bbgo/pkg/twap/stream_executor.go

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package twap
import (
"context"
"fmt"
"sync"
"time"
"github.com/pkg/errors"
"github.com/sirupsen/logrus"
"golang.org/x/time/rate"
"git.qtrade.icu/lychiyu/bbgo/pkg/bbgo"
"git.qtrade.icu/lychiyu/bbgo/pkg/core"
"git.qtrade.icu/lychiyu/bbgo/pkg/fixedpoint"
"git.qtrade.icu/lychiyu/bbgo/pkg/types"
)
// StreamExecutor is a TWAP execution that places orders on the best price by connecting to the real time market data stream.
type StreamExecutor struct {
Session *bbgo.ExchangeSession
Symbol string
Side types.SideType
TargetQuantity fixedpoint.Value
SliceQuantity fixedpoint.Value
StopPrice fixedpoint.Value
NumOfTicks int
UpdateInterval time.Duration
DeadlineTime time.Time
market types.Market
marketDataStream types.Stream
userDataStream types.Stream
userDataStreamCtx context.Context
cancelUserDataStream context.CancelFunc
orderBook *types.StreamOrderBook
currentPrice fixedpoint.Value
activePosition fixedpoint.Value
activeMakerOrders *bbgo.ActiveOrderBook
orderStore *core.OrderStore
position *types.Position
executionCtx context.Context
cancelExecution context.CancelFunc
stoppedC chan struct{}
mu sync.Mutex
}
func (e *StreamExecutor) connectMarketData(ctx context.Context) {
logrus.Infof("connecting market data stream...")
if err := e.marketDataStream.Connect(ctx); err != nil {
logrus.WithError(err).Errorf("market data stream connect error")
}
}
func (e *StreamExecutor) connectUserData(ctx context.Context) {
logrus.Infof("connecting user data stream...")
if err := e.userDataStream.Connect(ctx); err != nil {
logrus.WithError(err).Errorf("user data stream connect error")
}
}
func (e *StreamExecutor) newBestPriceOrder() (orderForm types.SubmitOrder, err error) {
book := e.orderBook.Copy()
sideBook := book.SideBook(e.Side)
first, ok := sideBook.First()
if !ok {
return orderForm, fmt.Errorf("empty %s %s side book", e.Symbol, e.Side)
}
newPrice := first.Price
spread, ok := book.Spread()
if !ok {
return orderForm, errors.New("can not calculate spread, neither bid price or ask price exists")
}
// for example, we have tickSize = 0.01, and spread is 28.02 - 28.00 = 0.02
// assign tickSpread = min(spread - tickSize, tickSpread)
//
// if number of ticks = 0, than the tickSpread is 0
// tickSpread = min(0.02 - 0.01, 0)
// price = first bid price 28.00 + tickSpread (0.00) = 28.00
//
// if number of ticks = 1, than the tickSpread is 0.01
// tickSpread = min(0.02 - 0.01, 0.01)
// price = first bid price 28.00 + tickSpread (0.01) = 28.01
//
// if number of ticks = 2, than the tickSpread is 0.02
// tickSpread = min(0.02 - 0.01, 0.02)
// price = first bid price 28.00 + tickSpread (0.01) = 28.01
tickSize := e.market.TickSize
tickSpread := tickSize.Mul(fixedpoint.NewFromInt(int64(e.NumOfTicks)))
if spread.Compare(tickSize) > 0 {
// there is a gap in the spread
tickSpread = fixedpoint.Min(tickSpread, spread.Sub(tickSize))
switch e.Side {
case types.SideTypeSell:
newPrice = newPrice.Sub(tickSpread)
case types.SideTypeBuy:
newPrice = newPrice.Add(tickSpread)
}
}
if e.StopPrice.Sign() > 0 {
switch e.Side {
case types.SideTypeSell:
if newPrice.Compare(e.StopPrice) < 0 {
logrus.Infof("%s order price %s is lower than the stop sell price %s, setting order price to the stop sell price %s",
e.Symbol,
newPrice.String(),
e.StopPrice.String(),
e.StopPrice.String())
newPrice = e.StopPrice
}
case types.SideTypeBuy:
if newPrice.Compare(e.StopPrice) > 0 {
logrus.Infof("%s order price %s is higher than the stop buy price %s, setting order price to the stop buy price %s",
e.Symbol,
newPrice.String(),
e.StopPrice.String(),
e.StopPrice.String())
newPrice = e.StopPrice
}
}
}
minQuantity := e.market.MinQuantity
base := e.position.GetBase()
restQuantity := e.TargetQuantity.Sub(base.Abs())
if restQuantity.Sign() <= 0 {
if e.cancelContextIfTargetQuantityFilled() {
return
}
}
if restQuantity.Compare(minQuantity) < 0 {
return orderForm, fmt.Errorf("can not continue placing orders, rest quantity %s is less than the min quantity %s", restQuantity.String(), minQuantity.String())
}
// when slice = 1000, if we only have 998, we should adjust our quantity to 998
orderQuantity := fixedpoint.Min(e.SliceQuantity, restQuantity)
// if the rest quantity in the next round is not enough, we should merge the rest quantity into this round
// if there are rest slices
