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package twap
import (
"context"
"errors"
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"fmt"
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"sync"
"time"
"github.com/sirupsen/logrus"
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"golang.org/x/time/rate"
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"github.com/c9s/bbgo/pkg/bbgo"
"github.com/c9s/bbgo/pkg/core"
"github.com/c9s/bbgo/pkg/fixedpoint"
"github.com/c9s/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
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symbol string
side types . SideType
targetQuantity , sliceQuantity fixedpoint . Value
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// 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
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// 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
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// for buy-orders, the price limit is the maximum price
// for sell-orders, the price limit is the minimum price
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stopPrice fixedpoint . Value
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// 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
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orderBook * types . StreamOrderBook
userDataStream types . Stream
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orderUpdateRateLimit * rate . Limiter
activeMakerOrders * bbgo . ActiveOrderBook
orderStore * core . OrderStore
position * types . Position
tradeCollector * core . TradeCollector
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logger logrus . FieldLogger
mu sync . Mutex
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userDataStreamConnectC chan struct { }
marketDataStreamConnectC chan struct { }
done * DoneSignal
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}
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func NewFixedQuantityExecutor (
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exchange types . Exchange ,
symbol string ,
market types . Market ,
side types . SideType ,
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targetQuantity , sliceQuantity fixedpoint . Value ,
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) * FixedQuantityExecutor {
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marketDataStream := exchange . NewStream ( )
marketDataStream . SetPublicOnly ( )
marketDataStream . Subscribe ( types . BookChannel , symbol , types . SubscribeOptions {
Depth : types . DepthLevelMedium ,
} )
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orderBook := types . NewStreamBook ( symbol , exchange . Name ( ) )
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orderBook . BindStream ( marketDataStream )
userDataStream := exchange . NewStream ( )
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orderStore := core . NewOrderStore ( symbol )
position := types . NewPositionFromMarket ( market )
tradeCollector := core . NewTradeCollector ( symbol , position , orderStore )
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orderStore . BindStream ( userDataStream )
activeMakerOrders := bbgo . NewActiveOrderBook ( symbol )
e := & FixedQuantityExecutor {
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exchange : exchange ,
symbol : symbol ,
side : side ,
market : market ,
targetQuantity : targetQuantity ,
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sliceQuantity : sliceQuantity ,
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updateInterval : defaultUpdateInterval ,
logger : logrus . WithFields ( logrus . Fields {
"executor" : "twapStream" ,
"symbol" : symbol ,
} ) ,
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marketDataStream : marketDataStream ,
orderBook : orderBook ,
userDataStream : userDataStream ,
activeMakerOrders : activeMakerOrders ,
orderStore : orderStore ,
tradeCollector : tradeCollector ,
position : position ,
done : NewDoneSignal ( ) ,
userDataStreamConnectC : make ( chan struct { } ) ,
marketDataStreamConnectC : make ( chan struct { } ) ,
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}
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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
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}
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
}
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func ( e * FixedQuantityExecutor ) SetNumOfTicks ( numOfTicks int ) {
e . numOfTicks = numOfTicks
}
func ( e * FixedQuantityExecutor ) SetStopPrice ( price fixedpoint . Value ) {
e . stopPrice = price
}
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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 {
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// ensure that the trades are processed
e . tradeCollector . Process ( )
// now get the base quantity from the position
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base := e . position . GetBase ( )
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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" )
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e . cancelExecution ( )
return true
}
return false
}
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func ( e * FixedQuantityExecutor ) SetOrderUpdateRateLimit ( rateLimit * rate . Limiter ) {
e . orderUpdateRateLimit = rateLimit
}
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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 ( )
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monitor := NewBboMonitor ( )
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for {
select {
case <- ctx . Done ( ) :
return
case <- e . orderBook . C :
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changed := monitor . UpdateFromBook ( e . orderBook )
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if ! changed {
continue
}
// orderBook.C sends a signal when any price or quantity changes in the order book
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if e . cancelContextIfTargetQuantityFilled ( ) {
return
}
e . logger . Infof ( "%s order book changed, checking order..." , e . symbol )
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if err := e . updateOrder ( ctx ) ; err != nil {
e . logger . WithError ( err ) . Errorf ( "order update failed" )
}
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case <- ticker . C :
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changed := monitor . UpdateFromBook ( e . orderBook )
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if ! changed {
continue
}
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if e . cancelContextIfTargetQuantityFilled ( ) {
return
}
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if err := e . updateOrder ( ctx ) ; err != nil {
e . logger . WithError ( err ) . Errorf ( "order update failed" )
}
}
}
}
func ( e * FixedQuantityExecutor ) updateOrder ( ctx context . Context ) error {
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if e . orderUpdateRateLimit != nil && ! e . orderUpdateRateLimit . Allow ( ) {
e . logger . Infof ( "rate limit exceeded, skip updating order" )
return nil
}
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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 {
