bbgo_origin/pkg/strategy/ewoDgtrd/strategy.go

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package ewoDgtrd
import (
"context"
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"fmt"
"math"
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"sync"
"github.com/sirupsen/logrus"
"github.com/c9s/bbgo/pkg/bbgo"
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"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)
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var modifier = fixedpoint.NewFromFloat(0.995)
func init() {
bbgo.RegisterStrategy(ID, &Strategy{})
}
type Strategy struct {
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Market types.Market
Session *bbgo.ExchangeSession
UseHeikinAshi bool `json:"useHeikinAshi"` // use heikinashi kline
Stoploss fixedpoint.Value `json:"stoploss"`
Callback fixedpoint.Value `json:"callback"`
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
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*bbgo.Graceful
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bbgo.SmartStops
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tradeCollector *bbgo.TradeCollector
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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
}
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func (s *Strategy) Initialize() error {
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return s.SmartStops.InitializeStopControllers(s.Symbol)
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}
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()})
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s.SmartStops.Subscribe(session)
}
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type UpdatableSeries interface {
types.Series
Update(value float64)
}
type VWEMA struct {
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PV UpdatableSeries
V UpdatableSeries
}
func (inc *VWEMA) Last() float64 {
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return inc.PV.Last() / inc.V.Last()
}
func (inc *VWEMA) Index(i int) float64 {
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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 {
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pvl := inc.PV.Length()
vl := inc.V.Length()
if pvl < vl {
return pvl
}
return vl
}
func (inc *VWEMA) Update(kline types.KLine) {
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inc.PV.Update(kline.Close.Mul(kline.Volume).Float64())
inc.V.Update(kline.Volume.Float64())
}
func (inc *VWEMA) UpdateVal(price float64, vol float64) {
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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
}
if s.UseHeikinAshi {
s.heikinAshi = NewHeikinAshi(50)
store.OnKLineWindowUpdate(func(interval types.Interval, window types.KLineWindow) {
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{
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PV: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 5}},
V: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 5}},
}
evwma34 := &VWEMA{
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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})
} 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{
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PV: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 5}},
V: &indicator.EWMA{IntervalWindow: types.IntervalWindow{s.Interval, 5}},
}
evwma34 := &VWEMA{
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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{
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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() {
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price, ok = s.Session.LastPrice(s.Symbol)
if !ok {
return false
}
}
orderAmount := order.Quantity.Mul(price)
if order.Quantity.Sign() <= 0 ||
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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() {
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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 ||
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orderAmount.Compare(s.Market.MinNotional) < 0 ||
order.Quantity.Compare(s.Market.MinQuantity) < 0 {
return false
}
return true
}
return false
}
func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, session *bbgo.ExchangeSession) error {
buyPrice := fixedpoint.Zero
sellPrice := fixedpoint.Zero
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s.peakPrice = fixedpoint.Zero
s.bottomPrice = fixedpoint.Zero
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orderbook, ok := session.OrderStore(s.Symbol)
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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
}
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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)
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}
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if trade.Side == types.SideTypeBuy {
buyPrice = trade.Price
s.peakPrice = buyPrice.Mul(fixedpoint.One.Add(s.Callback))
} else if trade.Side == types.SideTypeSell {
sellPrice = trade.Price
s.bottomPrice = sellPrice.Mul(fixedpoint.One.Sub(s.Callback))
}
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})
s.tradeCollector.OnPositionUpdate(func(position *types.Position) {
log.Infof("position changed: %s", position)
})
s.tradeCollector.BindStream(session.UserDataStream)
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s.SmartStops.RunStopControllers(ctx, session, s.tradeCollector)
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s.SetupIndicators()
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session.MarketDataStream.OnKLineClosed(func(kline types.KLine) {
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if kline.Symbol != s.Symbol {
return
}
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lastPrice, ok := session.LastPrice(s.Symbol)
if !ok {
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log.Errorf("cannot get last price")
return
}
balances := session.GetAccount().Balances()
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baseBalance := balances[s.Market.BaseCurrency].Available
quoteBalance := balances[s.Market.QuoteCurrency].Available
/*if buyPrice.IsZero() {
if !baseBalance.IsZero() {
buyPrice = lastPrice
}
}
if sellPrice.IsZero() {
if !quoteBalance.IsZero() {
sellPrice = lastPrice
}
}*/
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// 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)
}
}
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if len(toCancel) > 0 {
if err := orderExecutor.CancelOrders(ctx, toCancel...); err != nil {
log.WithError(err).Errorf("cancel order error")
}
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s.tradeCollector.Process()
}
// well, only track prices on 1m
if kline.Interval == types.Interval1m {
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for _, order := range toCancel {
if order.Side == types.SideTypeBuy && order.Price.Compare(kline.Low) < 0 {
newPrice := kline.Low
order.Quantity = order.Quantity.Mul(order.Price).Div(newPrice)
order.Price = newPrice
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toRepost = append(toRepost, order.SubmitOrder)
} else if order.Side == types.SideTypeSell && order.Price.Compare(kline.High) > 0 {
newPrice := kline.High
order.Price = newPrice
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toRepost = append(toRepost, order.SubmitOrder)
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}
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}
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if len(toRepost) > 0 {
createdOrders, err := orderExecutor.SubmitOrders(ctx, toRepost...)
