source: addons/HeuristicLab.PushGP/HeuristicLab.Problems.ProgramSynthesis/Push/Evaluator/PushBenchmarkSuiteEvaluator.cs @ 16958

namespace HeuristicLab.Problems.ProgramSynthesis.Push.Evaluator {
  using System;
  using System.Collections.Generic;
  using System.Globalization;
  using System.Linq;

  using HeuristicLab.BenchmarkSuite;
  using HeuristicLab.Common;
  using HeuristicLab.Core;
  using HeuristicLab.Parameters;
  using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
  using HeuristicLab.Problems.ProgramSynthesis.Base.Extensions;
  using HeuristicLab.Problems.ProgramSynthesis.Push.Configuration;
  using HeuristicLab.Problems.ProgramSynthesis.Push.Expressions;
  using HeuristicLab.Problems.ProgramSynthesis.Push.Interpreter;
  using HeuristicLab.Problems.ProgramSynthesis.Push.Problem;
  using HeuristicLab.Problems.ProgramSynthesis.Push.Stack;

  [StorableClass]
  public class PushBenchmarkSuiteEvaluator : ParameterizedNamedItem, IPushEvaluator {

    private const string DATA_BOUNDS_PARAMETER_NAME = "DataBounds";
    private const string DATA_PARAMETER_NAME = "Data";
    private const string DATA_PARAMETER_DESCRIPTION = "Program Synthesis";

    public PushBenchmarkSuiteEvaluator() {
      Parameters.Add(new FixedValueParameter<DataBounds>(DATA_BOUNDS_PARAMETER_NAME));

      Parameters.Add(new ValueParameter<ProblemData>(
        DATA_PARAMETER_NAME,
        DATA_PARAMETER_DESCRIPTION));
    }

    public PushBenchmarkSuiteEvaluator(ProblemData data) : this() {
      LoadData(data);
    }

    [StorableConstructor]
    public PushBenchmarkSuiteEvaluator(bool deserializing) : base(deserializing) { }

    public PushBenchmarkSuiteEvaluator(PushBenchmarkSuiteEvaluator origin, Cloner cloner) : base(origin, cloner) {
      Data = cloner.Clone(origin.Data);
    }

    public override IDeepCloneable Clone(Cloner cloner) {
      return new PushBenchmarkSuiteEvaluator(this, cloner);
    }

    public IValueParameter<ProblemData> DataParameter
    {
      get { return (IValueParameter<ProblemData>)Parameters[DATA_PARAMETER_NAME]; }
    }

    public ProblemData Data
    {
      get { return DataParameter.Value; }
      set { DataParameter.Value = value; }
    }

    public IValueParameter<DataBounds> DataBoundsParameter
    {
      get { return (IValueParameter<DataBounds>)Parameters[DATA_BOUNDS_PARAMETER_NAME]; }
    }

    public DataBounds DataBounds
    {
      get { return DataBoundsParameter.Value; }
      set { DataBoundsParameter.Value = value; }
    }

    public void LoadData(ProblemData data) {
      Data = data;

      DataBounds.TrainingRange.Start = 0;
      DataBounds.TrainingRange.End = Data.TrainingCount;
      DataBounds.TestRange.Start = Data.TrainingCount;
      DataBounds.TestRange.End = Data.TrainingCount + Data.TestCount;
    }

    public EvaluationResult Evaluate(IPushInterpreter interpreter, PushProgram program, int start, int end) {
      var length = end - start;
      if (length <= 0) return null;

      var evaluationResult = new EvaluationResult(length);

      for (var i = start; i < end; i++) {
        var result = Evaluate(interpreter, program, i);
        evaluationResult.ExampleQualities[i - start] = result;
        evaluationResult.AvgQuality += result;
        interpreter.Reset();
      }

      evaluationResult.AvgQuality /= length;

      return evaluationResult;
    }

    public EvaluationResult EvaluateTest(IPushInterpreter interpreter, PushProgram program) {
      return Evaluate(interpreter, program, DataBounds.TestRange.Start, DataBounds.TestRange.End);
    }

    public EvaluationResult EvaluateTest(IReadOnlyPushConfiguration config, PushProgram program, IRandom random) {
      var interpreter = new PushInterpreter(config, random);
      return EvaluateTest(interpreter, program);
    }

