package pivotshort import ( "context" "git.qtrade.icu/lychiyu/bbgo/pkg/bbgo" "git.qtrade.icu/lychiyu/bbgo/pkg/datatype/floats" "git.qtrade.icu/lychiyu/bbgo/pkg/fixedpoint" "git.qtrade.icu/lychiyu/bbgo/pkg/indicator" "git.qtrade.icu/lychiyu/bbgo/pkg/types" ) type MACDDivergence struct { *indicator.MACDConfig PivotWindow int `json:"pivotWindow"` } // FailedBreakHigh -- when price breaks the previous pivot low, we set a trade entry type FailedBreakHigh struct { Symbol string Market types.Market // IntervalWindow is used for finding the pivot high types.IntervalWindow FastWindow int bbgo.OpenPositionOptions // BreakInterval is used for checking failed break BreakInterval types.Interval `json:"breakInterval"` Enabled bool `json:"enabled"` // Ratio is a number less than 1.0, price * ratio will be the price triggers the short order. Ratio fixedpoint.Value `json:"ratio"` // EarlyStopRatio adjusts the break high price with the given ratio // this is for stop loss earlier if the price goes above the previous price EarlyStopRatio fixedpoint.Value `json:"earlyStopRatio"` VWMA *types.IntervalWindow `json:"vwma"` StopEMA *bbgo.StopEMA `json:"stopEMA"` TrendEMA *bbgo.TrendEMA `json:"trendEMA"` MACDDivergence *MACDDivergence `json:"macdDivergence"` macd *indicator.MACDLegacy macdTopDivergence bool lastFailedBreakHigh, lastHigh, lastFastHigh fixedpoint.Value lastHighInvalidated bool pivotHighPrices []fixedpoint.Value pivotHigh, fastPivotHigh *indicator.PivotHigh vwma *indicator.VWMA orderExecutor *bbgo.GeneralOrderExecutor session *bbgo.ExchangeSession // StrategyController bbgo.StrategyController } func (s *FailedBreakHigh) Subscribe(session *bbgo.ExchangeSession) { if s.BreakInterval == "" { s.BreakInterval = types.Interval1m } session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.Interval}) session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: types.Interval1m}) session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.BreakInterval}) if s.StopEMA != nil { session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.StopEMA.Interval}) } if s.TrendEMA != nil { session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.TrendEMA.Interval}) } if s.MACDDivergence != nil { session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.MACDDivergence.Interval}) } } func (s *FailedBreakHigh) Bind(session *bbgo.ExchangeSession, orderExecutor *bbgo.GeneralOrderExecutor) { s.session = session s.orderExecutor = orderExecutor if !s.Enabled { return } // set default value for StrategyController s.Status = types.StrategyStatusRunning if s.FastWindow == 0 { s.FastWindow = 3 } position := orderExecutor.Position() symbol := position.Symbol standardIndicator := session.StandardIndicatorSet(s.Symbol) s.lastHigh = fixedpoint.Zero s.pivotHigh = standardIndicator.PivotHigh(s.IntervalWindow) s.fastPivotHigh = standardIndicator.PivotHigh(types.IntervalWindow{ Interval: s.IntervalWindow.Interval, Window: s.FastWindow, }) // Experimental: MACD divergence detection if s.MACDDivergence != nil { log.Infof("MACD divergence detection is enabled") s.macd = standardIndicator.MACD(s.MACDDivergence.IntervalWindow, s.MACDDivergence.ShortPeriod, s.MACDDivergence.LongPeriod) s.macd.OnUpdate(func(macd, signal, histogram float64) { log.Infof("MACD %+v: macd: %f, signal: %f histogram: %f", s.macd.IntervalWindow, macd, signal, histogram) s.detectMacdDivergence() }) s.detectMacdDivergence() } if s.VWMA != nil { s.vwma = standardIndicator.VWMA(types.IntervalWindow{ Interval: s.BreakInterval, Window: s.VWMA.Window, }) } if s.StopEMA != nil { s.StopEMA.Bind(session, orderExecutor) } if s.TrendEMA != nil { s.TrendEMA.Bind(session, orderExecutor) } // update pivot low data session.MarketDataStream.OnStart(func() { if s.updatePivotHigh() { bbgo.Notify("%s new pivot high: %f", s.Symbol, s.pivotHigh.Last(0)) } s.pilotQuantityCalculation() }) session.MarketDataStream.OnKLineClosed(types.KLineWith(symbol, s.Interval, func(kline types.KLine) { if s.updatePivotHigh() { // when position is opened, do not send pivot low notify if position.IsOpened(kline.Close) { return } bbgo.Notify("%s new pivot high: %f", s.Symbol, s.pivotHigh.Last(0)) } })) // if the position is already opened, and we just break the low, this checks if the kline closed above the low, // so that we can close the position earlier session.MarketDataStream.OnKLineClosed(types.KLineWith(s.Symbol, s.BreakInterval, func(k types.KLine) { if !s.Enabled { return } // StrategyController if s.Status != types.StrategyStatusRunning { return } // make sure the position is opened, and it's a short position if !position.IsOpened(k.Close) || !position.IsShort() { return } // make sure we recorded the last break low if s.lastFailedBreakHigh.IsZero() { return } lastHigh := s.lastFastHigh if !s.EarlyStopRatio.IsZero() { lastHigh = lastHigh.Mul(one.Add(s.EarlyStopRatio)) } // the kline opened below the last break low, and closed above the last break low if k.Open.Compare(lastHigh) < 0 && k.Close.Compare(lastHigh) > 0 && k.Open.Compare(k.Close) > 0 { bbgo.Notify("kLine closed %f above the last break high %f (ratio %f), triggering stop earlier", k.Close.Float64(), lastHigh.Float64(), s.EarlyStopRatio.Float64()) if err := s.orderExecutor.ClosePosition(context.Background(), one, "failedBreakHighStop"); err != nil { log.WithError(err).Error("position close error") } // reset to zero s.lastFailedBreakHigh = fixedpoint.Zero } })) session.MarketDataStream.OnKLineClosed(types.KLineWith(s.Symbol, s.BreakInterval, func(kline types.KLine) { if len(s.pivotHighPrices) == 0 || s.lastHigh.IsZero() { log.Infof("%s currently there is no pivot high prices, can not check failed break high...", s.Symbol) return } if s.lastHighInvalidated { log.Infof("%s last high %f is invalidated by the fast pivot", s.Symbol, s.lastHigh.Float64()) return } // StrategyController if s.Status != types.StrategyStatusRunning { return } previousHigh := s.lastHigh ratio := fixedpoint.One.Add(s.Ratio) breakPrice := previousHigh.Mul(ratio) openPrice := kline.Open closePrice := kline.Close // we need few conditions: // 1) kline.High is higher than the previous high // 2) kline.Close is lower than the previous high if kline.High.Compare(breakPrice) < 0 || closePrice.Compare(breakPrice) >= 0 { return } // 3) kline.Close is lower than kline.Open if closePrice.Compare(openPrice) > 0 { bbgo.Notify("the %s closed price %f is higher than the open price %f, skip failed break high short", s.Symbol, closePrice.Float64(), openPrice.Float64()) return } if s.vwma != nil { vma := fixedpoint.NewFromFloat(s.vwma.Last(0)) if kline.Volume.Compare(vma) < 0 { bbgo.Notify("%s %s kline volume %f is less than VMA %f, skip failed break high short", kline.Symbol, kline.Interval, kline.Volume.Float64(), vma.Float64()) return } } bbgo.Notify("%s FailedBreakHigh signal detected, closed price %f < breakPrice %f", kline.Symbol, closePrice.Float64(), breakPrice.Float64()) if position.IsOpened(kline.Close) { bbgo.Notify("%s position is already opened, skip", s.Symbol) return } // trend EMA protection if s.TrendEMA != nil && !s.TrendEMA.GradientAllowed() { bbgo.Notify("trendEMA protection: close price %f, gradient %f", kline.Close.Float64(), s.TrendEMA.Gradient()) return } // stop EMA protection if s.StopEMA != nil { if !s.StopEMA.Allowed(closePrice) { bbgo.Notify("stopEMA protection: close price %f %s", kline.Close.Float64(), s.StopEMA.String()) return } } if s.macd != nil && !s.macdTopDivergence { bbgo.Notify("Detected MACD top divergence") return } if s.lastFailedBreakHigh.IsZero() || previousHigh.Compare(s.lastFailedBreakHigh) < 0 { s.lastFailedBreakHigh = previousHigh } ctx := context.Background() bbgo.Notify("%s price %f failed breaking the previous high %f with ratio %f, opening short position", symbol, kline.Close.Float64(), previousHigh.Float64(), s.Ratio.Float64()) // graceful cancel all active orders _ = orderExecutor.GracefulCancel(ctx) opts := s.OpenPositionOptions opts.Short = true opts.Price = closePrice opts.Tags = []string{"FailedBreakHighMarket"} if _, err := s.orderExecutor.OpenPosition(ctx, opts); err != nil { log.WithError(err).Errorf("failed to open short position") } })) } func (s *FailedBreakHigh) pilotQuantityCalculation() { if s.lastHigh.IsZero() { return } log.Infof("pilot calculation for max position: last low = %f, quantity = %f, leverage = %f", s.lastHigh.Float64(), s.Quantity.Float64(), s.Leverage.Float64()) quantity, err := bbgo.CalculateBaseQuantity(s.session, s.Market, s.lastHigh, s.Quantity, s.Leverage) if err != nil { log.WithError(err).Errorf("quantity calculation error") } if quantity.IsZero() { log.WithError(err).Errorf("quantity is zero, can not submit order") return } bbgo.Notify("%s %f quantity will be used for failed break high short", s.Symbol, quantity.Float64()) } func (s *FailedBreakHigh) detectMacdDivergence() { if s.MACDDivergence == nil { return } // always reset the top divergence to false s.macdTopDivergence = false histogramValues := s.macd.Histogram pivotWindow := s.MACDDivergence.PivotWindow if pivotWindow == 0 { pivotWindow = 3 } if len(histogramValues) < pivotWindow*2 { log.Warnf("histogram values is not enough for finding pivots, length=%d", len(histogramValues)) return } var histogramPivots floats.Slice for i := pivotWindow; i > 0 && i < len(histogramValues); i++ { // find positive histogram and the top pivot, ok := floats.FindPivot(histogramValues[0:i], pivotWindow, pivotWindow, func(a, pivot float64) bool { return pivot > 0 && pivot > a }) if ok { histogramPivots = append(histogramPivots, pivot) } } log.Infof("histogram pivots: %+v", histogramPivots) // take the last 2-3 pivots to check if there is a divergence if len(histogramPivots) < 3 { return } histogramPivots = histogramPivots[len(histogramPivots)-3:] minDiff := 0.01 for i := len(histogramPivots) - 1; i > 0; i-- { p1 := histogramPivots[i] p2 := histogramPivots[i-1] diff := p1 - p2 if diff > -minDiff || diff > minDiff { continue } // negative value = MACD top divergence if diff < -minDiff { log.Infof("MACD TOP DIVERGENCE DETECTED: diff %f", diff) s.macdTopDivergence = true } else { s.macdTopDivergence = false } return } } func (s *FailedBreakHigh) updatePivotHigh() bool { high := fixedpoint.NewFromFloat(s.pivotHigh.Last(0)) if high.IsZero() { return false } lastHighChanged := high.Compare(s.lastHigh) != 0 if lastHighChanged { s.lastHigh = high s.lastHighInvalidated = false s.pivotHighPrices = append(s.pivotHighPrices, high) } fastHigh := fixedpoint.NewFromFloat(s.fastPivotHigh.Last(0)) if !fastHigh.IsZero() { if fastHigh.Compare(s.lastHigh) > 0 { // invalidate the last low lastHighChanged = false s.lastHighInvalidated = true } s.lastFastHigh = fastHigh } return lastHighChanged }