Files
QuanTAlib/Calculations/_Updated/DWMA_Series.cs
T

126 lines
2.9 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 = new();
protected readonly int _period;
protected readonly bool _NaN;
protected readonly TSeries _data;
protected int _len;
//core constructors
public DWMA_Series(int period, bool useNaN) : base() {
_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 new (DateTime t, double v) Add((DateTime t, double v) TValue) {
return Add(TValue, false);
}
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);
}
}