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