package indicator import ( "github.com/c9s/bbgo/pkg/datatype/floats" "github.com/c9s/bbgo/pkg/types" ) // Refer: Triple Exponential Moving Average (TEMA) // URL: https://investopedia.com/terms/t/triple-exponential-moving-average.asp // // The Triple Exponential Moving Average (TEMA) is a technical analysis indicator that is used to smooth price data and reduce the lag // associated with traditional moving averages. It is calculated by taking the exponentially weighted moving average of the input data, // and then taking the exponentially weighted moving average of that result, and then taking the exponentially weighted moving average of // that result. This triple-smoothing process helps to eliminate much of the noise in the original data and provides a more accurate // representation of the underlying trend. The TEMA line is then plotted on the price chart, which can be used to make predictions about // future price movements. The TEMA is typically more responsive to changes in the underlying data than a simple moving average, but may be // less reliable in trending markets. //go:generate callbackgen -type TEMA type TEMA struct { types.SeriesBase types.IntervalWindow Values floats.Slice A1 *EWMA A2 *EWMA A3 *EWMA UpdateCallbacks []func(value float64) } func (inc *TEMA) Update(value float64) { if len(inc.Values) == 0 { inc.SeriesBase.Series = inc inc.A1 = &EWMA{IntervalWindow: inc.IntervalWindow} inc.A2 = &EWMA{IntervalWindow: inc.IntervalWindow} inc.A3 = &EWMA{IntervalWindow: inc.IntervalWindow} } inc.A1.Update(value) a1 := inc.A1.Last(0) inc.A2.Update(a1) a2 := inc.A2.Last(0) inc.A3.Update(a2) a3 := inc.A3.Last(0) inc.Values.Push(3*a1 - 3*a2 + a3) } func (inc *TEMA) Last(i int) float64 { return inc.Values.Last(i) } func (inc *TEMA) Index(i int) float64 { return inc.Last(i) } func (inc *TEMA) Length() int { return len(inc.Values) } var _ types.SeriesExtend = &TEMA{} func (inc *TEMA) PushK(k types.KLine) { inc.Update(k.Close.Float64()) } func (inc *TEMA) CalculateAndUpdate(allKLines []types.KLine) { if inc.A1 == nil { for _, k := range allKLines { inc.PushK(k) inc.EmitUpdate(inc.Last(0)) } } else { k := allKLines[len(allKLines)-1] inc.PushK(k) inc.EmitUpdate(inc.Last(0)) } } func (inc *TEMA) handleKLineWindowUpdate(interval types.Interval, window types.KLineWindow) { if inc.Interval != interval { return } inc.CalculateAndUpdate(window) } func (inc *TEMA) Bind(updater KLineWindowUpdater) { updater.OnKLineWindowUpdate(inc.handleKLineWindowUpdate) }