private ISymbolicExpressionTreeNode ParseFactor(Queue <Token> tokens)
{
Token tok = tokens.Dequeue();
Debug.Assert(tok.StringValue == "FACTOR");
FactorVariableTreeNode t = (FactorVariableTreeNode)(new FactorVariable()).CreateTreeNode(); // create a new symbol each time on purpose
var varNameTok = tokens.Dequeue();
Debug.Assert(tok.Symbol == TokenSymbol.SYMB);
t.VariableName = varNameTok.StringValue;
var weights = new List <double>();
while (tokens.Peek().Symbol == TokenSymbol.NUMBER)
{
weights.Add(tokens.Dequeue().DoubleValue);
}
t.Weights = weights.ToArray();
// create a set of (virtual) values to match the number of weights
t.Symbol.VariableNames = new string[] { t.VariableName };
t.Symbol.VariableValues = new[]
{ new KeyValuePair <string, Dictionary <string, int> >(
t.VariableName,
weights.Select((_, i) => Tuple.Create(_, i)).ToDictionary(tup => "X" + tup.Item2, tup => tup.Item2)) };
return(t);
}
private FactorVariableTreeNode(FactorVariableTreeNode original, Cloner cloner)
: base(original, cloner)
{
variableName = original.variableName;
if (original.weights != null)
{
this.weights = new double[original.Weights.Length];
Array.Copy(original.Weights, weights, weights.Length);
}
}
private void FormatFactor(int level, FactorVariableTreeNode node, StringBuilder strBuilder)
{
strBuilder.AppendLine("( ");
strBuilder.AppendLineIndented(level + 1, string.Format("CASE {0}", VariableName2Identifier(node.VariableName)));
foreach (var name in node.Symbol.GetVariableValues(node.VariableName))
{
strBuilder.AppendLineIndented(level + 2, string.Format("WHEN '{0}' THEN {1}", name, node.GetValue(name).ToString(CultureInfo.InvariantCulture)));
}
strBuilder.AppendLineIndented(level + 1, "ELSE NULL END");
strBuilder.AppendIndented(level, ")");
}
protected IEnumerable <double> CalculateReplacementValues(ISymbolicExpressionTreeNode node, ISymbolicExpressionTree sourceTree, ISymbolicDataAnalysisExpressionTreeInterpreter interpreter,
IDataset dataset, IEnumerable <int> rows)
{
//optimization: constant nodes return always the same value
ConstantTreeNode constantNode = node as ConstantTreeNode;
BinaryFactorVariableTreeNode binaryFactorNode = node as BinaryFactorVariableTreeNode;
FactorVariableTreeNode factorNode = node as FactorVariableTreeNode;
if (constantNode != null)
{
yield return(constantNode.Value);
}
else if (binaryFactorNode != null)
{
// valid replacements are either all off or all on
yield return(0);
yield return(1);
}
else if (factorNode != null)
{
foreach (var w in factorNode.Weights)
{
yield return(w);
}
yield return(0.0);
}
else
{
var rootSymbol = new ProgramRootSymbol().CreateTreeNode();
var startSymbol = new StartSymbol().CreateTreeNode();
rootSymbol.AddSubtree(startSymbol);
startSymbol.AddSubtree((ISymbolicExpressionTreeNode)node.Clone());
var tempTree = new SymbolicExpressionTree(rootSymbol);
// clone ADFs of source tree
for (int i = 1; i < sourceTree.Root.SubtreeCount; i++)
{
tempTree.Root.AddSubtree((ISymbolicExpressionTreeNode)sourceTree.Root.GetSubtree(i).Clone());
}
yield return(interpreter.GetSymbolicExpressionTreeValues(tempTree, dataset, rows).Median());
yield return(interpreter.GetSymbolicExpressionTreeValues(tempTree, dataset, rows).Average()); // TODO perf
}
}
private void FormatFactor(FactorVariableTreeNode node, StringBuilder strBuilder)
{
strBuilder.AppendFormat("EvaluateFactor({0}, new [] {{ {1} }}, new [] {{ {2} }})", VariableName2Identifier(node.VariableName),
string.Join(",", node.Symbol.GetVariableValues(node.VariableName).Select(name => "\"" + name + "\"")), string.Join(",", node.Weights.Select(v => v.ToString(CultureInfo.InvariantCulture))));
}