[8924] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[17097] | 3 | * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[8924] | 4 | *
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| 5 | * This file is part of HeuristicLab.
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| 6 | *
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| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
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| 8 | * it under the terms of the GNU General Public License as published by
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| 9 | * the Free Software Foundation, either version 3 of the License, or
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| 10 | * (at your option) any later version.
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| 11 | *
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| 12 | * HeuristicLab is distributed in the hope that it will be useful,
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| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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| 15 | * GNU General Public License for more details.
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| 16 | *
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| 17 | * You should have received a copy of the GNU General Public License
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| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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| 19 | */
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| 20 | #endregion
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| 21 |
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| 22 | using System;
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[7228] | 23 | using System.Collections.Generic;
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| 24 | using System.Linq;
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| 25 | using HeuristicLab.Common;
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| 26 | using HeuristicLab.Core;
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| 27 | using HeuristicLab.Data;
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| 28 | using HeuristicLab.Parameters;
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[17097] | 29 | using HEAL.Attic;
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[7228] | 30 |
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| 31 | namespace HeuristicLab.Optimization {
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| 32 | [Item("RunCollection Discretizer",
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| 33 | "Creates several levels from the distribution of a certain result accross a run collection and " +
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| 34 | "assigns a discretized value. Non-existing numbers as well as NaN and infinities are excluded from the caluclation.")]
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[17097] | 35 | [StorableType("6EFD185F-FE23-4E23-90F0-63CB9D38E57D")]
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[7228] | 36 | public class RunCollectionDiscretizer : ParameterizedNamedItem, IRunCollectionModifier {
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| 37 |
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| 38 | public override bool CanChangeName { get { return false; } }
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| 39 | public override bool CanChangeDescription { get { return false; } }
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| 40 |
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| 41 | #region Parameters
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| 42 | public ValueParameter<StringValue> SourceParameter {
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| 43 | get { return (ValueParameter<StringValue>)Parameters["Source"]; }
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| 44 | }
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| 45 | public ValueParameter<StringValue> TargetParameter {
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| 46 | get { return (ValueParameter<StringValue>)Parameters["Target"]; }
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| 47 | }
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| 48 | public ValueParameter<DoubleValue> SpreadParameter {
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| 49 | get { return (ValueParameter<DoubleValue>)Parameters["Spread"]; }
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| 50 | }
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| 51 | public ValueParameter<StringValue> GroupByParameter {
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| 52 | get { return (ValueParameter<StringValue>)Parameters["GroupBy"]; }
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| 53 | }
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| 54 | public ValueParameter<ItemList<StringValue>> LevelsParameter {
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| 55 | get { return (ValueParameter<ItemList<StringValue>>)Parameters["Levels"]; }
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| 56 | }
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| 57 | #endregion
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| 58 |
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| 59 | private string Source { get { return SourceParameter.Value.Value; } }
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| 60 | private string Target {
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| 61 | get { return TargetParameter.Value.Value; }
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| 62 | set { TargetParameter.Value.Value = value; }
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| 63 | }
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| 64 | private double Spread { get { return SpreadParameter.Value.Value; } }
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| 65 | private string GroupBy { get { return GroupByParameter.Value.Value; } }
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| 66 | private List<string> Levels { get { return LevelsParameter.Value.Select(v => v.Value).ToList(); } }
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| 67 |
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| 68 | #region Construction & Cloning
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| 69 | [StorableConstructor]
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[17097] | 70 | protected RunCollectionDiscretizer(StorableConstructorFlag _) : base(_) { }
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[7228] | 71 | protected RunCollectionDiscretizer(RunCollectionDiscretizer original, Cloner cloner)
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| 72 | : base(original, cloner) {
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| 73 | RegisterEvents();
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| 74 | }
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| 75 | public RunCollectionDiscretizer() {
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| 76 | Parameters.Add(new ValueParameter<StringValue>("Source", "Source value name to be fuzzified.", new StringValue("Value")));
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| 77 | Parameters.Add(new ValueParameter<StringValue>("Target", "Target value name. The new, fuzzified variable to be created.", new StringValue("Calc.Value")));
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| 78 | Parameters.Add(new ValueParameter<DoubleValue>("Spread", "The number of standard deviations considered one additional level. Set to zero to use empirical distribution instead.", new DoubleValue(1)));
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| 79 | Parameters.Add(new ValueParameter<StringValue>("GroupBy", "Create separate analyzes for different values of this variable.", new StringValue("")));
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| 80 | Parameters.Add(new ValueParameter<ItemList<StringValue>>("Levels", "The list of levels to be assigned.",
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| 81 | new ItemList<StringValue> {
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| 82 | new StringValue("Very Low"),
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| 83 | new StringValue("Low"),
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| 84 | new StringValue("Average"),
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| 85 | new StringValue("High"),
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| 86 | new StringValue("Very High"),
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| 87 | }));
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| 88 | RegisterEvents();
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| 89 | UpdateName();
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| 90 | }
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| 91 | public override IDeepCloneable Clone(Cloner cloner) {
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| 92 | return new RunCollectionDiscretizer(this, cloner);
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| 93 | }
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| 94 | [StorableHook(HookType.AfterDeserialization)]
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| 95 | private void AfterDeserialization() {
