feature: add tsi and klinger oscillator, fix wdrift div 0 issue

This commit is contained in:
zenix 2022-12-09 17:52:42 +09:00
parent 2b20ff4da9
commit 38461167ba
6 changed files with 261 additions and 5 deletions

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@ -0,0 +1,118 @@
package indicator
import "github.com/c9s/bbgo/pkg/types"
// Refer: Klinger Oscillator
// Refer URL: https://www.investopedia.com/terms/k/klingeroscillator.asp
// Explanation:
// The Klinger Oscillator is a technical indicator that was developed by Stephen Klinger.
// It is based on the assumption that there is a relationship between money flow and price movement in the stock market.
// The Klinger Oscillator is calculated by taking the difference between a 34-period and 55-period moving average.
// Usually the indicator is using together with a 9-period or 13-period of moving average as the signal line.
// This indicator is often used to identify potential turning points in the market, as well as to confirm the strength of a trend.
//go:generate callbackgen -type KlingerOscillator
type KlingerOscillator struct {
types.SeriesBase
types.IntervalWindow
Fast *EWMA
Slow *EWMA
VF VolumeForce
updateCallbacks []func(value float64)
}
func (inc *KlingerOscillator) Length() int {
if inc.Fast == nil || inc.Slow == nil {
return 0
}
return inc.Fast.Length()
}
func (inc *KlingerOscillator) Last() float64 {
if inc.Fast == nil || inc.Slow == nil {
return 0
}
return inc.Fast.Last() - inc.Slow.Last()
}
func (inc *KlingerOscillator) Index(i int) float64 {
if inc.Fast == nil || inc.Slow == nil {
return 0
}
return inc.Fast.Index(i) - inc.Slow.Index(i)
}
func (inc *KlingerOscillator) Update(high, low, cloze, volume float64) {
if inc.Fast == nil {
inc.SeriesBase.Series = inc
inc.Fast = &EWMA{IntervalWindow: types.IntervalWindow{Window: 34, Interval: inc.Interval}}
inc.Slow = &EWMA{IntervalWindow: types.IntervalWindow{Window: 55, Interval: inc.Interval}}
}
inc.VF.Update(high, low, cloze, volume)
inc.Fast.Update(inc.VF.Value)
inc.Slow.Update(inc.VF.Value)
}
var _ types.SeriesExtend = &KlingerOscillator{}
func (inc *KlingerOscillator) PushK(k types.KLine) {
inc.Update(k.High.Float64(), k.Low.Float64(), k.Close.Float64(), k.Volume.Float64())
}
func (inc *KlingerOscillator) CalculateAndUpdate(allKLines []types.KLine) {
if inc.Fast == nil {
for _, k := range allKLines {
inc.PushK(k)
inc.EmitUpdate(inc.Last())
}
} else {
k := allKLines[len(allKLines)-1]
inc.PushK(k)
inc.EmitUpdate(inc.Last())
}
}
func (inc *KlingerOscillator) handleKLineWindowUpdate(interval types.Interval, window types.KLineWindow) {
if inc.Interval != interval {
return
}
inc.CalculateAndUpdate(window)
}
func (inc *KlingerOscillator) Bind(updater KLineWindowUpdater) {
updater.OnKLineWindowUpdate(inc.handleKLineWindowUpdate)
}
// Utility to hold the state of calculation
type VolumeForce struct {
dm float64
cm float64
trend float64
lastSum float64
Value float64
}
func (inc *VolumeForce) Update(high, low, cloze, volume float64) {
if inc.Value == 0 {
inc.dm = high - low
inc.cm = inc.dm
inc.trend = 1.
inc.lastSum = high + low + cloze
inc.Value = volume * 100.
return
}
trend := 1.
if high+low+cloze <= inc.lastSum {
trend = -1.
}
dm := high - low
if inc.trend == trend {
inc.cm = inc.cm + dm
} else {
inc.cm = inc.dm + dm
}
inc.trend = trend
inc.lastSum = high + low + cloze
inc.dm = dm
inc.Value = volume * (2.*(inc.dm/inc.cm) - 1.) * trend * 100.
}

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// Code generated by "callbackgen -type KlingerOscillator"; DO NOT EDIT.
package indicator
import ()
func (inc *KlingerOscillator) OnUpdate(cb func(value float64)) {
inc.updateCallbacks = append(inc.updateCallbacks, cb)
}
func (inc *KlingerOscillator) EmitUpdate(value float64) {
for _, cb := range inc.updateCallbacks {
cb(value)
}
}

