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package pivotshort
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import (
"context"
"fmt"
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"os"
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"sort"
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"sync"
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"github.com/sirupsen/logrus"
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"github.com/c9s/bbgo/pkg/bbgo"
"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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const ID = "pivotshort"
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var one = fixedpoint . One
var zero = fixedpoint . Zero
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var log = logrus . WithField ( "strategy" , ID )
func init ( ) {
bbgo . RegisterStrategy ( ID , & Strategy { } )
}
type IntervalWindowSetting struct {
types . IntervalWindow
}
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// BreakLow -- when price breaks the previous pivot low, we set a trade entry
type BreakLow struct {
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// Ratio is a number less than 1.0, price * ratio will be the price triggers the short order.
Ratio fixedpoint . Value ` json:"ratio" `
// MarketOrder is the option to enable market order short.
MarketOrder bool ` json:"marketOrder" `
// BounceRatio is a ratio used for placing the limit order sell price
// limit sell price = breakLowPrice * (1 + BounceRatio)
BounceRatio fixedpoint . Value ` json:"bounceRatio" `
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Quantity fixedpoint . Value ` json:"quantity" `
StopEMARange fixedpoint . Value ` json:"stopEMARange" `
StopEMA * types . IntervalWindow ` json:"stopEMA" `
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}
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type BounceShort struct {
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Enabled bool ` json:"enabled" `
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types . IntervalWindow
MinDistance fixedpoint . Value ` json:"minDistance" `
NumLayers int ` json:"numLayers" `
LayerSpread fixedpoint . Value ` json:"layerSpread" `
Quantity fixedpoint . Value ` json:"quantity" `
Ratio fixedpoint . Value ` json:"ratio" `
}
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type Entry struct {
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CatBounceRatio fixedpoint . Value ` json:"catBounceRatio" `
NumLayers int ` json:"numLayers" `
TotalQuantity fixedpoint . Value ` json:"totalQuantity" `
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Quantity fixedpoint . Value ` json:"quantity" `
MarginSideEffect types . MarginOrderSideEffectType ` json:"marginOrderSideEffect" `
}
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type Strategy struct {
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* bbgo . Graceful
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Environment * bbgo . Environment
Symbol string ` json:"symbol" `
Market types . Market
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// pivot interval and window
types . IntervalWindow
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// persistence fields
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Position * types . Position ` persistence:"position" `
ProfitStats * types . ProfitStats ` persistence:"profit_stats" `
TradeStats * types . TradeStats ` persistence:"trade_stats" `
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BreakLow BreakLow ` json:"breakLow" `
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BounceShort * BounceShort ` json:"bounceShort" `
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Entry Entry ` json:"entry" `
ExitMethods [ ] bbgo . ExitMethod ` json:"exits" `
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session * bbgo . ExchangeSession
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orderExecutor * bbgo . GeneralOrderExecutor
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stopLossPrice fixedpoint . Value
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lastLow fixedpoint . Value
pivot * indicator . Pivot
resistancePivot * indicator . Pivot
stopEWMA * indicator . EWMA
pivotLowPrices [ ] fixedpoint . Value
resistancePrices [ ] float64
currentBounceShortPrice fixedpoint . Value
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// StrategyController
bbgo . StrategyController
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}
func ( s * Strategy ) ID ( ) string {
return ID
}
func ( s * Strategy ) Subscribe ( session * bbgo . ExchangeSession ) {
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session . Subscribe ( types . KLineChannel , s . Symbol , types . SubscribeOptions { Interval : s . Interval } )
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session . Subscribe ( types . KLineChannel , s . Symbol , types . SubscribeOptions { Interval : types . Interval1m } )
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if s . BounceShort != nil && s . BounceShort . Enabled {
