package indicator import ( "math" "github.com/c9s/bbgo/pkg/types" ) // Refer: Arnaud Legoux Moving Average // Refer: https://capital.com/arnaud-legoux-moving-average // Also check https://github.com/DaveSkender/Stock.Indicators/blob/main/src/a-d/Alma/Alma.cs // @param offset: Gaussian applied to the combo line. 1->ema, 0->sma // @param sigma: the standard deviation applied to the combo line. This makes the combo line sharper //go:generate callbackgen -type ALMA type ALMA struct { types.IntervalWindow Offset float64 Sigma int Weight []float64 Sum float64 input []float64 Values types.Float64Slice UpdateCallbacks []func(value float64) } const MaxNumOfALMA = 5_000 const MaxNumOfALMATruncateSize = 100 func (inc *ALMA) Update(value float64) { if inc.Weight == nil { inc.Weight = make([]float64, inc.Window) m := inc.Offset * (float64(inc.Window) - 1.) s := float64(inc.Window) / float64(inc.Sigma) inc.Sum = 0. for i := 0; i < inc.Window; i++ { diff := float64(i) - m wt := math.Exp(-diff*diff/2./s/s) inc.Sum += wt inc.Weight[i] = wt } } inc.input = append(inc.input, value) if len(inc.input) >= inc.Window { weightedSum := 0.0 inc.input = inc.input[len(inc.input) - inc.Window:] for i := 0; i < inc.Window; i++ { weightedSum += inc.Weight[i] * inc.input[i] } inc.Values.Push(weightedSum / inc.Sum) if len(inc.Values) > MaxNumOfALMA { inc.Values = inc.Values[MaxNumOfALMATruncateSize-1:] } } } func (inc *ALMA) Last() float64 { if len(inc.Values) == 0 { return 0 } return inc.Values[len(inc.Values)-1] } func (inc *ALMA) Index(i int) float64 { if i >= len(inc.Values) { return 0 } return inc.Values[len(inc.Values)-i-1] } func (inc *ALMA) Length() int { return len(inc.Values) } func (inc *ALMA) calculateAndUpdate(allKLines []types.KLine) { if inc.input == nil { for _, k := range allKLines { inc.Update(k.Close.Float64()) inc.EmitUpdate(inc.Last()) } return } inc.Update(allKLines[len(allKLines)-1].Close.Float64()) inc.EmitUpdate(inc.Last()) } func (inc *ALMA) handleKLineWindowUpdate(interval types.Interval, window types.KLineWindow) { if inc.Interval != interval { return } inc.calculateAndUpdate(window) } func (inc *ALMA) Bind(updater KLineWindowUpdater) { updater.OnKLineWindowUpdate(inc.handleKLineWindowUpdate) }