bbgo_origin/pkg/strategy/xmaker/strategy.go

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package xmaker
import (
"context"
"fmt"
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"math"
"sync"
"time"
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"github.com/pkg/errors"
"github.com/prometheus/client_golang/prometheus"
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"github.com/sirupsen/logrus"
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"golang.org/x/time/rate"
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"github.com/c9s/bbgo/pkg/bbgo"
"github.com/c9s/bbgo/pkg/core"
"github.com/c9s/bbgo/pkg/fixedpoint"
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indicatorv2 "github.com/c9s/bbgo/pkg/indicator/v2"
"github.com/c9s/bbgo/pkg/pricesolver"
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"github.com/c9s/bbgo/pkg/risk/circuitbreaker"
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"github.com/c9s/bbgo/pkg/strategy/common"
"github.com/c9s/bbgo/pkg/types"
"github.com/c9s/bbgo/pkg/util"
)
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var defaultMargin = fixedpoint.NewFromFloat(0.003)
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var two = fixedpoint.NewFromInt(2)
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const priceUpdateTimeout = 30 * time.Second
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const ID = "xmaker"
var log = logrus.WithField("strategy", ID)
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type Quote struct {
BestBidPrice, BestAskPrice fixedpoint.Value
BidMargin, AskMargin fixedpoint.Value
// BidLayerPips is the price pips between each layer
BidLayerPips, AskLayerPips fixedpoint.Value
}
type SessionBinder interface {
Bind(ctx context.Context, session *bbgo.ExchangeSession, symbol string) error
}
type SignalNumber float64
const (
SignalNumberMaxLong = 2.0
SignalNumberMaxShort = -2.0
)
type SignalProvider interface {
CalculateSignal(ctx context.Context) (float64, error)
}
type KLineShapeSignal struct {
FullBodyThreshold float64 `json:"fullBodyThreshold"`
}
type SignalConfig struct {
Weight float64 `json:"weight"`
BollingerBandTrendSignal *BollingerBandTrendSignal `json:"bollingerBandTrend,omitempty"`
OrderBookBestPriceSignal *OrderBookBestPriceVolumeSignal `json:"orderBookBestPrice,omitempty"`
KLineShapeSignal *KLineShapeSignal `json:"klineShape,omitempty"`
}
func init() {
bbgo.RegisterStrategy(ID, &Strategy{})
}
type Strategy struct {
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Environment *bbgo.Environment
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Symbol string `json:"symbol"`
// SourceExchange session name
SourceExchange string `json:"sourceExchange"`
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// MakerExchange session name
MakerExchange string `json:"makerExchange"`
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UpdateInterval types.Duration `json:"updateInterval"`
HedgeInterval types.Duration `json:"hedgeInterval"`
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OrderCancelWaitTime types.Duration `json:"orderCancelWaitTime"`
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EnableSignalMargin bool `json:"enableSignalMargin"`
SignalConfigList []SignalConfig `json:"signals"`
SignalMarginScale *bbgo.SlideRule `json:"signalMarginScale,omitempty"`
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Margin fixedpoint.Value `json:"margin"`
BidMargin fixedpoint.Value `json:"bidMargin"`
AskMargin fixedpoint.Value `json:"askMargin"`
UseDepthPrice bool `json:"useDepthPrice"`
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DepthQuantity fixedpoint.Value `json:"depthQuantity"`
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EnableBollBandMargin bool `json:"enableBollBandMargin"`
BollBandInterval types.Interval `json:"bollBandInterval"`
BollBandMargin fixedpoint.Value `json:"bollBandMargin"`
BollBandMarginFactor fixedpoint.Value `json:"bollBandMarginFactor"`
// MinMarginLevel is the minimum margin level to trigger the hedge
MinMarginLevel fixedpoint.Value `json:"minMarginLevel"`
StopHedgeQuoteBalance fixedpoint.Value `json:"stopHedgeQuoteBalance"`
StopHedgeBaseBalance fixedpoint.Value `json:"stopHedgeBaseBalance"`
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// Quantity is used for fixed quantity of the first layer
Quantity fixedpoint.Value `json:"quantity"`
// QuantityMultiplier is the factor that multiplies the quantity of the previous layer
QuantityMultiplier fixedpoint.Value `json:"quantityMultiplier"`
// QuantityScale helps user to define the quantity by layer scale
QuantityScale *bbgo.LayerScale `json:"quantityScale,omitempty"`
// MaxExposurePosition defines the unhedged quantity of stop
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MaxExposurePosition fixedpoint.Value `json:"maxExposurePosition"`
DisableHedge bool `json:"disableHedge"`
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NotifyTrade bool `json:"notifyTrade"`
// RecoverTrade tries to find the missing trades via the REStful API
RecoverTrade bool `json:"recoverTrade"`
RecoverTradeScanPeriod types.Duration `json:"recoverTradeScanPeriod"`
NumLayers int `json:"numLayers"`
// Pips is the pips of the layer prices
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Pips fixedpoint.Value `json:"pips"`
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// ProfitFixerConfig is the profit fixer configuration
ProfitFixerConfig *common.ProfitFixerConfig `json:"profitFixer,omitempty"`
// --------------------------------
// private field
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makerSession, sourceSession *bbgo.ExchangeSession
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makerMarket, sourceMarket types.Market
// boll is the BOLLINGER indicator we used for predicting the price.
