pivotshort: pull out break low logics

Signed-off-by: c9s <yoanlin93@gmail.com>
This commit is contained in:
c9s 2022-07-01 17:22:09 +08:00
parent 7f5e92d1b5
commit 9374125712
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3 changed files with 231 additions and 223 deletions

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@ -0,0 +1,191 @@
package pivotshort
import (
"context"
"github.com/c9s/bbgo/pkg/bbgo"
"github.com/c9s/bbgo/pkg/fixedpoint"
"github.com/c9s/bbgo/pkg/indicator"
"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"`
lastLow fixedpoint.Value
pivot *indicator.Pivot
stopEWMA *indicator.EWMA
pivotLowPrices []fixedpoint.Value
orderExecutor *bbgo.GeneralOrderExecutor
session *bbgo.ExchangeSession
}
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(symbol)
standardIndicator, _ := session.StandardIndicatorSet(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)
}
// 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 {
log.Infof("new pivot low detected: %f %s", s.pivot.LastLow(), kline.EndTime.Time())
}
s.lastLow = lastLow
s.pivotLowPrices = append(s.pivotLowPrices, s.lastLow)
}))
session.MarketDataStream.OnKLineClosed(types.KLineWith(symbol, types.Interval1m, func(kline types.KLine) {
if position.IsOpened(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.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.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)
quantity := s.useQuantityOrBaseBalance(s.Quantity)
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.placeMarketSell(ctx, quantity, "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.placeLimitSell(ctx, sellPrice, quantity, "breakLowLimit")
}
}))
if !bbgo.IsBackTesting {
// use market trade to submit short order
session.MarketDataStream.OnMarketTrade(func(trade types.Trade) {
})
}
}
func (s *BreakLow) useQuantityOrBaseBalance(quantity fixedpoint.Value) fixedpoint.Value {
if s.session.Margin || s.session.IsolatedMargin || s.session.Futures || s.session.IsolatedFutures {
return quantity
}
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 *BreakLow) 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 *BreakLow) 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,
})
}

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@ -2,6 +2,7 @@ package pivotshort
import ( import (
"context" "context"
"sort"
"github.com/c9s/bbgo/pkg/bbgo" "github.com/c9s/bbgo/pkg/bbgo"
"github.com/c9s/bbgo/pkg/fixedpoint" "github.com/c9s/bbgo/pkg/fixedpoint"
@ -120,12 +121,12 @@ func (s *ResistanceShort) placeResistanceOrders(ctx context.Context, resistanceP
log.Infof("placing bounce short order #%d: price = %f, quantity = %f", i, price.Float64(), quantity.Float64()) log.Infof("placing bounce short order #%d: price = %f, quantity = %f", i, price.Float64(), quantity.Float64())
orderForms = append(orderForms, types.SubmitOrder{ orderForms = append(orderForms, types.SubmitOrder{
Symbol: s.Symbol, Symbol: s.Symbol,
Side: types.SideTypeSell, Side: types.SideTypeSell,
Type: types.OrderTypeLimitMaker, Type: types.OrderTypeLimitMaker,
Price: price, Price: price,
Quantity: quantity, Quantity: quantity,
Tag: "resistanceShort", Tag: "resistanceShort",
MarginSideEffect: types.SideEffectTypeMarginBuy, MarginSideEffect: types.SideEffectTypeMarginBuy,
}) })
@ -144,3 +145,28 @@ func (s *ResistanceShort) placeResistanceOrders(ctx context.Context, resistanceP
} }
s.activeOrders.Add(createdOrders...) s.activeOrders.Add(createdOrders...)
} }
func findPossibleResistancePrices(closePrice float64, minDistance float64, lows []float64) []float64 {
// sort float64 in increasing order
// lower to higher prices
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
}

