[17768] | 1 | using System;
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| 2 | using System.Collections.Generic;
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| 3 | using System.Linq;
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| 4 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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| 5 |
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| 6 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
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| 7 | public static class IntervalUtil {
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| 8 | public static double IntervalConstraintViolation(
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| 9 | IntervalConstraint constraint, IBoundsEstimator estimator, IntervalCollection intervalCollection,
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| 10 | ISymbolicExpressionTree solution) {
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| 11 | var variableRanges = intervalCollection.GetReadonlyDictionary();
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| 12 |
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| 13 | if (constraint.Variable != null && !variableRanges.ContainsKey(constraint.Variable)) {
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| 14 | throw new ArgumentException(
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| 15 | $"The given variable {constraint.Variable} in the constraint does not exist in the model.",
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| 16 | nameof(IntervalConstraintsParser));
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| 17 | }
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| 18 |
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| 19 | //Create new variable ranges for defined regions
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| 20 | var regionRanges = new IntervalCollection();
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| 21 | foreach (var kvp in variableRanges) {
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[17773] | 22 | if (kvp.Key != constraint.Target && constraint.Regions.GetReadonlyDictionary().TryGetValue(kvp.Key, out var val)) {
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[17768] | 23 | regionRanges.AddInterval(kvp.Key, val);
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| 24 | } else {
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| 25 | regionRanges.AddInterval(kvp.Key, kvp.Value);
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| 26 | }
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| 27 | }
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| 28 |
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| 29 | var error = 0.0;
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| 30 | if (!constraint.IsDerivative) {
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| 31 | error = estimator.CheckConstraint(solution, regionRanges, constraint);
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| 32 | } else {
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| 33 | var tree = solution;
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| 34 | for (var i = 0; i < constraint.NumberOfDerivations; ++i) {
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| 35 | if (!estimator.IsCompatible(tree) || !DerivativeCalculator.IsCompatible(tree)) {
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| 36 | throw new ArgumentException("Cube, Root, Power symbols are not supported.");
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| 37 | }
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| 38 |
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| 39 | tree = DerivativeCalculator.Derive(tree, constraint.Variable);
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| 40 | }
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| 41 |
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| 42 | error = estimator.CheckConstraint(tree, regionRanges, constraint);
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| 43 | }
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| 44 |
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[17791] | 45 | return error;
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[17768] | 46 | }
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| 47 |
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| 48 | public static IEnumerable<double> IntervalConstraintsViolation(
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| 49 | IEnumerable<IntervalConstraint> constraints, IBoundsEstimator estimator, IntervalCollection intervalCollection,
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| 50 | ISymbolicExpressionTree solution) {
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[17773] | 51 | return constraints.Select(constraint => IntervalConstraintViolation(constraint, estimator, intervalCollection, solution)).ToList();
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[17768] | 52 | }
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| 53 | }
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| 54 | } |
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