package ewoDgtrd import ( "context" "fmt" "math" "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 = "ewo_dgtrd" var log = logrus.WithField("strategy", ID) func init() { bbgo.RegisterStrategy(ID, &Strategy{}) } type Strategy struct { Market types.Market Session *bbgo.ExchangeSession UseHeikinAshi bool `json:"useHeikinAshi"` // use heikinashi kline Stoploss fixedpoint.Value `json:"stoploss"` Symbol string `json:"symbol"` Interval types.Interval `json:"interval"` UseEma bool `json:"useEma"` // use exponential ma or not UseSma bool `json:"useSma"` // if UseEma == false, use simple ma or not SignalWindow int `json:"sigWin"` // signal window DisableShortStop bool `json:"disableShortStop"` // disable TP/SL on short *bbgo.Graceful bbgo.SmartStops tradeCollector *bbgo.TradeCollector atr *indicator.ATR ma5 types.Series ma34 types.Series ewo types.Series ewoSignal types.Series heikinAshi *HeikinAshi peakPrice fixedpoint.Value bottomPrice fixedpoint.Value } func (s *Strategy) ID() string { return ID } func (s *Strategy) Initialize() error { return s.SmartStops.InitializeStopControllers(s.Symbol) } func (s *Strategy) Subscribe(session *bbgo.ExchangeSession) { log.Infof("subscribe %s", s.Symbol) session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.Interval.String()}) s.SmartStops.Subscribe(session) } type UpdatableSeries interface { types.Series Update(value float64) } type VWEMA struct { PV UpdatableSeries V UpdatableSeries } func (inc *VWEMA) Last() float64 { return inc.PV.Last() / inc.V.Last() } func (inc *VWEMA) Index(i int) float64 { if i >= inc.PV.Length() { return 0 } vi := inc.V.Index(i) if vi == 0 { return 0 } return inc.PV.Index(i) / vi } func (inc *VWEMA) Length() int { pvl := inc.PV.Length() vl := inc.V.Length() if pvl < vl { return pvl } return vl } func (inc *VWEMA) Update(kline types.KLine) { inc.PV.Update(kline.Close.Mul(kline.Volume).Float64()) inc.V.Update(kline.Volume.Float64()) } func (inc *VWEMA) UpdateVal(price float64, vol float64) { inc.PV.Update(price * vol) inc.V.Update(vol) } type Queue struct { arr []float64 size int } func NewQueue(size int) *Queue { return &Queue{ arr: make([]float64, 0, size), size: size, } } func (inc *Queue) Last() float64 { if len(inc.arr) == 0 { return 0 } return inc.arr[len(inc.arr)-1] } func (inc *Queue) Index(i int) float64 { if len(inc.arr)-i-1 < 0 { return 0 } return inc.arr[len(inc.arr)-i-1] } func (inc *Queue) Length() int { return len(inc.arr) } func (inc *Queue) Update(v float64) { inc.arr = append(inc.arr, v) if len(inc.arr) > inc.size { inc.arr = inc.arr[len(inc.arr)-inc.size:] } } type HeikinAshi struct { Close *Queue Open *Queue High *Queue Low *Queue Volume *Queue } func NewHeikinAshi(size int) *HeikinAshi { return &HeikinAshi{ Close: NewQueue(size), Open: NewQueue(size), High: NewQueue(size), Low: NewQueue(size), Volume: NewQueue(size), } } func (s *HeikinAshi) Print() string { return fmt.Sprintf("Heikin c: %.3f, o: %.3f, h: %.3f, l: %.3f, v: %.3f", s.Close.Last(), s.Open.Last(), s.High.Last(), s.Low.Last(), s.Volume.Last()) } func (inc *HeikinAshi) Update(kline types.KLine) { open := kline.Open.Float64() cloze := kline.Close.Float64() high := kline.High.Float64() low := kline.Low.Float64() newClose := (open + high + low + cloze) / 4. newOpen := (inc.Open.Last() + inc.Close.Last()) / 