bbgo/pkg/twap/v2/stream_executor.go

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package twap
import (
"context"
"errors"
"fmt"
"sync"
"time"
"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"
)
var defaultUpdateInterval = time.Minute
// FixedQuantityExecutor is a TWAP executor that places orders on the exchange using the exchange's stream API.
// It uses a fixed target quantity to place orders.
type FixedQuantityExecutor struct {
exchange types.Exchange
// configuration fields
symbol string
side types.SideType
targetQuantity, sliceQuantity fixedpoint.Value
// updateInterval is a fixed update interval for placing new order
updateInterval time.Duration
// delayInterval is the delay interval between each order placement
delayInterval time.Duration
// numOfTicks is the number of price ticks behind the best bid to place the order
numOfTicks int
// stopPrice is the price limit for the order
// for buy-orders, the price limit is the maximum price
// for sell-orders, the price limit is the minimum price
stopPrice fixedpoint.Value
// deadlineTime is the deadline time for the order execution
deadlineTime *time.Time
executionCtx context.Context
cancelExecution context.CancelFunc
userDataStreamCtx context.Context
cancelUserDataStream context.CancelFunc
market types.Market
marketDataStream types.Stream
orderBook *types.StreamOrderBook
userDataStream types.Stream
orderUpdateRateLimit *rate.Limiter
activeMakerOrders *bbgo.ActiveOrderBook
orderStore *core.OrderStore
position *types.Position
tradeCollector *core.TradeCollector
logger logrus.FieldLogger
mu sync.Mutex
userDataStreamConnectC chan struct{}
marketDataStreamConnectC chan struct{}
done *DoneSignal
}
func NewFixedQuantityExecutor(
exchange types.Exchange,
symbol string,
market types.Market,
side types.SideType,
targetQuantity, sliceQuantity fixedpoint.Value,
) *FixedQuantityExecutor {
marketDataStream := exchange.NewStream()
marketDataStream.SetPublicOnly()
marketDataStream.Subscribe(types.BookChannel, symbol, types.SubscribeOptions{
Depth: types.DepthLevelMedium,
})
orderBook := types.NewStreamBook(symbol, exchange.Name())
orderBook.BindStream(marketDataStream)
userDataStream := exchange.NewStream()
orderStore := core.NewOrderStore(symbol)
position := types.NewPositionFromMarket(market)
tradeCollector := core.NewTradeCollector(symbol, position, orderStore)
orderStore.BindStream(userDataStream)
activeMakerOrders := bbgo.NewActiveOrderBook(symbol)
e := &FixedQuantityExecutor{
exchange: exchange,
symbol: symbol,
side: side,
market: market,
targetQuantity: targetQuantity,
sliceQuantity: sliceQuantity,
updateInterval: defaultUpdateInterval,
logger: logrus.WithFields(logrus.Fields{
"executor": "twapStream",
"symbol": symbol,
}),
marketDataStream: marketDataStream,
orderBook: orderBook,
userDataStream: userDataStream,
activeMakerOrders: activeMakerOrders,
orderStore: orderStore,
tradeCollector: tradeCollector,
position: position,
done: NewDoneSignal(),
userDataStreamConnectC: make(chan struct{}),
marketDataStreamConnectC: make(chan struct{}),
}
e.tradeCollector.OnTrade(func(trade types.Trade, profit fixedpoint.Value, netProfit fixedpoint.Value) {
e.logger.Info(trade.String())
})
e.tradeCollector.BindStream(e.userDataStream)
activeMakerOrders.OnFilled(e.handleFilledOrder)
activeMakerOrders.BindStream(e.userDataStream)
e.marketDataStream.OnConnect(func() {
e.logger.Info("market data stream on connect")
close(e.marketDataStreamConnectC)
e.logger.Infof("marketDataStreamConnectC closed")
})
// private channels
e.userDataStream.OnAuth(func() {
e.logger.Info("user data stream on auth")
close(e.userDataStreamConnectC)
e.logger.Info("userDataStreamConnectC closed")
})
return e
}
func (e *FixedQuantityExecutor) SetDeadlineTime(t time.Time) {
e.deadlineTime = &t
}
func (e *FixedQuantityExecutor) SetDelayInterval(delayInterval time.Duration) {
e.delayInterval = delayInterval
}
func (e *FixedQuantityExecutor) SetUpdateInterval(updateInterval time.Duration) {
e.updateInterval = updateInterval
}
func (e *FixedQuantityExecutor) SetNumOfTicks(numOfTicks int) {
e.numOfTicks = numOfTicks
}
func (e *FixedQuantityExecutor) SetStopPrice(price fixedpoint.Value) {
e.stopPrice = price
}
func (e *FixedQuantityExecutor) connectMarketData(ctx context.Context) {
e.logger.Infof("connecting market data stream...")
if err := e.marketDataStream.Connect(ctx); err != nil {
e.logger.WithError(err).Errorf("market data stream connect error")
}
}
func (e *FixedQuantityExecutor) connectUserData(ctx context.Context) {
e.logger.Infof("connecting user data stream...")
