package scmaker import ( "context" "fmt" "math" "sync" log "github.com/sirupsen/logrus" "github.com/c9s/bbgo/pkg/bbgo" "github.com/c9s/bbgo/pkg/fixedpoint" "github.com/c9s/bbgo/pkg/indicator" "github.com/c9s/bbgo/pkg/risk/riskcontrol" "github.com/c9s/bbgo/pkg/types" ) const ID = "scmaker" var ten = fixedpoint.NewFromInt(10) type advancedOrderCancelApi interface { CancelAllOrders(ctx context.Context) ([]types.Order, error) CancelOrdersBySymbol(ctx context.Context, symbol string) ([]types.Order, error) } type BollingerConfig struct { Interval types.Interval `json:"interval"` Window int `json:"window"` K float64 `json:"k"` } func init() { bbgo.RegisterStrategy(ID, &Strategy{}) } // Strategy scmaker is a stable coin market maker type Strategy struct { Environment *bbgo.Environment Market types.Market Symbol string `json:"symbol"` NumOfLiquidityLayers int `json:"numOfLiquidityLayers"` LiquidityUpdateInterval types.Interval `json:"liquidityUpdateInterval"` PriceRangeBollinger *BollingerConfig `json:"priceRangeBollinger"` StrengthInterval types.Interval `json:"strengthInterval"` AdjustmentUpdateInterval types.Interval `json:"adjustmentUpdateInterval"` MidPriceEMA *types.IntervalWindow `json:"midPriceEMA"` LiquiditySlideRule *bbgo.SlideRule `json:"liquidityScale"` LiquidityLayerTickSize fixedpoint.Value `json:"liquidityLayerTickSize"` LiquiditySkew fixedpoint.Value `json:"liquiditySkew"` MaxExposure fixedpoint.Value `json:"maxExposure"` MinProfit fixedpoint.Value `json:"minProfit"` // risk related parameters PositionHardLimit fixedpoint.Value `json:"positionHardLimit"` MaxPositionQuantity fixedpoint.Value `json:"maxPositionQuantity"` CircuitBreakLossThreshold fixedpoint.Value `json:"circuitBreakLossThreshold"` CircuitBreakEMA types.IntervalWindow `json:"circuitBreakEMA"` Position *types.Position `json:"position,omitempty" persistence:"position"` ProfitStats *types.ProfitStats `json:"profitStats,omitempty" persistence:"profit_stats"` session *bbgo.ExchangeSession orderExecutor *bbgo.GeneralOrderExecutor liquidityOrderBook, adjustmentOrderBook *bbgo.ActiveOrderBook book *types.StreamOrderBook liquidityScale bbgo.Scale // indicators ewma *indicator.EWMAStream boll *indicator.BOLLStream intensity *IntensityStream positionRiskControl *riskcontrol.PositionRiskControl circuitBreakRiskControl *riskcontrol.CircuitBreakRiskControl } func (s *Strategy) ID() string { return ID } func (s *Strategy) InstanceID() string { return fmt.Sprintf("%s:%s", ID, s.Symbol) } func (s *Strategy) Subscribe(session *bbgo.ExchangeSession) { session.Subscribe(types.BookChannel, s.Symbol, types.SubscribeOptions{}) session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.AdjustmentUpdateInterval}) session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.LiquidityUpdateInterval}) if s.MidPriceEMA != nil { session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.MidPriceEMA.Interval}) } } func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, session *bbgo.ExchangeSession) error { instanceID := s.InstanceID() s.session = session s.book = types.NewStreamBook(s.Symbol) s.book.BindStream(session.UserDataStream) s.liquidityOrderBook = bbgo.NewActiveOrderBook(s.Symbol) s.liquidityOrderBook.BindStream(session.UserDataStream) s.adjustmentOrderBook = bbgo.NewActiveOrderBook(s.Symbol) s.adjustmentOrderBook.BindStream(session.UserDataStream) // If position is nil, we need to allocate a new position for calculation if s.Position == nil { s.Position = types.NewPositionFromMarket(s.Market) } // Always update the position fields s.Position.Strategy = ID s.Position.StrategyInstanceID = instanceID // if anyone of the fee rate is defined, this assumes that both are defined. // so that zero maker fee could be applied if s.session.MakerFeeRate.Sign() > 0 || s.session.TakerFeeRate.Sign() > 0 { s.Position.SetExchangeFeeRate(s.session.ExchangeName, types.ExchangeFee{ MakerFeeRate: s.session.MakerFeeRate, TakerFeeRate: s.session.TakerFeeRate, }) } if s.ProfitStats == nil { s.ProfitStats = types.NewProfitStats(s.Market) } s.orderExecutor = bbgo.NewGeneralOrderExecutor(session, s.Symbol, ID, instanceID, s.Position) s.orderExecutor.BindEnvironment(s.Environment) s.orderExecutor.BindProfitStats(s.ProfitStats) s.orderExecutor.Bind() s.orderExecutor.TradeCollector().OnPositionUpdate(func(position *types.Position) { bbgo.Sync(ctx, s) }) if !s.PositionHardLimit.IsZero() && !s.MaxPositionQuantity.IsZero() { log.Infof("positionHardLimit and maxPositionQuantity are configured, setting up PositionRiskControl...") s.positionRiskControl = riskcontrol.NewPositionRiskControl(s.orderExecutor, s.PositionHardLimit, s.MaxPositionQuantity) } if !s.CircuitBreakLossThreshold.IsZero() { log.Infof("circuitBreakLossThreshold is configured, setting up CircuitBreakRiskControl...") s.circuitBreakRiskControl = riskcontrol.NewCircuitBreakRiskControl( s.Position, session.Indicators(s.Symbol).EWMA(s.CircuitBreakEMA), s.CircuitBreakLossThreshold, s.ProfitStats) } scale, err := s.LiquiditySlideRule.Scale() if err != nil { return err } if err := scale.Solve(); err != nil { return err } if cancelApi, ok := session.Exchange.(advancedOrderCancelApi); ok { _, _ = cancelApi.CancelOrdersBySymbol(ctx, s.Symbol) } s.liquidityScale = scale s.initializeMidPriceEMA(session) s.initializePriceRangeBollinger(session) s.initializeIntensityIndicator(session) session.UserDataStream.OnStart(func() { s.placeLiquidityOrders(ctx) }) session.MarketDataStream.OnKLineClosed(func(k types.KLine) { if k.Interval == s.AdjustmentUpdateInterval { s.placeAdjustmentOrders(ctx) } if k.Interval == s.LiquidityUpdateInterval { s.placeLiquidityOrders(ctx) } }) bbgo.OnShutdown(ctx, func(ctx context.Context, wg *sync.WaitGroup) { defer wg.Done() err := s.liquidityOrderBook.GracefulCancel(ctx, s.session.Exchange) logErr(err, "unable to cancel liquidity orders") err = s.adjustmentOrderBook.GracefulCancel(ctx, s.session.Exchange) logErr(err, "unable to cancel adjustment orders") }) return nil } func (s *Strategy) preloadKLines(inc *indicator.KLineStream, session *bbgo.ExchangeSession, symbol string, interval types.Interval) { if store, ok := session.MarketDataStore(symbol); ok { if kLinesData, ok := store.KLinesOfInterval(interval); ok { for _, k := range *kLinesData { inc.EmitUpdate(k) } } } } func (s *Strategy) initializeMidPriceEMA(session *bbgo.ExchangeSession) { kLines := indicator.KLines(session.MarketDataStream, s.Symbol, s.MidPriceEMA.Interval) s.ewma = indicator.EWMA2(indicator.ClosePrices(kLines), s.MidPriceEMA.Window) s.preloadKLines(kLines, session, s.Symbol, s.MidPriceEMA.Interval) } func (s *Strategy) initializeIntensityIndicator(session *bbgo.ExchangeSession) { kLines := indicator.KLines(session.MarketDataStream, s.Symbol, s.StrengthInterval) s.intensity = Intensity(kLines, 10) s.preloadKLines(kLines, session, s.Symbol, s.StrengthInterval) } func (s *Strategy) initializePriceRangeBollinger(session *bbgo.ExchangeSession) { kLines := indicator.KLines(session.MarketDataStream, s.Symbol, s.PriceRangeBollinger.Interval) closePrices := indicator.ClosePrices(kLines) s.boll = indicator.BOLL2(closePrices, s.PriceRangeBollinger.Window, s.PriceRangeBollinger.K) s.preloadKLines(kLines, session, s.Symbol, s.PriceRangeBollinger.Interval) } func (s *Strategy) placeAdjustmentOrders(ctx context.Context) { _ = s.adjustmentOrderBook.GracefulCancel(ctx, s.session.Exchange) if s.Position.IsDust() { return } ticker, err := s.session.Exchange.QueryTicker(ctx, s.Symbol) if logErr(err, "unable to query ticker") { return } if _, err := s.session.UpdateAccount(ctx); err != nil { logErr(err, "unable to update account") return } baseBal, _ := s.session.Account.Balance(s.Market.BaseCurrency) quoteBal, _ := s.session.Account.Balance(s.Market.QuoteCurrency) var adjOrders []types.SubmitOrder posSize := s.Position.Base.Abs() tickSize := s.Market.TickSize if s.Position.IsShort() { price := profitProtectedPrice(types.SideTypeBuy, s.Position.AverageCost, ticker.Sell.Add(tickSize.Neg()), s.session.MakerFeeRate, s.MinProfit) quoteQuantity := fixedpoint.Min(price.Mul(posSize), quoteBal.Available) bidQuantity := quoteQuantity.Div(price) if s.Market.IsDustQuantity(bidQuantity, price) { return } adjOrders = append(adjOrders, types.SubmitOrder{ Symbol: s.Symbol, Type: types.OrderTypeLimitMaker, Side: types.SideTypeBuy, Price: price, Quantity: bidQuantity, Market: s.Market, TimeInForce: types.TimeInForceGTC, }) } else if s.Position.IsLong() { price := profitProtectedPrice(types.SideTypeSell, s.Position.AverageCost, ticker.Buy.Add(tickSize), s.session.MakerFeeRate, s.MinProfit) askQuantity := fixedpoint.Min(posSize, baseBal.Available) if s.Market.IsDustQuantity(askQuantity, price) { return } adjOrders = append(adjOrders, types.SubmitOrder{ Symbol: s.Symbol, Type: types.OrderTypeLimitMaker, Side: types.SideTypeSell, Price: price, Quantity: askQuantity, Market: s.Market, TimeInForce: types.TimeInForceGTC, }) } createdOrders, err := s.orderExecutor.SubmitOrders(ctx, adjOrders...) if logErr(err, "unable to place liquidity orders") { return } s.adjustmentOrderBook.Add(createdOrders...) } func (s *Strategy) placeLiquidityOrders(ctx context.Context) { if s.circuitBreakRiskControl != nil && s.circuitBreakRiskControl.IsHalted() { log.Warn("circuitBreakRiskControl: trading halted") return } err := s.liquidityOrderBook.GracefulCancel(ctx, s.session.Exchange) if logErr(err, "unable to cancel orders") { return } ticker, err := s.session.Exchange.QueryTicker(ctx, s.Symbol) if logErr(err, "unable to query ticker") { return } if ticker.Buy.IsZero() && ticker.Sell.IsZero() { ticker.Sell = ticker.Last.Add(s.Market.TickSize) ticker.Buy = ticker.Last.Sub(s.Market.TickSize) } else if ticker.Buy.IsZero() { ticker.Buy = ticker.Sell.Sub(s.Market.TickSize) } else if ticker.Sell.IsZero() { ticker.Sell = ticker.Buy.Add(s.Market.TickSize) } if _, err := s.session.UpdateAccount(ctx); err != nil { logErr(err, "unable to update account") return } baseBal, _ := s.session.Account.Balance(s.Market.BaseCurrency) quoteBal, _ := s.session.Account.Balance(s.Market.QuoteCurrency) spread := ticker.Sell.Sub(ticker.Buy) tickSize := fixedpoint.Max(s.LiquidityLayerTickSize, s.Market.TickSize) midPriceEMA := s.ewma.Last(0) midPrice := fixedpoint.NewFromFloat(midPriceEMA) bandWidth := s.boll.Last(0) log.Infof("spread: %f mid price ema: %f boll band width: %f", spread.Float64(), midPriceEMA, bandWidth) sum := s.liquidityScale.Sum(1.0) askSum := sum bidSum := sum log.Infof("liquidity sum: %f / %f", askSum, bidSum) skew := s.LiquiditySkew.Float64() useSkew := !s.LiquiditySkew.IsZero() if useSkew { askSum = sum / skew bidSum = sum * skew log.Infof("adjusted liqudity skew: %f / %f", askSum, bidSum) } var bidPrices []fixedpoint.Value var askPrices []fixedpoint.Value // calculate and collect prices for i := 0; i <= s.NumOfLiquidityLayers; i++ { fi := fixedpoint.NewFromInt(int64(i)) sp := tickSize.Mul(fi) spreadBidPrice := midPrice.Sub(sp) spreadAskPrice := midPrice.Add(sp) bidPrice := ticker.Buy askPrice := ticker.Sell if i == s.NumOfLiquidityLayers { bwf := fixedpoint.NewFromFloat(bandWidth) bidPrice = fixedpoint.Min(midPrice.Add(bwf.Neg()), spreadBidPrice) askPrice = fixedpoint.Max(midPrice.Add(bwf), spreadAskPrice) } else if i > 0 { bidPrice = spreadBidPrice askPrice = spreadAskPrice } if i > 0 && bidPrice.Compare(ticker.Buy) > 0 { bidPrice = ticker.Buy.Sub(sp) } if i > 0 && askPrice.Compare(ticker.Sell) < 0 { askPrice = ticker.Sell.Add(sp) } bidPrice = s.Market.TruncatePrice(bidPrice) askPrice = s.Market.TruncatePrice(askPrice) bidPrices = append(bidPrices, bidPrice) askPrices = append(askPrices, askPrice) } availableBase := baseBal.Available availableQuote := quoteBal.Available // check max exposure if s.MaxExposure.Sign() > 0 { availableQuote = fixedpoint.Min(availableQuote, s.MaxExposure) baseQuoteValue := availableBase.Mul(ticker.Sell) if baseQuoteValue.Compare(s.MaxExposure) > 0 { availableBase = s.MaxExposure.Div(ticker.Sell) } } makerQuota := &bbgo.QuotaTransaction{} makerQuota.QuoteAsset.Add(availableQuote) makerQuota.BaseAsset.Add(availableBase) log.Infof("balances before liq orders: %s, %s", baseBal.String(), quoteBal.String()) if !s.Position.IsDust() { if s.Position.IsLong() { availableBase = availableBase.Sub(s.Position.Base) availableBase = s.Market.RoundDownQuantityByPrecision(availableBase) } else if s.Position.IsShort() { posSizeInQuote := s.Position.Base.Mul(ticker.Sell) availableQuote = availableQuote.Sub(posSizeInQuote) } } askX := availableBase.Float64() / askSum bidX := availableQuote.Float64() / (bidSum * (fixedpoint.Sum(bidPrices).Float64())) askX = math.Trunc(askX*1e8) / 1e8 bidX = math.Trunc(bidX*1e8) / 1e8 var liqOrders []types.SubmitOrder for i := 0; i <= s.NumOfLiquidityLayers; i++ { bidQuantity := fixedpoint.NewFromFloat(s.liquidityScale.Call(float64(i)) * bidX) askQuantity := fixedpoint.NewFromFloat(s.liquidityScale.Call(float64(i)) * askX) bidPrice := bidPrices[i] askPrice := askPrices[i] log.Infof("liqudity layer #%d %f/%f = %f/%f", i, askPrice.Float64(), bidPrice.Float64(), askQuantity.Float64(), bidQuantity.Float64()) placeBuy := true placeSell := true averageCost := s.Position.AverageCost // when long position, do not place sell orders below the average cost if !s.Position.IsDust() { if s.Position.IsLong() && askPrice.Compare(averageCost) < 0 { placeSell = false } if s.Position.IsShort() && bidPrice.Compare(averageCost) > 0 { placeBuy = false } } quoteQuantity := bidQuantity.Mul(bidPrice) if s.Market.IsDustQuantity(bidQuantity, bidPrice) || !makerQuota.QuoteAsset.Lock(quoteQuantity) { placeBuy = false } if s.Market.IsDustQuantity(askQuantity, askPrice) || !makerQuota.BaseAsset.Lock(askQuantity) { placeSell = false } if placeBuy { liqOrders = append(liqOrders, types.SubmitOrder{ Symbol: s.Symbol, Side: types.SideTypeBuy, Type: types.OrderTypeLimitMaker, Quantity: bidQuantity, Price: bidPrice, Market: s.Market, TimeInForce: types.TimeInForceGTC, }) } if placeSell { liqOrders = append(liqOrders, types.SubmitOrder{ Symbol: s.Symbol, Side: types.SideTypeSell, Type: types.OrderTypeLimitMaker, Quantity: askQuantity, Price: askPrice, Market: s.Market, TimeInForce: types.TimeInForceGTC, }) } } makerQuota.Commit() createdOrders, err := s.orderExecutor.SubmitOrders(ctx, liqOrders...) if logErr(err, "unable to place liquidity orders") { return } s.liquidityOrderBook.Add(createdOrders...) log.Infof("%d liq orders are placed successfully", len(liqOrders)) } func profitProtectedPrice(side types.SideType, averageCost, price, feeRate, minProfit fixedpoint.Value) fixedpoint.Value { switch side { case types.SideTypeSell: minProfitPrice := averageCost.Add( averageCost.Mul(feeRate.Add(minProfit))) return fixedpoint.Max(minProfitPrice, price) case types.SideTypeBuy: minProfitPrice := averageCost.Sub( averageCost.Mul(feeRate.Add(minProfit))) return fixedpoint.Min(minProfitPrice, price) } return price } func logErr(err error, msgAndArgs ...interface{}) bool { if err == nil { return false } if len(msgAndArgs) == 0 { log.WithError(err).Error(err.Error()) } else if len(msgAndArgs) == 1 { msg := msgAndArgs[0].(string) log.WithError(err).Error(msg) } else if len(msgAndArgs) > 1 { msg := msgAndArgs[0].(string) log.WithError(err).Errorf(msg, msgAndArgs[1:]...) } return true }