2. inc.Close.Update(newClose) inc.Open.Update(newOpen) inc.High.Update(math.Max(math.Max(high, newOpen), newClose)) inc.Low.Update(math.Min(math.Min(low, newOpen), newClose)) inc.Volume.Update(kline.Volume.Float64()) } func (s *Strategy) SetupIndicators() { store, ok := s.Session.MarketDataStore(s.Symbol) if !ok { log.Errorf("cannot get marketdatastore of %s", s.Symbol) return } s.atr = &indicator.ATR{IntervalWindow: types.IntervalWindow{s.Interval, 34}} if s.UseHeikinAshi { s.heikinAshi = NewHeikinAshi(50) store.OnKLineWindowUpdate(func(interval types.Interval, window types.KLineWindow) { if interval == s.atr.Interval { if s.atr.RMA == nil { for _, kline := range window { s.atr.Update( kline.High.Float64(), kline.Low.Float64(), kline.Close.Float64(), ) } } else { kline := window[len(window)-1] s.atr.Update( kline.High.Float64(), kline.Low.Float64(), kline.Close.Float64(), ) } } if s.Interval != interval { return } if s.heikinAshi.Close.Length() == 0 { for _, kline := range window { s.heikinAshi.Update(kline) } } else { s.heikinAshi.Update(window[len(window)-1]) } }) if s.UseEma { ema5 := &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 5}} ema34 := &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 34}} store.OnKLineWindowUpdate(func(interval types.Interval, _ types.KLineWindow) { if s.Interval != interval { return } if ema5.Length() == 0 { closes := types.ToReverseArray(s.heikinAshi.Close) for _, cloze := range closes { ema5.Update(cloze) ema34.Update(cloze) } } else { cloze := s.heikinAshi.Close.Last() ema5.Update(cloze) ema34.Update(cloze) } }) s.ma5 = ema5 s.ma34 = ema34 } else if s.UseSma { sma5 := &indicator.SMA{IntervalWindow: types.IntervalWindow{s.Interval, 5}} sma34 := &indicator.SMA{IntervalWindow: types.IntervalWindow{s.Interval, 34}} store.OnKLineWindowUpdate(func(interval types.Interval, _ types.KLineWindow) { if s.Interval != interval { return } if sma5.Length() == 0 { closes := types.ToReverseArray(s.heikinAshi.Close) for _, cloze := range closes { sma5.Update(cloze) sma34.Update(cloze) } } else { cloze := s.heikinAshi.Close.Last() sma5.Update(cloze) sma34.Update(cloze) } }) s.ma5 = sma5 s.ma34 = sma34 } else { evwma5 := &VWEMA{ PV: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 5}}, V: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 5}}, } evwma34 := &VWEMA{ PV: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 34}}, V: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 34}}, } store.OnKLineWindowUpdate(func(interval types.Interval, _ types.KLineWindow) { if s.Interval != interval { return } if evwma5.PV.Length() == 0 { for i := s.heikinAshi.Close.Length() - 1; i >= 0; i-- { price := s.heikinAshi.Close.Index(i) vol := s.heikinAshi.Volume.Index(i) evwma5.UpdateVal(price, vol) evwma34.UpdateVal(price, vol) } } else { price := s.heikinAshi.Close.Last() vol := s.heikinAshi.Volume.Last() evwma5.UpdateVal(price, vol) evwma34.UpdateVal(price, vol) } }) s.ma5 = evwma5 s.ma34 = evwma34 } } else { indicatorSet, ok := s.Session.StandardIndicatorSet(s.Symbol) if !ok { log.Errorf("cannot get indicator set of %s", s.Symbol) return } if s.UseEma { s.ma5 = indicatorSet.EWMA(types.IntervalWindow{s.Interval, 5}) s.ma34 = indicatorSet.EWMA(types.IntervalWindow{s.Interval, 34}) s.atr.Bind(store) } else