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boll *indicatorv2.BOLLStream
state *State
priceSolver *pricesolver.SimplePriceSolver
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CircuitBreaker *circuitbreaker.BasicCircuitBreaker `json:"circuitBreaker"`
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// persistence fields
Position *types.Position `json:"position,omitempty" persistence:"position"`
ProfitStats *ProfitStats `json:"profitStats,omitempty" persistence:"profit_stats"`
CoveredPosition fixedpoint.Value `json:"coveredPosition,omitempty" persistence:"covered_position"`
book *types.StreamOrderBook
activeMakerOrders *bbgo.ActiveOrderBook
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hedgeErrorLimiter *rate.Limiter
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hedgeErrorRateReservation *rate.Reservation
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orderStore *core.OrderStore
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tradeCollector *core.TradeCollector
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askPriceHeartBeat, bidPriceHeartBeat *types.PriceHeartBeat
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accountValueCalculator *bbgo.AccountValueCalculator
lastPrice fixedpoint.Value
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groupID uint32
stopC chan struct{}
reportProfitStatsRateLimiter *rate.Limiter
circuitBreakerAlertLimiter *rate.Limiter
logger logrus.FieldLogger
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metricsLabels prometheus.Labels
}
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func (s *Strategy) ID() string {
return ID
}
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func (s *Strategy) InstanceID() string {
return fmt.Sprintf("%s:%s", ID, s.Symbol)
}
func (s *Strategy) CrossSubscribe(sessions map[string]*bbgo.ExchangeSession) {
sourceSession, ok := sessions[s.SourceExchange]
if !ok {
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panic(fmt.Errorf("source session %s is not defined", s.SourceExchange))
}
sourceSession.Subscribe(types.BookChannel, s.Symbol, types.SubscribeOptions{})
sourceSession.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: "1m"})
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makerSession, ok := sessions[s.MakerExchange]
if !ok {
panic(fmt.Errorf("maker session %s is not defined", s.MakerExchange))
}
makerSession.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: "1m"})
}
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func aggregatePrice(pvs types.PriceVolumeSlice, requiredQuantity fixedpoint.Value) (price fixedpoint.Value) {
if len(pvs) == 0 {
price = fixedpoint.Zero
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return price
}
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sumAmount := fixedpoint.Zero
sumQty := fixedpoint.Zero
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for i := 0; i < len(pvs); i++ {
pv := pvs[i]
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sumQty = sumQty.Add(pv.Volume)
sumAmount = sumAmount.Add(pv.Volume.Mul(pv.Price))
if sumQty.Compare(requiredQuantity) >= 0 {
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break
}
}
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return sumAmount.Div(sumQty)
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}
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func (s *Strategy) Initialize() error {
s.bidPriceHeartBeat = types.NewPriceHeartBeat(priceUpdateTimeout)
s.askPriceHeartBeat = types.NewPriceHeartBeat(priceUpdateTimeout)
s.logger = logrus.WithFields(logrus.Fields{
"symbol": s.Symbol,
"strategy": ID,
"strategy_id": s.InstanceID(),
})
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s.metricsLabels = prometheus.Labels{
"strategy_type": ID,
"strategy_id": s.InstanceID(),
"exchange": s.MakerExchange,
"symbol": s.Symbol,
}
return nil
}
// getBollingerTrend returns -1 when the price is in the downtrend, 1 when the price is in the uptrend, 0 when the price is in the band
func (s *Strategy) getBollingerTrend(quote *Quote) int {
// when bid price is lower than the down band, then it's in the downtrend
// when ask price is higher than the up band, then it's in the uptrend
lastDownBand := fixedpoint.NewFromFloat(s.boll.DownBand.Last(0))
lastUpBand := fixedpoint.NewFromFloat(s.boll.UpBand.Last(0))
if quote.BestAskPrice.Compare(lastDownBand) < 0 {
return -1
} else if quote.BestBidPrice.Compare(lastUpBand) > 0 {
return 1
} else {
return 0
}
}
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func (s *Strategy) applySignalMargin(ctx context.Context, quote *Quote) error {
signal, err := s.calculateSignal(ctx)
if err != nil {
return err
}
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s.logger.Infof("aggregated signal: %f", signal)
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if signal == 0.0 {
return nil
}
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scale, err := s.SignalMarginScale.Scale()
if err != nil {
return err
}
margin := scale.Call(math.Abs(signal))
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s.logger.Infof("signal margin: %f", margin)
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marginFp := fixedpoint.NewFromFloat(margin)
if signal < 0.0 {
quote.BidMargin = quote.BidMargin.Add(marginFp)
if signal <= -2.0 {
// quote.BidMargin = fixedpoint.Zero
}
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s.logger.Infof("adjusted bid margin: %f", quote.BidMargin.Float64())
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} else if signal > 0.0 {
quote.AskMargin = quote.AskMargin.Add(marginFp)
if signal >= 2.0 {
// quote.AskMargin = fixedpoint.Zero
}
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s.logger.Infof("adjusted ask margin: %f", quote.AskMargin.Float64())
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}
return nil
}
// applyBollingerMargin applies the bollinger band margin to the quote
func (s *Strategy) applyBollingerMargin(
quote *Quote,
) error {
lastDownBand := fixedpoint.NewFromFloat(s.boll.DownBand.Last(0))
lastUpBand := fixedpoint.NewFromFloat(s.boll.UpBand.Last(0))
if lastUpBand.IsZero() || lastDownBand.IsZero() {
s.logger.Warnf("bollinger band value is zero, skipping")
return nil
}
factor := fixedpoint.Min(s.BollBandMarginFactor, fixedpoint.One)
switch s.getBollingerTrend(quote) {
case -1:
// for the downtrend, increase the bid margin
// ratio here should be greater than 1.00
ratio := fixedpoint.Min(lastDownBand.Div(quote.BestAskPrice), fixedpoint.One)
// so that 1.x can multiply the original bid margin
bollMargin := s.BollBandMargin.Mul(ratio).Mul(factor)
s.logger.Infof("%s bollband downtrend: increasing bid margin %f (bidMargin) + %f (bollMargin) = %f (finalBidMargin)",
s.Symbol,
quote.BidMargin.Float64(),
bollMargin.Float64(),
