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strategy/linregmaker: add dynamic quantity
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9be9ea2a47
commit
8a81e68e27
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@ -49,7 +49,7 @@ type DynamicExposureBollBand struct {
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dynamicExposureBollBand *indicator.BOLL
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}
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// Initialize DynamicExposureBollBand
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// initialize dynamic exposure with Bollinger Band
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func (d *DynamicExposureBollBand) initialize(symbol string, session *bbgo.ExchangeSession) {
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d.dynamicExposureBollBand = d.StandardIndicatorSet.BOLL(d.IntervalWindow, d.BandWidth)
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93
pkg/dynamicmetric/dynamic_quantity.go
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93
pkg/dynamicmetric/dynamic_quantity.go
Normal file
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@ -0,0 +1,93 @@
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package dynamicmetric
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import (
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"github.com/c9s/bbgo/pkg/bbgo"
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"github.com/c9s/bbgo/pkg/fixedpoint"
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"github.com/c9s/bbgo/pkg/indicator"
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"github.com/c9s/bbgo/pkg/types"
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"github.com/pkg/errors"
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)
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// DynamicQuantitySet uses multiple dynamic quantity rules to calculate the total quantity
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type DynamicQuantitySet []DynamicQuantity
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// Initialize dynamic quantity set
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func (d *DynamicQuantitySet) Initialize(symbol string, session *bbgo.ExchangeSession) {
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for i := range *d {
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(*d)[i].Initialize(symbol, session)
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}
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}
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// GetQuantity returns the quantity
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func (d *DynamicQuantitySet) GetQuantity() (fixedpoint.Value, error) {
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quantity := fixedpoint.Zero
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for i := range *d {
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v, err := (*d)[i].getQuantity()
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if err != nil {
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return fixedpoint.Zero, err
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}
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quantity = quantity.Add(v)
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}
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return quantity, nil
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}
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type DynamicQuantity struct {
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// LinRegQty calculates quantity based on LinReg slope
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LinRegDynamicQuantity *DynamicQuantityLinReg `json:"linRegDynamicQuantity"`
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}
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// Initialize dynamic quantity
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func (d *DynamicQuantity) Initialize(symbol string, session *bbgo.ExchangeSession) {
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switch {
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case d.LinRegDynamicQuantity != nil:
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d.LinRegDynamicQuantity.initialize(symbol, session)
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}
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}
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func (d *DynamicQuantity) IsEnabled() bool {
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return d.LinRegDynamicQuantity != nil
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}
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// getQuantity returns quantity
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func (d *DynamicQuantity) getQuantity() (fixedpoint.Value, error) {
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switch {
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case d.LinRegDynamicQuantity != nil:
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return d.LinRegDynamicQuantity.getQuantity()
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default:
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return fixedpoint.Zero, errors.New("dynamic quantity is not enabled")
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}
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}
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// DynamicQuantityLinReg uses LinReg slope to calculate quantity
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type DynamicQuantityLinReg struct {
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// DynamicQuantityLinRegScale is used to define the quantity range with the given parameters.
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DynamicQuantityLinRegScale *bbgo.PercentageScale `json:"dynamicQuantityLinRegScale"`
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// QuantityLinReg to define the interval and window of the LinReg
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QuantityLinReg *indicator.LinReg `json:"quantityLinReg"`
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}
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// initialize LinReg dynamic quantity
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func (d *DynamicQuantityLinReg) initialize(symbol string, session *bbgo.ExchangeSession) {
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// Subscribe for LinReg
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session.Subscribe(types.KLineChannel, symbol, types.SubscribeOptions{
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Interval: d.QuantityLinReg.Interval,
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})
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// Initialize LinReg
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kLineStore, _ := session.MarketDataStore(symbol)
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d.QuantityLinReg.BindK(session.MarketDataStream, symbol, d.QuantityLinReg.Interval)
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if klines, ok := kLineStore.KLinesOfInterval(d.QuantityLinReg.Interval); ok {
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d.QuantityLinReg.LoadK((*klines)[0:])
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}
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}
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// getQuantity returns quantity
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func (d *DynamicQuantityLinReg) getQuantity() (fixedpoint.Value, error) {
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v, err := d.DynamicQuantityLinRegScale.Scale(d.QuantityLinReg.Last())
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if err != nil {
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return fixedpoint.Zero, err
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}
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return fixedpoint.NewFromFloat(v), nil
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}
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@ -48,8 +48,6 @@ type Strategy struct {
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types.IntervalWindow
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bbgo.QuantityOrAmount
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// ReverseEMA is used to determine the long-term trend.
