package bollmaker import ( "context" "fmt" "math" "sync" "time" "github.com/c9s/bbgo/pkg/indicator" "github.com/pkg/errors" "github.com/sirupsen/logrus" "github.com/c9s/bbgo/pkg/bbgo" "github.com/c9s/bbgo/pkg/exchange/max" "github.com/c9s/bbgo/pkg/fixedpoint" "github.com/c9s/bbgo/pkg/service" "github.com/c9s/bbgo/pkg/types" ) const ID = "bollmaker" const stateKey = "state-v1" var one = fixedpoint.NewFromFloat(1.0) var defaultFeeRate = fixedpoint.NewFromFloat(0.001) var log = logrus.WithField("strategy", ID) func init() { bbgo.RegisterStrategy(ID, &Strategy{}) } type State struct { Position *types.Position `json:"position,omitempty"` ProfitStats bbgo.ProfitStats `json:"profitStats,omitempty"` } type BollingerSetting struct { types.IntervalWindow BandWidth float64 `json:"bandWidth"` } type Strategy struct { *bbgo.Graceful *bbgo.Notifiability *bbgo.Persistence StandardIndicatorSet *bbgo.StandardIndicatorSet // Symbol is the market symbol you want to trade Symbol string `json:"symbol"` // Interval is how long do you want to update your order price and quantity Interval types.Interval `json:"interval"` // Quantity is the base order quantity for your buy/sell order. Quantity fixedpoint.Value `json:"quantity"` // Spread is the price spread from the middle price. // For ask orders, the ask price is ((bestAsk + bestBid) / 2 * (1.0 + spread)) // For bid orders, the bid price is ((bestAsk + bestBid) / 2 * (1.0 - spread)) // Spread can be set by percentage or floating number. e.g., 0.1% or 0.001 Spread fixedpoint.Value `json:"spread"` // MinProfitSpread is the minimal order price spread from the current average cost. // For long position, you will only place sell order above the price (= average cost * (1 + minProfitSpread)) // For short position, you will only place buy order below the price (= average cost * (1 - minProfitSpread)) MinProfitSpread fixedpoint.Value `json:"minProfitSpread"` // UseTickerPrice use the ticker api to get the mid price instead of the closed kline price. // The back-test engine is kline-based, so the ticker price api is not supported. // Turn this on if you want to do real trading. UseTickerPrice bool `json:"useTickerPrice"` // MaxExposurePosition is the maximum position you can hold // +10 means you can hold 10 ETH long position by maximum // -10 means you can hold -10 ETH short position by maximum MaxExposurePosition fixedpoint.Value `json:"maxExposurePosition"` // DisableShort means you can don't want short position during the market making // Set to true if you want to hold more spot during market making. DisableShort bool `json:"disableShort"` DefaultBollinger *BollingerSetting `json:"defaultBollinger"` // NeutralBollinger is the smaller range of the bollinger band // If price is in this band, it usually means the price is oscillating. NeutralBollinger *BollingerSetting `json:"neutralBollinger"` // StrongDowntrendSkew is the order quantity skew for strong downtrend band. // when the bollinger band detect a strong downtrend, what's the order quantity skew we want to use. // greater than 1.0 means when placing buy order, place sell order with less quantity // less than 1.0 means when placing sell order, place buy order with less quantity StrongDowntrendSkew fixedpoint.Value `json:"strongDowntrendSkew"` // StrongUptrendSkew is the order quantity skew for strong uptrend band. // when the bollinger band detect a strong uptrend, what's the order quantity skew we want to use. // greater than 1.0 means when placing buy order, place sell order with less quantity // less than 1.0 means when placing sell order, place buy order with less quantity StrongUptrendSkew fixedpoint.Value `json:"strongUptrendSkew"` // DowntrendSkew is the order quantity skew for normal downtrend band. // The price is still in the default bollinger band. // greater than 1.0 means when placing buy order, place sell order with less quantity // less than 1.0 means when placing sell order, place buy order with less quantity DowntrendSkew fixedpoint.Value `json:"downtrendSkew"` // UptrendSkew is the order quantity skew for normal uptrend band. // The price is still in the default bollinger band. // greater than 1.0 means when placing buy order, place sell order with less