quote.BidMargin.Add(bollMargin).Float64())
quote.BidMargin = quote.BidMargin.Add(bollMargin)
quote.BidLayerPips = quote.BidLayerPips.Mul(ratio)
case 1:
// for the uptrend, increase the ask margin
// ratio here should be greater than 1.00
ratio := fixedpoint.Min(quote.BestAskPrice.Div(lastUpBand), fixedpoint.One)
// so that the original bid margin can be multiplied by 1.x
bollMargin := s.BollBandMargin.Mul(ratio).Mul(factor)
s.logger.Infof("%s bollband uptrend adjusting ask margin %f (askMargin) + %f (bollMargin) = %f (finalAskMargin)",
s.Symbol,
quote.AskMargin.Float64(),
bollMargin.Float64(),
quote.AskMargin.Add(bollMargin).Float64())
quote.AskMargin = quote.AskMargin.Add(bollMargin)
quote.AskLayerPips = quote.AskLayerPips.Mul(ratio)
default:
// default, in the band
}
return nil
}
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func (s *Strategy) calculateSignal(ctx context.Context) (float64, error) {
sum := 0.0
voters := 0.0
for _, signal := range s.SignalConfigList {
if signal.OrderBookBestPriceSignal != nil {
sig, err := signal.OrderBookBestPriceSignal.CalculateSignal(ctx)
if err != nil {
return 0, err
}
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if sig == 0.0 {
continue
}
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if signal.Weight > 0.0 {
sum += sig * signal.Weight
voters += signal.Weight
} else {
sum += sig
voters++
}
} else if signal.BollingerBandTrendSignal != nil {
sig, err := signal.BollingerBandTrendSignal.CalculateSignal(ctx)
if err != nil {
return 0, err
}
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if sig == 0.0 {
continue
}
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if signal.Weight > 0.0 {
sum += sig * signal.Weight
voters += signal.Weight
} else {
sum += sig
voters++
}
}
}
return sum / voters, nil
}
func (s *Strategy) updateQuote(ctx context.Context) {
if err := s.activeMakerOrders.GracefulCancel(ctx, s.makerSession.Exchange); err != nil {
s.logger.Warnf("there are some %s orders not canceled, skipping placing maker orders", s.Symbol)
s.activeMakerOrders.Print()
return
}
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if s.activeMakerOrders.NumOfOrders() > 0 {
return
}
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signal, err := s.calculateSignal(ctx)
if err != nil {
return
}
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s.logger.Infof("aggregated signal: %f", signal)
aggregatedSignalMetrics.With(s.metricsLabels).Set(signal)
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if s.CircuitBreaker != nil {
now := time.Now()
if reason, halted := s.CircuitBreaker.IsHalted(now); halted {
s.logger.Warnf("[arbWorker] strategy is halted, reason: %s", reason)
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if s.circuitBreakerAlertLimiter.AllowN(now, 1) {
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bbgo.Notify("Strategy is halted, reason: %s", reason)
}
return
}
}
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bestBid, bestAsk, hasPrice := s.book.BestBidAndAsk()
if !hasPrice {
return
}
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// use mid-price for the last price
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s.lastPrice = bestBid.Price.Add(bestAsk.Price).Div(two)
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s.priceSolver.Update(s.Symbol, s.lastPrice)
bookLastUpdateTime := s.book.LastUpdateTime()
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if _, err := s.bidPriceHeartBeat.Update(bestBid); err != nil {
s.logger.WithError(err).Errorf("quote update error, %s price not updating, order book last update: %s ago",
s.Symbol,
time.Since(bookLastUpdateTime))
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return
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}
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if _, err := s.askPriceHeartBeat.Update(bestAsk); err != nil {
s.logger.WithError(err).Errorf("quote update error, %s price not updating, order book last update: %s ago",
s.Symbol,
time.Since(bookLastUpdateTime))
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return
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}
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sourceBook := s.book.CopyDepth(10)
if valid, err := sourceBook.IsValid(); !valid {
s.logger.WithError(err).Errorf("%s invalid copied order book, skip quoting: %v", s.Symbol, err)
return
}
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var disableMakerBid = false
var disableMakerAsk = false
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// check maker's balance quota
// we load the balances from the account while we're generating the orders,
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// the balance may have a chance to be deducted by other strategies or manual orders submitted by the user
makerBalances := s.makerSession.GetAccount().Balances()
makerQuota := &bbgo.QuotaTransaction{}
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if b, ok := makerBalances[s.makerMarket.BaseCurrency]; ok {
if b.Available.Compare(s.makerMarket.MinQuantity) > 0 {
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makerQuota.BaseAsset.Add(b.Available)
} else {
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disableMakerAsk = true
}
}
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if b, ok := makerBalances[s.makerMarket.QuoteCurrency]; ok {
if b.Available.Compare(s.makerMarket.MinNotional) > 0 {
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makerQuota.QuoteAsset.Add(b.Available)
} else {
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disableMakerBid = true
}
}
// if
// 1) the source session is a margin session
// 2) the min margin level is configured
// 3) the hedge account's margin level is lower than the min margin level
hedgeAccount := s.sourceSession.GetAccount()
hedgeBalances := hedgeAccount.Balances()
hedgeQuota := &bbgo.QuotaTransaction{}
if s.sourceSession.Margin &&
!s.MinMarginLevel.IsZero() &&
!hedgeAccount.MarginLevel.IsZero() {
if hedgeAccount.MarginLevel.Compare(s.MinMarginLevel) < 0 {
if quote, ok := hedgeAccount.Balance(s.sourceMarket.QuoteCurrency); ok {
quoteDebt := quote.Debt()
if quoteDebt.Sign() > 0 {
hedgeQuota.BaseAsset.Add(quoteDebt.Div(bestBid.Price))
}
}
if base, ok := hedgeAccount.Balance(s.sourceMarket.BaseCurrency); ok {
baseDebt := base.Debt()
if baseDebt.Sign() > 0 {
hedgeQuota.QuoteAsset.Add(baseDebt.Mul(bestAsk.Price))
}
}
} else {
// credit buffer
creditBufferRatio := fixedpoint.NewFromFloat(1.2)
if quote, ok := hedgeAccount.Balance(s.sourceMarket.QuoteCurrency); ok {
netQuote := quote.Net()
if netQuote.Sign() > 0 {
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hedgeQuota.QuoteAsset.Add(netQuote.Mul(creditBufferRatio))
}
}
if base, ok := hedgeAccount.Balance(s.sourceMarket.BaseCurrency); ok {