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session . Subscribe ( types . KLineChannel , s . Symbol , types . SubscribeOptions { Interval : s . BounceShort . Interval } )
}
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if ! bbgo . IsBackTesting {
session . Subscribe ( types . MarketTradeChannel , s . Symbol , types . SubscribeOptions { } )
}
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}
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func ( s * Strategy ) useQuantityOrBaseBalance ( quantity fixedpoint . Value ) fixedpoint . Value {
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balance , hasBalance := s . session . Account . Balance ( s . Market . BaseCurrency )
if hasBalance {
if quantity . IsZero ( ) {
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bbgo . Notify ( "sell quantity is not set, submitting sell with all base balance: %s" , balance . Available . String ( ) )
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quantity = balance . Available
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} else {
quantity = fixedpoint . Min ( quantity , balance . Available )
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}
}
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if quantity . IsZero ( ) {
log . Errorf ( "quantity is zero, can not submit sell order, please check settings" )
}
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return quantity
}
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func ( s * Strategy ) placeLimitSell ( ctx context . Context , price , quantity fixedpoint . Value , tag string ) {
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_ , _ = s . orderExecutor . SubmitOrders ( ctx , types . SubmitOrder {
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Symbol : s . Symbol ,
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Price : price ,
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Side : types . SideTypeSell ,
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Type : types . OrderTypeLimit ,
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Quantity : quantity ,
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MarginSideEffect : types . SideEffectTypeMarginBuy ,
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Tag : tag ,
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} )
}
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func ( s * Strategy ) placeMarketSell ( ctx context . Context , quantity fixedpoint . Value , tag string ) {
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_ , _ = s . orderExecutor . SubmitOrders ( ctx , types . SubmitOrder {
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Symbol : s . Symbol ,
Side : types . SideTypeSell ,
Type : types . OrderTypeMarket ,
Quantity : quantity ,
MarginSideEffect : types . SideEffectTypeMarginBuy ,
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Tag : tag ,
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} )
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}
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func ( s * Strategy ) InstanceID ( ) string {
return fmt . Sprintf ( "%s:%s" , ID , s . Symbol )
}
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func ( s * Strategy ) CurrentPosition ( ) * types . Position {
return s . Position
}
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func ( s * Strategy ) ClosePosition ( ctx context . Context , percentage fixedpoint . Value ) error {
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bbgo . Notify ( "Closing position" , s . Position )
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return s . orderExecutor . ClosePosition ( ctx , percentage )
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}
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func ( s * Strategy ) Run ( ctx context . Context , orderExecutor bbgo . OrderExecutor , session * bbgo . ExchangeSession ) error {
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var instanceID = s . InstanceID ( )
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if s . Position == nil {
s . Position = types . NewPositionFromMarket ( s . Market )
}
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if s . ProfitStats == nil {
s . ProfitStats = types . NewProfitStats ( s . Market )
}
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if s . TradeStats == nil {
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s . TradeStats = & types . TradeStats { }
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}
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s . lastLow = fixedpoint . Zero
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// StrategyController
s . Status = types . StrategyStatusRunning
s . OnSuspend ( func ( ) {
// Cancel active orders
_ = s . orderExecutor . GracefulCancel ( ctx )
} )
s . OnEmergencyStop ( func ( ) {
// Cancel active orders
_ = s . orderExecutor . GracefulCancel ( ctx )
// Close 100% position
_ = s . ClosePosition ( ctx , fixedpoint . One )
} )
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// initial required information
s . session = session