if err := e.userDataStream.Connect(ctx); err != nil {
e.logger.WithError(err).Errorf("user data stream connect error")
}
}
func (e *FixedQuantityExecutor) handleFilledOrder(order types.Order) {
e.logger.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 *FixedQuantityExecutor) cancelContextIfTargetQuantityFilled() bool {
// ensure that the trades are processed
e.tradeCollector.Process()
// now get the base quantity from the position
base := e.position.GetBase()
if base.Abs().Sub(e.targetQuantity).Compare(e.market.MinQuantity.Neg()) >= 0 {
e.logger.Infof("position is filled with target quantity, canceling the order execution context")
e.cancelExecution()
return true
}
return false
}
func (e *FixedQuantityExecutor) SetOrderUpdateRateLimit(rateLimit *rate.Limiter) {
e.orderUpdateRateLimit = rateLimit
}
func (e *FixedQuantityExecutor) cancelActiveOrders(ctx context.Context) error {
gracefulCtx, gracefulCancel := context.WithTimeout(ctx, 30*time.Second)
defer gracefulCancel()
return e.activeMakerOrders.GracefulCancel(gracefulCtx, e.exchange)
}
func (e *FixedQuantityExecutor) orderUpdater(ctx context.Context) {
defer func() {
if err := e.cancelActiveOrders(ctx); err != nil {
e.logger.WithError(err).Error("cancel active orders error")
}
e.cancelUserDataStream()
e.done.Emit()
}()
ticker := time.NewTimer(e.updateInterval)
defer ticker.Stop()
monitor := NewBboMonitor()
for {
select {
case <-ctx.Done():
return
case <-e.orderBook.C:
changed := monitor.UpdateFromBook(e.orderBook)
if !changed {
continue
}
// orderBook.C sends a signal when any price or quantity changes in the order book
if e.cancelContextIfTargetQuantityFilled() {
return
}
e.logger.Infof("%s order book changed, checking order...", e.symbol)
if err := e.updateOrder(ctx); err != nil {
e.logger.WithError(err).Errorf("order update failed")
}
case <-ticker.C:
changed := monitor.UpdateFromBook(e.orderBook)
if !changed {
continue
}
if e.cancelContextIfTargetQuantityFilled() {
return
}
if err := e.updateOrder(ctx); err != nil {
e.logger.WithError(err).Errorf("order update failed")
}
}
}
}
func (e *FixedQuantityExecutor) updateOrder(ctx context.Context) error {
if e.orderUpdateRateLimit != nil && !e.orderUpdateRateLimit.Allow() {
e.logger.Infof("rate limit exceeded, skip updating order")
return nil
}
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 {
e.logger.Warnf("found more than 1 %s open orders on the orderbook", e.symbol)
}
// get the first active 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, best price = %s, second level 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.Compare(second.Price.Add(tickSpread)) == 0 {
e.logger.Infof("the current order is already on the best ask price %s, skip update", orderPrice.String())
return nil
} else if orderPrice == first.Price {
e.logger.Infof("the current order is already on the best bid price %s, skip update", orderPrice.String())
return nil
}
case types.SideTypeSell:
if tickSpread.Sign() > 0 && orderPrice.Compare(second.Price.Sub(tickSpread)) == 0 {
e.logger.Infof("the current order is already on the best ask price %s, skip update", orderPrice.String())
return nil
} else if orderPrice == first.Price {
e.logger.Infof("the current order is already on the best ask price %s, skip update", orderPrice.String())
return nil
}
}
if err := e.cancelActiveOrders(ctx); err != nil {
e.logger.Warnf("cancel active orders error: %v", err)
}
}
e.tradeCollector.Process()
if e.delayInterval > 0 {
time.Sleep(e.delayInterval)
}
orderForm, err := e.generateOrder()
if err != nil {
return err
} else if orderForm == nil {
return nil
}
return e.submitOrder(ctx, *orderForm)
}
func (e *FixedQuantityExecutor) submitOrder(ctx context.Context, orderForm types.SubmitOrder) error {
createdOrder, err := e.exchange.SubmitOrder(ctx, orderForm)
if err != nil {
return err
}
if createdOrder != nil {
e.orderStore.Add(*createdOrder)
e.activeMakerOrders.Add(*createdOrder)
e.tradeCollector.Process()
}
return nil
}
func (e *FixedQuantityExecutor) getNewPrice() (fixedpoint.Value, error) {
newPrice := fixedpoint.Zero
book := e.orderBook.Copy()
sideBook := book.SideBook(e.side)
first, ok := sideBook.First()
if !ok {
return newPrice, fmt.Errorf("empty %s %s side book", e.symbol, e.side)
}
newPrice = first.Price
spread, ok := book.Spread()
if !ok {
return newPrice, errors.New("can not calculate spread, neither bid price or ask price exists")
}
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
}
}
}
return newPrice, nil
