Merge pull request #920 from austin362667/austin362667/factorzoo

strategy: add trend trader
This commit is contained in:
Yo-An Lin 2022-09-14 15:00:08 +08:00 committed by GitHub
commit dc195e824b
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4 changed files with 341 additions and 0 deletions

50
config/trendtrader.yaml Normal file
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@ -0,0 +1,50 @@
persistence:
json:
directory: var/data
redis:
host: 127.0.0.1
port: 6379
db: 0
sessions:
binance:
exchange: binance
envVarPrefix: binance
# futures: true
exchangeStrategies:
- on: binance
trendtrader:
symbol: BTCBUSD
trendLine:
interval: 30m
pivotRightWindow: 40
quantity: 1
exits:
- trailingStop:
callbackRate: 1%
activationRatio: 1%
closePosition: 100%
minProfit: 15%
interval: 1m
side: buy
- trailingStop:
callbackRate: 1%
activationRatio: 1%
closePosition: 100%
minProfit: 15%
interval: 1m
side: sell
backtest:
sessions:
- binance
startTime: "2021-01-01"
endTime: "2022-08-31"
symbols:
- BTCBUSD
accounts:
binance:
balances:
BTC: 1
BUSD: 50_000.0

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@ -30,6 +30,7 @@ import (
_ "github.com/c9s/bbgo/pkg/strategy/support" _ "github.com/c9s/bbgo/pkg/strategy/support"
_ "github.com/c9s/bbgo/pkg/strategy/swing" _ "github.com/c9s/bbgo/pkg/strategy/swing"
_ "github.com/c9s/bbgo/pkg/strategy/techsignal" _ "github.com/c9s/bbgo/pkg/strategy/techsignal"
_ "github.com/c9s/bbgo/pkg/strategy/trendtrader"
_ "github.com/c9s/bbgo/pkg/strategy/wall" _ "github.com/c9s/bbgo/pkg/strategy/wall"
_ "github.com/c9s/bbgo/pkg/strategy/xbalance" _ "github.com/c9s/bbgo/pkg/strategy/xbalance"
_ "github.com/c9s/bbgo/pkg/strategy/xgap" _ "github.com/c9s/bbgo/pkg/strategy/xgap"

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package trendtrader
import (
"context"
"fmt"
"github.com/c9s/bbgo/pkg/dynamic"
"os"
"sync"
"github.com/c9s/bbgo/pkg/bbgo"
"github.com/c9s/bbgo/pkg/fixedpoint"
"github.com/c9s/bbgo/pkg/types"
"github.com/sirupsen/logrus"
)
const ID = "trendtrader"
var one = fixedpoint.One
var zero = fixedpoint.Zero
var log = logrus.WithField("strategy", ID)
func init() {
bbgo.RegisterStrategy(ID, &Strategy{})
}
type IntervalWindowSetting struct {
types.IntervalWindow
}
type Strategy struct {
Environment *bbgo.Environment
Symbol string `json:"symbol"`
Market types.Market
types.IntervalWindow
// persistence fields
Position *types.Position `persistence:"position"`
ProfitStats *types.ProfitStats `persistence:"profit_stats"`
TradeStats *types.TradeStats `persistence:"trade_stats"`
activeOrders *bbgo.ActiveOrderBook
TrendLine *TrendLine `json:"trendLine"`
ExitMethods bbgo.ExitMethodSet `json:"exits"`
session *bbgo.ExchangeSession
orderExecutor *bbgo.GeneralOrderExecutor
// StrategyController
bbgo.StrategyController
}
func (s *Strategy) Subscribe(session *bbgo.ExchangeSession) {
//session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.Trend.Interval})
//session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: types.Interval1m})
if s.TrendLine != nil {
dynamic.InheritStructValues(s.TrendLine, s)
s.TrendLine.Subscribe(session)
}
s.ExitMethods.SetAndSubscribe(session, s)
}
func (s *Strategy) ID() string {
return ID
}
func (s *Strategy) InstanceID() string {
return fmt.Sprintf("%s:%s", ID, s.Symbol)
}
func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, session *bbgo.ExchangeSession) error {
var instanceID = s.InstanceID()
if s.Position == nil {
s.Position = types.NewPositionFromMarket(s.Market)
}
if s.ProfitStats == nil {
s.ProfitStats = types.NewProfitStats(s.Market)
}
if s.TradeStats == nil {
s.TradeStats = types.NewTradeStats(s.Symbol)
}
// StrategyController
s.Status = types.StrategyStatusRunning
s.OnSuspend(func() {
// Cancel active orders
_ = s.orderExecutor.GracefulCancel(ctx)
})
s.OnEmergencyStop(func() {
// Cancel active orders
_ = s.orderExecutor.GracefulCancel(ctx)
// Close 100% position
//_ = s.ClosePosition(ctx, fixedpoint.One)
})
// initial required information
s.session = session
s.orderExecutor = bbgo.NewGeneralOrderExecutor(session, s.Symbol, ID, instanceID, s.Position)
s.orderExecutor.BindEnvironment(s.Environment)
s.orderExecutor.BindProfitStats(s.ProfitStats)
s.orderExecutor.BindTradeStats(s.TradeStats)
s.orderExecutor.TradeCollector().OnPositionUpdate(func(position *types.Position) {
bbgo.Sync(s)
})
s.orderExecutor.Bind()
s.activeOrders = bbgo.NewActiveOrderBook(s.Symbol)
for _, method := range s.ExitMethods {
method.Bind(session, s.orderExecutor)
}
if s.TrendLine != nil {
s.TrendLine.Bind(session, s.orderExecutor)
}
bbgo.OnShutdown(func(ctx context.Context, wg *sync.WaitGroup) {
defer wg.Done()
_, _ = fmt.Fprintln(os.Stderr, s.TradeStats.String())
_ = s.orderExecutor.GracefulCancel(ctx)
})
return nil
}

