bbgo_origin/pkg/strategy/pivotshort/breaklow.go

273 lines
8.9 KiB
Go

package pivotshort
import (
"context"
"fmt"
"github.com/c9s/bbgo/pkg/bbgo"
"github.com/c9s/bbgo/pkg/fixedpoint"
"github.com/c9s/bbgo/pkg/indicator"
"github.com/c9s/bbgo/pkg/risk"
"github.com/c9s/bbgo/pkg/types"
)
// BreakLow -- when price breaks the previous pivot low, we set a trade entry
type BreakLow struct {
Symbol string
Market types.Market
types.IntervalWindow
// 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"`
TrendEMA *types.IntervalWindow `json:"trendEMA"`
lastLow fixedpoint.Value
pivot *indicator.Pivot
stopEWMA *indicator.EWMA
trendEWMA *indicator.EWMA
trendEWMALast, trendEWMACurrent float64
pivotLowPrices []fixedpoint.Value
orderExecutor *bbgo.GeneralOrderExecutor
session *bbgo.ExchangeSession
}
func (s *BreakLow) 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.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})
}
}
func (s *BreakLow) Bind(session *bbgo.ExchangeSession, orderExecutor *bbgo.GeneralOrderExecutor) {
s.session = session
s.orderExecutor = orderExecutor
position := orderExecutor.Position()
symbol := position.Symbol
store, _ := session.MarketDataStore(s.Symbol)
standardIndicator, _ := session.StandardIndicatorSet(s.Symbol)
s.lastLow = fixedpoint.Zero
s.pivot = &indicator.Pivot{IntervalWindow: s.IntervalWindow}
s.pivot.Bind(store)
preloadPivot(s.pivot, store)
if s.StopEMA != nil {
s.stopEWMA = standardIndicator.EWMA(*s.StopEMA)
}
if s.TrendEMA != nil {
s.trendEWMA = standardIndicator.EWMA(*s.TrendEMA)
session.MarketDataStream.OnKLineClosed(types.KLineWith(s.Symbol, s.TrendEMA.Interval, func(kline types.KLine) {
s.trendEWMALast = s.trendEWMACurrent
s.trendEWMACurrent = s.trendEWMA.Last()
}))
}
// update pivot low data
session.MarketDataStream.OnKLineClosed(types.KLineWith(symbol, s.Interval, func(kline types.KLine) {
lastLow := fixedpoint.NewFromFloat(s.pivot.LastLow())
if lastLow.IsZero() {
return
}
if lastLow.Compare(s.lastLow) != 0 {
bbgo.Notify("%s new pivot low detected: %f %s", s.Symbol, s.pivot.LastLow(), kline.EndTime.Time().String())
}
s.lastLow = lastLow
s.pivotLowPrices = append(s.pivotLowPrices, s.lastLow)
}))
session.MarketDataStream.OnKLineClosed(types.KLineWith(symbol, types.Interval1m, func(kline types.KLine) {
if len(s.pivotLowPrices) == 0 {
log.Infof("currently there is no pivot low prices, can not check break low...")
return
}
previousLow := s.pivotLowPrices[len(s.pivotLowPrices)-1]
ratio := fixedpoint.One.Add(s.Ratio)
breakPrice := previousLow.Mul(ratio)
openPrice := kline.Open
closePrice := kline.Close
// if the previous low is not break, or the kline is not strong enough to break it, skip
if closePrice.Compare(breakPrice) >= 0 {
return
}
// we need the price cross the break line, or we do nothing:
// open > break price > close price
if !(openPrice.Compare(breakPrice) > 0 && closePrice.Compare(breakPrice) < 0) {
return
}
// force direction to be down
if closePrice.Compare(openPrice) >= 0 {
log.Infof("%s price %f is closed higher than the open price %f, skip this break", kline.Symbol, closePrice.Float64(), openPrice.Float64())
// skip UP klines
return
}
log.Infof("%s breakLow signal detected, closed price %f < breakPrice %f", kline.Symbol, closePrice.Float64(), breakPrice.Float64())
if position.IsOpened(kline.Close) {
log.Infof("position is already opened, skip short")
return
}
// trend EMA protection
if s.trendEWMALast > 0.0 && s.trendEWMACurrent > 0.0 {
slope := s.trendEWMALast / s.trendEWMACurrent
if slope > 1.0 {
log.Infof("trendEMA %+v current=%f last=%f slope=%f: skip short", s.TrendEMA, s.trendEWMACurrent, s.trendEWMALast, slope)
return
}
log.Infof("trendEMA %+v current=%f last=%f slope=%f: short is enabled", s.TrendEMA, s.trendEWMACurrent, s.trendEWMALast, slope)
}
