mirror of
https://github.com/c9s/bbgo.git
synced 2024-11-21 22:43:52 +00:00
indicator: rewrite boll indicator with stddev indicator
This commit is contained in:
parent
975d0d6995
commit
a5715c6aee
|
@ -3,9 +3,6 @@ package indicator
|
||||||
import (
|
import (
|
||||||
"time"
|
"time"
|
||||||
|
|
||||||
log "github.com/sirupsen/logrus"
|
|
||||||
"gonum.org/v1/gonum/stat"
|
|
||||||
|
|
||||||
"github.com/c9s/bbgo/pkg/types"
|
"github.com/c9s/bbgo/pkg/types"
|
||||||
)
|
)
|
||||||
|
|
||||||
|
@ -24,13 +21,15 @@ Bollinger Bands Technical indicator guide:
|
||||||
|
|
||||||
//go:generate callbackgen -type BOLL
|
//go:generate callbackgen -type BOLL
|
||||||
type BOLL struct {
|
type BOLL struct {
|
||||||
|
types.SeriesBase
|
||||||
types.IntervalWindow
|
types.IntervalWindow
|
||||||
|
|
||||||
// times of Std, generally it's 2
|
// K is the multiplier of Std, generally it's 2
|
||||||
K float64
|
K float64
|
||||||
|
|
||||||
SMA types.Float64Slice
|
SMA *SMA
|
||||||
StdDev types.Float64Slice
|
StdDev *StdDev
|
||||||
|
|
||||||
UpBand types.Float64Slice
|
UpBand types.Float64Slice
|
||||||
DownBand types.Float64Slice
|
DownBand types.Float64Slice
|
||||||
|
|
||||||
|
@ -50,11 +49,11 @@ func (inc *BOLL) GetDownBand() types.SeriesExtend {
|
||||||
}
|
}
|
||||||
|
|
||||||
func (inc *BOLL) GetSMA() types.SeriesExtend {
|
func (inc *BOLL) GetSMA() types.SeriesExtend {
|
||||||
return types.NewSeries(&inc.SMA)
|
return types.NewSeries(inc.SMA)
|
||||||
}
|
}
|
||||||
|
|
||||||
func (inc *BOLL) GetStdDev() types.SeriesExtend {
|
func (inc *BOLL) GetStdDev() types.SeriesExtend {
|
||||||
return types.NewSeries(&inc.StdDev)
|
return types.NewSeries(inc.StdDev)
|
||||||
}
|
}
|
||||||
|
|
||||||
func (inc *BOLL) LastUpBand() float64 {
|
func (inc *BOLL) LastUpBand() float64 {
|
||||||
|
@ -73,64 +72,49 @@ func (inc *BOLL) LastDownBand() float64 {
|
||||||
return inc.DownBand[len(inc.DownBand)-1]
|
return inc.DownBand[len(inc.DownBand)-1]
|
||||||
}
|
}
|
||||||
|
|
||||||
func (inc *BOLL) LastStdDev() float64 {
|
func (inc *BOLL) Update(value float64) {
|
||||||
if len(inc.StdDev) == 0 {
|
if inc.SMA == nil {
|
||||||
return 0.0
|
inc.SeriesBase.Series = inc
|
||||||
|
inc.SMA = &SMA{IntervalWindow: inc.IntervalWindow}
|
||||||
}
|
}
|
||||||
|
|
||||||
return inc.StdDev[len(inc.StdDev)-1]
|
if inc.StdDev == nil {
|
||||||
}
|
inc.StdDev = &StdDev{IntervalWindow: inc.IntervalWindow}
|
||||||
|
|
||||||
func (inc *BOLL) LastSMA() float64 {
|
|
||||||
if len(inc.SMA) > 0 {
|
|
||||||
return inc.SMA[len(inc.SMA)-1]
|
|
||||||
}
|
|
||||||
return 0.0
|
|
||||||
}
|
|
||||||
|
|
||||||
func (inc *BOLL) CalculateAndUpdate(kLines []types.KLine) {
|
|
||||||
if len(kLines) < inc.Window {
|
|
||||||
return
|
|
||||||
}
|
}
|
||||||
|
|
||||||
var index = len(kLines) - 1
|
inc.SMA.Update(value)
|
||||||
var kline = kLines[index]
|
inc.StdDev.Update(value)
|
||||||
|
|
||||||
if inc.EndTime != zeroTime && kline.EndTime.Before(inc.EndTime) {
|
var sma = inc.SMA.Last()
|
||||||
return
|
var stdDev = inc.StdDev.Last()
|
||||||
}
|
var band = inc.K * stdDev
|
||||||
|
|
||||||
var recentK = kLines[index-(inc.Window-1) : index+1]
|
|
||||||
sma, err := calculateSMA(recentK, inc.Window, KLineClosePriceMapper)
|
|
||||||
if err != nil {
|
|
||||||
log.WithError(err).Error("SMA error")
|
|
||||||
return
|
|
||||||
}
|
|
||||||