if s.UseSma { s.ma5 = indicatorSet.SMA(types.IntervalWindow{s.Interval, 5}) s.ma34 = indicatorSet.SMA(types.IntervalWindow{s.Interval, 34}) s.atr.Bind(store) } else { evwma5 := &VWEMA{ PV: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 5}}, V: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 5}}, } evwma34 := &VWEMA{ PV: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 34}}, V: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 34}}, } store.OnKLineWindowUpdate(func(interval types.Interval, window types.KLineWindow) { if s.Interval != interval { return } if evwma5.PV.Length() == 0 { for _, kline := range window { evwma5.Update(kline) evwma34.Update(kline) } } else { evwma5.Update(window[len(window)-1]) evwma34.Update(window[len(window)-1]) } }) s.ma5 = evwma5 s.ma34 = evwma34 } } s.ewo = types.Mul(types.Minus(types.Div(s.ma5, s.ma34), 1.0), 100.) if s.UseEma { sig := &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, s.SignalWindow}} store.OnKLineWindowUpdate(func(interval types.Interval, _ types.KLineWindow) { if interval != s.Interval { return } if sig.Length() == 0 { // lazy init ewoVals := types.ToReverseArray(s.ewo) for _, ewoValue := range ewoVals { sig.Update(ewoValue) } } else { sig.Update(s.ewo.Last()) } }) s.ewoSignal = sig } else if s.UseSma { sig := &indicator.SMA{IntervalWindow: types.IntervalWindow{s.Interval, s.SignalWindow}} store.OnKLineWindowUpdate(func(interval types.Interval, _ types.KLineWindow) { if interval != s.Interval { return } if sig.Length() == 0 { // lazy init ewoVals := types.ToReverseArray(s.ewo) for _, ewoValue := range ewoVals { sig.Update(ewoValue) } } else { sig.Update(s.ewo.Last()) } }) s.ewoSignal = sig } else { sig := &VWEMA{ PV: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, s.SignalWindow}}, V: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, s.SignalWindow}}, } store.OnKLineWindowUpdate(func(interval types.Interval, window types.KLineWindow) { if interval != s.Interval { return } var vol float64 if sig.Length() == 0 { // lazy init ewoVals := types.ToReverseArray(s.ewo) for i, ewoValue := range ewoVals { if s.UseHeikinAshi { vol = s.heikinAshi.Volume.Index(len(ewoVals) - 1 - i) } else { vol = window[len(ewoVals)-1-i].Volume.Float64() } sig.PV.Update(ewoValue * vol) sig.V.Update(vol) } } else { if s.UseHeikinAshi { vol = s.heikinAshi.Volume.Last() } else { vol = window[len(window)-1].Volume.Float64() } sig.PV.Update(s.ewo.Last() * vol) sig.V.Update(vol) } }) s.ewoSignal = sig } } func (s *Strategy) validateOrder(order *types.SubmitOrder) bool { if order.Type == types.OrderTypeMarket && order.TimeInForce != "" { return false } if order.Side == types.SideTypeSell { baseBalance, ok := s.Session.GetAccount().Balance(s.Market.BaseCurrency) if !ok { return false } if order.Quantity.Compare(baseBalance.Available) > 0 { return false } price := order.Price if price.IsZero() { price, ok = s.Session.LastPrice(s.Symbol) if !ok { return false } } orderAmount := order.Quantity.Mul(price) if order.Quantity.Sign() <= 0 || order.Quantity.Compare(s.Market.MinQuantity) < 0 || orderAmount.Compare(s.Market.MinNotional) < 0 { return false } return true } else if order.Side == types.SideTypeBuy { quoteBalance, ok := s.Session.GetAccount().Balance(s.Market.QuoteCurrency) if !ok { return