Files
QuanTAlib/lib/statistics/Max.cs
T
2024-09-24 16:41:26 -07:00

80 lines
2.4 KiB
C#

using System;
namespace QuanTAlib
{
public class Max : AbstractBase
{
public readonly int Period;
private CircularBuffer _buffer;
private readonly double _halfLife;
private double _currentMax, _p_currentMax;
private int _timeSinceNewMax, _p_timeSinceNewMax;
public Max(int period, double decay = 0) : base()
{
if (period < 1)
{
throw new ArgumentOutOfRangeException(nameof(period), "Period must be greater than or equal to 1.");
}
if (decay < 0)
{
throw new ArgumentOutOfRangeException(nameof(decay), "Half-life must be non-negative.");
}
Period = period;
WarmupPeriod = 0;
_buffer = new CircularBuffer(period);
_halfLife = decay * 0.1;
Name = $"Max(period={period}, halfLife={decay:F2})";
Init();
}
public Max(object source, int period, double decay = 0) : this(period, decay)
{
var pubEvent = source.GetType().GetEvent("Pub");
pubEvent?.AddEventHandler(source, new ValueSignal(Sub));
}
public override void Init()
{
base.Init();
_currentMax = double.MinValue;
_timeSinceNewMax = 0;
}
protected override void ManageState(bool isNew)
{
if (isNew)
{
_p_currentMax = _currentMax;
_lastValidValue = Input.Value;
_index++;
_timeSinceNewMax++;
_p_timeSinceNewMax = _timeSinceNewMax;
}
else
{
_currentMax = _p_currentMax;
_timeSinceNewMax = _p_timeSinceNewMax;
}
}
protected override double Calculation()
{
ManageState(Input.IsNew);
_buffer.Add(Input.Value, Input.IsNew);
if (Input.Value >= _currentMax)
{
_currentMax = Input.Value;
_timeSinceNewMax = 0;
}
double decayRate = 1 - Math.Exp(-_halfLife * _timeSinceNewMax / Period);
_currentMax = _currentMax - decayRate * (_currentMax - _buffer.Average());
_currentMax = Math.Min(_currentMax, _buffer.Max());
IsHot = true;
return _currentMax;
}
}
}