// stop EMA protection
if s.stopEWMA != nil {
ema := fixedpoint.NewFromFloat(s.stopEWMA.Last())
if ema.IsZero() {
return
}
emaStopShortPrice := ema.Mul(fixedpoint.One.Sub(s.StopEMARange))
if closePrice.Compare(emaStopShortPrice) < 0 {
log.Infof("stopEMA protection: close price %f < EMA(%v) = %f", closePrice.Float64(), s.StopEMA, ema.Float64())
return
}
}
ctx := context.Background()
// graceful cancel all active orders
_ = orderExecutor.GracefulCancel(ctx)
leverage := fixedpoint.NewFromInt(5)
quantity, err := useQuantityOrBaseBalance(s.session, s.Market, closePrice, s.Quantity, leverage)
if err != nil {
log.WithError(err).Errorf("quantity calculation error")
}
if quantity.IsZero() {
return
}
if s.MarketOrder {
bbgo.Notify("%s price %f breaks the previous low %f with ratio %f, submitting market sell to open a short position", symbol, kline.Close.Float64(), previousLow.Float64(), s.Ratio.Float64())
_, _ = s.orderExecutor.SubmitOrders(ctx, types.SubmitOrder{
Symbol: s.Symbol,
Side: types.SideTypeSell,
Type: types.OrderTypeMarket,
Quantity: quantity,
MarginSideEffect: types.SideEffectTypeMarginBuy,
Tag: "breakLowMarket",
})
} else {
sellPrice := previousLow.Mul(fixedpoint.One.Add(s.BounceRatio))
bbgo.Notify("%s price %f breaks the previous low %f with ratio %f, submitting limit sell @ %f", symbol, kline.Close.Float64(), previousLow.Float64(), s.Ratio.Float64(), sellPrice.Float64())
_, _ = s.orderExecutor.SubmitOrders(ctx, types.SubmitOrder{
Symbol: kline.Symbol,
Side: types.SideTypeSell,
Type: types.OrderTypeLimit,
Price: sellPrice,
Quantity: quantity,
MarginSideEffect: types.SideEffectTypeMarginBuy,
Tag: "breakLowLimit",
})
}
}))
if !bbgo.IsBackTesting {
// use market trade to submit short order
session.MarketDataStream.OnMarketTrade(func(trade types.Trade) {
})
}
}
func useQuantityOrBaseBalance(session *bbgo.ExchangeSession, market types.Market, price, quantity, leverage fixedpoint.Value) (fixedpoint.Value, error) {
usingLeverage := session.Margin || session.IsolatedMargin || session.Futures || session.IsolatedFutures
if usingLeverage {
if !quantity.IsZero() {
return quantity, nil
}
// quantity is zero, we need to calculate the quantity
baseBalance, _ := session.Account.Balance(market.BaseCurrency)
quoteBalance, _ := session.Account.Balance(market.QuoteCurrency)
// calculate the quantity automatically
if session.Margin || session.IsolatedMargin {
baseBalanceValue := baseBalance.Total().Mul(price)
accountValue := baseBalanceValue.Add(quoteBalance.Total())
// spot margin use the equity value, so we use the total quote balance here
maxPositionQuantity := risk.CalculateMaxPosition(price, accountValue, leverage)
log.Infof("margin leverage: calculated maxPositionQuantity=%f price=%f accountValue=%f %s leverage=%f",
maxPositionQuantity.Float64(),
price.Float64(),
accountValue.Float64(),
market.QuoteCurrency,
leverage.Float64())
return maxPositionQuantity, nil
}
if session.Futures || session.IsolatedFutures {
// TODO: get mark price here
maxPositionQuantity := risk.CalculateMaxPosition(price, quoteBalance.Available, leverage)
requiredPositionCost := risk.CalculatePositionCost(price, price, maxPositionQuantity, leverage, types.SideTypeSell)
if quoteBalance.Available.Compare(requiredPositionCost) < 0 {
return maxPositionQuantity, fmt.Errorf("available margin %f %s is not enough, can not submit order", quoteBalance.Available.Float64(), market.QuoteCurrency)
}
return maxPositionQuantity, nil
}
}
// For spot, we simply sell the base currency
balance, hasBalance := session.Account.Balance(market.BaseCurrency)
if hasBalance {
if quantity.IsZero() {
log.Warnf("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)
}
}
return quantity, fmt.Errorf("quantity is zero, can not submit sell order, please check your settings")
}