private static double CalculateAccuracy(IDecisionNode root, List <Episode> episodes)
{
double correctWeight = episodes.AsParallel().Sum(ep => root.Evaluate(ep.World, ep.Hero) == ep.Tactic ? ep.Weight : 0.0);
double totalWeight = episodes.Sum(ep => ep.Weight);
return(correctWeight / totalWeight);
}
public DecisionTreeStatus Tick(long TickTime, T context)
{
IEnumerable <IDecisionNode <T> > searchNodes = (m_CurrentRunningNode == null) ? m_nodes : m_nodes.SkipWhile(node => node != m_CurrentRunningNode);
DecisionTreeStatus accumulator = DecisionTreeStatus.Failure;
foreach (IDecisionNode <T> currentNode in searchNodes)
{
if (accumulator != DecisionTreeStatus.Success)
{
DecisionTreeStatus NodeDecisionResult = currentNode.Tick(TickTime, context);
if (NodeDecisionResult == DecisionTreeStatus.Running)
{
m_CurrentRunningNode = currentNode;
}
else
{
m_CurrentRunningNode = null;
}
accumulator = NodeDecisionResult;
}
}
return(accumulator);
}
/// <summary>
/// Verifies that the substitution configured is applicable here
/// </summary>
/// <param name="nodeToEvaluate">the node to evaluate</param>
/// <param name="substitution">the substitution case</param>
private static bool EvaluateSubstitution(IDecisionNode nodeToEvaluate, Substition substitution)
{
if (nodeToEvaluate.ToString().Replace("RNPC.DecisionLeaves.", "").ToLower() != substitution.LeafName.ToLower())
{
return(false);
}
switch (substitution.Condition)
{
case SubstitionCondition.Default:
return(true);
case SubstitionCondition.ParentNot:
string parentName = nodeToEvaluate.GetParentNode()?.ToString().Replace("RNPC.DecisionNodes.", "").ToLower();
if (!substitution.ConditionName.ToLower().Split(',').Contains(parentName))
{
return(true);
}
return(false);
default:
return(false);
}
}
public List <Reaction> Evaluate(Character character, Action action, IDecisionNode decisionTreeRootNode)
{
var reaction = decisionTreeRootNode.Evaluate(character.MyTraits, character.MyMemory, action);
character.MyMemory.AddNodeTestResults(((AbstractDecisionNode)decisionTreeRootNode).GetNodeTestsData());
reaction[0].ReactionScore = ((AbstractDecisionNode)decisionTreeRootNode).GetNodeTestsData().Sum(info => info.ProfileScore);
character.MyMemory.AddRecentReactions(reaction);
return(reaction);
}
/// <summary>
/// Builds an XML document from a decision tree, starting with the root node.
/// </summary>
/// <param name="writer">file writer</param>
/// <param name="rootNode">The root of the tree</param>
/// <param name="decisionTreeName">The name of the decision tree</param>
/// <param name="myName">Character name</param>
/// <returns>An xmldocument with the complete decision tree</returns>
public bool BuildAndSaveXmlDocumentFromTree(IXmlFileController writer, IDecisionNode rootNode, string decisionTreeName, string myName)
{
XmlDocument document = new XmlDocument();
var declaration = document.CreateXmlDeclaration("1.0", "UTF-8", null);
document.InsertBefore(declaration, document.DocumentElement);
XmlNode decisionTree = document.CreateElement(decisionTreeName);
document.AppendChild(decisionTree);
XmlNode root = document.CreateElement("Root");
var name = document.CreateAttribute("text");
name.Value = rootNode.ToString().Replace("RNPC.DecisionNodes.", "").Replace("RNPC.DecisionLeaves.", "");
root.Attributes?.Append(name);
//If it's not a tree with only a leaf
var branchNode = rootNode as AbstractDecisionNode;
if (branchNode != null)
{
if (branchNode.ConfiguredPassFailValue != 0)
{
var testValue = document.CreateAttribute("test");
testValue.Value = branchNode.ConfiguredPassFailValue.ToString();
