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 { Position *types.Position `json:"position,omitempty", persistence:"position"` ProfitStats *types.ProfitStats `json:"profitStats,omitempty", persistence:"profit_stats"` 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 KLineStartTime types.Time KLineEndTime types.Time *bbgo.Environment *bbgo.Notifiability *bbgo.Persistence *bbgo.Graceful bbgo.SmartStops bbgo.StrategyController activeMakerOrders *bbgo.LocalActiveOrderBook orderStore *bbgo.OrderStore tradeCollector *bbgo.TradeCollector atr *indicator.ATR ccis *CCISTOCH ma5 types.Series ma34 types.Series ewo types.Series ewoSignal types.Series heikinAshi *HeikinAshi peakPrice fixedpoint.Value bottomPrice fixedpoint.Value midPrice fixedpoint.Value lock sync.RWMutex buyPrice fixedpoint.Value sellPrice fixedpoint.Value } func (s *Strategy) ID() string { return ID } func (s *Strategy) InstanceID() string { return fmt.Sprintf("%s:%s", ID, s.Symbol) } 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: types.Interval1m.String()}) session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.Interval.String()}) session.Subscribe(types.BookTickerChannel, s.Symbol, types.SubscribeOptions{}) s.SmartStops.Subscribe(session) } type UpdatableSeries interface { types.Series Update(value float64) } // Refer: https://tw.tradingview.com/script/XZyG5SOx-CCI-Stochastic-and-a-quick-lesson-on-Scalping-Trading-Systems/ type CCISTOCH struct { cci *indicator.CCI stoch *indicator.STOCH ma *indicator.SMA } func NewCCISTOCH(i types.Interval) *CCISTOCH { cci := &indicator.CCI{IntervalWindow: types.IntervalWindow{i, 28}} stoch := &indicator.STOCH{IntervalWindow: types.IntervalWindow{i, 28}} ma := &indicator.SMA{IntervalWindow: types.IntervalWindow{i, 3}} return &CCISTOCH{ cci: cci, stoch: stoch, ma: ma, } } func (inc *CCISTOCH) Update(cloze float64) { inc.cci.Update(cloze) inc.stoch.Update(inc.cci.Last(), inc.cci.Last(), inc.cci.Last()) inc.ma.Update(inc.stoch.LastD()) } func (inc *CCISTOCH) BuySignal() bool { hasGrey := false for i := 0; i < len(inc.ma.Values); i++ { v := inc.ma.Index(i) if v > 80 { return false } if v >= 20 && v <= 80 { hasGrey = true continue } if v < 20 { return hasGrey } } return false } func (inc *CCISTOCH) SellSignal() bool { hasGrey := false for i := 0; i < len(inc.ma.Values); i++ { v := inc.ma.Index(i) if v < 20 { return false } if v >= 20 && v <= 80 { hasGrey = true continue } if v > 80 { return hasGrey } } return false } 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}} s.ccis = NewCCISTOCH(s.Interval) 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) s.ccis.Update(s.heikinAshi.Close.Last()) } } else { s.heikinAshi.Update(window[len(window)-1]) s.ccis.Update(s.heikinAshi.Close.Last()) } }) 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 } s.atr.Bind(store) store.OnKLineWindowUpdate(func(interval types.Interval, window types.KLineWindow) { if s.Interval != interval { return } if s.ccis.cci.Input.Length() == 0 { for _, kline := range window { s.ccis.Update(kline.Close.Float64()) } } else { s.ccis.Update(window[len(window)-1].Close.Float64()) } }) if s.UseEma { s.ma5 = indicatorSet.EWMA(types.IntervalWindow{s.Interval, 5}) s.ma34 = indicatorSet.EWMA(types.IntervalWindow{s.Interval, 34}) } else if s.UseSma { s.ma5 = indicatorSet.SMA(types.IntervalWindow{s.Interval, 5}) s.ma34 = indicatorSet.SMA(types.IntervalWindow{s.Interval, 34}) } 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 { log.Error("cannot get account") return false } if order.Quantity.Compare(baseBalance.Available) > 0 { order.Quantity = baseBalance.Available } price := order.Price if price.IsZero() { price, ok = s.Session.LastPrice(s.Symbol) if !ok { log.Error("no price") 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 { log.Debug("amount fail") return false } return true } else if order.Side == types.SideTypeBuy { quoteBalance, ok := s.Session.GetAccount().Balance(s.Market.QuoteCurrency) if !ok { log.Error("cannot get