netBase := base.Net()
if netBase.Sign() > 0 {
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hedgeQuota.BaseAsset.Add(netBase.Mul(creditBufferRatio))
}
}
// netValueInUsd, err := s.accountValueCalculator.NetValue(ctx)
}
} else {
if b, ok := hedgeBalances[s.sourceMarket.BaseCurrency]; ok {
// to make bid orders, we need enough base asset in the foreign exchange,
// if the base asset balance is not enough for selling
if s.StopHedgeBaseBalance.Sign() > 0 {
minAvailable := s.StopHedgeBaseBalance.Add(s.sourceMarket.MinQuantity)
if b.Available.Compare(minAvailable) > 0 {
hedgeQuota.BaseAsset.Add(b.Available.Sub(minAvailable))
} else {
s.logger.Warnf("%s maker bid disabled: insufficient base balance %s", s.Symbol, b.String())
disableMakerBid = true
}
} else if b.Available.Compare(s.sourceMarket.MinQuantity) > 0 {
hedgeQuota.BaseAsset.Add(b.Available)
} else {
s.logger.Warnf("%s maker bid disabled: insufficient base balance %s", s.Symbol, b.String())
disableMakerBid = true
}
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}
if b, ok := hedgeBalances[s.sourceMarket.QuoteCurrency]; ok {
// to make ask orders, we need enough quote asset in the foreign exchange,
// if the quote asset balance is not enough for buying
if s.StopHedgeQuoteBalance.Sign() > 0 {
minAvailable := s.StopHedgeQuoteBalance.Add(s.sourceMarket.MinNotional)
if b.Available.Compare(minAvailable) > 0 {
hedgeQuota.QuoteAsset.Add(b.Available.Sub(minAvailable))
} else {
s.logger.Warnf("%s maker ask disabled: insufficient quote balance %s", s.Symbol, b.String())
disableMakerAsk = true
}
} else if b.Available.Compare(s.sourceMarket.MinNotional) > 0 {
hedgeQuota.QuoteAsset.Add(b.Available)
} else {
s.logger.Warnf("%s maker ask disabled: insufficient quote balance %s", s.Symbol, b.String())
disableMakerAsk = true
}
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}
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}
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// if max exposure position is configured, we should not:
// 1. place bid orders when we already bought too much
// 2. place ask orders when we already sold too much
if s.MaxExposurePosition.Sign() > 0 {
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pos := s.Position.GetBase()
if pos.Compare(s.MaxExposurePosition.Neg()) > 0 {
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// stop sell if we over-sell
disableMakerAsk = true
} else if pos.Compare(s.MaxExposurePosition) > 0 {
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// stop buy if we over buy
disableMakerBid = true
}
}
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if disableMakerAsk && disableMakerBid {
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log.Warnf("%s bid/ask maker is disabled due to insufficient balances", s.Symbol)
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return
}
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bestBidPrice := bestBid.Price
bestAskPrice := bestAsk.Price
s.logger.Infof("%s book ticker: best ask / best bid = %v / %v", s.Symbol, bestAskPrice, bestBidPrice)
if bestBidPrice.Compare(bestAskPrice) > 0 {
log.Errorf("best bid price %f is higher than best ask price %f, skip quoting",
bestBidPrice.Float64(),
bestAskPrice.Float64(),
)
return
}
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var submitOrders []types.SubmitOrder
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var accumulativeBidQuantity, accumulativeAskQuantity fixedpoint.Value
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var bidQuantity = s.Quantity
var askQuantity = s.Quantity
var quote = &Quote{
BestBidPrice: bestBidPrice,
BestAskPrice: bestAskPrice,
BidMargin: s.BidMargin,
AskMargin: s.AskMargin,
BidLayerPips: s.Pips,
AskLayerPips: s.Pips,
}
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if s.EnableSignalMargin {
if err := s.applySignalMargin(ctx, quote); err != nil {
s.logger.WithError(err).Errorf("unable to apply signal margin")
}
} else if s.EnableBollBandMargin {
if err := s.applyBollingerMargin(quote); err != nil {
log.WithError(err).Errorf("unable to apply bollinger margin")
}
}
bidExposureInUsd := fixedpoint.Zero
askExposureInUsd := fixedpoint.Zero
bidPrice := quote.BestBidPrice
askPrice := quote.BestAskPrice
if bidPrice.Compare(askPrice) > 0 {
log.Errorf("maker bid price %f is higher than maker ask price %f, skip quoting",
bidPrice.Float64(),
askPrice.Float64(),
)
return
}
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bidMarginMetrics.With(s.metricsLabels).Set(quote.BidMargin.Float64())
askMarginMetrics.With(s.metricsLabels).Set(quote.AskMargin.Float64())
for i := 0; i < s.NumLayers; i++ {
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// for maker bid orders
if !disableMakerBid {
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if s.QuantityScale != nil {
qf, err := s.QuantityScale.Scale(i + 1)
if err != nil {
log.WithError(err).Errorf("quantityScale error")
return
}
log.Infof("%s scaling bid #%d quantity to %f", s.Symbol, i+1, qf)
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// override the default bid quantity
bidQuantity = fixedpoint.NewFromFloat(qf)
}
accumulativeBidQuantity = accumulativeBidQuantity.Add(bidQuantity)
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if s.UseDepthPrice {
sideBook := sourceBook.SideBook(types.SideTypeBuy)
if s.DepthQuantity.Sign() > 0 {
if i == 0 {
bidPrice = aggregatePrice(sideBook, s.DepthQuantity)
bidPrice = bidPrice.Mul(fixedpoint.One.Sub(quote.BidMargin))
} else if i > 0 && quote.BidLayerPips.Sign() > 0 {
pips := quote.BidLayerPips.Mul(s.makerMarket.TickSize)
bidPrice = bidPrice.Sub(pips)
}
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} else {
bidPrice = aggregatePrice(sideBook, accumulativeBidQuantity)
bidPrice = bidPrice.Mul(fixedpoint.One.Sub(quote.BidMargin))
}
} else {
if i == 0 {
bidPrice = bidPrice.Mul(fixedpoint.One.Sub(quote.BidMargin))
} else if i > 0 && quote.BidLayerPips.Sign() > 0 {
pips := quote.BidLayerPips.Mul(s.makerMarket.TickSize)
bidPrice = bidPrice.Sub(pips)
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}
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}
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if i == 0 {
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s.logger.Infof("maker best bid price %f", bidPrice.Float64())
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makerBestBidPriceMetrics.With(s.metricsLabels).Set(bidPrice.Float64())
}
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if makerQuota.QuoteAsset.Lock(bidQuantity.Mul(bidPrice)) && hedgeQuota.BaseAsset.Lock(bidQuantity) {
// if we bought, then we need to sell the base from the hedge session
submitOrders = append(submitOrders, types.SubmitOrder{
Symbol: s.Symbol,