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s . orderExecutor = bbgo . NewGeneralOrderExecutor ( session , s . Symbol , ID , instanceID , s . Position )
s . orderExecutor . BindEnvironment ( s . Environment )
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s . orderExecutor . BindProfitStats ( s . ProfitStats )
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s . orderExecutor . BindTradeStats ( s . TradeStats )
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s . orderExecutor . TradeCollector ( ) . OnPositionUpdate ( func ( position * types . Position ) {
bbgo . Sync ( s )
} )
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s . orderExecutor . Bind ( )
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store , _ := session . MarketDataStore ( s . Symbol )
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standardIndicator , _ := session . StandardIndicatorSet ( s . Symbol )
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s . pivot = & indicator . Pivot { IntervalWindow : s . IntervalWindow }
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s . pivot . Bind ( store )
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lastKLine := s . preloadPivot ( s . pivot , store )
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// update pivot low data
session . MarketDataStream . OnKLineClosed ( func ( kline types . KLine ) {
if kline . Symbol != s . Symbol || kline . Interval != s . Interval {
return
}
lastLow := fixedpoint . NewFromFloat ( s . pivot . LastLow ( ) )
if lastLow . IsZero ( ) {
return
}
if lastLow . Compare ( s . lastLow ) != 0 {
log . Infof ( "new pivot low detected: %f %s" , s . pivot . LastLow ( ) , kline . EndTime . Time ( ) )
}
s . lastLow = lastLow
s . pivotLowPrices = append ( s . pivotLowPrices , s . lastLow )
} )
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if s . BounceShort != nil && s . BounceShort . Enabled {
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s . resistancePivot = & indicator . Pivot { IntervalWindow : s . BounceShort . IntervalWindow }
s . resistancePivot . Bind ( store )
}
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if s . BreakLow . StopEMA != nil {
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s . stopEWMA = standardIndicator . EWMA ( * s . BreakLow . StopEMA )
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}
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for _ , method := range s . ExitMethods {
method . Bind ( session , s . orderExecutor )
}
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if s . BounceShort != nil && s . BounceShort . Enabled {
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if s . resistancePivot != nil {
s . preloadPivot ( s . resistancePivot , store )
}
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session . UserDataStream . OnStart ( func ( ) {
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if lastKLine == nil {
return
}
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if s . resistancePivot != nil {
lows := s . resistancePivot . Lows
minDistance := s . BounceShort . MinDistance . Float64 ( )
closePrice := lastKLine . Close . Float64 ( )
s . resistancePrices = findPossibleResistancePrices ( closePrice , minDistance , lows )
log . Infof ( "last price: %f, possible resistance prices: %+v" , closePrice , s . resistancePrices )
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if len ( s . resistancePrices ) > 0 {
resistancePrice := fixedpoint . NewFromFloat ( s . resistancePrices [ 0 ] )
if resistancePrice . Compare ( s . currentBounceShortPrice ) != 0 {
log . Infof ( "updating resistance price... possible resistance prices: %+v" , s . resistancePrices )
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_ = s . orderExecutor . GracefulCancel ( ctx )
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s . currentBounceShortPrice = resistancePrice
s . placeBounceSellOrders ( ctx , s . currentBounceShortPrice )
}
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}
}
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} )
}
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// Always check whether you can open a short position or not
session . MarketDataStream . OnKLineClosed ( func ( kline types . KLine ) {
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if s . Status != types . StrategyStatusRunning {
return
}
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if kline . Symbol != s . Symbol || kline . Interval != types . Interval1m {
return
}
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if ! s . Position . IsClosed ( ) && ! s . Position . IsDust ( kline . Close ) {
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return
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}
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if len ( s . pivotLowPrices ) == 0 {
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log . Infof ( "currently there is no pivot low prices, skip placing orders..." )
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return
}
previousLow := s . pivotLowPrices [ len ( s . pivotLowPrices ) - 1 ]