nextRestQuantity := restQuantity.Sub(e.SliceQuantity)
if nextRestQuantity.Sign() > 0 && nextRestQuantity.Compare(minQuantity) < 0 {
orderQuantity = restQuantity
}
minNotional := e.market.MinNotional
orderQuantity = bbgo.AdjustQuantityByMinAmount(orderQuantity, newPrice, minNotional)
switch e.Side {
case types.SideTypeSell:
// check base balance for sell, try to sell as more as possible
if b, ok := e.Session.GetAccount().Balance(e.market.BaseCurrency); ok {
orderQuantity = fixedpoint.Min(b.Available, orderQuantity)
}
case types.SideTypeBuy:
// check base balance for sell, try to sell as more as possible
if b, ok := e.Session.GetAccount().Balance(e.market.QuoteCurrency); ok {
orderQuantity = bbgo.AdjustQuantityByMaxAmount(orderQuantity, newPrice, b.Available)
}
}
if !e.DeadlineTime.IsZero() {
now := time.Now()
if now.After(e.DeadlineTime) {
orderForm = types.SubmitOrder{
Symbol: e.Symbol,
Side: e.Side,
Type: types.OrderTypeMarket,
Quantity: restQuantity,
Market: e.market,
}
return orderForm, nil
}
}
orderForm = types.SubmitOrder{
// ClientOrderID: "",
Symbol: e.Symbol,
Side: e.Side,
Type: types.OrderTypeLimitMaker,
Quantity: orderQuantity,
Price: newPrice,
Market: e.market,
TimeInForce: "GTC",
}
return orderForm, err
}
func (e *StreamExecutor) updateOrder(ctx context.Context) error {
book := e.orderBook.Copy()
sideBook := book.SideBook(e.Side)
first, ok := sideBook.First()
if !ok {
return fmt.Errorf("empty %s %s side book", e.Symbol, e.Side)
}
// if there is no gap between the first price entry and the second price entry
second, ok := sideBook.Second()
if !ok {
return fmt.Errorf("no secoond price on the %s order book %s, can not update", e.Symbol, e.Side)
}
tickSize := e.market.TickSize
numOfTicks := fixedpoint.NewFromInt(int64(e.NumOfTicks))
tickSpread := tickSize.Mul(numOfTicks)
// check and see if we need to cancel the existing active orders
for e.activeMakerOrders.NumOfOrders() > 0 {
orders := e.activeMakerOrders.Orders()
if len(orders) > 1 {
logrus.Warnf("more than 1 %s open orders in the strategy...", e.Symbol)
}
// get the first order
order := orders[0]
orderPrice := order.Price
// quantity := fixedpoint.NewFromFloat(order.Quantity)
remainingQuantity := order.Quantity.Sub(order.ExecutedQuantity)
if remainingQuantity.Compare(e.market.MinQuantity) <= 0 {
logrus.Infof("order remaining quantity %s is less than the market minimal quantity %s, skip updating order", remainingQuantity.String(), e.market.MinQuantity.String())
return nil
}
// if the first bid price or first ask price is the same to the current active order
// we should skip updating the order
// DO NOT UPDATE IF:
// tickSpread > 0 AND current order price == second price + tickSpread
// current order price == first price
logrus.Infof("orderPrice = %s first.Price = %s second.Price = %s tickSpread = %s", orderPrice.String(), first.Price.String(), second.Price.String(), tickSpread.String())
switch e.Side {
case types.SideTypeBuy:
if tickSpread.Sign() > 0 && orderPrice == second.Price.Add(tickSpread) {
logrus.Infof("the current order is already on the best ask price %s", orderPrice.String())
return nil
} else if orderPrice == first.Price {
logrus.Infof("the current order is already on the best bid price %s", orderPrice.String())
return nil
}
case types.SideTypeSell:
if tickSpread.Sign() > 0 && orderPrice == second.Price.Sub(tickSpread) {
logrus.Infof("the current order is already on the best ask price %s", orderPrice.String())
return nil
} else if orderPrice == first.Price {
logrus.Infof("the current order is already on the best ask price %s", orderPrice.String())
return nil
}
}
e.cancelActiveOrders()
}
orderForm, err := e.newBestPriceOrder()
if err != nil {
return err
}
createdOrders, err := e.Session.OrderExecutor.SubmitOrders(ctx, orderForm)
if err != nil {
return err
}
e.activeMakerOrders.Add(createdOrders...)
e.orderStore.Add(createdOrders...)
return nil
}
func (e *StreamExecutor) cancelActiveOrders() {
gracefulCtx, gracefulCancel := context.WithTimeout(context.TODO(), 30*time.Second)
defer gracefulCancel()
e.activeMakerOrders.GracefulCancel(gracefulCtx, e.Session.Exchange)
}
func (e *StreamExecutor) orderUpdater(ctx context.Context) {
updateLimiter := rate.NewLimiter(rate.Every(3*time.Second), 1)
ticker := time.NewTimer(e.UpdateInterval)
defer ticker.Stop()
// we should stop updater and clean up our open orders, if
// 1. the given context is canceled.