quantity // less than 1.0 means when placing sell order, place buy order with less quantity UptrendSkew fixedpoint.Value `json:"uptrendSkew"` // ShadowProtection is used to avoid placing bid order when price goes down strongly (without shadow) ShadowProtection bool `json:"shadowProtection"` ShadowProtectionRatio fixedpoint.Value `json:"shadowProtectionRatio"` session *bbgo.ExchangeSession book *types.StreamOrderBook market types.Market state *State activeMakerOrders *bbgo.LocalActiveOrderBook orderStore *bbgo.OrderStore tradeCollector *bbgo.TradeCollector groupID uint32 stopC chan struct{} // defaultBoll is the BOLLINGER indicator we used for predicting the price. defaultBoll *indicator.BOLL // neutralBoll is the neutral price section neutralBoll *indicator.BOLL } func (s *Strategy) ID() string { return ID } func (s *Strategy) Subscribe(session *bbgo.ExchangeSession) { // session.Subscribe(types.BookChannel, s.Symbol, types.SubscribeOptions{}) session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{ Interval: string(s.Interval), }) if s.DefaultBollinger != nil && s.DefaultBollinger.Interval != "" { session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{ Interval: string(s.DefaultBollinger.Interval), }) } if s.NeutralBollinger != nil && s.NeutralBollinger.Interval != "" { session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{ Interval: string(s.NeutralBollinger.Interval), }) } } func (s *Strategy) Validate() error { if len(s.Symbol) == 0 { return errors.New("symbol is required") } return nil } func (s *Strategy) CurrentPosition() *types.Position { return s.state.Position } func (s *Strategy) ClosePosition(ctx context.Context, percentage float64) error { base := s.state.Position.GetBase() if base == 0 { return fmt.Errorf("no opened %s position", s.state.Position.Symbol) } // make it negative quantity := base.MulFloat64(percentage).Abs() side := types.SideTypeBuy if base > 0 { side = types.SideTypeSell } if quantity.Float64() < s.market.MinQuantity { return fmt.Errorf("order quantity %f is too small, less than %f", quantity.Float64(), s.market.MinQuantity) } submitOrder := types.SubmitOrder{ Symbol: s.Symbol, Side: side, Type: types.OrderTypeMarket, Quantity: quantity.Float64(), Market: s.market, } s.Notify("Submitting %s %s order to close position by %f", s.Symbol, side.String(), percentage, submitOrder) createdOrders, err := s.session.Exchange.SubmitOrders(ctx, submitOrder) if err != nil { log.WithError(err).Errorf("can not place position close order") } s.orderStore.Add(createdOrders...) s.activeMakerOrders.Add(createdOrders...) return err } func (s *Strategy) SaveState() error { if err := s.Persistence.Save(s.state, ID, s.Symbol, stateKey); err != nil { return err } else { log.Infof("state is saved => %+v", s.state) } return nil } func (s *Strategy) LoadState() error { var state State // load position if err := s.Persistence.Load(&state, ID, s.Symbol, stateKey); err != nil { if err != service.ErrPersistenceNotExists { return err } s.state = &State{} } else { s.state = &state log.Infof("state is restored: %+v", s.state) } // if position is nil, we need to allocate a new position for calculation if s.state.Position == nil { s.state.Position = types.NewPositionFromMarket(s.market) } // init profit states s.state.ProfitStats.Symbol = s.market.Symbol s.state.ProfitStats.BaseCurrency = s.market.BaseCurrency s.state.ProfitStats.QuoteCurrency = s.market.QuoteCurrency if s.state.ProfitStats.AccumulatedSince == 0 { s.state.ProfitStats.AccumulatedSince = time.Now().Unix() } return nil } func (s *Strategy) placeOrders(ctx context.Context, orderExecutor bbgo.OrderExecutor, midPrice fixedpoint.Value, kline *types.KLine) { askPrice := midPrice.Mul(one + s.Spread) bidPrice := midPrice.Mul(one - s.Spread) base := s.state.Position.GetBase() balances := s.session.Account.Balances() log.Infof("mid price:%f spread: %s ask:%f bid: %f position: %s", midPrice.Float64(), s.Spread.Percentage(), askPrice.Float64(), bidPrice.Float64(), s.state.Position.String(), ) quantity := s.Quantity sellOrder := types.SubmitOrder{ Symbol: s.Symbol, Side: types.SideTypeSell, Type: types.OrderTypeLimitMaker, Quantity: quantity.Float64(), Price: askPrice.Float64(), Market: s.market, GroupID: s.groupID, } buyOrder := types.SubmitOrder{ Symbol: s.Symbol, Side: types.SideTypeBuy, Type: types.OrderTypeLimitMaker, Quantity: quantity.Float64(), Price: bidPrice.Float64(), Market: s.market, GroupID: s.groupID, } var submitOrders []types.SubmitOrder minQuantity := fixedpoint.NewFromFloat(s.market.MinQuantity) baseBalance, hasBaseBalance := balances[s.market.BaseCurrency] quoteBalance, hasQuoteBalance := balances[s.market.QuoteCurrency] canBuy := hasQuoteBalance && quoteBalance.Available > s.Quantity.Mul(midPrice) && (s.MaxExposurePosition > 0 && base < s.MaxExposurePosition) canSell := hasBaseBalance && baseBalance.Available > s.Quantity && (s.MaxExposurePosition > 0 && base > -s.MaxExposurePosition) if s.ShadowProtection && kline != nil { switch kline.Direction() { case types.DirectionDown: shadowHeight := kline.GetLowerShadowHeight() shadowRatio := kline.GetLowerShadowRatio() if shadowHeight == 0.0 && shadowRatio < s.ShadowProtectionRatio.Float64() { log.Infof("%s shadow protection enabled, lower shadow ratio %f < %f", s.Symbol, shadowRatio, s.ShadowProtectionRatio.Float64()) canBuy = false } case types.DirectionUp: shadowHeight := kline.GetUpperShadowHeight() shadowRatio := kline.GetUpperShadowRatio() if shadowHeight == 0.0 || shadowRatio < s.ShadowProtectionRatio.Float64() { log.Infof("%s shadow protection enabled, upper shadow ratio %f < %f", s.Symbol, shadowRatio, s.ShadowProtectionRatio.Float64()) canSell = false } } } // adjust quantity for closing position if we over sold or over bought if s.MaxExposurePosition > 0 && base.Abs() > s.MaxExposurePosition { scale := &bbgo.ExponentialScale{ Domain: [2]float64{0, s.MaxExposurePosition.Float64()}, Range: [2]float64{quantity.Float64(), base.Abs().Float64()}, } if err := scale.Solve(); err != nil { log.WithError(err).Errorf("scale solving error") return } qf := scale.Call(base.Abs().Float64()) _ = qf if base > minQuantity { // sellOrder.Quantity = qf } else if base < -minQuantity { // buyOrder.Quantity = qf } } if midPrice.Float64() > s.neutralBoll.LastDownBand() && midPrice.Float64() < s.neutralBoll.LastUpBand() { // we don't have position yet // place orders on both side if it's in oscillating band // if base == 0 || base.Abs() < minQuantity { } } else if midPrice.Float64() > s.defaultBoll.LastDownBand() && midPrice.Float64() < s.neutralBoll.LastDownBand() { // downtrend, might bounce back skew := s.DowntrendSkew.Float64() ratio := 1.0 / skew sellOrder.Quantity = math.Max(s.market.MinQuantity, buyOrder.Quantity*ratio) } else if midPrice.Float64() < s.defaultBoll.LastUpBand() && midPrice.Float64() > s.neutralBoll.LastUpBand() { // uptrend, might bounce back skew := s.UptrendSkew.Float64() buyOrder.Quantity = math.Max(s.market.MinQuantity, sellOrder.Quantity*skew) } else if midPrice.Float64() < s.defaultBoll.LastDownBand() { // strong downtrend skew := s.StrongDowntrendSkew.Float64() ratio := 1.0 / skew sellOrder.Quantity = math.Max(s.market.MinQuantity, buyOrder.Quantity*ratio) } else if midPrice.Float64() > s.defaultBoll.LastUpBand() { // strong uptrend skew := s.StrongUptrendSkew.Float64() buyOrder.Quantity = math.Max(s.market.MinQuantity, sellOrder.Quantity*skew) } if canSell && midPrice > s.state.Position.AverageCost.MulFloat64(1.0+s.MinProfitSpread.Float64()) { if !(s.DisableShort && (base.Float64()-sellOrder.Quantity < 0)) { submitOrders = append(submitOrders, sellOrder) } } if canBuy { submitOrders = append(submitOrders, buyOrder) } // condition for lower the average cost /* if midPrice < s.state.Position.AverageCost.MulFloat64(1.0-s.MinProfitSpread.Float64()) && canBuy { submitOrders = append(submitOrders, buyOrder) } */ if len(submitOrders) == 0 { return } for i := range submitOrders { submitOrders[i] = s.adjustOrderQuantity(submitOrders[i]) } createdOrders, err := orderExecutor.SubmitOrders(ctx, submitOrders...) if err != nil { log.WithError(err).Errorf("can not place ping pong orders") } s.orderStore.Add(createdOrders...) s.activeMakerOrders.Add(createdOrders...) } func (s *Strategy) adjustOrderQuantity(submitOrder types.SubmitOrder) types.SubmitOrder { if submitOrder.Quantity*submitOrder.Price < s.market.MinNotional { submitOrder.Quantity = bbgo.AdjustFloatQuantityByMinAmount(submitOrder.Quantity, submitOrder.Price, s.market.MinNotional) } if submitOrder.Quantity < s.market.MinQuantity { submitOrder.Quantity = math.Max(submitOrder.Quantity, s.market.MinQuantity) } return submitOrder } func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, session *bbgo.ExchangeSession) error { if s.MinProfitSpread == 0 { s.MinProfitSpread = fixedpoint.NewFromFloat(0.001) } if s.StrongUptrendSkew == 0 { s.StrongUptrendSkew = fixedpoint.NewFromFloat(1.0 / 2.0) } if s.StrongDowntrendSkew == 0 { s.StrongDowntrendSkew = fixedpoint.NewFromFloat(2.0) } if s.UptrendSkew == 0 { s.UptrendSkew = fixedpoint.NewFromFloat(1.0 / 1.2) } if s.DowntrendSkew == 0 { s.DowntrendSkew = fixedpoint.NewFromFloat(1.2) } if s.ShadowProtectionRatio == 0 { s.ShadowProtectionRatio = fixedpoint.NewFromFloat(0.01) } // initial required information s.session = session market, ok := session.Market(s.Symbol) if !ok { return fmt.Errorf("market %s not found", s.Symbol) } s.market = market s.neutralBoll = s.StandardIndicatorSet.BOLL(s.NeutralBollinger.IntervalWindow, s.NeutralBollinger.BandWidth) s.defaultBoll = s.StandardIndicatorSet.BOLL(s.DefaultBollinger.IntervalWindow, s.DefaultBollinger.BandWidth) // calculate group id for orders instanceID := fmt.Sprintf("%s-%s", ID, s.Symbol) s.groupID = max.GenerateGroupID(instanceID) log.Infof("using group id %d from fnv(%s)", s.groupID, instanceID) // restore state if err := s.LoadState(); err != nil { return err } s.stopC = make(chan struct{}) s.activeMakerOrders = bbgo.NewLocalActiveOrderBook(s.Symbol) s.activeMakerOrders.BindStream(session.UserDataStream) s.orderStore = bbgo.NewOrderStore(s.Symbol) s.orderStore.BindStream(session.UserDataStream) s.tradeCollector = bbgo.NewTradeCollector(s.Symbol, s.state.Position, s.orderStore) s.tradeCollector.OnProfit(func(trade types.Trade, profit fixedpoint.Value, netProfit fixedpoint.Value) { p := bbgo.Profit{ Symbol: s.Symbol, Profit: profit, NetProfit: netProfit, TradeAmount: fixedpoint.NewFromFloat(trade.QuoteQuantity), ProfitMargin: profit.DivFloat64(trade.QuoteQuantity), NetProfitMargin: netProfit.DivFloat64(trade.QuoteQuantity), QuoteCurrency: s.state.Position.QuoteCurrency, BaseCurrency: s.state.Position.BaseCurrency, Time: trade.Time.Time(), } s.state.ProfitStats.AddProfit(p) s.Notify(&p) s.Notify(&s.state.ProfitStats) }) s.tradeCollector.OnTrade(func(trade types.Trade) { log.Infof("trade: %s", trade) s.Notifiability.Notify(trade) s.state.ProfitStats.AddTrade(trade) }) s.tradeCollector.OnPositionUpdate(func(position *types.Position) { log.Infof("position changed: %s", s.state.Position) s.Notify(s.state.Position) }) s.tradeCollector.BindStream(session.UserDataStream) session.UserDataStream.OnStart(func() { if s.UseTickerPrice { ticker, err := s.session.Exchange.QueryTicker(ctx, s.Symbol) if err != nil { return } midPrice := fixedpoint.NewFromFloat((ticker.Buy + ticker.Sell) / 2) s.placeOrders(ctx, orderExecutor, midPrice, nil) } else { if price, ok := session.LastPrice(s.Symbol); ok { s.placeOrders(ctx, orderExecutor, fixedpoint.NewFromFloat(price), nil) } } }) session.MarketDataStream.OnKLineClosed(func(kline types.KLine) { if kline.Symbol != s.Symbol { return } if kline.Interval != s.Interval { return } if err := s.activeMakerOrders.GracefulCancel(ctx, s.session.Exchange); err != nil { log.WithError(err).Errorf("graceful cancel order error") } s.tradeCollector.Process() if s.UseTickerPrice { ticker, err := s.session.Exchange.QueryTicker(ctx, s.Symbol) if err != nil { return } midPrice := fixedpoint.NewFromFloat((ticker.Buy + ticker.Sell) / 2) s.placeOrders(ctx, orderExecutor, midPrice, &kline) } else { s.placeOrders(ctx, orderExecutor, fixedpoint.NewFromFloat(kline.Close), &kline) } }) // s.book = types.NewStreamBook(s.Symbol) // s.book.BindStreamForBackground(session.MarketDataStream) s.Graceful.OnShutdown(func(ctx context.Context, wg *sync.WaitGroup) { defer wg.Done() close(s.stopC) if err := s.activeMakerOrders.GracefulCancel(ctx, s.session.Exchange); err != nil { log.WithError(err).Errorf("graceful cancel order error") } s.tradeCollector.Process() if err := s.SaveState(); err != nil { log.WithError(err).Errorf("can not save state: %+v", s.state) } }) return nil }