// truncate the pivot low prices
if len ( s . pivotLowPrices ) > 10 {
s . pivotLowPrices = s . pivotLowPrices [ len ( s . pivotLowPrices ) - 10 : ]
}
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ratio := fixedpoint . One . Add ( s . BreakLow . Ratio )
breakPrice := previousLow . Mul ( ratio )
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openPrice := kline . Open
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closePrice := kline . Close
// if previous low is not break, skip
if closePrice . Compare ( breakPrice ) >= 0 {
return
}
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// we need the price cross the break line
// or we do nothing
if ! ( openPrice . Compare ( breakPrice ) > 0 && closePrice . Compare ( breakPrice ) < 0 ) {
return
}
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log . Infof ( "%s breakLow signal detected, closed price %f < breakPrice %f" , kline . Symbol , closePrice . Float64 ( ) , breakPrice . Float64 ( ) )
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// stop EMA protection
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if s . stopEWMA != nil && ! s . BreakLow . StopEMARange . IsZero ( ) {
ema := fixedpoint . NewFromFloat ( s . stopEWMA . Last ( ) )
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if ema . IsZero ( ) {
return
}
emaStopShortPrice := ema . Mul ( fixedpoint . One . Sub ( s . BreakLow . StopEMARange ) )
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if closePrice . Compare ( emaStopShortPrice ) < 0 {
log . Infof ( "stopEMA protection: close price %f < EMA(%v) = %f" , closePrice . Float64 ( ) , s . BreakLow . StopEMA , ema . Float64 ( ) )
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return
}
}
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_ = s . orderExecutor . GracefulCancel ( ctx )
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quantity := s . useQuantityOrBaseBalance ( s . BreakLow . Quantity )
if s . BreakLow . MarketOrder {
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bbgo . Notify ( "%s price %f breaks the previous low %f with ratio %f, submitting market sell to open a short position" , s . Symbol , kline . Close . Float64 ( ) , previousLow . Float64 ( ) , s . BreakLow . Ratio . Float64 ( ) )
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s . placeMarketSell ( ctx , quantity , "breakLowMarket" )
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} else {
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sellPrice := previousLow . Mul ( fixedpoint . One . Add ( s . BreakLow . BounceRatio ) )
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bbgo . Notify ( "%s price %f breaks the previous low %f with ratio %f, submitting limit sell @ %f" , s . Symbol , kline . Close . Float64 ( ) , previousLow . Float64 ( ) , s . BreakLow . Ratio . Float64 ( ) , sellPrice . Float64 ( ) )
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s . placeLimitSell ( ctx , sellPrice , quantity , "breakLowLimit" )
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}
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} )
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session . MarketDataStream . OnKLineClosed ( func ( kline types . KLine ) {
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// StrategyController
if s . Status != types . StrategyStatusRunning {
return
}
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if s . BounceShort == nil || ! s . BounceShort . Enabled {
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return
}
if kline . Symbol != s . Symbol || kline . Interval != s . BounceShort . Interval {
return
}
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if s . resistancePivot != nil {
closePrice := kline . Close . Float64 ( )
minDistance := s . BounceShort . MinDistance . Float64 ( )
lows := s . resistancePivot . Lows
s . resistancePrices = findPossibleResistancePrices ( closePrice , minDistance , lows )
if len ( s . resistancePrices ) > 0 {
resistancePrice := fixedpoint . NewFromFloat ( s . resistancePrices [ 0 ] )
if resistancePrice . Compare ( s . currentBounceShortPrice ) != 0 {
log . Infof ( "updating resistance price... possible resistance prices: %+v" , s . resistancePrices )
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_ = s . orderExecutor . GracefulCancel ( ctx )
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s . currentBounceShortPrice = resistancePrice
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s . placeBounceSellOrders ( ctx , s . currentBounceShortPrice )
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}
}
}
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} )
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if ! bbgo . IsBackTesting {
// use market trade to submit short order
session . MarketDataStream . OnMarketTrade ( func ( trade types . Trade ) {
} )
}
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s . Graceful . OnShutdown ( func ( ctx context . Context , wg * sync . WaitGroup ) {
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_ , _ = fmt . Fprintln ( os . Stderr , s . TradeStats . String ( ) )
