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