    public EvaluationResult EvaluateTest(PushInterpreterPool pool, PushProgram program, IRandom random) {
      using (var interpreter = pool.Create(random)) {
        return EvaluateTest(interpreter, program);
      }
    }

    public EvaluationResult EvaluateTraining(IPushInterpreter interpreter, PushProgram program) {
      return Evaluate(interpreter, program, DataBounds.TrainingRange.Start, DataBounds.TrainingRange.End);
    }

    public EvaluationResult EvaluateTraining(IReadOnlyPushConfiguration config, PushProgram program, IRandom random) {
      var interpreter = new PushInterpreter(config, random);
      return EvaluateTraining(interpreter, program);
    }

    public EvaluationResult EvaluateTraining(PushInterpreterPool pool, PushProgram program, IRandom random) {
      using (var interpreter = pool.Create(random)) {
        return EvaluateTraining(interpreter, program);
      }
    }

    public double Evaluate(IPushInterpreter interpreter, PushProgram program, int exampleIndex) {
      var example = Data.Examples[exampleIndex];

      interpreter.InitExample(example);
      interpreter.Run(program);

      switch (Data.ProblemType) {
        // special
        case ProblemType.NumberIO: return NumberIo(interpreter, example);
        case ProblemType.StringDifferences: return StringDifferences(interpreter, example);
        case ProblemType.EvenSquares: return EvenSquares(interpreter, example);
        case ProblemType.WallisPi: return WallisPi(interpreter, example);
        case ProblemType.VectorSummed: return VectorsSummed(interpreter, example);
        case ProblemType.XWordLines: return XWordLines(interpreter, example);
        case ProblemType.NegativeToZero: return NegativeToZero(interpreter, example);
        case ProblemType.WordStats: return WordStats(interpreter, example);
        case ProblemType.Checksum: return Checksum(interpreter, example);
        case ProblemType.Grades: return Grade(interpreter, example);
        case ProblemType.Syllables: return Syllables(interpreter, example);

        // printed string right/wrong
        case ProblemType.Smallest:
        case ProblemType.Median: return PrintedStringRight(interpreter, example);
        case ProblemType.MedianIntegerError: return MedianIntegerError(interpreter, example);

        // boolean error
        case ProblemType.MirrorImage:
        case ProblemType.SuperAnagrams:
        case ProblemType.CompareStringLengths: return GetDiff(example.OutputBoolean, interpreter.BooleanStack, Data.WorstResult, BooleanDiffer);

        // float error
        case ProblemType.VectorAverage: return GetDiff(example.OutputFloat, interpreter.FloatStack, Data.WorstResult, (a, b) => FloatDiffer(a, b, example.OutputFloatPrecision, Data.WorstResult));

        // integer error
        case ProblemType.LastIndexOfZero:
        case ProblemType.CountOdds:
        case ProblemType.SumOfSquares:
        case ProblemType.ScrabbleScore:
        case ProblemType.CollatzNumbers: return GetDiff(example.OutputInteger, interpreter.IntegerStack, Data.WorstResult, IntegerDiffer);

        // levenshtein distance + integer error
        case ProblemType.ReplaceSpaceWithNewline:
          return GetPrintDiffer(example.OutputPrint, interpreter.PrintStack, Data.WorstResult)
               + GetDiff(example.OutputInteger, interpreter.IntegerStack, Data.WorstResult, IntegerDiffer);

        // printed levenshtein distance
        case ProblemType.ForLoopIndex:
        case ProblemType.DoubleLetters:
        case ProblemType.StringLengthsBackwards:
        case ProblemType.PigLatin:
        case ProblemType.Digits:
        case ProblemType.SmallOrLarge: return GetPrintDiffer(example.OutputPrint, interpreter.PrintStack, Data.WorstResult);
      }