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wg . Done ( )
} )
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return nil
}
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func ( s * Strategy ) findHigherPivotLow ( price fixedpoint . Value ) ( fixedpoint . Value , bool ) {
for l := len ( s . pivotLowPrices ) - 1 ; l > 0 ; l -- {
if s . pivotLowPrices [ l ] . Compare ( price ) > 0 {
return s . pivotLowPrices [ l ] , true
}
}
return price , false
}
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func ( s * Strategy ) placeBounceSellOrders ( ctx context . Context , resistancePrice fixedpoint . Value ) {
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futuresMode := s . session . Futures || s . session . IsolatedFutures
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totalQuantity := s . BounceShort . Quantity
numLayers := s . BounceShort . NumLayers
if numLayers == 0 {
numLayers = 1
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}
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numLayersF := fixedpoint . NewFromInt ( int64 ( numLayers ) )
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layerSpread := s . BounceShort . LayerSpread
quantity := totalQuantity . Div ( numLayersF )
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log . Infof ( "placing bounce short orders: resistance price = %f, layer quantity = %f, num of layers = %d" , resistancePrice . Float64 ( ) , quantity . Float64 ( ) , numLayers )
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for i := 0 ; i < numLayers ; i ++ {
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balances := s . session . GetAccount ( ) . Balances ( )
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quoteBalance := balances [ s . Market . QuoteCurrency ]
baseBalance := balances [ s . Market . BaseCurrency ]
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// price = (resistance_price * (1.0 + ratio)) * ((1.0 + layerSpread) * i)
price := resistancePrice . Mul ( fixedpoint . One . Add ( s . BounceShort . Ratio ) )
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spread := layerSpread . Mul ( fixedpoint . NewFromInt ( int64 ( i ) ) )
price = price . Add ( spread )
log . Infof ( "price = %f" , price . Float64 ( ) )
log . Infof ( "placing bounce short order #%d: price = %f, quantity = %f" , i , price . Float64 ( ) , quantity . Float64 ( ) )
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if futuresMode {
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if quantity . Mul ( price ) . Compare ( quoteBalance . Available ) <= 0 {
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s . placeOrder ( ctx , price , quantity )
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}
} else {
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if quantity . Compare ( baseBalance . Available ) <= 0 {
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s . placeOrder ( ctx , price , quantity )
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}
}
}
}
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func ( s * Strategy ) placeOrder ( ctx context . Context , price fixedpoint . Value , quantity fixedpoint . Value ) {
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_ , _ = s . orderExecutor . SubmitOrders ( ctx , types . SubmitOrder {
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Symbol : s . Symbol ,
Side : types . SideTypeSell ,
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Type : types . OrderTypeLimitMaker ,
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Price : price ,
Quantity : quantity ,
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} )
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}
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func ( s * Strategy ) preloadPivot ( pivot * indicator . Pivot , store * bbgo . MarketDataStore ) * types . KLine {
klines , ok := store . KLinesOfInterval ( pivot . Interval )
if ! ok {
return nil
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}
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last := ( * klines ) [ len ( * klines ) - 1 ]
log . Debugf ( "updating pivot indicator: %d klines" , len ( * klines ) )
for i := pivot . Window ; i < len ( * klines ) ; i ++ {
pivot . Update ( ( * klines ) [ 0 : i + 1 ] )
}
log . Infof ( "found %s %v previous lows: %v" , s . Symbol , pivot . IntervalWindow , pivot . Lows )
log . Infof ( "found %s %v previous highs: %v" , s . Symbol , pivot . IntervalWindow , pivot . Highs )
return & last
}
func findPossibleResistancePrices ( closePrice float64 , minDistance float64 , lows [ ] float64 ) [ ] float64 {
// sort float64 in increasing order
sort . Float64s ( lows )
var resistancePrices [ ] float64
for _ , low := range lows {
if low < closePrice {
continue
}
last := closePrice
if len ( resistancePrices ) > 0 {
last = resistancePrices [ len ( resistancePrices ) - 1 ]
}
if ( low / last ) < ( 1.0 + minDistance ) {
continue
}
resistancePrices = append ( resistancePrices , low )
}
return resistancePrices
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}