false } price := order.Price if price.IsZero() { price, ok = s.Session.LastPrice(s.Symbol) if !ok { return false } } totalQuantity := quoteBalance.Available.Div(price) if order.Quantity.Compare(totalQuantity) > 0 { return false } orderAmount := order.Quantity.Mul(price) if order.Quantity.Sign() <= 0 || orderAmount.Compare(s.Market.MinNotional) < 0 || order.Quantity.Compare(s.Market.MinQuantity) < 0 { return false } return true } return false } // Trading Rules: // - buy / sell the whole asset // - SL/TP by atr (buyprice - 2 * atr, sellprice + 2 * atr) // - SL by s.Stoploss (Abs(price_diff / price) > s.Stoploss) // - entry condition on ewo(Elliott wave oscillator) Crosses ewoSignal(ma on ewo, signalWindow) // * buy signal on crossover // * sell signal on crossunder // - and filtered by the following rules: // * buy: prev buy signal ON and current sell signal OFF, kline Close > Open, Close > ma(Window=5), ewo > Mean(ewo, Window=10) + 2 * Stdev(ewo, Window=10) // * sell: prev buy signal OFF and current sell signal ON, kline Close < Open, Close < ma(Window=5), ewo < Mean(ewo, Window=10) - 2 * Stdev(ewo, Window=10) // Cancel and repost on non-fully filed orders every 1m within Window=1 // // ps: kline might refer to heikinashi or normal ohlc func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, session *bbgo.ExchangeSession) error { buyPrice := fixedpoint.Zero sellPrice := fixedpoint.Zero s.peakPrice = fixedpoint.Zero s.bottomPrice = fixedpoint.Zero orderbook, ok := session.OrderStore(s.Symbol) if !ok { log.Errorf("cannot get orderbook of %s", s.Symbol) return nil } position, ok := session.Position(s.Symbol) if !ok { log.Errorf("cannot get position of %s", s.Symbol) return nil } s.tradeCollector = bbgo.NewTradeCollector(s.Symbol, position, orderbook) s.tradeCollector.OnTrade(func(trade types.Trade, profit, netprofit fixedpoint.Value) { if !profit.IsZero() { log.Warnf("generate profit: %v, netprofit: %v, trade: %v", profit, netprofit, trade) } balances := session.GetAccount().Balances() baseBalance := balances[s.Market.BaseCurrency].Available quoteBalance := balances[s.Market.QuoteCurrency].Available if trade.Side == types.SideTypeBuy { if baseBalance.IsZero() { sellPrice = fixedpoint.Zero } if !quoteBalance.IsZero() { buyPrice = trade.Price s.peakPrice = trade.Price } } else if trade.Side == types.SideTypeSell { if quoteBalance.IsZero() { buyPrice = fixedpoint.Zero } if !baseBalance.IsZero() { sellPrice = trade.Price s.bottomPrice = trade.Price } } }) s.tradeCollector.OnPositionUpdate(func(position *types.Position) { log.Infof("position changed: %s", position) }) s.tradeCollector.BindStream(session.UserDataStream) s.SmartStops.RunStopControllers(ctx, session, s.tradeCollector) s.SetupIndicators() session.MarketDataStream.OnKLineClosed(func(kline types.KLine) { if kline.Symbol != s.Symbol { return } lastPrice, ok := session.LastPrice(s.Symbol) if !ok { log.Errorf("cannot get last price") return } // cancel non-traded orders var toCancel []types.Order var toRepost []types.SubmitOrder for _, order := range orderbook.Orders() { if order.Status == types.OrderStatusNew || order.Status == types.OrderStatusPartiallyFilled { toCancel = append(toCancel, order) } } if len(toCancel) > 0 { if err := orderExecutor.CancelOrders(ctx, toCancel...); err != nil { log.WithError(err).Errorf("cancel order error") } s.tradeCollector.Process() } balances := session.GetAccount().Balances() baseBalance := balances[s.Market.BaseCurrency].Available quoteBalance := balances[s.Market.QuoteCurrency].Available atrx2 := fixedpoint.NewFromFloat(s.atr.Last() * 2) // well, only track prices on 1m if kline.Interval == types.Interval1m { for _, order := range toCancel { if order.Side == types.SideTypeBuy { newPrice := lastPrice order.Quantity = order.Quantity.Mul(order.Price).Div(newPrice) order.Price = newPrice toRepost = append(toRepost, order.SubmitOrder) } else if order.Side == types.SideTypeSell { newPrice := lastPrice order.Price = newPrice toRepost = append(toRepost, order.SubmitOrder) } } if len(toRepost) > 0 { createdOrders, err := orderExecutor.SubmitOrders(ctx, toRepost...) if err != nil { log.WithError(err).Errorf("cannot place order") return } log.Infof("repost order %v", createdOrders) s.tradeCollector.Process() } sellall := false buyall := false if !buyPrice.IsZero() { if s.peakPrice.IsZero() || s.peakPrice.Compare(kline.High) < 0 { s.peakPrice = kline.High } } if !sellPrice.IsZero() { if s.bottomPrice.IsZero() || s.bottomPrice.Compare(kline.Low) > 0 { s.bottomPrice = kline.Low } } takeProfit := false peakBack := s.peakPrice bottomBack := s.bottomPrice if !baseBalance.IsZero() && !buyPrice.IsZero() { // TP if !atrx2.IsZero() && s.peakPrice.Sub(atrx2).Compare(lastPrice) >= 0 && lastPrice.Compare(buyPrice) > 0 { sellall = true s.peakPrice = fixedpoint.Zero takeProfit = true } // SL if buyPrice.Sub(lastPrice).Div(buyPrice).Compare(s.Stoploss) > 0 || (!atrx2.IsZero() && buyPrice.Sub(atrx2).Compare(lastPrice) >= 0) { sellall = true s.peakPrice = fixedpoint.Zero } } if !quoteBalance.IsZero() && !sellPrice.IsZero() && !s.DisableShortStop { // TP if !atrx2.IsZero() && s.bottomPrice.Add(atrx2).Compare(lastPrice) >= 0 && lastPrice.Compare(sellPrice) < 0 { buyall = true s.bottomPrice = fixedpoint.Zero takeProfit = true } // SL if (!atrx2.IsZero() && sellPrice.Add(atrx2).Compare(lastPrice) <= 0) || lastPrice.Sub(sellPrice).Div(sellPrice).Compare(s.Stoploss) > 0 { buyall = true s.bottomPrice = fixedpoint.Zero } } if sellall { order := types.SubmitOrder{ Symbol: s.Symbol, Side: types.SideTypeSell, Type: types.OrderTypeMarket, Market: s.Market, Quantity: baseBalance, } if s.validateOrder(&order) { if takeProfit { log.Errorf("takeprofit sell at %v, avg %v, h: %v, atrx2: %v, timestamp: %s", lastPrice, buyPrice, peakBack, atrx2, kline.StartTime) } else { log.Errorf("stoploss sell at %v, avg %v, h: %v, atrx2: %v, timestamp %s", lastPrice, buyPrice, peakBack, atrx2, kline.StartTime) } createdOrders, err := orderExecutor.SubmitOrders(ctx, order) if err != nil { log.WithError(err).Errorf("cannot place order") return } log.Infof("stoploss sold order %v", createdOrders) s.tradeCollector.Process() } } if buyall { totalQuantity := quoteBalance.Div(lastPrice) order := types.SubmitOrder{ Symbol: kline.Symbol, Side: types.SideTypeBuy, Type: types.OrderTypeMarket, Quantity: totalQuantity, Market: s.Market, } if s.validateOrder(&order) { if takeProfit { log.Errorf("takeprofit buy at %v, avg %v, l: %v, atrx2: %v, timestamp: %s", lastPrice, sellPrice, bottomBack, atrx2, kline.StartTime) } else { log.Errorf("stoploss buy at %v, avg %v, l: %v, atrx2: %v, timestamp: %s", lastPrice, sellPrice, bottomBack, atrx2, kline.StartTime) } createdOrders, err := orderExecutor.SubmitOrders(ctx, order) if err != nil { log.WithError(err).Errorf("cannot place order") return } log.Infof("stoploss bought order %v", createdOrders) s.tradeCollector.Process() } } } if kline.Interval != s.Interval { return } // To get the threshold for ewo mean := types.Mean(s.ewo, 10) std := types.Stdev(s.ewo, 10) longSignal := types.CrossOver(s.ewo, s.ewoSignal) shortSignal := types.CrossUnder(s.ewo, s.ewoSignal) // get trend flags var bull, breakThrough, breakDown bool if s.UseHeikinAshi { bull = s.heikinAshi.Close.Last() > s.heikinAshi.Open.Last() breakThrough = s.heikinAshi.Close.Last() > s.ma5.Last() breakDown = s.heikinAshi.Close.Last() < s.ma5.Last() } else { bull = kline.Close.Compare(kline.Open) > 0 breakThrough = kline.Close.Float64() > s.ma5.Last() breakDown = kline.Close.Float64() < s.ma5.Last() } // kline breakthrough ma5, ma50 trend up, and ewo > threshold IsBull := bull && breakThrough && s.ewo.Last() >= mean+2*std // kline downthrough ma5, ma50 trend down, and ewo < threshold IsBear := !bull && breakDown && s.ewo.Last() <= mean-2*std var orders []types.SubmitOrder var price fixedpoint.Value if longSignal.Index(1) && !shortSignal.Last() && IsBull { if s.UseHeikinAshi { price = fixedpoint.NewFromFloat(s.heikinAshi.Close.Last()) } else { price = kline.Low } quoteBalance, ok := session.GetAccount().Balance(s.Market.QuoteCurrency) if !ok { return } quantityAmount := quoteBalance.Available totalQuantity := quantityAmount.Div(price) order := types.SubmitOrder{ Symbol: kline.Symbol, Side: types.SideTypeBuy, Type: types.OrderTypeLimit, Price: price, Quantity: totalQuantity, Market: s.Market, TimeInForce: types.TimeInForceGTC, } if s.validateOrder(&order) { // strong long log.Warnf("long at %v, atrx2 %v, timestamp: %s", price, atrx2, kline.StartTime) orders = append(orders, order) } } else if shortSignal.Index(1) && !longSignal.Last() && IsBear { if s.UseHeikinAshi { price = fixedpoint.NewFromFloat(s.heikinAshi.Close.Last()) } else { price = kline.High } balances := session.GetAccount().Balances() baseBalance := balances[s.Market.BaseCurrency].Available order := types.SubmitOrder{ Symbol: s.Symbol, Side: types.SideTypeSell, Type: types.OrderTypeLimit, Market: s.Market, Quantity: baseBalance, Price: price, TimeInForce: types.TimeInForceGTC, } if s.validateOrder(&order) { log.Warnf("short at %v, atrx2 %v, timestamp: %s", price, atrx2, kline.StartTime) orders = append(orders, order) } } if len(orders) > 0 { createdOrders, err := orderExecutor.SubmitOrders(ctx, orders...) if err != nil { log.WithError(err).Errorf("cannot place order") return } log.Infof("post order %v", createdOrders) s.tradeCollector.Process() } }) s.Graceful.OnShutdown(func(ctx context.Context, wg *sync.WaitGroup) { defer wg.Done() log.Infof("canceling active orders...") var toCancel []types.Order for _, order := range orderbook.Orders() { if order.Status == types.OrderStatusNew || order.Status == types.OrderStatusPartiallyFilled { toCancel = append(toCancel, order) } } if err := orderExecutor.CancelOrders(ctx, toCancel...); err != nil { log.WithError(err).Errorf("cancel order error") } s.tradeCollector.Process() }) return nil }