ IN & OUT Connection to replace old Connection
NodeGene newNode = new NodeGene(NodeGene.TYPE.HIDDEN, nodeInnovationCounter.GetNewInnovationNumber());
ConnectionGene inToNew = new ConnectionGene(inNode.Id, newNode.Id, 1f, true, connectionInnovationCounter.GetNewInnovationNumber()); // Weight of 1
ConnectionGene newToOut = new ConnectionGene(newNode.Id, outNode.Id, connection.Weight, true, connectionInnovationCounter.GetNewInnovationNumber()); // Weight of old Connection
// Add Node & Connections to the Genome
Nodes.Add(newNode.Id, newNode);
Connections.Add(inToNew.InnovationId, inToNew);
Connections.Add(newToOut.InnovationId, newToOut);
}
private string _mutationLogs = ""; // Mutation Logs
public EvaluatorRT(RTNEATConfig config, Genome startingGenome, InnovationCounter nodeInnovation, InnovationCounter connectionInnovation)
{
_config = config;
_nodeInnovation = nodeInnovation;
_connectionInnovation = connectionInnovation;
_currentPop = 0;
_genomes = new List <Genome>();
for (int i = 0; i < _config.startPopulation; ++i)
{
AddGenomeToList(Genome.GenomeRandomWeights(startingGenome, _r));
}
BestFitness = -1f;
BestGenome = null;
}
private string _mutationLogs = ""; // Mutation Logs
public Evaluator(NEATConfig config, Genome startingGenome, InnovationCounter nodeInnovation, InnovationCounter connectionInnovation)
{
_config = config;
GenerationNumber = 0;
_nodeInnovation = nodeInnovation;
_connectionInnovation = connectionInnovation;
_genomes = new List <Genome>();
for (int i = 0; i < _config.populationSize; ++i)
{
_genomes.Add(Genome.GenomeRandomWeights(startingGenome, _r));
}
_nextEvaluationGenomes = new List <Genome>();
_species = new List <Species>();
_genomesSpecies = new Dictionary <Genome, Species>();
BestFitness = -1f;
BestGenome = null;
}
/// <summary>
/// Add a new Connection between 2 Random Nodes
/// </summary>
/// <param name="r">Random</param>
/// <param name="connectionInnovationCounter">Connection Innovation Counter</param>
/// <param name="maxTries">Max Tries to attemp Mutation</param>
/// <returns>Success</returns>
public bool AddConnectionMutation(Random r, InnovationCounter connectionInnovationCounter, int maxTries = 10)
{
bool success = false;
// Try maxTries times
for (int tries = 0; tries < maxTries && !success; tries++)
{
// Get 2 Random Nodes & a Random Weight
List <int> nodeInnovationIds = new List <int>(Nodes.Keys);
NodeGene node1 = Nodes[nodeInnovationIds[r.Next(nodeInnovationIds.Count)]];
NodeGene node2 = Nodes[nodeInnovationIds[r.Next(nodeInnovationIds.Count)]];
// Sigmoid Weights
// float weight = (float)r.NextDouble() * 2f - 1f;
// Tanh Weights
// float weight = UnityEngine.Random.Range(-0.5f, 0.5f);
// Config Weights
float weight = UnityEngine.Random.Range(NewWeightRange.x, NewWeightRange.y);
// Is Reversed ?
if ((node1.Type == NodeGene.TYPE.HIDDEN && node2.Type == NodeGene.TYPE.INPUT) ||
(node1.Type == NodeGene.TYPE.OUTPUT && node2.Type == NodeGene.TYPE.HIDDEN) ||
(node1.Type == NodeGene.TYPE.OUTPUT && node2.Type == NodeGene.TYPE.INPUT))
{
NodeGene swap = node1;
node1 = node2;
node2 = swap;
}
// Is Connection Impossible ?
if ((node1.Type == NodeGene.TYPE.INPUT && node2.Type == NodeGene.TYPE.INPUT) ||
(node1.Type == NodeGene.TYPE.OUTPUT && node2.Type == NodeGene.TYPE.OUTPUT) ||
(node1 == node2))
{
continue;
}
// Does Connection already exists ?
bool connectionExists = false;
foreach (ConnectionGene c in Connections.Values)
{
if ((c.InNode == node1.Id && c.OutNode == node2.Id) ||
(c.InNode == node2.Id && c.OutNode == node1.Id))
{
connectionExists = true;
break;
}
}
if (connectionExists)
{
continue;
}
// Circular structure ?
bool connectionImpossible = false;
List <int> nodeIds = new List <int>(); // Node that need output from node2
List <int> nodeToCheck = new List <int>(); // Nodes to check
foreach (int connectionId in Connections.Keys) // Get all Connections w/ outNode == node2
{
ConnectionGene connection = Connections[connectionId];
if (connection.InNode == node2.Id) // Connection comes from node2
{
nodeIds.Add(connection.OutNode);
nodeToCheck.Add(connection.OutNode);
}
}
while (nodeToCheck.Count > 0) // Get all Connections w/ outNode == nodeToCheck
{
int nodeId = nodeToCheck[0];
foreach (int connectionId in Connections.Keys)
{
ConnectionGene connection = Connections[connectionId];
if (connection.InNode == nodeId) // Connection comes from nodeToCheck
{
nodeIds.Add(connection.OutNode);
nodeToCheck.Add(connection.OutNode);
}
}
nodeToCheck.RemoveAt(0);
}
foreach (int i in nodeIds) // Loop through all Node Ids
{
if (i == node1.Id) // If one of the Node == node1 => Connection is Impossible
{
connectionImpossible = true;
break;
}
}
if (connectionImpossible)
{
continue;
}
// Add new Connection
ConnectionGene newConnection = new ConnectionGene(
node1.Id,
node2.Id,
weight,
true,
connectionInnovationCounter.GetNewInnovationNumber()
);
Connections.Add(newConnection.InnovationId, newConnection);
success = true;
}
return(success);
}