Type: types.OrderTypeLimit,
Side: types.SideTypeBuy,
Price: bidPrice,
Quantity: bidQuantity,
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TimeInForce: types.TimeInForceGTC,
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GroupID: s.groupID,
})
makerQuota.Commit()
hedgeQuota.Commit()
bidExposureInUsd = bidExposureInUsd.Add(bidQuantity.Mul(bidPrice))
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} else {
makerQuota.Rollback()
hedgeQuota.Rollback()
}
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if s.QuantityMultiplier.Sign() > 0 {
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bidQuantity = bidQuantity.Mul(s.QuantityMultiplier)
}
}
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// for maker ask orders
if !disableMakerAsk {
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if s.QuantityScale != nil {
qf, err := s.QuantityScale.Scale(i + 1)
if err != nil {
log.WithError(err).Errorf("quantityScale error")
return
}
log.Infof("%s scaling ask #%d quantity to %f", s.Symbol, i+1, qf)
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// override the default bid quantity
askQuantity = fixedpoint.NewFromFloat(qf)
}
accumulativeAskQuantity = accumulativeAskQuantity.Add(askQuantity)
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if s.UseDepthPrice {
if s.DepthQuantity.Sign() > 0 {
if i == 0 {
askPrice = aggregatePrice(sourceBook.SideBook(types.SideTypeSell), s.DepthQuantity)
askPrice = askPrice.Mul(fixedpoint.One.Add(quote.AskMargin))
} else if i > 0 && quote.AskLayerPips.Sign() > 0 {
pips := quote.AskLayerPips.Mul(s.makerMarket.TickSize)
askPrice = askPrice.Add(pips)
}
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} else {
askPrice = aggregatePrice(sourceBook.SideBook(types.SideTypeSell), accumulativeAskQuantity)
askPrice = askPrice.Mul(fixedpoint.One.Add(quote.AskMargin))
}
} else {
if i == 0 {
askPrice = askPrice.Mul(fixedpoint.One.Add(quote.AskMargin))
} else if i > 0 && quote.AskLayerPips.Sign() > 0 {
pips := quote.AskLayerPips.Mul(s.makerMarket.TickSize)
askPrice = askPrice.Add(pips)
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}
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}
if i == 0 {
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s.logger.Infof("maker best ask price %f", askPrice.Float64())
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makerBestAskPriceMetrics.With(s.metricsLabels).Set(askPrice.Float64())
}
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if makerQuota.BaseAsset.Lock(askQuantity) && hedgeQuota.QuoteAsset.Lock(askQuantity.Mul(askPrice)) {
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// if we bought, then we need to sell the base from the hedge session
submitOrders = append(submitOrders, types.SubmitOrder{
Symbol: s.Symbol,
Market: s.makerMarket,
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Type: types.OrderTypeLimit,
Side: types.SideTypeSell,
Price: askPrice,
Quantity: askQuantity,
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TimeInForce: types.TimeInForceGTC,
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GroupID: s.groupID,
})
makerQuota.Commit()
hedgeQuota.Commit()
askExposureInUsd = askExposureInUsd.Add(askQuantity.Mul(askPrice))
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} else {
makerQuota.Rollback()
hedgeQuota.Rollback()
}
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if s.QuantityMultiplier.Sign() > 0 {
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askQuantity = askQuantity.Mul(s.QuantityMultiplier)
}
}
}
if len(submitOrders) == 0 {
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log.Warnf("no orders generated")
return
}
formattedOrders, err := s.makerSession.FormatOrders(submitOrders)
if err != nil {
return
}
orderCreateCallback := func(createdOrder types.Order) {
s.orderStore.Add(createdOrder)
s.activeMakerOrders.Add(createdOrder)
}
defer s.tradeCollector.Process()
createdOrders, errIdx, err := bbgo.BatchPlaceOrder(ctx, s.makerSession.Exchange, orderCreateCallback, formattedOrders...)
if err != nil {
log.WithError(err).Errorf("unable to place maker orders: %+v", formattedOrders)
}
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openOrderBidExposureInUsdMetrics.With(s.metricsLabels).Set(bidExposureInUsd.Float64())
openOrderAskExposureInUsdMetrics.With(s.metricsLabels).Set(askExposureInUsd.Float64())
_ = errIdx
_ = createdOrders
}
func (s *Strategy) adjustHedgeQuantityWithAvailableBalance(
account *types.Account, side types.SideType, quantity, lastPrice fixedpoint.Value,
) fixedpoint.Value {
switch side {
case types.SideTypeBuy:
// check quote quantity
if quote, ok := account.Balance(s.sourceMarket.QuoteCurrency); ok {
if quote.Available.Compare(s.sourceMarket.MinNotional) < 0 {
// adjust price to higher 0.1%, so that we can ensure that the order can be executed
availableQuote := s.sourceMarket.TruncateQuoteQuantity(quote.Available)
quantity = bbgo.AdjustQuantityByMaxAmount(quantity, lastPrice, availableQuote)
}
}
case types.SideTypeSell:
// check quote quantity
if base, ok := account.Balance(s.sourceMarket.BaseCurrency); ok {
if base.Available.Compare(quantity) < 0 {
quantity = base.Available
}
}
}
// truncate the quantity to the supported precision
return s.sourceMarket.TruncateQuantity(quantity)
}
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func (s *Strategy) Hedge(ctx context.Context, pos fixedpoint.Value) {
side := types.SideTypeBuy
if pos.IsZero() {
return
}
quantity := pos.Abs()
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if pos.Sign() < 0 {
side = types.SideTypeSell
}
lastPrice := s.lastPrice
sourceBook := s.book.CopyDepth(1)
switch side {
case types.SideTypeBuy:
if bestAsk, ok := sourceBook.BestAsk(); ok {
lastPrice = bestAsk.Price
}
case types.SideTypeSell:
if bestBid, ok := sourceBook.BestBid(); ok {
lastPrice = bestBid.Price
}
}
account := s.sourceSession.GetAccount()
if s.sourceSession.Margin {
// check the margin level
if !s.MinMarginLevel.IsZero() && !account.MarginLevel.IsZero() && account.MarginLevel.Compare(s.MinMarginLevel) < 0 {
log.Errorf("margin level %f is too low (< %f), skip hedge", account.MarginLevel.Float64(), s.MinMarginLevel.Float64())
return
}
} else {
quantity = s.adjustHedgeQuantityWithAvailableBalance(account, side, quantity, lastPrice)
}
// truncate quantity for the supported precision
quantity = s.sourceMarket.TruncateQuantity(quantity)
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if s.sourceMarket.IsDustQuantity(quantity, lastPrice) {
log.Warnf("skip dust quantity: %s @ price %f", quantity.String(), lastPrice.Float64())
return
}
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if s.hedgeErrorRateReservation != nil {
if !s.hedgeErrorRateReservation.OK() {
return
}
bbgo.Notify("Hit hedge error rate limit, waiting...")