107
pkg/indicator/tsi.go Normal file
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package indicator
import (
"math"
"github.com/c9s/bbgo/pkg/datatype/floats"
"github.com/c9s/bbgo/pkg/types"
)
// Refer: True Strength Index
// Refer URL: https://www.investopedia.com/terms/t/tsi.asp
//go:generate callbackgen -type TSI
type TSI struct {
types.SeriesBase
types.IntervalWindow
PrevValue float64
Values floats.Slice
Pcs *EWMA
Pcds *EWMA
Apcs *EWMA
Apcds *EWMA
updateCallbacks []func(value float64)
}
func (inc *TSI) Update(value float64) {
if inc.Pcs == nil {
inc.Pcs = &EWMA{
IntervalWindow: types.IntervalWindow{
Window: 25,
Interval: inc.Interval,
},
}
inc.Pcds = &EWMA{
IntervalWindow: types.IntervalWindow{
Window: 13,
Interval: inc.Interval,
},
}
inc.Apcs = &EWMA{
IntervalWindow: types.IntervalWindow{
Window: 25,
Interval: inc.Interval,
},
}
inc.Apcds = &EWMA{
IntervalWindow: types.IntervalWindow{
Window: 13,
Interval: inc.Interval,
},
}
inc.SeriesBase.Series = inc
}
if inc.PrevValue == 0 {
inc.PrevValue = value
return
}
pc := value - inc.PrevValue
inc.Pcs.Update(pc)
inc.Pcds.Update(inc.Pcs.Last())
apc := math.Abs(pc)
inc.Apcs.Update(apc)
inc.Apcds.Update(inc.Apcs.Last())
tsi := (inc.Pcds.Last() / inc.Apcds.Last()) * 100.
inc.Values.Push(tsi)
if inc.Values.Length() > MaxNumOfEWMA {
inc.Values = inc.Values[MaxNumOfEWMATruncateSize-1:]
}
inc.PrevValue = value
}
func (inc *TSI) Last() float64 {
return inc.Values.Last()
}
func (inc *TSI) Index(i int) float64 {
return inc.Values.Index(i)
}
func (inc *TSI) PushK(k types.KLine) {
inc.Update(k.Close.Float64())
}
var _ types.SeriesExtend = &TSI{}
func (inc *TSI) CalculateAndUpdate(allKLines []types.KLine) {
if inc.PrevValue == 0 {
for _, k := range allKLines {
inc.PushK(k)
inc.EmitUpdate(inc.Last())
}
} else {
k := allKLines[len(allKLines)-1]
inc.PushK(k)
inc.EmitUpdate(inc.Last())
}
}
func (inc *TSI) handleKLineWindowUpdate(interval types.Interval, window types.KLineWindow) {
if inc.Interval != interval {
return
}
inc.CalculateAndUpdate(window)
}
func (inc *TSI) Bind(updater KLineWindowUpdater) {
updater.OnKLineWindowUpdate(inc.handleKLineWindowUpdate)
}

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// Code generated by "callbackgen -type TSI"; DO NOT EDIT.
package indicator
import ()
func (inc *TSI) OnUpdate(cb func(value float64)) {
inc.updateCallbacks = append(inc.updateCallbacks, cb)
}
func (inc *TSI) EmitUpdate(value float64) {
for _, cb := range inc.updateCallbacks {
cb(value)
}
}

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@ -0,0 +1 @@
package indicator

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@ -23,23 +23,23 @@ type WeightedDrift struct {
} }
func (inc *WeightedDrift) Update(value float64, weight float64) { func (inc *WeightedDrift) Update(value float64, weight float64) {
win := 10 if weight == 0 {
if inc.Window > win { inc.LastValue = value
win = inc.Window return
} }
if inc.chng == nil { if inc.chng == nil {
inc.SeriesBase.Series = inc inc.SeriesBase.Series = inc
if inc.MA == nil { if inc.MA == nil {
inc.MA = &SMA{IntervalWindow: types.IntervalWindow{Interval: inc.Interval, Window: inc.Window}} inc.MA = &SMA{IntervalWindow: types.IntervalWindow{Interval: inc.Interval, Window: inc.Window}}
} }
inc.Weight = types.NewQueue(win) inc.Weight = types.NewQueue(inc.Window)
inc.chng = types.NewQueue(inc.Window) inc.chng = types.NewQueue(inc.Window)
inc.LastValue = value inc.LastValue = value
inc.Weight.Update(weight) inc.Weight.Update(weight)
return return
} }
inc.Weight.Update(weight) inc.Weight.Update(weight)
base := inc.Weight.Lowest(win) base := inc.Weight.Lowest(inc.Window)
multiplier := int(weight / base) multiplier := int(weight / base)
var chng float64 var chng float64
if value == 0 { if value == 0 {