|
|
||||||
inc.SMA.Push(sma)
|
|
||||||
|
|
||||||
var prices []float64
|
|
||||||
for _, k := range recentK {
|
|
||||||
prices = append(prices, k.Close.Float64())
|
|
||||||
}
|
|
||||||
|
|
||||||
var std = stat.StdDev(prices, nil)
|
|
||||||
inc.StdDev.Push(std)
|
|
||||||
|
|
||||||
var band = inc.K * std
|
|
||||||
|
|
||||||
var upBand = sma + band
|
var upBand = sma + band
|
||||||
inc.UpBand.Push(upBand)
|
|
||||||
|
|
||||||
var downBand = sma - band
|
var downBand = sma - band
|
||||||
|
|
||||||
|
inc.UpBand.Push(upBand)
|
||||||
inc.DownBand.Push(downBand)
|
inc.DownBand.Push(downBand)
|
||||||
|
}
|
||||||
|
|
||||||
// update end time
|
func (inc *BOLL) PushK(k types.KLine) {
|
||||||
inc.EndTime = kLines[index].EndTime.Time()
|
inc.Update(k.Close.Float64())
|
||||||
|
}
|
||||||
|
|
||||||
// log.Infof("update boll: sma=%f, up=%f, down=%f", sma, upBand, downBand)
|
func (inc *BOLL) CalculateAndUpdate(allKLines []types.KLine) {
|
||||||
|
var last = allKLines[len(allKLines)-1]
|
||||||
|
|
||||||
inc.EmitUpdate(sma, upBand, downBand)
|
if inc.SMA == nil {
|
||||||
|
for _, k := range allKLines {
|
||||||
|
if inc.EndTime != zeroTime && k.EndTime.Before(inc.EndTime) {
|
||||||
|
continue
|
||||||
|
}
|
||||||
|
inc.PushK(k)
|
||||||
|
}
|
||||||
|
} else {
|
||||||
|
inc.PushK(last)
|
||||||
|
}
|
||||||
|
|
||||||
|
inc.EmitUpdate(inc.SMA.Last(), inc.UpBand.Last(), inc.DownBand.Last())
|
||||||
}
|
}
|
||||||
|
|
||||||
func (inc *BOLL) handleKLineWindowUpdate(interval types.Interval, window types.KLineWindow) {
|
func (inc *BOLL) handleKLineWindowUpdate(interval types.Interval, window types.KLineWindow) {
|
||||||
|
|
85
pkg/indicator/stddev.go
Normal file
85
pkg/indicator/stddev.go
Normal file
|
@ -0,0 +1,85 @@
|
||||||
|
package indicator
|
||||||
|
|
||||||
|
import (
|
||||||
|
"time"
|
||||||
|
|
||||||
|
"github.com/c9s/bbgo/pkg/types"
|
||||||
|
)
|
||||||
|
|
||||||
|
//go:generate callbackgen -type StdDev
|
||||||
|
type StdDev struct {
|
||||||
|
types.SeriesBase
|
||||||
|
types.IntervalWindow
|
||||||
|
Values types.Float64Slice
|
||||||
|
rawValues *types.Queue
|
||||||
|
|
||||||
|
EndTime time.Time
|
||||||
|
updateCallbacks []func(value float64)
|
||||||
|
}
|
||||||
|
|
||||||
|
func (inc *StdDev) Last() float64 {
|
||||||
|
if inc.Values.Length() == 0 {
|
||||||
|
return 0.0
|
||||||
|
}
|
||||||
|
return inc.Values.Last()
|
||||||
|
}
|
||||||
|
|
||||||
|
func (inc *StdDev) Index(i int) float64 {
|
||||||
|
if i >= inc.Values.Length() {
|
||||||
|
return 0.0
|
||||||
|
}
|
||||||
|
|
||||||
|
return inc.Values.Index(i)
|
||||||
|
}
|
||||||
|
|
||||||
|
func (inc *StdDev) Length() int {
|
||||||
|
return inc.Values.Length()
|
||||||
|
}
|
||||||
|
|
||||||
|
var _ types.SeriesExtend = &StdDev{}
|
||||||
|
|
||||||
|
func (inc *StdDev) Update(value float64) {
|
||||||
|
if inc.rawValues == nil {
|
||||||
|
inc.rawValues = types.NewQueue(inc.Window)
|
||||||
|
inc.SeriesBase.Series = inc
|
||||||
|
}
|
||||||
|
|
||||||
|
inc.rawValues.Update(value)
|
||||||
|
|
||||||
|
var std = inc.rawValues.Stdev()
|
||||||
|
inc.Values.Push(std)
|
||||||
|
}
|
||||||
|
|
||||||
|
func (inc *StdDev) PushK(k types.KLine) {
|
||||||
|
inc.Update(k.Close.Float64())
|
||||||
|
inc.EndTime = k.EndTime.Time()
|
||||||
|
}
|
||||||
|
|
||||||
|
func (inc *StdDev) CalculateAndUpdate(allKLines []types.KLine) {