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time.Sleep(s.hedgeErrorRateReservation.Delay())
s.hedgeErrorRateReservation = nil
}
bbgo.Notify("Submitting %s hedge order %s %v", s.Symbol, side.String(), quantity)
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submitOrders := []types.SubmitOrder{
{
Market: s.sourceMarket,
Symbol: s.Symbol,
Type: types.OrderTypeMarket,
Side: side,
Quantity: quantity,
MarginSideEffect: types.SideEffectTypeMarginBuy,
},
}
formattedOrders, err := s.sourceSession.FormatOrders(submitOrders)
if err != nil {
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log.WithError(err).Errorf("unable to format hedge orders")
return
}
orderCreateCallback := func(createdOrder types.Order) {
s.orderStore.Add(createdOrder)
}
defer s.tradeCollector.Process()
createdOrders, _, err := bbgo.BatchPlaceOrder(ctx, s.sourceSession.Exchange, orderCreateCallback, formattedOrders...)
if err != nil {
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s.hedgeErrorRateReservation = s.hedgeErrorLimiter.Reserve()
log.WithError(err).Errorf("market order submit error: %s", err.Error())
return
}
log.Infof("submitted hedge orders: %+v", createdOrders)
// if it's selling, then we should add a positive position
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if side == types.SideTypeSell {
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s.CoveredPosition = s.CoveredPosition.Add(quantity)
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} else {
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s.CoveredPosition = s.CoveredPosition.Add(quantity.Neg())
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}
}
func (s *Strategy) tradeRecover(ctx context.Context) {
tradeScanInterval := s.RecoverTradeScanPeriod.Duration()
if tradeScanInterval == 0 {
tradeScanInterval = 30 * time.Minute
}
tradeScanOverlapBufferPeriod := 5 * time.Minute
tradeScanTicker := time.NewTicker(tradeScanInterval)
defer tradeScanTicker.Stop()
for {
select {
case <-ctx.Done():
return
case <-tradeScanTicker.C:
log.Infof("scanning trades from %s ago...", tradeScanInterval)
if s.RecoverTrade {
startTime := time.Now().Add(-tradeScanInterval).Add(-tradeScanOverlapBufferPeriod)
if err := s.tradeCollector.Recover(ctx, s.sourceSession.Exchange.(types.ExchangeTradeHistoryService), s.Symbol, startTime); err != nil {
log.WithError(err).Errorf("query trades error")
}
if err := s.tradeCollector.Recover(ctx, s.makerSession.Exchange.(types.ExchangeTradeHistoryService), s.Symbol, startTime); err != nil {
log.WithError(err).Errorf("query trades error")
}
}
}
}
}
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func (s *Strategy) Defaults() error {
if s.BollBandInterval == "" {
s.BollBandInterval = types.Interval1m
}
if s.BollBandMarginFactor.IsZero() {
s.BollBandMarginFactor = fixedpoint.One
}
if s.BollBandMargin.IsZero() {
s.BollBandMargin = fixedpoint.NewFromFloat(0.001)
}
// configure default values
if s.UpdateInterval == 0 {
s.UpdateInterval = types.Duration(time.Second)
}
if s.HedgeInterval == 0 {
s.HedgeInterval = types.Duration(10 * time.Second)
}
if s.NumLayers == 0 {
s.NumLayers = 1
}
if s.MinMarginLevel.IsZero() {
s.MinMarginLevel = fixedpoint.NewFromFloat(3.0)
}
if s.BidMargin.IsZero() {
if !s.Margin.IsZero() {
s.BidMargin = s.Margin
} else {
s.BidMargin = defaultMargin
}
}
if s.AskMargin.IsZero() {
if !s.Margin.IsZero() {
s.AskMargin = s.Margin
} else {
s.AskMargin = defaultMargin
}
}
if s.CircuitBreaker == nil {
s.CircuitBreaker = circuitbreaker.NewBasicCircuitBreaker(ID, s.InstanceID())
}
// circuitBreakerAlertLimiter is for CircuitBreaker alerts
s.circuitBreakerAlertLimiter = rate.NewLimiter(rate.Every(3*time.Minute), 2)
s.reportProfitStatsRateLimiter = rate.NewLimiter(rate.Every(3*time.Minute), 1)
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s.hedgeErrorLimiter = rate.NewLimiter(rate.Every(1*time.Minute), 1)
return nil
}
func (s *Strategy) Validate() error {
if s.Quantity.IsZero() || s.QuantityScale == nil {
return errors.New("quantity or quantityScale can not be empty")
}
if !s.QuantityMultiplier.IsZero() && s.QuantityMultiplier.Sign() < 0 {
return errors.New("quantityMultiplier can not be a negative number")
}
if len(s.Symbol) == 0 {
return errors.New("symbol is required")
}
return nil
}
func (s *Strategy) quoteWorker(ctx context.Context) {
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ticker := time.NewTicker(util.MillisecondsJitter(s.UpdateInterval.Duration(), 200))
defer ticker.Stop()
defer func() {
if err := s.activeMakerOrders.GracefulCancel(context.Background(), s.makerSession.Exchange); err != nil {
log.WithError(err).Errorf("can not cancel %s orders", s.Symbol)
}
}()
for {
select {
case <-s.stopC:
log.Warnf("%s maker goroutine stopped, due to the stop signal", s.Symbol)
return
case <-ctx.Done():
log.Warnf("%s maker goroutine stopped, due to the cancelled context", s.Symbol)
return
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case <-ticker.C:
s.updateQuote(ctx)
}
}
}
func (s *Strategy) accountUpdater(ctx context.Context) {
ticker := time.NewTicker(3 * time.Minute)
defer ticker.Stop()
for {
select {
case <-ctx.Done():
return
case <-ticker.C:
if _, err := s.sourceSession.UpdateAccount(ctx); err != nil {
log.WithError(err).Errorf("unable to update account")
}
if err := s.accountValueCalculator.UpdatePrices(ctx); err != nil {
log.WithError(err).Errorf("unable to update account value with prices")
return
}
netValue, err := s.accountValueCalculator.NetValue(ctx)
if err != nil {
log.WithError(err).Errorf("unable to update account")