      return Default(interpreter, example);
    }

    private double Default(IPushInterpreter interpreter, Example example) {
      var integerDiff = GetDiff(example.OutputInteger, interpreter.IntegerStack, Data.WorstResult, IntegerDiffer);
      var floatDiff = GetDiff(example.OutputFloat, interpreter.FloatStack, Data.WorstResult, (a, b) => FloatDiffer(a, b, example.OutputFloatPrecision, Data.WorstResult));
      var booleanDiff = GetDiff(example.OutputBoolean, interpreter.BooleanStack, Data.WorstResult, BooleanDiffer);
      var stringDiff = GetDiff(example.OutputString, interpreter.StringStack, Data.WorstResult, StringDiffer);
      var charDiff = GetDiff(example.OutputChar, interpreter.CharStack, Data.WorstResult, CharDiffer);
      var printDiff = GetPrintDiffer(example.OutputPrint, interpreter.PrintStack, Data.WorstResult);
      var integerVectorDiff = GetVectorDiff(example.OutputIntegerVector, interpreter.IntegerVectorStack, Data.WorstResult, (a, b) => VectorDiffer(a, b, IntegerDiffer));
      var floatVectorDiff = GetVectorDiff(example.OutputFloatVector, interpreter.FloatVectorStack, Data.WorstResult, (a, b) => VectorDiffer(a, b, (x, y) => FloatDiffer(x, y, example.OutputFloatVectorPrecision, Data.WorstResult)));
      var stringVectorDiff = GetVectorDiff(example.OutputStringVector, interpreter.StringVectorStack, Data.WorstResult, (a, b) => VectorDiffer(a, b, StringDiffer));

      var result =
          integerDiff
        + floatDiff
        + booleanDiff
        + stringDiff
        + charDiff
        + printDiff
        + integerVectorDiff
        + floatVectorDiff
        + stringVectorDiff;

      return result;
    }

    private double PrintedStringRight(IPushInterpreter interpreter, Example example) {
      return interpreter.PrintStack.IsEmpty ||
             !interpreter.PrintStack.ToString().Equals(example.OutputPrint)
             ? 1
             : 0;
    }

    private double MedianIntegerError(IPushInterpreter interpreter, Example example) {
      var printResult = interpreter.PrintStack.ToString();

      long result;
      if (long.TryParse(printResult, out result)) {
        var diff = result.AbsoluteDiff(example.OutputInteger[0]);

        return Math.Min(Data.WorstResult, diff);
      }

      return Data.WorstResult;
    }

    private double NumberIo(IPushInterpreter interpreter, Example example) {
      if (!string.IsNullOrEmpty(example.OutputPrint) && interpreter.PrintStack.IsEmpty)
        return Data.WorstResult;

      var printResult = interpreter.PrintStack.ToString();

      double value;
      if (double.TryParse(printResult, NumberStyles.Number | NumberStyles.AllowDecimalPoint, CultureInfo.InvariantCulture, out value)) {
        var diff = example.OutputFloat[0].AbsoluteDiff(value);
        diff = Math.Min(diff, Data.WorstResult);

        return diff;
      }

      var penaltyError = Data.WorstResult / 4.0d;
      var levenshteinDistance = GetPrintDiffer(
        example.OutputPrint,
        printResult,
        Data.WorstResult);

      var result = levenshteinDistance + penaltyError;
      return Math.Min(result, Data.WorstResult);
    }

    private double StringDifferences(IPushInterpreter interpreter, Example example) {
      if (string.IsNullOrEmpty(example.OutputPrint) && interpreter.PrintStack.IsEmpty) {
        return 0.0;
      }

      if (!string.IsNullOrEmpty(example.OutputPrint) && interpreter.PrintStack.IsEmpty) {
        return Data.WorstResult;
      }

      var printResult = interpreter.PrintStack.ToString();
      var distance = example.OutputPrint.LevenshteinDistance(printResult);

      var lineCountWithCorrectFormat = interpreter.PrintStack
        .AsStrings()
        .Count(line => {
          var parts = line.Split(' ');

          if (parts.Length != 3)
            return false;

          var part0 = parts[0].Trim();
          if (part0.Length == 0 || !part0.IsNumeric())
            return false;

          var part1 = parts[1].Trim();
          if (part1.Length != 1)
            return false;

          var part2 = parts[2].Trim();
          if (part2.Length != 1)
            return false;

          return true;
        });

      var lineCountWithInvalidFormat = example.OutputPrintLineCount - lineCountWithCorrectFormat;
      lineCountWithInvalidFormat = Math.Min(lineCountWithInvalidFormat, example.OutputPrintLineCount);

      var result = distance + lineCountWithInvalidFormat;
      return Math.Min(result, Data.WorstResult);
    }

    private double EvenSquares(IPushInterpreter interpreter, Example example) {
      if (string.IsNullOrEmpty(example.OutputPrint) && interpreter.PrintStack.IsEmpty) {
        return 0.0;
      }