root.Attributes?.Append(testValue);
}
if (!string.IsNullOrEmpty(branchNode.DefaultTreeReaction))
{
var defaultReaction = document.CreateAttribute("defaultreaction");
defaultReaction.Value = branchNode.DefaultTreeReaction;
decisionTree.Attributes?.Append(defaultReaction);
}
if (branchNode.LeftNode != null)
{
root.AppendChild(CreateElementFromNode(branchNode.LeftNode, document, "left"));
}
if (branchNode.RightNode != null)
{
root.AppendChild(CreateElementFromNode(branchNode.RightNode, document, "right"));
}
}
decisionTree.AppendChild(root);
writer.WriteDecisionTreeToXmlFile(myName, document);
return(true);
}
/// <summary>
/// Adds the test value attribute
/// </summary>
/// <param name="node"></param>
/// <param name="document"></param>
/// <param name="newNode"></param>
private static void AddTestAttribute(IDecisionNode node, XmlDocument document, XmlNode newNode)
{
var abstractNode = node as AbstractDecisionNode;
if (abstractNode == null || abstractNode.ConfiguredPassFailValue == 0)
{
return;
}
var testValue = document.CreateAttribute("test");
testValue.Value = abstractNode.ConfiguredPassFailValue.ToString();
newNode.Attributes?.Append(testValue);
}
/// <summary>
/// Recursive method that iterates through the tree and finds nodes that are subject to substitution
/// </summary>
/// <param name="currentNode">node to start with</param>
/// <param name="substitution">substitution to do</param>
/// <param name="nodeToReplace">The node will be substituted</param>
private static bool FindMatchingNodes(IDecisionNode currentNode, Substition substitution, IDecisionNode nodeToReplace)
{
var abstractNode = (AbstractDecisionNode)currentNode;
if (abstractNode.LeftNode != null)
{
// ReSharper disable once UsePatternMatching
var leftNode = abstractNode.LeftNode as AbstractDecisionNode;
if (leftNode != null)
{
if (FindMatchingNodes(leftNode, substitution, nodeToReplace))
{
return(true);
}
}
else
{
if (EvaluateSubstitution(abstractNode.LeftNode, substitution))
{
abstractNode.LeftNode = nodeToReplace;
return(true);
}
}
}
if (abstractNode.RightNode == null)
{
return(false);
}
// ReSharper disable once UsePatternMatching
var rightNode = abstractNode.RightNode as AbstractDecisionNode;
if (rightNode != null)
{
if (FindMatchingNodes(rightNode, substitution, nodeToReplace))
{
return(true);
}
}
if (!EvaluateSubstitution(abstractNode.RightNode, substitution))
{
return(false);
}
abstractNode.RightNode = nodeToReplace;
return(true);
}
private IDecisionNode FitPolicyToHero(HeroType heroType, List <Episode> episodes, Policy policy)
{
DecisionNodeAccuracy rootAccuracy = CalculateDecisionTree(episodes);
IDecisionNode root = rootAccuracy.Root;
Console.WriteLine(string.Format(
"GPU: Policy [{0}] ({1} leaves from {2} episodes) accuracy: {3}",
heroType == HeroType.None ? "All" : heroType.ToString(),
CountLeaves(root),
episodes.Count,
rootAccuracy.Accuracy));
return(root);
}
private int CountLeaves(IDecisionNode node)
{
if (node is DecisionLeaf)
{
return(1);
}
else if (node is DecisionNode)
{
DecisionNode decisionNode = (DecisionNode)node;
return(CountLeaves(decisionNode.Left) + CountLeaves(decisionNode.Right));
}
else
{
throw new ArgumentException("Unknown node type: " + node);
}
}
private void SanityCheckDecisionTree(IDataNode root, IDecisionNode decisionTree, double gpuAccuracy, List <Episode> episodes)
{
double gpuTotalWeight = Leaves(root).Sum(x => x.ClassDistribution.Sum());
double cpuTotalWeight = episodes.Sum(x => x.Weight);
if (Math.Abs(gpuTotalWeight - cpuTotalWeight) > 1.0)
{
throw new InvalidOperationException("Weights don't match");
}
