bbgo_origin/pkg/indicator/vwma.go

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package indicator
import (
"time"
log "github.com/sirupsen/logrus"
"github.com/c9s/bbgo/pkg/types"
)
/*
vwma implements the volume weighted moving average (VWMA) indicator:
Calculation:
pv = element-wise multiplication of close prices and volumes
VWMA = SMA(pv, window) / SMA(volumes, window)
Volume Weighted Moving Average
- https://www.motivewave.com/studies/volume_weighted_moving_average.htm
*/
//go:generate callbackgen -type VWMA
type VWMA struct {
types.IntervalWindow
Values types.Float64Slice
EndTime time.Time
UpdateCallbacks []func(value float64)
}
func (inc *VWMA) Last() float64 {
if len(inc.Values) == 0 {
return 0.0
}
return inc.Values[len(inc.Values)-1]
}
func (inc *VWMA) Index(i int) float64 {
length := len(inc.Values)
if length == 0 || length-i-1 < 0 {
return 0
}
return inc.Values[length-i-1]
}
func (inc *VWMA) Length() int {
return len(inc.Values)
}
var _ types.Series = &VWMA{}
func KLinePriceVolumeMapper(k types.KLine) float64 {
return k.Close.Mul(k.Volume).Float64()
}
func KLineVolumeMapper(k types.KLine) float64 {
return k.Volume.Float64()
}
func (inc *VWMA) calculateAndUpdate(kLines []types.KLine) {
if len(kLines) < inc.Window {
return
}
var index = len(kLines) - 1
var kline = kLines[index]
if inc.EndTime != zeroTime && kline.EndTime.Before(inc.EndTime) {
return
}
var recentK = kLines[index-(inc.Window-1) : index+1]
pv, err := calculateSMA(recentK, inc.Window, KLinePriceVolumeMapper)
if err != nil {
log.WithError(err).Error("price x volume SMA error")
return
}
v, err := calculateSMA(recentK, inc.Window, KLineVolumeMapper)
if err != nil {
log.WithError(err).Error("volume SMA error")
return
}
vwma := pv / v
inc.Values.Push(vwma)
if len(inc.Values) > MaxNumOfSMA {
inc.Values = inc.Values[MaxNumOfSMATruncateSize-1:]
}
inc.EndTime = kLines[index].EndTime.Time()
inc.EmitUpdate(vwma)
}
func (inc *VWMA) handleKLineWindowUpdate(interval types.Interval, window types.KLineWindow) {
if inc.Interval != interval {
return
}
inc.calculateAndUpdate(window)
}
func (inc *VWMA) Bind(updater KLineWindowUpdater) {
updater.OnKLineWindowUpdate(inc.handleKLineWindowUpdate)
}