      if (!string.IsNullOrEmpty(example.OutputPrint) && interpreter.PrintStack.IsEmpty) {
        return Data.WorstResult;
      }

      var printResult = interpreter.PrintStack.ToString();
      var distance = example.OutputPrint.LevenshteinDistance(printResult);

      var printLines = interpreter.PrintStack.AsStrings().ToArray();

      var lineCountWithInvalidFormat = printLines
        .Take(example.OutputPrintLineCount)
        .Count(line => !line.IsNumeric());

      var compareLength = Math.Min(printLines.Length, example.OutputPrintLineCount);
      var integerError = 0L;

      for (var i = 0; i < compareLength; i++) {
        long value;
        if (long.TryParse(printLines[i], out value)) {
          integerError += value.AbsoluteDiff(example.OutputIntegerVector[0][i]);
        }
      }

      var result = distance + lineCountWithInvalidFormat + integerError / compareLength;
      return Math.Min(result, Data.WorstResult);
    }

    private double WallisPi(IPushInterpreter interpreter, Example example) {
      if (interpreter.FloatStack.IsEmpty)
        return Data.WorstResult;

      var floatDiff = GetDiff(example.OutputFloat, interpreter.FloatStack, Data.WorstResult, (a, b) => FloatDiffer(a, b, example.OutputFloatPrecision, Data.WorstResult));
      var expectedStr = example.OutputFloat[0].ToString(Data.FloatStringFormat, CultureInfo.CurrentCulture);
      var resultStr = interpreter.FloatStack.TopOrDefault.ToString(Data.FloatStringFormat, CultureInfo.CurrentCulture);
      var distance = expectedStr.LevenshteinDistance(resultStr);

      var result = floatDiff + distance;
      return Math.Min(result, Data.WorstResult);
    }

    private double VectorsSummed(IPushInterpreter interpreter, Example example) {
      if (interpreter.IntegerVectorStack.IsEmpty && example.OutputIntegerVector.Length > 0)
        return Data.WorstResult;

      var resultVector = interpreter.IntegerVectorStack[0];
      var expectedVector = example.OutputIntegerVector[0];
      var comparableLength = Math.Min(resultVector.Count, expectedVector.Length);

      // add penalty if length does not match
      //var result = expectedVector.Length > 0
      //  ? (expectedVector.Length - comparableLength) * (Data.WorstResult / expectedVector.Length)
      //  : 0;

      if (comparableLength == 0) {
        return Data.WorstResult;
      }

      var result = 0d;

      for (var i = 0; i < comparableLength; i++) {
        result += resultVector[i].AbsoluteDiff(expectedVector[i]);
      }

      for (var i = comparableLength; i < expectedVector.Length; i++) {
        result += expectedVector[i];
      }

      return Math.Min(result, Data.WorstResult);
    }

    private double XWordLines(IPushInterpreter interpreter, Example example) {
      if (string.IsNullOrEmpty(example.OutputPrint) && interpreter.PrintStack.IsEmpty) {
        return 0.0;
      }

      if (!string.IsNullOrEmpty(example.OutputPrint) && interpreter.PrintStack.IsEmpty)
        return Data.WorstResult;

      var estimatedWordsPerLineCount = example.InputInteger[0];
      var estimatedWordCount = example.OutputInteger[0];
      var estimatedLastWordCount = estimatedWordCount - estimatedWordsPerLineCount * Math.Max(0, example.OutputPrintLineCount - 1);
      var printResult = interpreter.PrintStack.ToString();
      var distance = example.OutputPrint.LevenshteinDistance(printResult);
      var lineCount = interpreter.PrintStack.Count;
      var lineCountError = example.OutputPrintLineCount.AbsoluteDiff(lineCount);
      var totalWordsPerLineError = 0L;

      for (var i = 0; i < interpreter.PrintStack.Lines.Count - 1; i++) {
        totalWordsPerLineError += interpreter.PrintStack.Lines[i].Split(' ').Length.AbsoluteDiff(estimatedWordsPerLineCount);
      }