return
}
s.logger.Infof("hedge session net value ~= %f USD", netValue.Float64())
}
}
}
func (s *Strategy) hedgeWorker(ctx context.Context) {
ticker := time.NewTicker(util.MillisecondsJitter(s.HedgeInterval.Duration(), 200))
defer ticker.Stop()
profitChanged := false
reportTicker := time.NewTicker(5 * time.Minute)
for {
select {
case <-ctx.Done():
return
case <-ticker.C:
// For positive position and positive covered position:
// uncover position = +5 - +3 (covered position) = 2
//
// For positive position and negative covered position:
// uncover position = +5 - (-3) (covered position) = 8
//
// meaning we bought 5 on MAX and sent buy order with 3 on binance
//
// For negative position:
// uncover position = -5 - -3 (covered position) = -2
s.tradeCollector.Process()
position := s.Position.GetBase()
uncoverPosition := position.Sub(s.CoveredPosition)
absPos := uncoverPosition.Abs()
if !s.DisableHedge && absPos.Compare(s.sourceMarket.MinQuantity) > 0 {
log.Infof("%s base position %v coveredPosition: %v uncoverPosition: %v",
s.Symbol,
position,
s.CoveredPosition,
uncoverPosition,
)
s.Hedge(ctx, uncoverPosition.Neg())
profitChanged = true
}
case <-reportTicker.C:
if profitChanged {
if s.reportProfitStatsRateLimiter.Allow() {
bbgo.Notify(s.ProfitStats)
}
profitChanged = false
}
}
}
}
func (s *Strategy) CrossRun(
ctx context.Context, orderExecutionRouter bbgo.OrderExecutionRouter, sessions map[string]*bbgo.ExchangeSession,
) error {
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instanceID := s.InstanceID()
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// configure sessions
sourceSession, ok := sessions[s.SourceExchange]
if !ok {
return fmt.Errorf("source exchange session %s is not defined", s.SourceExchange)
}
s.sourceSession = sourceSession
// initialize the price resolver
sourceMarkets := s.sourceSession.Markets()
s.priceSolver = pricesolver.NewSimplePriceResolver(sourceMarkets)
makerSession, ok := sessions[s.MakerExchange]
if !ok {
return fmt.Errorf("maker exchange session %s is not defined", s.MakerExchange)
}
s.makerSession = makerSession
s.sourceMarket, ok = s.sourceSession.Market(s.Symbol)
if !ok {
return fmt.Errorf("source session market %s is not defined", s.Symbol)
}
s.makerMarket, ok = s.makerSession.Market(s.Symbol)
if !ok {
return fmt.Errorf("maker session market %s is not defined", s.Symbol)
}
s.accountValueCalculator = bbgo.NewAccountValueCalculator(s.sourceSession, s.sourceMarket.QuoteCurrency)
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indicators := s.sourceSession.Indicators(s.Symbol)
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s.boll = indicators.BOLL(types.IntervalWindow{
Interval: s.BollBandInterval,
Window: 21,
}, 1.0)
// restore state
s.groupID = util.FNV32(instanceID)
log.Infof("using group id %d from fnv(%s)", s.groupID, instanceID)
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configLabels := prometheus.Labels{"strategy_id": s.InstanceID(), "strategy_type": ID, "symbol": s.Symbol}
configNumOfLayersMetrics.With(configLabels).Set(float64(s.NumLayers))
configMaxExposureMetrics.With(configLabels).Set(s.MaxExposurePosition.Float64())
configBidMarginMetrics.With(configLabels).Set(s.BidMargin.Float64())
configAskMarginMetrics.With(configLabels).Set(s.AskMargin.Float64())
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if s.Position == nil {
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s.Position = types.NewPositionFromMarket(s.makerMarket)
s.Position.Strategy = ID
s.Position.StrategyInstanceID = instanceID
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}
bbgo.Notify("xmaker: %s position is restored", s.Symbol, s.Position)
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if s.ProfitStats == nil {
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s.ProfitStats = &ProfitStats{
ProfitStats: types.NewProfitStats(s.makerMarket),
MakerExchange: s.makerSession.ExchangeName,
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}
}
if s.CoveredPosition.IsZero() {
if s.state != nil && !s.CoveredPosition.IsZero() {
s.CoveredPosition = s.state.CoveredPosition
}
}
if s.makerSession.MakerFeeRate.Sign() > 0 || s.makerSession.TakerFeeRate.Sign() > 0 {
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s.Position.SetExchangeFeeRate(types.ExchangeName(s.MakerExchange), types.ExchangeFee{
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MakerFeeRate: s.makerSession.MakerFeeRate,
TakerFeeRate: s.makerSession.TakerFeeRate,
})
}
if s.sourceSession.MakerFeeRate.Sign() > 0 || s.sourceSession.TakerFeeRate.Sign() > 0 {
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s.Position.SetExchangeFeeRate(types.ExchangeName(s.SourceExchange), types.ExchangeFee{
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MakerFeeRate: s.sourceSession.MakerFeeRate,
TakerFeeRate: s.sourceSession.TakerFeeRate,
})
}
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s.sourceSession.MarketDataStream.OnKLineClosed(types.KLineWith(s.Symbol, types.Interval1m, func(k types.KLine) {
s.priceSolver.Update(k.Symbol, k.Close)
feeToken := s.sourceSession.Exchange.PlatformFeeCurrency()
if feePrice, ok := s.priceSolver.ResolvePrice(feeToken, "USDT"); ok {
s.Position.SetFeeAverageCost(feeToken, feePrice)
}
}))
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if s.ProfitFixerConfig != nil {
bbgo.Notify("Fixing %s profitStats and position...", s.Symbol)
log.Infof("profitFixer is enabled, checking checkpoint: %+v", s.ProfitFixerConfig.TradesSince)
if s.ProfitFixerConfig.TradesSince.Time().IsZero() {