|
||||||
|
var last = allKLines[len(allKLines)-1]
|
||||||
|
|
||||||
|
if inc.rawValues == nil {
|
||||||
|
for _, k := range allKLines {
|
||||||
|
if inc.EndTime != zeroTime && k.EndTime.Before(inc.EndTime) {
|
||||||
|
continue
|
||||||
|
}
|
||||||
|
inc.PushK(k)
|
||||||
|
}
|
||||||
|
} else {
|
||||||
|
inc.PushK(last)
|
||||||
|
}
|
||||||
|
|
||||||
|
inc.EmitUpdate(inc.Values.Last())
|
||||||
|
}
|
||||||
|
|
||||||
|
func (inc *StdDev) handleKLineWindowUpdate(interval types.Interval, window types.KLineWindow) {
|
||||||
|
if inc.Interval != interval {
|
||||||
|
return
|
||||||
|
}
|
||||||
|
|
||||||
|
inc.CalculateAndUpdate(window)
|
||||||
|
}
|
||||||
|
|
||||||
|
func (inc *StdDev) Bind(updater KLineWindowUpdater) {
|
||||||
|
updater.OnKLineWindowUpdate(inc.handleKLineWindowUpdate)
|
||||||
|
}
|
15
pkg/indicator/stddev_callbacks.go
Normal file
15
pkg/indicator/stddev_callbacks.go
Normal file
|
@ -0,0 +1,15 @@
|
||||||
|
// Code generated by "callbackgen -type StdDev"; DO NOT EDIT.
|
||||||
|
|
||||||
|
package indicator
|
||||||
|
|
||||||
|
import ()
|
||||||
|
|
||||||
|
func (inc *StdDev) OnUpdate(cb func(value float64)) {
|
||||||
|
inc.updateCallbacks = append(inc.updateCallbacks, cb)
|
||||||
|
}
|
||||||
|
|
||||||
|
func (inc *StdDev) EmitUpdate(value float64) {
|
||||||
|
for _, cb := range inc.updateCallbacks {
|
||||||
|
cb(value)
|
||||||
|
}
|
||||||
|
}
|
|
@ -280,7 +280,7 @@ func (s *Strategy) placeOrders(ctx context.Context, midPrice fixedpoint.Value, k
|
||||||
|
|
||||||
downBand := s.defaultBoll.LastDownBand()
|
downBand := s.defaultBoll.LastDownBand()
|
||||||
upBand := s.defaultBoll.LastUpBand()
|
upBand := s.defaultBoll.LastUpBand()
|
||||||
sma := s.defaultBoll.LastSMA()
|
sma := s.defaultBoll.SMA.Last()
|
||||||
log.Infof("%s bollinger band: up %f sma %f down %f", s.Symbol, upBand, sma, downBand)
|
log.Infof("%s bollinger band: up %f sma %f down %f", s.Symbol, upBand, sma, downBand)
|
||||||
|
|
||||||
bandPercentage := calculateBandPercentage(upBand, downBand, sma, midPrice.Float64())
|
bandPercentage := calculateBandPercentage(upBand, downBand, sma, midPrice.Float64())
|
||||||
|
@ -402,7 +402,7 @@ func (s *Strategy) placeOrders(ctx context.Context, midPrice fixedpoint.Value, k
|
||||||
canSell = false
|
canSell = false
|
||||||
}
|
}
|
||||||
|
|
||||||
if s.BuyBelowNeutralSMA && midPrice.Float64() > s.neutralBoll.LastSMA() {
|
if s.BuyBelowNeutralSMA && midPrice.Float64() > s.neutralBoll.SMA.Last() {
|
||||||
canBuy = false
|
canBuy = false
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|
|
@ -338,7 +338,7 @@ func (s *Strategy) placeOrders(ctx context.Context, midPrice fixedpoint.Value, k
|
||||||
|
|
||||||
downBand := s.defaultBoll.LastDownBand()
|
downBand := s.defaultBoll.LastDownBand()
|
||||||
upBand := s.defaultBoll.LastUpBand()
|
upBand := s.defaultBoll.LastUpBand()
|
||||||
sma := s.defaultBoll.LastSMA()
|
sma := s.defaultBoll.SMA.Last()
|
||||||
log.Infof("bollinger band: up %f sma %f down %f", upBand, sma, downBand)
|
log.Infof("bollinger band: up %f sma %f down %f", upBand, sma, downBand)
|
||||||
|
|
||||||
bandPercentage := calculateBandPercentage(upBand, downBand, sma, midPrice.Float64())
|
bandPercentage := calculateBandPercentage(upBand, downBand, sma, midPrice.Float64())
|
||||||
|
|
Loading…
Reference in New Issue
Block a user