Files
QuanTAlib/archive/Calculations/_Updated/DWMA_Series.cs
T
2024-09-24 16:41:26 -07:00

143 lines
3.3 KiB
C#

namespace QuanTAlib;
using System;
using System.Collections.Generic;
using System.Threading.Tasks;
/* <summary>
DWMA: Double Weighted Moving Average
The weights are decreasing over the period with p^2 decay
and the most recent data has the heaviest weight.
</summary> */
public class DWMA_Series : TSeries
{
private readonly List<double> _buffer = new();
private List<double> _weights;
protected readonly int _period;
protected readonly bool _NaN;
protected readonly TSeries _data;
protected int _len;
//core constructors
public DWMA_Series(int period, bool useNaN)
{
_period = period;
_NaN = useNaN;
Name = $"DWMA({period})";
_len = 0;
_weights = CalculateWeights(_period);
}
public DWMA_Series(TSeries source, int period, bool useNaN) : this(period, useNaN)
{
_data = source;
Name = Name.Substring(0, Name.IndexOf(")")) + $", {(string.IsNullOrEmpty(_data.Name) ? "data" : _data.Name)})";
_data.Pub += Sub;
Add(_data);
}
public DWMA_Series() : this(0, false)
{
}
public DWMA_Series(int period) : this(period, false)
{
}
public DWMA_Series(TBars source) : this(source.Close, 0, false)
{
}
public DWMA_Series(TBars source, int period) : this(source.Close, period, false)
{
}
public DWMA_Series(TBars source, int period, bool useNaN) : this(source.Close, period, useNaN)
{
}
public DWMA_Series(TSeries source, int period) : this(source, period, false)
{
}
//////////////////
// core Add() algo
public override (DateTime t, double v) Add((DateTime t, double v) TValue, bool update = false)
{
BufferTrim(_buffer, TValue.v, _period, update);
if (_period == 0)
{
_len++;
_weights = CalculateWeights(_len);
}
double _dwma = 0, _wsum = 0;
var bufferCount = _buffer.Count;
var lockObj = new object();
Parallel.For(0, bufferCount, i =>
{
var temp = _buffer[i] * _weights[i];
lock (lockObj)
{
_dwma += temp;
_wsum += _weights[i];
}
});
_dwma /= _wsum;
var res = (TValue.t, Count < _period - 1 && _NaN ? double.NaN : _dwma);
return base.Add(res, update);
}
public override (DateTime t, double v) Add(TSeries data)
{
if (data == null)
{
return (DateTime.Today, double.NaN);
}
foreach (var item in data)
{
Add(item, false);
}
return _data.Last;
}
public (DateTime t, double v) Add(bool update)
{
return Add(_data.Last, update);
}
public (DateTime t, double v) Add()
{
return Add(_data.Last, false);
}
private new void Sub(object source, TSeriesEventArgs e)
{
Add(_data.Last, e.update);
}
//calculating weights
private static List<double> CalculateWeights(int period)
{
var weights = new List<double>(period);
for (var i = 0; i < period; i++)
{
weights.Add((i + 1) * (i + 1));
}
return weights;
}
//reset calculation
public override void Reset()
{
_len = 0;
_buffer.Clear();
_weights = CalculateWeights(_period);
}
}