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@ -0,0 +1,156 @@
package trendtrader
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"
)
type TrendLine struct {
Symbol string
Market types.Market `json:"-"`
types.IntervalWindow
PivotRightWindow fixedpoint.Value `json:"pivotRightWindow"`
// MarketOrder is the option to enable market order short.
MarketOrder bool `json:"marketOrder"`
Quantity fixedpoint.Value `json:"quantity"`
orderExecutor *bbgo.GeneralOrderExecutor
session *bbgo.ExchangeSession
activeOrders *bbgo.ActiveOrderBook
pivotHigh *indicator.PivotHigh
pivotLow *indicator.PivotLow
bbgo.QuantityOrAmount
}
func (s *TrendLine) 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.pivot != nil {
// session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.Interval})
//}
}
func (s *TrendLine) Bind(session *bbgo.ExchangeSession, orderExecutor *bbgo.GeneralOrderExecutor) {
s.session = session
s.orderExecutor = orderExecutor
position := orderExecutor.Position()
symbol := position.Symbol
standardIndicator := session.StandardIndicatorSet(s.Symbol)
s.pivotHigh = standardIndicator.PivotHigh(types.IntervalWindow{s.Interval, int(3. * s.PivotRightWindow.Float64()), int(s.PivotRightWindow.Float64())})
s.pivotLow = standardIndicator.PivotLow(types.IntervalWindow{s.Interval, int(3. * s.PivotRightWindow.Float64()), int(s.PivotRightWindow.Float64())})
resistancePrices := types.NewQueue(3)
pivotHighDurationCounter := 0.
resistanceDuration := types.NewQueue(2)
supportPrices := types.NewQueue(3)
pivotLowDurationCounter := 0.
supportDuration := types.NewQueue(2)
resistanceSlope := 0.
resistanceSlope1 := 0.
resistanceSlope2 := 0.
supportSlope := 0.
supportSlope1 := 0.
supportSlope2 := 0.
session.MarketDataStream.OnKLineClosed(types.KLineWith(s.Symbol, s.Interval, func(kline types.KLine) {
if s.pivotHigh.Last() != resistancePrices.Last() {
resistancePrices.Update(s.pivotHigh.Last())
resistanceDuration.Update(pivotHighDurationCounter)
pivotHighDurationCounter = 0
} else {
pivotHighDurationCounter++
}
if s.pivotLow.Last() != supportPrices.Last() {
supportPrices.Update(s.pivotLow.Last())
supportDuration.Update(pivotLowDurationCounter)
pivotLowDurationCounter = 0
} else {
pivotLowDurationCounter++
}
if line(resistancePrices.Index(2), resistancePrices.Index(1), resistancePrices.Index(0)) < 0 {
resistanceSlope1 = (resistancePrices.Index(1) - resistancePrices.Index(2)) / resistanceDuration.Index(1)
resistanceSlope2 = (resistancePrices.Index(0) - resistancePrices.Index(1)) / resistanceDuration.Index(0)
resistanceSlope = (resistanceSlope1 + resistanceSlope2) / 2.
}
if line(supportPrices.Index(2), supportPrices.Index(1), supportPrices.Index(0)) > 0 {
supportSlope1 = (supportPrices.Index(1) - supportPrices.Index(2)) / supportDuration.Index(1)
supportSlope2 = (supportPrices.Index(0) - supportPrices.Index(1)) / supportDuration.Index(0)
supportSlope = (supportSlope1 + supportSlope2) / 2.
}
if converge(resistanceSlope, supportSlope) {
// y = mx+b
currentResistance := resistanceSlope*pivotHighDurationCounter + resistancePrices.Last()
currentSupport := supportSlope*pivotLowDurationCounter + supportPrices.Last()
log.Info(currentResistance, currentSupport, kline.Close)
if kline.High.Float64() > currentResistance {
if position.IsShort() {
s.orderExecutor.ClosePosition(context.Background(), one)
}
if position.IsDust(kline.Close) || position.IsClosed() {
s.placeOrder(context.Background(), types.SideTypeBuy, s.Quantity, symbol) // OrAmount.CalculateQuantity(kline.Close)
}
} else if kline.Low.Float64() < currentSupport {
if position.IsLong() {
s.orderExecutor.ClosePosition(context.Background(), one)
}
if position.IsDust(kline.Close) || position.IsClosed() {
s.placeOrder(context.Background(), types.SideTypeSell, s.Quantity, symbol) // OrAmount.CalculateQuantity(kline.Close)
}
}
}
}))
if !bbgo.IsBackTesting {
session.MarketDataStream.OnMarketTrade(func(trade types.Trade) {
})
}
}
func (s *TrendLine) placeOrder(ctx context.Context, side types.SideType, quantity fixedpoint.Value, symbol string) error {
market, _ := s.session.Market(symbol)
_, err := s.orderExecutor.SubmitOrders(ctx, types.SubmitOrder{
Symbol: symbol,
Market: market,
Side: side,
Type: types.OrderTypeMarket,
Quantity: quantity,
Tag: "trend-break",
})
if err != nil {
log.WithError(err).Errorf("can not place market order")
}
return err
}
func line(p1, p2, p3 float64) int64 {
if p1 >= p2 && p2 >= p3 {
return -1
} else if p1 <= p2 && p2 <= p3 {
return +1
}
return 0
}
func converge(mr, ms float64) bool {
if ms > mr {
return true
}
return false
}