}
func (e *FixedQuantityExecutor) getRemainingQuantity() fixedpoint.Value {
base := e.position.GetBase()
return e.targetQuantity.Sub(base.Abs())
}
func (e *FixedQuantityExecutor) isDeadlineExceeded() bool {
if e.deadlineTime != nil && !e.deadlineTime.IsZero() {
return time.Since(*e.deadlineTime) > 0
}
return false
}
func (e *FixedQuantityExecutor) calculateNewOrderQuantity(price fixedpoint.Value) (fixedpoint.Value, error) {
minQuantity := e.market.MinQuantity
remainingQuantity := e.getRemainingQuantity()
if remainingQuantity.Sign() <= 0 {
e.cancelExecution()
return fixedpoint.Zero, nil
}
if remainingQuantity.Compare(minQuantity) < 0 {
e.logger.Warnf("can not continue placing orders, the remaining quantity %s is less than the min quantity %s", remainingQuantity.String(), minQuantity.String())
e.cancelExecution()
return fixedpoint.Zero, nil
}
// if deadline exceeded, we should return the remaining quantity
if e.isDeadlineExceeded() {
return remainingQuantity, nil
}
// when slice = 1000, if we only have 998, we should adjust our quantity to 998
orderQuantity := fixedpoint.Min(e.sliceQuantity, remainingQuantity)
// if the remaining quantity in the next round is not enough, we should merge the remaining quantity into this round
// if there are rest slices
nextRemainingQuantity := remainingQuantity.Sub(e.sliceQuantity)
if nextRemainingQuantity.Sign() > 0 && e.market.IsDustQuantity(nextRemainingQuantity, price) {
orderQuantity = remainingQuantity
}
orderQuantity = e.market.AdjustQuantityByMinNotional(orderQuantity, price)
return orderQuantity, nil
}
func (e *FixedQuantityExecutor) generateOrder() (*types.SubmitOrder, error) {
newPrice, err := e.getNewPrice()
if err != nil {
return nil, err
}
orderQuantity, err := e.calculateNewOrderQuantity(newPrice)
if err != nil {
return nil, err
}
balances, err := e.exchange.QueryAccountBalances(e.executionCtx)
if err != nil {
return nil, err
}
switch e.side {
case types.SideTypeSell:
// check base balance for sell, try to sell as more as possible
if b, ok := balances[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 := balances[e.market.QuoteCurrency]; ok {
orderQuantity = e.market.AdjustQuantityByMaxAmount(orderQuantity, newPrice, b.Available)
}
}
if e.isDeadlineExceeded() {
return &types.SubmitOrder{
Symbol: e.symbol,
Side: e.side,
Type: types.OrderTypeMarket,
Quantity: orderQuantity,
Market: e.market,
}, nil
}
return &types.SubmitOrder{
Symbol: e.symbol,
Side: e.side,
Type: types.OrderTypeLimitMaker,
Quantity: orderQuantity,
Price: newPrice,
Market: e.market,
TimeInForce: types.TimeInForceGTC,
}, nil
}
func (e *FixedQuantityExecutor) Start(ctx context.Context) error {
if e.executionCtx != nil {
return errors.New("executionCtx is not nil, you can't start the executor twice")
}
e.executionCtx, e.cancelExecution = context.WithCancel(ctx)
e.userDataStreamCtx, e.cancelUserDataStream = context.WithCancel(ctx)
go e.connectMarketData(e.executionCtx)
go e.connectUserData(e.userDataStreamCtx)
e.logger.Infof("waiting for connections ready...")
if err := e.WaitForConnection(ctx); err != nil {
e.cancelExecution()
return err
}
e.logger.Infof("connections ready, starting order updater...")
go e.orderUpdater(e.executionCtx)
return nil
}
func (e *FixedQuantityExecutor) WaitForConnection(ctx context.Context) error {
if !selectSignalOrTimeout(ctx, e.marketDataStreamConnectC, 10*time.Second) {
return fmt.Errorf("market data stream connection timeout")
}
if !selectSignalOrTimeout(ctx, e.userDataStreamConnectC, 10*time.Second) {
return fmt.Errorf("user data stream connection timeout")
}
return nil
}
// Done returns a channel that emits a signal when the execution is done.
func (e *FixedQuantityExecutor) Done() <-chan struct{} {
return e.done.Chan()
}
// Shutdown stops the execution
// If we call this method, it means the execution is still running,
// We need it to:
// 1. Stop the order updater (by using the execution context)
// 2. The order updater cancels all open orders and closes the user data stream
func (e *FixedQuantityExecutor) Shutdown(shutdownCtx context.Context) {
e.tradeCollector.Process()
e.mu.Lock()
if e.cancelExecution != nil {
e.cancelExecution()
}
e.mu.Unlock()
for {
select {
case <-shutdownCtx.Done():
return
case <-e.done.Chan():
return
}
}
}
func selectSignalOrTimeout(ctx context.Context, c chan struct{}, timeout time.Duration) bool {
select {
case <-ctx.Done():
return false
case <-time.After(timeout):
return false
case <-c:
return true
}
}