refactor structs to records, add new classes for financial calculations, implement EMA and SMA with circular buffer. Generate random financial data using GBM model. Also, test the SMA calculation with sample data.

This commit is contained in:
Miha Kralj
2024-07-28 21:26:44 -07:00
parent ef534393db
commit 3455baaf6c
95 changed files with 8661 additions and 7012 deletions
+65 -55
View File
@@ -20,66 +20,76 @@ Remark:
</summary> */
public class MAPE_Series : TSeries {
private readonly System.Collections.Generic.List<double> _buffer = new();
protected readonly int _period;
protected readonly bool _NaN;
protected readonly TSeries _data;
public class MAPE_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 MAPE_Series(int period, bool useNaN) {
_period = period;
_NaN = useNaN;
Name = $"MAPE({period})";
}
public MAPE_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 MAPE_Series() : this(period: 0, useNaN: false) { }
public MAPE_Series(int period) : this(period: period, useNaN: false) { }
public MAPE_Series(TBars source) : this(source.Close, 0, false) { }
public MAPE_Series(TBars source, int period) : this(source.Close, period, false) { }
public MAPE_Series(TBars source, int period, bool useNaN) : this(source.Close, period, useNaN) { }
public MAPE_Series(TSeries source) : this(source, 0, false) { }
public MAPE_Series(TSeries source, int period) : this(source: source, period: period, useNaN: false) { }
//core constructors
public MAPE_Series(int period, bool useNaN)
{
_period = period;
_NaN = useNaN;
Name = $"MAPE({period})";
}
public MAPE_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 MAPE_Series() : this(period: 0, useNaN: false) { }
public MAPE_Series(int period) : this(period: period, useNaN: false) { }
public MAPE_Series(TBars source) : this(source.Close, 0, false) { }
public MAPE_Series(TBars source, int period) : this(source.Close, period, false) { }
public MAPE_Series(TBars source, int period, bool useNaN) : this(source.Close, period, useNaN) { }
public MAPE_Series(TSeries source) : this(source, 0, false) { }
public MAPE_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);
//////////////////
// 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 _sma = _buffer.Average();
double _mape = 0;
for (int i = 0; i < _buffer.Count; i++) {
_mape += (_buffer[i] != 0) ? Math.Abs(_buffer[i] - _sma) / Math.Abs(_buffer[i]) : double.PositiveInfinity;
}
_mape /= (_buffer.Count > 0) ? _buffer.Count : 1;
double _mape = 0;
for (int i = 0; i < _buffer.Count; i++)
{
_mape += (_buffer[i] != 0) ? Math.Abs(_buffer[i] - _sma) / Math.Abs(_buffer[i]) : double.PositiveInfinity;
}
_mape /= (_buffer.Count > 0) ? _buffer.Count : 1;
var res = (TValue.t, Count < _period - 1 && _NaN ? double.NaN : _mape);
return base.Add(res, update);
}
var res = (TValue.t, Count < _period - 1 && _NaN ? double.NaN : _mape);
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 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);
}
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 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();
}
//reset calculation
public override void Reset()
{
_buffer.Clear();
}
}