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// Above the ReverseEMA is the long trend and vise versa.
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// All the opposite trend position will be closed upon the trend change
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@ -109,15 +107,21 @@ type Strategy struct {
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DynamicSpread dynamicmetric.DynamicSpread `json:"dynamicSpread,omitempty"`
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// MaxExposurePosition is the maximum position you can hold
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// +10 means you can hold 10 ETH long position by maximum
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// -10 means you can hold -10 ETH short position by maximum
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// 10 means you can hold 10 ETH long/short position by maximum
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MaxExposurePosition fixedpoint.Value `json:"maxExposurePosition"`
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// DynamicExposure is used to define the exposure position range with the given percentage.
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// When DynamicExposure is set, your MaxExposurePosition will be calculated dynamically according to the bollinger
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// band you set.
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// When DynamicExposure is set, your MaxExposurePosition will be calculated dynamically
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DynamicExposure dynamicmetric.DynamicExposure `json:"dynamicExposure"`
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bbgo.QuantityOrAmount
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// DynamicQuantityIncrease calculates the increase position order quantity dynamically
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DynamicQuantityIncrease dynamicmetric.DynamicQuantitySet `json:"dynamicQuantityIncrease"`
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// DynamicQuantityDecrease calculates the decrease position order quantity dynamically
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DynamicQuantityDecrease dynamicmetric.DynamicQuantitySet `json:"dynamicQuantityDecrease"`
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session *bbgo.ExchangeSession
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// ExitMethods are various TP/SL methods
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@ -197,6 +201,14 @@ func (s *Strategy) Subscribe(session *bbgo.ExchangeSession) {
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if s.DynamicExposure.IsEnabled() {
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s.DynamicExposure.Initialize(s.Symbol, session)
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}
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// Setup dynamic quantities
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if len(s.DynamicQuantityIncrease) > 0 {
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s.DynamicQuantityIncrease.Initialize(s.Symbol, session)
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}
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if len(s.DynamicQuantityDecrease) > 0 {
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s.DynamicQuantityDecrease.Initialize(s.Symbol, session)
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}
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}
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func (s *Strategy) Validate() error {
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@ -266,10 +278,42 @@ func (s *Strategy) getOrderPrices(midPrice fixedpoint.Value) (askPrice fixedpoin
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// getOrderQuantities returns sell and buy qty
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func (s *Strategy) getOrderQuantities(askPrice fixedpoint.Value, bidPrice fixedpoint.Value) (sellQuantity fixedpoint.Value, buyQuantity fixedpoint.Value) {
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// TODO: dynamic qty to determine qty
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// TODO: spot, margin, and futures
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sellQuantity = s.QuantityOrAmount.CalculateQuantity(askPrice)
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buyQuantity = s.QuantityOrAmount.CalculateQuantity(bidPrice)
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// Dynamic qty
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switch {
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case s.mainTrendCurrent == types.DirectionUp:
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var err error
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if len(s.DynamicQuantityIncrease) > 0 {
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buyQuantity, err = s.DynamicQuantityIncrease.GetQuantity()
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if err != nil {
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buyQuantity = s.QuantityOrAmount.CalculateQuantity(bidPrice)
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}
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}
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if len(s.DynamicQuantityDecrease) > 0 {
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sellQuantity, err = s.DynamicQuantityDecrease.GetQuantity()
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if err != nil {
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sellQuantity = s.QuantityOrAmount.CalculateQuantity(askPrice)
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}
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}
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case s.mainTrendCurrent == types.DirectionDown:
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var err error
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if len(s.DynamicQuantityIncrease) > 0 {
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sellQuantity, err = s.DynamicQuantityIncrease.GetQuantity()
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if err != nil {
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sellQuantity = s.QuantityOrAmount.CalculateQuantity(bidPrice)
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}
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}
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if len(s.DynamicQuantityDecrease) > 0 {
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buyQuantity, err = s.DynamicQuantityDecrease.GetQuantity()
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if err != nil {
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buyQuantity = s.QuantityOrAmount.CalculateQuantity(askPrice)
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}
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}
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default:
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sellQuantity = s.QuantityOrAmount.CalculateQuantity(askPrice)
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buyQuantity = s.QuantityOrAmount.CalculateQuantity(bidPrice)
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}
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// Faster position decrease
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if s.mainTrendCurrent == types.DirectionUp && s.FastLinReg.Last() < 0 && s.SlowLinReg.Last() < 0 {
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