      // last line
      var lastLine = interpreter.PrintStack.Lines[interpreter.PrintStack.Lines.Count - 1];
      totalWordsPerLineError += lastLine.Split(' ').Length.AbsoluteDiff(estimatedLastWordCount);

      var result = distance + lineCountError + totalWordsPerLineError;
      return Math.Min(result, Data.WorstResult);
    }

    private double NegativeToZero(IPushInterpreter interpreter, Example example) {
      if (interpreter.IntegerVectorStack.IsEmpty && example.OutputIntegerVector.Length > 0)
        return Data.WorstResult;

      var resultVector = interpreter.IntegerVectorStack.Top;
      var expectedVector = example.OutputIntegerVector[0];
      var comparableLength = Math.Min(resultVector.Count, expectedVector.Length);

      // add penalty if length does not match
      //var result = expectedVector.Length > 0
      //  ? (expectedVector.Length - comparableLength) * (Data.WorstResult / expectedVector.Length)
      //  : 0;

      if (comparableLength == 0) {
        return Data.WorstResult;
      }

      var result = 0d;

      for (var i = 0; i < comparableLength; i++) {
        var expectedStr = expectedVector[i].ToString();
        var resultStr = resultVector[i].ToString();

        result += expectedStr.LevenshteinDistance(resultStr);
      }

      for (var i = comparableLength; i < expectedVector.Length; i++) {
        result += expectedVector[i].ToString().Length;
      }

      return Math.Min(result, Data.WorstResult);
    }

    private double WordStats(IPushInterpreter interpreter, Example example) {
      if (string.IsNullOrEmpty(example.OutputPrint) && interpreter.PrintStack.IsEmpty) {
        return 0.0;
      }

      if (!string.IsNullOrEmpty(example.OutputPrint) && interpreter.PrintStack.IsEmpty)
        return Data.WorstResult;

      var printStr = interpreter.PrintStack.ToString();
      var distance = example.OutputPrint.LevenshteinDistance(printStr);

      var statsError = 0.0;
      long numberOfSentences;
      var expectedNumberOfSentences = example.OutputInteger[0];
      statsError += BenchmarkSuite.Problems.WordStats.GetNumberOfSentences(printStr, out numberOfSentences)
        ? expectedNumberOfSentences.AbsoluteDiff(numberOfSentences)
        : Data.WorstResult / 3.0;

      double averageSentenceLength;
      var expectedAverageSentenceLength = example.OutputFloat[0];
      statsError += BenchmarkSuite.Problems.WordStats.GetAverageSentenceLength(printStr, out averageSentenceLength)
        ? expectedAverageSentenceLength.AbsoluteDiff(averageSentenceLength)
        : Data.WorstResult / 3.0;

      var result = distance + statsError;
      return Math.Min(result, Data.WorstResult);
    }

    private double Checksum(IPushInterpreter interpreter, Example example) {
      if (!string.IsNullOrEmpty(example.OutputPrint) && interpreter.PrintStack.IsEmpty)
        return Data.WorstResult;

      var printStr = interpreter.PrintStack.ToString();
      var distance = example.OutputPrint.LevenshteinDistance(printStr);

      var expectedLastCharIndex = example.OutputPrint.Length - 1;
      var resultLastCharIndex = printStr.Length - 1;
      var result = distance;

      if (expectedLastCharIndex >= 0 && resultLastCharIndex >= 0) {
        var expectedLastChar = example.OutputPrint[expectedLastCharIndex];
        var resultLastChar = printStr[resultLastCharIndex];

        result += expectedLastChar.AbsoluteDiff(resultLastChar);
      }

      return Math.Min(result, Data.WorstResult);
    }

    private double Syllables(IPushInterpreter interpreter, Example example) {
      if (!string.IsNullOrEmpty(example.OutputPrint) && interpreter.PrintStack.IsEmpty)
        return Data.WorstResult;

      var printStr = interpreter.PrintStack.ToString();
      var distance = example.OutputPrint.LevenshteinDistance(printStr);

      long numberOfSyllables;
      var expectedNumberOfSyllables = example.OutputInteger[0];
      var numberOfSyllablesError = BenchmarkSuite.Problems.Syllables.GetNumberOfSyllables(printStr, out numberOfSyllables)
        ? expectedNumberOfSyllables.AbsoluteDiff(numberOfSyllables)
        : Data.WorstResult / 2.0;

      var result = distance + numberOfSyllablesError;
      return Math.Min(result, Data.WorstResult);
    }

    private double Grade(IPushInterpreter interpreter, Example example) {
      if (!string.IsNullOrEmpty(example.OutputPrint) && interpreter.PrintStack.IsEmpty)
        return Data.WorstResult;

      var printStr = interpreter.PrintStack.ToString();
      var distance = example.OutputPrint.LevenshteinDistance(printStr);

      char grade;
      var expectedGrade = example.OutputChar[0];
      var gradeError = BenchmarkSuite.Problems.Grades.GetGrade(printStr, out grade)
        ? expectedGrade.AbsoluteDiff(grade)
        : char.MaxValue;

      var result = distance + gradeError;
      return Math.Min(result, Data.WorstResult);
    }

    private static double FloatDiffer(double a, double b, int digits, double worst) {
      var result = Math.Round(a, digits) - Math.Round(b, digits);