return errors.New("tradesSince time can not be zero")
}
makerMarket, _ := makerSession.Market(s.Symbol)
position := types.NewPositionFromMarket(makerMarket)
profitStats := types.NewProfitStats(makerMarket)
fixer := common.NewProfitFixer()
// fixer.ConverterManager = s.ConverterManager
if ss, ok := makerSession.Exchange.(types.ExchangeTradeHistoryService); ok {
log.Infof("adding makerSession %s to profitFixer", makerSession.Name)
fixer.AddExchange(makerSession.Name, ss)
}
if ss, ok := sourceSession.Exchange.(types.ExchangeTradeHistoryService); ok {
log.Infof("adding hedgeSession %s to profitFixer", sourceSession.Name)
fixer.AddExchange(sourceSession.Name, ss)
}
if err2 := fixer.Fix(ctx, makerMarket.Symbol,
s.ProfitFixerConfig.TradesSince.Time(),
time.Now(),
profitStats,
position); err2 != nil {
return err2
}
bbgo.Notify("Fixed %s position", s.Symbol, position)
bbgo.Notify("Fixed %s profitStats", s.Symbol, profitStats)
s.Position = position
s.ProfitStats.ProfitStats = profitStats
}
s.book = types.NewStreamBook(s.Symbol, s.sourceSession.ExchangeName)
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s.book.BindStream(s.sourceSession.MarketDataStream)
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if s.EnableSignalMargin {
scale, err := s.SignalMarginScale.Scale()
if err != nil {
return err
}
if solveErr := scale.Solve(); solveErr != nil {
return solveErr
}
}
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for _, signalConfig := range s.SignalConfigList {
if signalConfig.OrderBookBestPriceSignal != nil {
signalConfig.OrderBookBestPriceSignal.book = s.book
if err := signalConfig.OrderBookBestPriceSignal.Bind(ctx, s.sourceSession, s.Symbol); err != nil {
return err
}
} else if signalConfig.BollingerBandTrendSignal != nil {
if err := signalConfig.BollingerBandTrendSignal.Bind(ctx, s.sourceSession, s.Symbol); err != nil {
return err
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}
}
}
s.activeMakerOrders = bbgo.NewActiveOrderBook(s.Symbol)
s.activeMakerOrders.BindStream(s.makerSession.UserDataStream)
s.orderStore = core.NewOrderStore(s.Symbol)
s.orderStore.BindStream(s.sourceSession.UserDataStream)
s.orderStore.BindStream(s.makerSession.UserDataStream)
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s.tradeCollector = core.NewTradeCollector(s.Symbol, s.Position, s.orderStore)
if s.NotifyTrade {
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s.tradeCollector.OnTrade(func(trade types.Trade, profit, netProfit fixedpoint.Value) {
bbgo.Notify(trade)
})
}
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s.tradeCollector.OnTrade(func(trade types.Trade, profit, netProfit fixedpoint.Value) {
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c := trade.PositionChange()
if trade.Exchange == s.sourceSession.ExchangeName {
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s.CoveredPosition = s.CoveredPosition.Add(c)
}
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s.ProfitStats.AddTrade(trade)
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if profit.Compare(fixedpoint.Zero) == 0 {
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s.Environment.RecordPosition(s.Position, trade, nil)
}
})
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// TODO: remove this nil value behavior, check all OnProfit usage and remove the EmitProfit call with nil profit
s.tradeCollector.OnProfit(func(trade types.Trade, profit *types.Profit) {
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if profit != nil {
if s.CircuitBreaker != nil {
s.CircuitBreaker.RecordProfit(profit.Profit, trade.Time.Time())
}
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bbgo.Notify(profit)
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s.ProfitStats.AddProfit(*profit)
s.Environment.RecordPosition(s.Position, trade, profit)
}
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})
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s.tradeCollector.OnPositionUpdate(func(position *types.Position) {
bbgo.Notify(position)
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})
s.tradeCollector.OnRecover(func(trade types.Trade) {
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bbgo.Notify("Recovered trade", trade)
})
// bind two user data streams so that we can collect the trades together
s.tradeCollector.BindStream(s.sourceSession.UserDataStream)
s.tradeCollector.BindStream(s.makerSession.UserDataStream)
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s.stopC = make(chan struct{})
if s.RecoverTrade {
go s.tradeRecover(ctx)
}
go s.accountUpdater(ctx)
go s.hedgeWorker(ctx)
go s.quoteWorker(ctx)
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bbgo.OnShutdown(ctx, func(ctx context.Context, wg *sync.WaitGroup) {
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// the ctx here is the shutdown context (not the strategy context)
// defer work group done to mark the strategy as stopped
defer wg.Done()
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// send stop signal to the quoteWorker
close(s.stopC)
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// wait for the quoter to stop
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time.Sleep(s.UpdateInterval.Duration())
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if err := s.activeMakerOrders.GracefulCancel(ctx, s.makerSession.Exchange); err != nil {
log.WithError(err).Errorf("graceful cancel error")
}
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bbgo.Notify("Shutting down %s %s", ID, s.Symbol, s.Position)
})
return nil
}