double cpuAccuracy = CalculateAccuracy(decisionTree, episodes);
if (Math.Abs(gpuAccuracy - cpuAccuracy) > 0.01)
{
Console.WriteLine(string.Format("Inaccurate: CPU {0:F3} vs GPU {1:F3}", cpuAccuracy, gpuAccuracy));
}
}
private static void Serialize(string prefix, IDecisionNode node, string suffix, CodeWriter writer)
{
if (node == null)
{
writer.AppendLine("{0}null{1}", prefix, suffix);
}
else if (node is DecisionLeaf)
{
Serialize(prefix, (DecisionLeaf)node, suffix, writer);
}
else if (node is DecisionNode)
{
Serialize(prefix, (DecisionNode)node, suffix, writer);
}
else
{
writer.AppendLine("{0}<{1}>{2}", prefix, node, suffix);
}
}
/// <summary>
/// Takes a node and creates an XML element
/// </summary>
/// <param name="node"></param>
/// <param name="document"></param>
/// <param name="decision"></param>
/// <returns></returns>
private static XmlNode CreateElementFromNode(IDecisionNode node, XmlDocument document, string decision)
{
string nodeName;
var abstractNode = node as AbstractDecisionNode;
if (abstractNode != null)
{
nodeName = "Node";
}
else
{
nodeName = "Leaf";
}
XmlNode newNode = document.CreateElement(nodeName);
var name = document.CreateAttribute("text");
name.Value = node.ToString().Replace("RNPC.DecisionNodes.", "").Replace("RNPC.DecisionLeaves.", "");
newNode.Attributes?.Append(name);
AddDecisionAttribute(document, decision, newNode);
AddTestAttribute(node, document, newNode);
if (abstractNode == null)
{
return(newNode);
}
if (abstractNode.LeftNode != null)
{
newNode.AppendChild(CreateElementFromNode(abstractNode.LeftNode, document, "left"));
}
if (abstractNode.RightNode != null)
{
newNode.AppendChild(CreateElementFromNode(abstractNode.RightNode, document, "right"));
}
return(newNode);
}
/// <summary>
/// Method that calls the recursive method that finds nodes that are subject to substitution
/// </summary>
/// <param name="firstNode">node to start with</param>
/// <param name="substitution">substitution to do</param>
/// <param name="replacementNode"></param>
private static bool FindAndReplaceMatchingNode(IDecisionNode firstNode, Substition substitution, IDecisionNode replacementNode)
{
//A decision tree could conceivably be only a leaf
//That would be an extremely simple decision process
//an subject to evolving
var abstractNode = firstNode as AbstractDecisionNode;
if (abstractNode == null)
{
if (!EvaluateSubstitution(firstNode, substitution))
{
return(false);
}
firstNode = replacementNode;
return(true);
}
return(FindMatchingNodes(firstNode, substitution, replacementNode));
}
private DecisionNodeAccuracy CalculateDecisionTree(List <Episode> episodes)
{
List <DataPoint> dataPoints = EpisodesToDataPoints(episodes);
using (DecisionLearner decisionLearner = new DecisionLearner(_cudaManager, dataPoints)) {
DataNodeAccuracy rootAccuracy = decisionLearner.FitDecisionTree();
double gpuAccuracy = rootAccuracy.Accuracy;
IDecisionNode decisionTree = NodeToDecisionTree(rootAccuracy.Node);
#if DEBUGCUDA
SanityCheckDecisionTree(rootAccuracy.Node, decisionTree, gpuAccuracy, episodes);
#endif
return(new DecisionNodeAccuracy {
Root = decisionTree,
Accuracy = gpuAccuracy,
});
}
}
public Rules()
{
_startLoanNode = new DecisionNode <Person>
{
Condition = (x) => x.IsCitiZen,
ConditionDesc = "(x) => x.IsCitiZen"
};
var conditionIfCitizenOrValidImmigrant = new DecisionNode <Person>()
{
Condition = x => !x.HasCriminalRecord,
ConditionDesc = "x => x.HasCriminalRecord",
TrueNode = new DecisionNode <Person>()
{
Condition = x => x.CreditScore > 500, ConditionDesc = "x => x.CreditScore > 500"
}
};
_startLoanNode.FalseNode = new DecisionNode <Person>()
{