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e . logger . Warnf ( "found more than 1 %s open orders on the orderbook" , e . symbol )
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}
// 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
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logrus . Infof ( "orderPrice = %s, best price = %s, second level price = %s, tickSpread = %s" ,
orderPrice . String ( ) ,
first . Price . String ( ) ,
second . Price . String ( ) ,
tickSpread . String ( ) )
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switch e . side {
case types . SideTypeBuy :
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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 ( ) )
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return nil
} else if orderPrice == first . Price {
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e . logger . Infof ( "the current order is already on the best bid price %s, skip update" , orderPrice . String ( ) )
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return nil
}
case types . SideTypeSell :
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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 ( ) )
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return nil
} else if orderPrice == first . Price {
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e . logger . Infof ( "the current order is already on the best ask price %s, skip update" , orderPrice . String ( ) )
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return nil
}
}
if err := e . cancelActiveOrders ( ctx ) ; err != nil {
e . logger . Warnf ( "cancel active orders error: %v" , err )
}
}
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e . tradeCollector . Process ( )
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if e . delayInterval > 0 {
time . Sleep ( e . delayInterval )
}
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orderForm , err := e . generateOrder ( )
if err != nil {
return err
} else if orderForm == nil {
return nil
}
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return e . submitOrder ( ctx , * orderForm )
}
func ( e * FixedQuantityExecutor ) submitOrder ( ctx context . Context , orderForm types . SubmitOrder ) error {
createdOrder , err := e . exchange . SubmitOrder ( ctx , orderForm )
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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
}
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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
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}
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return false
}
func ( e * FixedQuantityExecutor ) calculateNewOrderQuantity ( price fixedpoint . Value ) ( fixedpoint . Value , error ) {
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minQuantity := e . market . MinQuantity
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remainingQuantity := e . getRemainingQuantity ( )
if remainingQuantity . Sign ( ) <= 0 {
e . cancelExecution ( )
return fixedpoint . Zero , nil
}
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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 ( ) )
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e . cancelExecution ( )
return fixedpoint . Zero , nil
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}
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// if deadline exceeded, we should return the remaining quantity
if e . isDeadlineExceeded ( ) {
return remainingQuantity , nil
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}
// when slice = 1000, if we only have 998, we should adjust our quantity to 998
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orderQuantity := fixedpoint . Min ( e . sliceQuantity , remainingQuantity )
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// if the remaining quantity in the next round is not enough, we should merge the remaining quantity into this round
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// if there are rest slices
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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
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}
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orderQuantity , err := e . calculateNewOrderQuantity ( newPrice )
if err != nil {
return nil , err
}
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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 {
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orderQuantity = e . market . AdjustQuantityByMaxAmount ( orderQuantity , newPrice , b . Available )
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}
}
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if e . isDeadlineExceeded ( ) {
return & types . SubmitOrder {
Symbol : e . symbol ,
Side : e . side ,
Type : types . OrderTypeMarket ,
Quantity : orderQuantity ,
Market : e . market ,
} , nil
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}
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return & types . SubmitOrder {
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Symbol : e . symbol ,
Side : e . side ,
Type : types . OrderTypeLimitMaker ,
Quantity : orderQuantity ,
Price : newPrice ,
Market : e . market ,
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TimeInForce : types . TimeInForceGTC ,
} , nil
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}
func ( e * FixedQuantityExecutor ) Start ( ctx context . Context ) error {
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if e . executionCtx != nil {
return errors . New ( "executionCtx is not nil, you can't start the executor twice" )
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}
e . executionCtx , e . cancelExecution = context . WithCancel ( ctx )
e . userDataStreamCtx , e . cancelUserDataStream = context . WithCancel ( ctx )
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go e . connectMarketData ( e . executionCtx )
go e . connectUserData ( e . userDataStreamCtx )
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e . logger . Infof ( "waiting for connections ready..." )
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if err := e . WaitForConnection ( ctx ) ; err != nil {
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e . cancelExecution ( )
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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 ) {
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return fmt . Errorf ( "market data stream connection timeout" )
}
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if ! selectSignalOrTimeout ( ctx , e . userDataStreamConnectC , 10 * time . Second ) {
return fmt . Errorf ( "user data stream connection timeout" )
}
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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 ) {
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e . tradeCollector . Process ( )
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e . mu . Lock ( )
if e . cancelExecution != nil {
e . cancelExecution ( )
}
e . mu . Unlock ( )
for {
select {
case <- shutdownCtx . Done ( ) :
return
case <- e . done . Chan ( ) :
return
}
}
}
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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
}
}