account") return false } price := order.Price if price.IsZero() { price, ok = s.Session.LastPrice(s.Symbol) if !ok { log.Error("no price") return false } } totalQuantity := quoteBalance.Available.Div(price) if order.Quantity.Compare(totalQuantity) > 0 { log.Error("qty > avail") 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 { log.Debug("amount fail") return false } return true } log.Error("side error") return false } func (s *Strategy) PlaceBuyOrder(ctx context.Context, price fixedpoint.Value) { if s.Position.GetBase().Add(s.Market.MinQuantity).Sign() < 0 && !s.ClosePosition(ctx) { log.Errorf("sell position %v remained not closed, skip placing order", s.Position.GetBase()) return } quoteBalance, ok := s.Session.GetAccount().Balance(s.Market.QuoteCurrency) if !ok { log.Infof("buy order at price %v failed", price) return } quantityAmount := quoteBalance.Available totalQuantity := quantityAmount.Div(price) order := types.SubmitOrder{ Symbol: s.Symbol, Side: types.SideTypeBuy, Type: types.OrderTypeLimit, Price: price, Quantity: totalQuantity, Market: s.Market, TimeInForce: types.TimeInForceGTC, } if !s.validateOrder(&order) { log.Debugf("validation failed %v", order) return } // strong long log.Warnf("long at %v, timestamp: %s", price, s.KLineStartTime) createdOrders, err := s.Session.Exchange.SubmitOrders(ctx, order) if err != nil { log.WithError(err).Errorf("cannot place order") return } log.Infof("post order %v", createdOrders) s.orderStore.Add(createdOrders...) s.activeMakerOrders.Add(createdOrders...) s.tradeCollector.Process() } func (s *Strategy) PlaceSellOrder(ctx context.Context, price fixedpoint.Value) { if s.Position.GetBase().Compare(s.Market.MinQuantity) > 0 && !s.ClosePosition(ctx) { log.Errorf("buy position %v remained not closed, skip placing order", s.Position.GetBase()) return } balances := s.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.Debugf("validation failed %v", order) return } log.Warnf("short at %v, timestamp: %s", price, s.KLineStartTime) createdOrders, err := s.Session.Exchange.SubmitOrders(ctx, order) if err != nil { log.WithError(err).Errorf("cannot place order") return } log.Infof("post order %v", createdOrders) s.orderStore.Add(createdOrders...) s.activeMakerOrders.Add(createdOrders...) s.tradeCollector.Process() } func (s *Strategy) ClosePosition(ctx context.Context) bool { order := s.Position.NewClosePositionOrder(fixedpoint.One) if order == nil { // no base s.sellPrice = fixedpoint.Zero s.buyPrice = fixedpoint.Zero return true } order.TimeInForce = "" if !s.validateOrder(order) { log.Errorf("cannot place close order %v", order) return false } createdOrders, err := s.Session.Exchange.SubmitOrders(ctx, *order) if err != nil { log.WithError(err).Errorf("cannot place close order") return false } log.Infof("close order %v", createdOrders) s.orderStore.Add(createdOrders...) s.activeMakerOrders.Add(createdOrders...) s.tradeCollector.Process() return true } func (s *Strategy) CancelAll(ctx context.Context) { var toCancel []types.Order for _, order := range s.orderStore.Orders() { if order.Status == types.OrderStatusNew || order.Status == types.OrderStatusPartiallyFilled { toCancel = append(toCancel, order) } } if len(toCancel) > 0 { if err := s.Session.Exchange.CancelOrders(ctx, toCancel...); err != nil { log.WithError(err).Errorf("cancel order error") } s.tradeCollector.Process() } } // 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), CCI Stochastic Buy signal // * sell: prev buy signal OFF and current sell signal ON, kline Close < Open, Close < ma(Window=5), CCI Stochastic Sell signal // Cancel non-fully filed orders every bar // // ps: kline might refer to heikinashi or normal ohlc func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, session *bbgo.ExchangeSession) error { s.buyPrice = fixedpoint.Zero s.sellPrice = fixedpoint.Zero s.peakPrice = fixedpoint.Zero s.bottomPrice = fixedpoint.Zero s.activeMakerOrders = bbgo.NewLocalActiveOrderBook(s.Symbol) s.activeMakerOrders.BindStream(session.UserDataStream) s.orderStore = bbgo.NewOrderStore(s.Symbol) s.orderStore.BindStream(session.UserDataStream) if s.Position == nil { s.Position = types.NewPositionFromMarket(s.Market) } if s.ProfitStats == nil { s.ProfitStats = types.NewProfitStats(s.Market) } s.tradeCollector = bbgo.NewTradeCollector(s.Symbol, s.Position, s.orderStore) s.tradeCollector.OnTrade(func(trade types.Trade, profit, netprofit fixedpoint.Value) { if s.Symbol != trade.Symbol { return } s.Notifiability.Notify(trade) s.ProfitStats.AddTrade(trade) if !profit.IsZero() { log.Warnf("generate profit: %v, netprofit: %v, trade: %v", profit, netprofit, trade) p := s.Position.NewProfit(trade, profit, netprofit) p.Strategy = ID p.StrategyInstanceID = s.InstanceID() s.Notify(&p) s.ProfitStats.AddProfit(p) s.Notify(&s.ProfitStats) s.Environment.RecordPosition(s.Position, trade, &p) } else { s.Environment.RecordPosition(s.Position, trade, nil) } if s.Position.GetBase().Abs().Compare(s.Market.MinQuantity) > 0 { sign := s.Position.GetBase().Sign() if sign > 0 { log.Infof("base become positive, %v", trade) s.buyPrice = trade.Price s.peakPrice = trade.Price } else if sign == 0 { log.Infof("base become zero") s.buyPrice = fixedpoint.Zero s.sellPrice = fixedpoint.Zero } else { log.Infof("base become negative, %v", trade) s.sellPrice = trade.Price s.bottomPrice = trade.Price } } else { log.Infof("base become zero") s.buyPrice = fixedpoint.Zero s.sellPrice = fixedpoint.Zero } }) s.tradeCollector.OnPositionUpdate(func(position *types.Position) { log.Infof("position changed: %s", position) s.Notify(s.Position) }) s.tradeCollector.BindStream(session.UserDataStream) s.SmartStops.RunStopControllers(ctx, session, s.tradeCollector) s.SetupIndicators() sellOrderTPSL := func(price fixedpoint.Value) { balances := session.GetAccount().Balances() quoteBalance := balances[s.Market.QuoteCurrency].Available atrx2 := fixedpoint.NewFromFloat(s.atr.Last() * 2) lastPrice := price var ok bool if s.Environment.IsBackTesting() { lastPrice, ok = session.LastPrice(s.Symbol) if !ok { log.Errorf("cannot get last price") return } } buyall := false if !s.sellPrice.IsZero() { if s.bottomPrice.IsZero() || s.bottomPrice.Compare(price) > 0 { s.bottomPrice = price } } takeProfit := false bottomBack := s.bottomPrice spBack := s.sellPrice if !quoteBalance.IsZero() && !s.sellPrice.IsZero() && !s.DisableShortStop { //longSignal := types.CrossOver(s.ewo, s.ewoSignal) // TP /*if lastPrice.Compare(s.sellPrice) < 0 && (s.ccis.BuySignal() || longSignal.Last()) { buyall = true s.bottomPrice = fixedpoint.Zero takeProfit = true }*/ if !atrx2.IsZero() && s.bottomPrice.Add(atrx2).Compare(lastPrice) >= 0 && lastPrice.Compare(s.sellPrice) < 0 { buyall = true s.bottomPrice = fixedpoint.Zero takeProfit = true } // SL /*if (!atrx2.IsZero() && s.bottomPrice.Add(atrx2).Compare(lastPrice) <= 0) || lastPrice.Sub(s.bottomPrice).Div(lastPrice).Compare(s.Stoploss) > 0 { if lastPrice.Compare(s.sellPrice) < 0 { takeProfit = true } buyall = true s.bottomPrice = fixedpoint.Zero }*/ if (!atrx2.IsZero() && s.sellPrice.Add(atrx2).Compare(lastPrice) <= 0) || lastPrice.Sub(s.sellPrice).Div(s.sellPrice).Compare(s.Stoploss) > 0 { buyall = true s.bottomPrice = fixedpoint.Zero } } if buyall { log.Warnf("buyall TPSL %v %v", s.Position.GetBase(), quoteBalance) if s.ClosePosition(ctx) { if takeProfit { log.Errorf("takeprofit buy at %v, avg %v, l: %v, atrx2: %v", lastPrice, spBack, bottomBack, atrx2) } else { log.Errorf("stoploss buy at %v, avg %v, l: %v, atrx2: %v", lastPrice, spBack, bottomBack, atrx2) } } } } buyOrderTPSL := func(price fixedpoint.Value) { balances := session.GetAccount().Balances() baseBalance := balances[s.Market.BaseCurrency].Available atrx2 := fixedpoint.NewFromFloat(s.atr.Last() * 2) lastPrice := price var ok bool if s.Environment.IsBackTesting() { lastPrice, ok = session.LastPrice(s.Symbol) if !ok { log.Errorf("cannot get last price") return } } sellall := false if !s.buyPrice.IsZero() { if