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@ -4,7 +4,6 @@ import (
"context" "context"
"fmt" "fmt"
"os" "os"
"sort"
"sync" "sync"
"github.com/sirupsen/logrus" "github.com/sirupsen/logrus"
@ -31,23 +30,6 @@ type IntervalWindowSetting struct {
types.IntervalWindow 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 Strategy struct { type Strategy struct {
Environment *bbgo.Environment Environment *bbgo.Environment
Symbol string `json:"symbol"` Symbol string `json:"symbol"`
@ -62,7 +44,7 @@ type Strategy struct {
TradeStats *types.TradeStats `persistence:"trade_stats"` TradeStats *types.TradeStats `persistence:"trade_stats"`
// BreakLow is one of the entry method // BreakLow is one of the entry method
BreakLow BreakLow `json:"breakLow"` BreakLow *BreakLow `json:"breakLow"`
// ResistanceShort is one of the entry method // ResistanceShort is one of the entry method
ResistanceShort *ResistanceShort `json:"resistanceShort"` ResistanceShort *ResistanceShort `json:"resistanceShort"`
@ -72,12 +54,6 @@ type Strategy struct {
session *bbgo.ExchangeSession session *bbgo.ExchangeSession
orderExecutor *bbgo.GeneralOrderExecutor orderExecutor *bbgo.GeneralOrderExecutor
lastLow fixedpoint.Value
pivot *indicator.Pivot
resistancePivot *indicator.Pivot
stopEWMA *indicator.EWMA
pivotLowPrices []fixedpoint.Value
// StrategyController // StrategyController
bbgo.StrategyController bbgo.StrategyController
} }
@ -95,6 +71,10 @@ func (s *Strategy) Subscribe(session *bbgo.ExchangeSession) {
session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.ResistanceShort.Interval}) session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.ResistanceShort.Interval})
} }
if s.BreakLow != nil {
dynamic.InheritStructValues(s.BreakLow, s)
}
if !bbgo.IsBackTesting { if !bbgo.IsBackTesting {
session.Subscribe(types.MarketTradeChannel, s.Symbol, types.SubscribeOptions{}) session.Subscribe(types.MarketTradeChannel, s.Symbol, types.SubscribeOptions{})
} }
@ -129,8 +109,6 @@ func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, se
s.TradeStats = &types.TradeStats{} s.TradeStats = &types.TradeStats{}
} }
s.lastLow = fixedpoint.Zero
// StrategyController // StrategyController
s.Status = types.StrategyStatusRunning s.Status = types.StrategyStatusRunning
@ -157,32 +135,6 @@ func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, se
}) })
s.orderExecutor.Bind() s.orderExecutor.Bind()
store, _ := session.MarketDataStore(s.Symbol)
standardIndicator, _ := session.StandardIndicatorSet(s.Symbol)
s.pivot = &indicator.Pivot{IntervalWindow: s.IntervalWindow}
s.pivot.Bind(store)
preloadPivot(s.pivot, store)
// update pivot low data
session.MarketDataStream.OnKLineClosed(types.KLineWith(s.Symbol, s.Interval, func(kline types.KLine) {
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.BreakLow.StopEMA != nil {
s.stopEWMA = standardIndicator.EWMA(*s.BreakLow.StopEMA)
}
for _, method := range s.ExitMethods { for _, method := range s.ExitMethods {
method.Bind(session, s.orderExecutor) method.Bind(session, s.orderExecutor)
} }
@ -191,83 +143,13 @@ func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, se
s.ResistanceShort.Bind(session, s.orderExecutor) s.ResistanceShort.Bind(session, s.orderExecutor)
} }
session.MarketDataStream.OnKLineClosed(types.KLineWith(s.Symbol, types.Interval1m, func(kline types.KLine) { if s.BreakLow != nil {
if s.Status != types.StrategyStatusRunning { s.BreakLow.Bind(session, s.orderExecutor)
return
}
if s.Position.IsOpened(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
}
}
// graceful cancel all active orders
_ = 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")
}
}))
if !bbgo.IsBackTesting {
// use market trade to submit short order
session.MarketDataStream.OnMarketTrade(func(trade types.Trade) {
})
} }
bbgo.OnShutdown(func(ctx context.Context, wg *sync.WaitGroup) { bbgo.OnShutdown(func(ctx context.Context, wg *sync.WaitGroup) {
defer wg.Done() defer wg.Done()
_, _ = fmt.Fprintln(os.Stderr, s.TradeStats.String()) _, _ = fmt.Fprintln(os.Stderr, s.TradeStats.String())
_ = s.orderExecutor.GracefulCancel(ctx) _ = s.orderExecutor.GracefulCancel(ctx)
}) })
@ -275,97 +157,6 @@ func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, se
return nil 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) 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) useQuantityOrBaseBalance(quantity fixedpoint.Value) fixedpoint.Value {
if s.session.Margin || s.session.IsolatedMargin || s.session.Futures || s.session.IsolatedFutures {
return quantity
}
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
// lower to higher prices
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
}
func preloadPivot(pivot *indicator.Pivot, store *bbgo.MarketDataStore) *types.KLine { func preloadPivot(pivot *indicator.Pivot, store *bbgo.MarketDataStore) *types.KLine {
klines, ok := store.KLinesOfInterval(pivot.Interval) klines, ok := store.KLinesOfInterval(pivot.Interval)
if !ok { if !ok {