// 2. the base quantity equals to or greater than the target quantity
defer func() {
e.cancelActiveOrders()
e.cancelUserDataStream()
e.emitDone()
}()
for {
select {
case <-ctx.Done():
return
case <-e.orderBook.C:
if !updateLimiter.Allow() {
break
}
if e.cancelContextIfTargetQuantityFilled() {
return
}
logrus.Infof("%s order book changed, checking order...", e.Symbol)
if err := e.updateOrder(ctx); err != nil {
logrus.WithError(err).Errorf("order update failed")
}
case <-ticker.C:
if !updateLimiter.Allow() {
break
}
if e.cancelContextIfTargetQuantityFilled() {
return
}
if err := e.updateOrder(ctx); err != nil {
logrus.WithError(err).Errorf("order update failed")
}
}
}
}
func (e *StreamExecutor) cancelContextIfTargetQuantityFilled() bool {
base := e.position.GetBase()
if base.Abs().Compare(e.TargetQuantity) >= 0 {
logrus.Infof("filled target quantity, canceling the order execution context")
e.cancelExecution()
return true
}
return false
}
func (e *StreamExecutor) handleTradeUpdate(trade types.Trade) {
// ignore trades that are not in the symbol we interested
if trade.Symbol != e.Symbol {
return
}
if !e.orderStore.Exists(trade.OrderID) {
return
}
logrus.Info(trade.String())
e.position.AddTrade(trade)
logrus.Infof("position updated: %+v", e.position)
}
func (e *StreamExecutor) handleFilledOrder(order types.Order) {
logrus.Info(order.String())
// filled event triggers the order removal from the active order store
// we need to ensure we received every order update event before the execution is done.
e.cancelContextIfTargetQuantityFilled()
}
func (e *StreamExecutor) Run(parentCtx context.Context) error {
e.mu.Lock()
e.stoppedC = make(chan struct{})
e.executionCtx, e.cancelExecution = context.WithCancel(parentCtx)
e.userDataStreamCtx, e.cancelUserDataStream = context.WithCancel(context.Background())
e.mu.Unlock()
if e.UpdateInterval == 0 {
e.UpdateInterval = 10 * time.Second
}
var ok bool
e.market, ok = e.Session.Market(e.Symbol)
if !ok {
return fmt.Errorf("market %s not found", e.Symbol)
}
e.marketDataStream = e.Session.Exchange.NewStream()
e.marketDataStream.SetPublicOnly()
e.marketDataStream.Subscribe(types.BookChannel, e.Symbol, types.SubscribeOptions{})
e.orderBook = types.NewStreamBook(e.Symbol, e.Session.ExchangeName)
e.orderBook.BindStream(e.marketDataStream)
e.userDataStream = e.Session.Exchange.NewStream()
e.userDataStream.OnTradeUpdate(e.handleTradeUpdate)
e.position = &types.Position{
Symbol: e.Symbol,
BaseCurrency: e.market.BaseCurrency,
QuoteCurrency: e.market.QuoteCurrency,
}
e.orderStore = core.NewOrderStore(e.Symbol)
e.orderStore.BindStream(e.userDataStream)
e.activeMakerOrders = bbgo.NewActiveOrderBook(e.Symbol)
e.activeMakerOrders.OnFilled(e.handleFilledOrder)
e.activeMakerOrders.BindStream(e.userDataStream)
go e.connectMarketData(e.executionCtx)
go e.connectUserData(e.userDataStreamCtx)
go e.orderUpdater(e.executionCtx)
return nil
}
func (e *StreamExecutor) emitDone() {
e.mu.Lock()
if e.stoppedC == nil {
e.stoppedC = make(chan struct{})
}
close(e.stoppedC)
e.mu.Unlock()
}
func (e *StreamExecutor) Done() (c <-chan struct{}) {
e.mu.Lock()
// if the channel is not allocated, it means it's not started yet, we need to return a closed channel
if e.stoppedC == nil {
e.stoppedC = make(chan struct{})
close(e.stoppedC)
c = e.stoppedC
} else {
c = e.stoppedC
}
e.mu.Unlock()
return c
}
// Shutdown stops the execution
// If we call this method, it means the execution is still running,
// We need to:
// 1. stop the order updater (by using the execution context)
// 2. the order updater cancels all open orders and close the user data stream
func (e *StreamExecutor) Shutdown(shutdownCtx context.Context) {
e.mu.Lock()
if e.cancelExecution != nil {
e.cancelExecution()
}
e.mu.Unlock()
for {
select {
case <-shutdownCtx.Done():
return
case <-e.Done():
return
}
}
}