Condition = x => x.IsImmigrantStatusValid, ConditionDesc = "x.IsImmigrantStatusValid", TrueNode = conditionIfCitizenOrValidImmigrant
};
_startLoanNode.TrueNode = conditionIfCitizenOrValidImmigrant;
}
public bool BuildAndSaveXmlDocumentFromTree(IXmlFileController controller, IDecisionNode firstNode, string treename, string myName)
{
throw new System.NotImplementedException();
}
public void SetParentNode(IDecisionNode parent)
{
ParentNode = parent;
}
/// <summary>
/// Uses information found in an element to initialize the values of a decision node
/// </summary>
/// <param name="element">Current node to initialize</param>
/// <param name="parent">Parent node</param>
/// <param name="defaultReaction">The default reaction for the tree being built</param>
/// <returns></returns>
private IDecisionNode InitializeNodeWithXmlElement(XmlNode element, IDecisionNode parent, string defaultReaction)
{
if (element.Attributes == null || element.Attributes.Count == 0)
{
throw new NodeInitializationException($"Element attributes for node {element.Name} are empty");
}
var nodeName = element.Attributes["text"]?.Value;
if (nodeName == null)
{
throw new NodeInitializationException($"Text attribute for node {element.Name} is empty");
}
var invalid = new string(Path.GetInvalidFileNameChars()) + new string(Path.GetInvalidPathChars());
nodeName = invalid.Aggregate(nodeName, (current, c) => current.Replace(c.ToString(), string.Empty)).Replace(" ", string.Empty);
//We have a subtree
if (element.Attributes["type"] != null && element.Attributes["type"].Value == "subtree")
{
//conditional load of a subtree. Minimizes unnecessary loads
if (element.Attributes["keyword"] != null)
{
var keywords = element.Attributes["keyword"].Value.ToLower();
//if none of the keyword is found
if (keywords.Split(',').Any(keyword => !_currentAction.Message.ToLower().Contains(keyword)))
{
return(null);
}
}
var subElement = GetXmlElementForAction(nodeName);
var rootNode = InitializeNodeWithXmlElement(subElement.FirstChild, null, defaultReaction);
return(rootNode);
}
//Leaf
if (element.Name.ToLower() == "leaf")
{
if (nodeName.ToLower() == "default" && !string.IsNullOrEmpty(defaultReaction))
{
nodeName = defaultReaction;
}
var leaf = FindLeafClassByReflection(nodeName);
if (leaf == null)
{
throw new NullNodeException("A tree leaf could not be found in class DecisionTreeBuilder. Check that the class associated with the tree exists.");
}
leaf.SetParentNode(parent);
return(leaf);
}
//Regular node
var node = FindNodeClassByReflection(nodeName);
if (node == null)
{
return(null);
}
//is this the root node?
if (parent == null)
{
node.DefaultTreeReaction = defaultReaction;
}
else
{
node.SetParentNode(parent);
}
if (element.Attributes["test"] != null)
{
var testValue = int.Parse(element.Attributes["test"].Value);
node.ConfiguredPassFailValue = testValue;
}
if (!element.HasChildNodes || element.FirstChild?.Attributes == null)
{
return(node);
}
switch (element.FirstChild.Attributes["decision"]?.Value)
{
case "left":
node.LeftNode = InitializeNodeWithXmlElement(element.FirstChild, node, defaultReaction);
if (element.ChildNodes.Count > 1)
{
node.RightNode = InitializeNodeWithXmlElement(element.ChildNodes[1], node, defaultReaction);
}
break;
case "right":
node.RightNode = InitializeNodeWithXmlElement(element.FirstChild, node, defaultReaction);
if (element.ChildNodes.Count > 1)
{
node.LeftNode = InitializeNodeWithXmlElement(element.ChildNodes[1], node, defaultReaction);
}
break;
default:
throw new NodeInitializationException("Decision attribute set to an unknown value");
}
return(node);
}