      // ReSharper disable once CompareOfFloatsByEqualityOperator
      if (result == double.MinValue || double.IsPositiveInfinity(result) ||
          double.IsNaN(result) ||
          // ReSharper disable once CompareOfFloatsByEqualityOperator
          result == double.MaxValue || double.IsNegativeInfinity(result))
        return worst;

      return Math.Abs(result);
    }

    private static double IntegerDiffer(long a, long b) {
      var result = a - b;

      return result == long.MinValue ? long.MaxValue : Math.Abs(result);
    }

    private static double BooleanDiffer(bool a, bool b) {
      return a == b ? 0 : 1;
    }

    private static double StringDiffer(string a, string b) {
      return a.LevenshteinDistance(b);
    }

    private static double CharDiffer(char a, char b) {
      return IntegerDiffer(a, b);
    }

    private static double VectorDiffer<T>(IReadOnlyList<T> estimated, IReadOnlyList<T> outcome, Func<T, T, double> differ) {
      var length = Math.Min(estimated.Count, outcome.Count);
      var result = 0d;

      for (var i = 0; i < length; i++) {
        result += differ(estimated[i], outcome[i]);
      }

      if (estimated.Count > outcome.Count) {
        var remainingLength = estimated.Count - length;
        for (var i = 0; i < remainingLength; i++)
          result += differ(estimated[i], default(T));
      }

      return result;
    }

    private static double GetPrintDiffer(string estimated, string printResult, double worstResult) {
      var distance = estimated.LevenshteinDistance(printResult);

      return Math.Min(distance, worstResult);
    }

    private static double GetPrintDiffer(string estimated, IPrintStack printStack, double worstResult) {
      var printResult = printStack.ToString();
      var distance = estimated.LevenshteinDistance(printResult);

      return Math.Min(distance, worstResult);
    }

    private static double GetVectorDiff<T>(IReadOnlyList<IReadOnlyList<T>> estimated, IPushStack<IReadOnlyList<T>> resultStack, double worstResult, Func<IReadOnlyList<T>, IReadOnlyList<T>, double> differ)
      where T : IComparable {
      if (estimated.Count == 0) return 0d;
      if (resultStack.IsEmpty && estimated.Count > 0) return worstResult;

      var diff = 0d;
      var comparableLength = Math.Min(estimated.Count, resultStack.Count);

      if (!resultStack.IsEmpty) {

        for (var i = 0; i < comparableLength && diff < worstResult; i++) {
          diff += differ(estimated[i], resultStack[i]);
        }
      }

      var emptyTArray = new T[0];
      for (var i = comparableLength; i < estimated.Count - comparableLength && diff < worstResult; i++) {
        diff += differ(estimated[i], emptyTArray);
      }

      return double.IsNaN(diff) || double.IsInfinity(diff)
         ? worstResult
         : Math.Min(diff, worstResult);
    }

    private static double GetDiff<T>(IReadOnlyList<T> estimated, IPushStack<T> resultStack, double worstResult, Func<T, T, double> differ)
      where T : IComparable {
      if (estimated.Count == 0) return 0d;
      if (resultStack.IsEmpty && estimated.Count > 0) return worstResult;

      var diff = 0d;
      var comparableLength = Math.Min(estimated.Count, resultStack.Count);

      if (!resultStack.IsEmpty) {
        for (var i = 0; i < comparableLength && diff < worstResult; i++) {
          diff += differ(estimated[i], resultStack[i]);
        }
      }

      for (var i = comparableLength; i < estimated.Count - comparableLength && diff < worstResult; i++) {
        diff += differ(estimated[i], default(T));
      }

      return double.IsNaN(diff) || double.IsInfinity(diff)
        ? worstResult
        : Math.Min(diff, worstResult);
    }
  }
}