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| 96 | RegisterEvents();
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| 97 | }
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| 98 | #endregion
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| 99 |
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| 100 | private void RegisterEvents() {
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| 101 | SourceParameter.ToStringChanged += SourceParameter_NameChanged;
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| 102 | TargetParameter.ToStringChanged += Parameter_NameChanged;
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| 103 | GroupByParameter.ToStringChanged += Parameter_NameChanged;
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| 104 | }
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| 105 |
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| 106 | private void SourceParameter_NameChanged(object sender, EventArgs e) {
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| 107 | Target = string.Format("{0}/Level", Source);
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| 108 | }
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| 109 |
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| 110 | private void Parameter_NameChanged(object sender, EventArgs e) {
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| 111 | UpdateName();
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| 112 | }
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| 113 |
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| 114 | private void UpdateName() {
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| 115 | name = string.Format("{0} := Discrete({1}{2})",
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| 116 | Target,
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| 117 | Source,
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| 118 | string.IsNullOrWhiteSpace(GroupBy) ? "" : string.Format("/{0}", GroupBy));
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| 119 | OnNameChanged();
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| 120 | }
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| 121 |
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| 122 | #region IRunCollectionModifier Members
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| 123 |
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| 124 | public void Modify(List<IRun> runs) {
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| 125 | foreach (var group in runs
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| 126 | .Select(r => new {Run=r, Value=GetSourceValue(r)})
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| 127 | .Where(r => r.Value.HasValue && !double.IsNaN(r.Value.Value) && !double.IsInfinity(r.Value.Value))
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| 128 | .Select(r => new {r.Run, r.Value.Value, Bin=GetGroupByValue(r.Run)})
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| 129 | .GroupBy(r => r.Bin).ToList()) {
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| 130 | var values = group.Select(r => r.Value).ToList();
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| 131 | if (values.Count > 0) {
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| 132 | if (Spread > 0) {
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| 133 | var avg = values.Average();
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| 134 | var stdDev = values.StandardDeviation();
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| 135 | foreach (var r in group) {
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| 136 | r.Run.Results[Target] = new StringValue(Discretize(r.Value, avg, stdDev));
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| 137 | }
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| 138 | } else {
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| 139 | values.Sort();
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| 140 | var a = values.ToArray();
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| 141 | foreach (var r in group) {
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| 142 | r.Run.Results[Target] = new StringValue(Discretize(r.Value, a));
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| 143 | }
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| 144 | }
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| 145 | }
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| 146 | }
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| 147 | }
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| 148 |
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| 149 | private double? GetSourceValue(IRun run) {
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| 150 | return CastSourceValue(run.Results) ?? CastSourceValue(run.Parameters);
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| 151 | }
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| 152 |
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| 153 | private string GetGroupByValue(IRun run) {
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| 154 | if (string.IsNullOrWhiteSpace(GroupBy))
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| 155 | return String.Empty;
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| 156 | IItem value;
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| 157 | run.Results.TryGetValue(GroupBy, out value);
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| 158 | if (value == null)
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| 159 | run.Parameters.TryGetValue(GroupBy, out value);
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| 160 | if (value != null)
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| 161 | return value.ToString();
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| 162 | else
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| 163 | return String.Empty;
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| 164 | }
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| 165 |
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| 166 | private double? CastSourceValue(IDictionary<string, IItem> variables) {
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| 167 | IItem value;
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| 168 | variables.TryGetValue(Source, out value);
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| 169 | var intValue = value as IntValue;
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| 170 | if (intValue != null)
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| 171 | return intValue.Value;
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| 172 | var doubleValue = value as DoubleValue;
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| 173 | if (doubleValue != null)
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| 174 | return doubleValue.Value;
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| 175 | return null;
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| 176 | }
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| 177 |
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| 178 | private string Discretize(double value, double avg, double stdDev) {
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| 179 | double dev = (value - avg)/(stdDev*Spread);
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| 180 | int index;
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| 181 | if (Levels.Count % 2 == 1) {
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| 182 | index = (int) Math.Floor(Math.Abs(dev));
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| 183 | index = (Levels.Count - 1)/2 + Math.Sign(dev) * index;
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| 184 | } else {
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| 185 | index = (int) Math.Ceiling(Math.Abs(dev));
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| 186 | if (dev > 0)
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| 187 | index = Levels.Count/2 + index;
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| 188 | else
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| 189 | index = Levels.Count/2 + 1 - index;
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| 190 | }
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| 191 | return Levels[Math.Min(Levels.Count - 1, Math.Max(0, index))];
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| 192 | }
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| 193 |
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| 194 | private string Discretize(double value, double[] values) {
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| 195 | var index = Array.BinarySearch(values, value);
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| 196 | var pos = 1.0*(index < 0 ? ~index : index)/(values.Length-1);
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| 197 | return Levels[Math.Min(Levels.Count - 1, Math.Max(0, (int) Math.Round(pos*(Levels.Count-1))))];
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| 198 | }
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| 199 |
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| 200 | #endregion
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| 201 | }
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| 202 | }
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