s.peakPrice.IsZero() || s.peakPrice.Compare(price) < 0 { s.peakPrice = price } } takeProfit := false peakBack := s.peakPrice bpBack := s.buyPrice if !baseBalance.IsZero() && !s.buyPrice.IsZero() { shortSignal := types.CrossUnder(s.ewo, s.ewoSignal) // TP if !atrx2.IsZero() && s.peakPrice.Sub(atrx2).Compare(lastPrice) >= 0 && lastPrice.Compare(s.buyPrice) > 0 { sellall = true s.peakPrice = fixedpoint.Zero takeProfit = true } if lastPrice.Compare(s.buyPrice) > 0 && (s.ccis.SellSignal() || shortSignal.Last()) { sellall = true s.peakPrice = fixedpoint.Zero takeProfit = true } // SL /*if s.peakPrice.Sub(lastPrice).Div(s.peakPrice).Compare(s.Stoploss) > 0 || (!atrx2.IsZero() && s.peakPrice.Sub(atrx2).Compare(lastPrice) >= 0) { if lastPrice.Compare(s.buyPrice) > 0 { takeProfit = true } sellall = true s.peakPrice = fixedpoint.Zero }*/ if s.buyPrice.Sub(lastPrice).Div(s.buyPrice).Compare(s.Stoploss) > 0 || (!atrx2.IsZero() && s.buyPrice.Sub(atrx2).Compare(lastPrice) >= 0) { sellall = true s.peakPrice = fixedpoint.Zero } } if sellall { log.Warnf("sellall TPSL %v", s.Position.GetBase()) if s.ClosePosition(ctx) { if takeProfit { log.Errorf("takeprofit sell at %v, avg %v, h: %v, atrx2: %v", lastPrice, bpBack, peakBack, atrx2) } else { log.Errorf("stoploss sell at %v, avg %v, h: %v, atrx2: %v", lastPrice, bpBack, peakBack, atrx2) } } } } // set last price by realtime book ticker update // to trigger TP/SL session.MarketDataStream.OnBookTickerUpdate(func(ticker types.BookTicker) { if s.Environment.IsBackTesting() { return } bestBid := ticker.Buy bestAsk := ticker.Sell var midPrice fixedpoint.Value if s.lock.TryLock() { if !bestAsk.IsZero() && !bestBid.IsZero() { s.midPrice = bestAsk.Add(bestBid).Div(types.Two) } else if !bestAsk.IsZero() { s.midPrice = bestAsk } else { s.midPrice = bestBid } midPrice = s.midPrice s.lock.Unlock() } if !midPrice.IsZero() { buyOrderTPSL(midPrice) sellOrderTPSL(midPrice) } log.Infof("best bid %v, best ask %v, mid %v", bestBid, bestAsk, midPrice) }) session.MarketDataStream.OnKLineClosed(func(kline types.KLine) { if kline.Symbol != s.Symbol { return } s.KLineStartTime = kline.StartTime s.KLineEndTime = kline.EndTime // well, only track prices on 1m if kline.Interval == types.Interval1m { if s.Environment.IsBackTesting() { buyOrderTPSL(kline.High) sellOrderTPSL(kline.Low) } } var lastPrice fixedpoint.Value var ok bool if s.Environment.IsBackTesting() { lastPrice, ok = session.LastPrice(s.Symbol) if !ok { log.Errorf("cannot get last price") return } } else { s.lock.RLock() lastPrice = s.midPrice s.lock.RUnlock() } if !s.Environment.IsBackTesting() { balances := session.GetAccount().Balances() baseBalance := balances[s.Market.BaseCurrency].Available quoteBalance := balances[s.Market.QuoteCurrency].Available atrx2 := fixedpoint.NewFromFloat(s.atr.Last() * 2) log.Infof("Get last price: %v, ewo %f, ewoSig %f, ccis: %f, atrx2 %v, kline: %v, balance[base]: %v balance[quote]: %v", lastPrice, s.ewo.Last(), s.ewoSignal.Last(), s.ccis.ma.Last(), atrx2, kline, baseBalance, quoteBalance) } if kline.Interval != s.Interval { return } s.CancelAll(ctx) // 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.ccis.BuySignal() //&& s.ewo.Last() > mean + 2 * std // kline downthrough ma5, ma50 trend down, and ewo < threshold IsBear := !bull && breakDown && s.ccis.SellSignal() //.ewo.Last() < mean - 2 * std if !s.Environment.IsBackTesting() { log.Infof("IsBull: %v, bull: %v, longSignal[1]: %v, shortSignal: %v", IsBull, bull, longSignal.Index(1), shortSignal.Last()) log.Infof("IsBear: %v, bear: %v, shortSignal[1]: %v, longSignal: %v", IsBear, !bull, shortSignal.Index(1), longSignal.Last()) } price := lastPrice if longSignal.Index(1) && !shortSignal.Last() && IsBull { s.PlaceBuyOrder(ctx, price) } else if shortSignal.Index(1) && !longSignal.Last() && IsBear { s.PlaceSellOrder(ctx, price) } }) 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 s.orderStore.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 }