namespace QuanTAlib; public class Mode : AbstractBase { public readonly int Period; private CircularBuffer _buffer; public Mode(int period) : base() { if (period < 1) { throw new ArgumentOutOfRangeException(nameof(period), "Period must be greater than or equal to 1."); } Period = period; WarmupPeriod = period; _buffer = new CircularBuffer(period); Name = $"Mode(period={period})"; Init(); } public Mode(object source, int period) : this(period) { var pubEvent = source.GetType().GetEvent("Pub"); pubEvent?.AddEventHandler(source, new ValueSignal(Sub)); } protected override void ManageState(bool isNew) { if (isNew) { _lastValidValue = Input.Value; _index++; } } protected override double Calculation() { ManageState(Input.IsNew); _buffer.Add(Input.Value, Input.IsNew); double mode; if (_index >= Period) { var values = _buffer.GetSpan().ToArray(); var groupedValues = values.GroupBy(v => v) .OrderByDescending(g => g.Count()) .ThenBy(g => g.Key) .ToList(); int maxCount = groupedValues.First().Count(); var modes = groupedValues.TakeWhile(g => g.Count() == maxCount) .Select(g => g.Key) .ToList(); mode = modes.Average(); // If there are multiple modes, we return their average } else { mode = _buffer.Average(); // Use average until we have enough data points } IsHot = _index >= WarmupPeriod; return mode; } }