bbgo_origin/pkg/indicator/macd.go

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package indicator
import (
"time"
"github.com/c9s/bbgo/pkg/datatype/floats"
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"github.com/c9s/bbgo/pkg/types"
)
// macd implements moving average convergence divergence indicator
//
// Moving Average Convergence Divergence (MACD)
// - https://www.investopedia.com/terms/m/macd.asp
// - https://school.stockcharts.com/doku.php?id=technical_indicators:macd-histogram
// The Moving Average Convergence Divergence (MACD) is a technical analysis indicator that is used to measure the relationship between
// two moving averages of a security's price. It is calculated by subtracting the longer-term moving average from the shorter-term moving
// average, and then plotting the resulting value on the price chart as a line. This line is known as the MACD line, and is typically
// used to identify potential buy or sell signals. The MACD is typically used in conjunction with a signal line, which is a moving average
// of the MACD line, to generate more accurate buy and sell signals.
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type MACDConfig struct {
types.IntervalWindow // 9
// ShortPeriod is the short term period EMA, usually 12
ShortPeriod int `json:"short"`
// LongPeriod is the long term period EMA, usually 26
LongPeriod int `json:"long"`
}
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//go:generate callbackgen -type MACD
type MACD struct {
MACDConfig
Values floats.Slice `json:"-"`
fastEWMA, slowEWMA, signalLine *EWMA
Histogram floats.Slice `json:"-"`
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EndTime time.Time
updateCallbacks []func(macd, signal, histogram float64)
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}
func (inc *MACD) Update(x float64) {
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if len(inc.Values) == 0 {
// apply default values
inc.fastEWMA = &EWMA{IntervalWindow: types.IntervalWindow{Window: inc.ShortPeriod}}
inc.slowEWMA = &EWMA{IntervalWindow: types.IntervalWindow{Window: inc.LongPeriod}}
inc.signalLine = &EWMA{IntervalWindow: types.IntervalWindow{Window: inc.Window}}
if inc.ShortPeriod == 0 {
inc.ShortPeriod = 12
}
if inc.LongPeriod == 0 {
inc.LongPeriod = 26
}
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}
// update fast and slow ema
inc.fastEWMA.Update(x)
inc.slowEWMA.Update(x)
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// update MACD value, it's also the signal line
fast := inc.fastEWMA.Last()
slow := inc.slowEWMA.Last()
macd := fast - slow
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inc.Values.Push(macd)
// update signal line
inc.signalLine.Update(macd)
signal := inc.signalLine.Last()
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// update histogram
histogram := macd - signal
inc.Histogram.Push(histogram)
inc.EmitUpdate(macd, signal, histogram)
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}
func (inc *MACD) Last() float64 {
if len(inc.Values) == 0 {
return 0.0
}
return inc.Values[len(inc.Values)-1]
}
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func (inc *MACD) Length() int {
return len(inc.Values)
}
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func (inc *MACD) PushK(k types.KLine) {
inc.Update(k.Close.Float64())
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}
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func (inc *MACD) MACD() types.SeriesExtend {
out := &MACDValues{MACD: inc}
out.SeriesBase.Series = out
return out
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}
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func (inc *MACD) Singals() types.SeriesExtend {
return inc.signalLine
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}
type MACDValues struct {
types.SeriesBase
*MACD
}
func (inc *MACDValues) Last() float64 {
if len(inc.Values) == 0 {
return 0.0
}
return inc.Values[len(inc.Values)-1]
}
func (inc *MACDValues) Index(i int) float64 {
length := len(inc.Values)
if length == 0 || length-1-i < 0 {
return 0.0
}
return inc.Values[length-1+i]
}
func (inc *MACDValues) Length() int {
return len(inc.Values)
}