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if err != nil {
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log.WithError(err).Errorf("cannot place order")
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return
}
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log.Infof("repost order %v", createdOrders)
s.tradeCollector.Process()
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}
sellall := false
buyall := false
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if !s.peakPrice.IsZero() {
change := s.peakPrice.Sub(lastPrice).Div(s.peakPrice)
if change.Compare(s.Callback) > 0 {
if !baseBalance.IsZero() {
sellall = true
}
s.peakPrice = fixedpoint.Zero
} else {
s.peakPrice = kline.High
}
}
if !s.bottomPrice.IsZero() {
change := lastPrice.Sub(s.bottomPrice).Div(s.bottomPrice)
if change.Compare(s.Callback) > 0 {
if !quoteBalance.IsZero() {
buyall = true
}
s.bottomPrice = fixedpoint.Zero
} else {
s.bottomPrice = kline.Low
}
}
if !buyPrice.IsZero() &&
buyPrice.Sub(lastPrice).Div(buyPrice).Compare(s.Stoploss) > 0 { // stoploss 2%
sellall = true
}
if !sellPrice.IsZero() &&
lastPrice.Sub(sellPrice).Div(sellPrice).Compare(s.Stoploss) > 0 { // stoploss 2%
buyall = true
}
if sellall {
balances := session.GetAccount().Balances()
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baseBalance := balances[s.Market.BaseCurrency].Available.Mul(modifier)
order := types.SubmitOrder{
Symbol: s.Symbol,
Side: types.SideTypeSell,
Type: types.OrderTypeMarket,
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Market: s.Market,
Quantity: baseBalance,
}
if s.validateOrder(&order) {
log.Infof("stoploss short at %v, avg %v, timestamp: %s", lastPrice, buyPrice, kline.StartTime)
createdOrders, err := orderExecutor.SubmitOrders(ctx, order)
if err != nil {
log.WithError(err).Errorf("cannot place order")
return
}
log.Infof("stoploss sell order %v", createdOrders)
s.tradeCollector.Process()
}
}
if buyall {
quoteBalance, ok := session.GetAccount().Balance(s.Market.QuoteCurrency)
if !ok {
return
}
quantityAmount := quoteBalance.Available.Mul(modifier)
totalQuantity := quantityAmount.Div(lastPrice)
order := types.SubmitOrder{
Symbol: kline.Symbol,
Side: types.SideTypeBuy,
Type: types.OrderTypeMarket,
Quantity: totalQuantity,
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Market: s.Market,
}
if s.validateOrder(&order) {
log.Infof("stoploss long at %v, avg %v, timestamp: %s", lastPrice, sellPrice, 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()
}
}
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}
if kline.Interval != s.Interval {
return
}
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// To get the threshold for ewo
mean := types.Mean(types.Abs(s.ewo), 5)
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 {
// heikinashi itself contains the concept of trend, so no need breakthrough/down
bull = s.heikinAshi.Close.Last() > s.heikinAshi.Open.Last()
breakThrough = true
breakDown = true
} else {
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bull = types.Predict(s.ma34, 5, 2) > s.ma34.Last()
breakThrough = kline.Low.Float64() > s.ma5.Last()
breakDown = kline.High.Float64() < s.ma5.Last()
}
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// kline breakthrough ma5, ma50 trend up, and ewo > threshold
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IsBull := bull && breakThrough && s.ewo.Last() >= mean
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// kline downthrough ma5, ma50 trend down, and ewo < threshold
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IsBear := !bull && breakDown && s.ewo.Last() <= -mean
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var orders []types.SubmitOrder
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var price fixedpoint.Value
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if longSignal.Index(1) && !shortSignal.Last() && IsBull {
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if s.UseHeikinAshi {
price = fixedpoint.NewFromFloat(s.heikinAshi.Close.Last())
} else {
price = kline.Low
}
quoteBalance, ok := session.GetAccount().Balance(s.Market.QuoteCurrency)
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if !ok {
return
}
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quantityAmount := quoteBalance.Available.Mul(modifier)
totalQuantity := quantityAmount.Div(price)
order := types.SubmitOrder{
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Symbol: kline.Symbol,
Side: types.SideTypeBuy,
Type: types.OrderTypeLimit,
Price: price,
Quantity: totalQuantity,
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Market: s.Market,
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TimeInForce: types.TimeInForceGTC,
}
if s.validateOrder(&order) {
// strong long
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log.Warnf("long at %v, timestamp: %s", price, kline.StartTime)
orders = append(orders, order)
}
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} else if shortSignal.Index(1) && !longSignal.Last() && IsBear {
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if s.UseHeikinAshi {
price = fixedpoint.NewFromFloat(s.heikinAshi.Close.Last())
} else {
price = kline.High
}
balances := session.GetAccount().Balances()
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baseBalance := balances[s.Market.BaseCurrency].Available.Mul(modifier)
order := types.SubmitOrder{
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Symbol: s.Symbol,
Side: types.SideTypeSell,
Type: types.OrderTypeLimit,
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Market: s.Market,
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Quantity: baseBalance,
Price: price,
TimeInForce: types.TimeInForceGTC,
}
if s.validateOrder(&order) {
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log.Warnf("short at %v, timestamp: %s", price, kline.StartTime)
orders = append(orders, order)
}
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}
if len(orders) > 0 {
createdOrders, err := orderExecutor.SubmitOrders(ctx, orders...)
if err != nil {
log.WithError(err).Errorf("cannot place order")
return
}
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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)
}
}
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if err := orderExecutor.CancelOrders(ctx, toCancel...); err != nil {
log.WithError(err).Errorf("cancel order error")
}
s.tradeCollector.Process()
})
return nil
}