bbgo_origin/pkg/indicator/sma.go

package indicator

import (
	"fmt"
	"time"

	log "github.com/sirupsen/logrus"

	"github.com/c9s/bbgo/pkg/types"
)

const MaxNumOfSMA = 5_000
const MaxNumOfSMATruncateSize = 100

var zeroTime time.Time

//go:generate callbackgen -type SMA
type SMA struct {
	types.SeriesBase
	types.IntervalWindow
	Values  types.Float64Slice
	Cache   types.Float64Slice
	EndTime time.Time

	UpdateCallbacks []func(value float64)
}

func (inc *SMA) Last() float64 {
	if len(inc.Values) == 0 {
		return 0.0
	}
	return inc.Values[len(inc.Values)-1]
}

func (inc *SMA) Index(i int) float64 {
	length := len(inc.Values)
	if length == 0 || length-i-1 < 0 {
		return 0.0
	}

	return inc.Values[length-i-1]
}

func (inc *SMA) Length() int {
	return len(inc.Values)
}

var _ types.SeriesExtend = &SMA{}

func (inc *SMA) Update(value float64) {
	if len(inc.Cache) < inc.Window {
		if len(inc.Cache) == 0 {
			inc.SeriesBase.Series = inc
		}
		inc.Cache = append(inc.Cache, value)
		if len(inc.Cache) == inc.Window {
			inc.Values = append(inc.Values, types.Mean(&inc.Cache))
		}
		return

	}
	length := len(inc.Values)
	newVal := (inc.Values[length-1]*float64(inc.Window-1) + value) / float64(inc.Window)
	inc.Values = append(inc.Values, newVal)
}

func (inc *SMA) 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]

	sma, err := calculateSMA(recentK, inc.Window, KLineClosePriceMapper)
	if err != nil {
		log.WithError(err).Error("SMA error")
		return
	}
	inc.Values.Push(sma)

	if len(inc.Values) > MaxNumOfSMA {
		inc.Values = inc.Values[MaxNumOfSMATruncateSize-1:]
	}

	inc.EndTime = kLines[index].EndTime.Time()

	inc.EmitUpdate(sma)
}

func (inc *SMA) handleKLineWindowUpdate(interval types.Interval, window types.KLineWindow) {
	if inc.Interval != interval {
		return
	}

	inc.calculateAndUpdate(window)
}

func (inc *SMA) Bind(updater KLineWindowUpdater) {
	updater.OnKLineWindowUpdate(inc.handleKLineWindowUpdate)
}

func calculateSMA(kLines []types.KLine, window int, priceF KLinePriceMapper) (float64, error) {
	length := len(kLines)
	if length == 0 || length < window {
		return 0.0, fmt.Errorf("insufficient elements for calculating SMA with window = %d", window)
	}

	sum := 0.0
	for _, k := range kLines {
		sum += priceF(k)
	}

	avg := sum / float64(window)
	return avg, nil
}