Files
QuanTAlib/Calculations/_Updated/WMAPE_Series.cs
T

85 lines
2.8 KiB
C#

using System.Linq;
namespace QuanTAlib;
using System;
using System.Collections.Generic;
/* <summary>
WMAPE: Weighted Mean Absolute Percentage Error
Measures the size of the error in percentage terms. Improves problems with MAPE
when there are zero or close-to-zero values because there would be a division by zero
or values of MAPE tending to infinity.
Sources:
https://en.wikipedia.org/wiki/WMAPE
</summary> */
public class WMAPE_Series : TSeries {
private readonly System.Collections.Generic.List<double> _buffer = new();
protected readonly int _period;
protected readonly bool _NaN;
protected readonly TSeries _data;
//core constructors
public WMAPE_Series(int period, bool useNaN) : base() {
_period = period;
_NaN = useNaN;
Name = $"WMAPE({period})";
}
public WMAPE_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 WMAPE_Series() : this(period: 0, useNaN: false) { }
public WMAPE_Series(int period) : this(period: period, useNaN: false) { }
public WMAPE_Series(TBars source) : this(source.Close, 0, false) { }
public WMAPE_Series(TBars source, int period) : this(source.Close, period, false) { }
public WMAPE_Series(TBars source, int period, bool useNaN) : this(source.Close, period, useNaN) { }
public WMAPE_Series(TSeries source) : this(source, 0, false) { }
public WMAPE_Series(TSeries source, int period) : this(source: source, period: period, useNaN: false) { }
//////////////////
// core Add() algo
public override (DateTime t, double v) Add((DateTime t, double v) TValue, bool update = false) {
BufferTrim(buffer:_buffer, value:TValue.v, period:_period, update: update);
double _sma = _buffer.Average();
double _div = 0;
double _wmape = 0;
for (int i = 0; i < _buffer.Count; i++) {
_wmape += Math.Abs(_buffer[i] - _sma);
_div += Math.Abs(_buffer[i]);
}
_wmape = (_div != 0) ? _wmape / _div : double.PositiveInfinity;
var res = (TValue.t, Count < _period - 1 && _NaN ? double.NaN : _wmape);
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 this.Add(TValue: _data.Last, update: update);
}
public (DateTime t, double v) Add() {
return Add(TValue: _data.Last, update: false);
}
private new void Sub(object source, TSeriesEventArgs e) {
Add(TValue: _data.Last, update: e.update);
}
//reset calculation
public override void Reset() {
_buffer.Clear();
}
}