bbgo_origin/pkg/strategy/liquiditymaker/strategy.go

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package liquiditymaker
import (
"context"
"fmt"
"sync"
log "github.com/sirupsen/logrus"
"github.com/c9s/bbgo/pkg/bbgo"
"github.com/c9s/bbgo/pkg/fixedpoint"
. "github.com/c9s/bbgo/pkg/indicator/v2"
"github.com/c9s/bbgo/pkg/strategy/common"
"github.com/c9s/bbgo/pkg/types"
)
const ID = "liquiditymaker"
type advancedOrderCancelApi interface {
CancelAllOrders(ctx context.Context) ([]types.Order, error)
CancelOrdersBySymbol(ctx context.Context, symbol string) ([]types.Order, error)
}
func init() {
bbgo.RegisterStrategy(ID, &Strategy{})
}
// Strategy is the strategy struct of LiquidityMaker
// liquidity maker does not care about the current price, it tries to place liquidity orders (limit maker orders)
// around the current mid price
// liquidity maker's target:
// - place enough total liquidity amount on the order book, for example, 20k USDT value liquidity on both sell and buy
// - ensure the spread by placing the orders from the mid price (or the last trade price)
type Strategy struct {
*common.Strategy
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Environment *bbgo.Environment
Market types.Market
Symbol string `json:"symbol"`
LiquidityUpdateInterval types.Interval `json:"liquidityUpdateInterval"`
AdjustmentUpdateInterval types.Interval `json:"adjustmentUpdateInterval"`
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NumOfLiquidityLayers int `json:"numOfLiquidityLayers"`
LiquiditySlideRule *bbgo.SlideRule `json:"liquidityScale"`
LiquidityPriceRange fixedpoint.Value `json:"liquidityPriceRange"`
AskLiquidityAmount fixedpoint.Value `json:"askLiquidityAmount"`
BidLiquidityAmount fixedpoint.Value `json:"bidLiquidityAmount"`
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UseLastTradePrice bool `json:"useLastTradePrice"`
Spread fixedpoint.Value `json:"spread"`
MaxPrice fixedpoint.Value `json:"maxPrice"`
MinPrice fixedpoint.Value `json:"minPrice"`
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MaxExposure fixedpoint.Value `json:"maxExposure"`
MinProfit fixedpoint.Value `json:"minProfit"`
liquidityOrderBook, adjustmentOrderBook *bbgo.ActiveOrderBook
book *types.StreamOrderBook
liquidityScale bbgo.Scale
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orderGenerator *LiquidityOrderGenerator
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}
func (s *Strategy) Initialize() error {
s.Strategy = &common.Strategy{}
return nil
}
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func (s *Strategy) ID() string {
return ID
}
func (s *Strategy) InstanceID() string {
return fmt.Sprintf("%s:%s", ID, s.Symbol)
}
func (s *Strategy) Subscribe(session *bbgo.ExchangeSession) {
session.Subscribe(types.BookChannel, s.Symbol, types.SubscribeOptions{})
session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.AdjustmentUpdateInterval})
session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: s.LiquidityUpdateInterval})
}
func (s *Strategy) Run(ctx context.Context, _ bbgo.OrderExecutor, session *bbgo.ExchangeSession) error {
s.Strategy.Initialize(ctx, s.Environment, session, s.Market, ID, s.InstanceID())
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s.orderGenerator = &LiquidityOrderGenerator{
Symbol: s.Symbol,
Market: s.Market,
}
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s.book = types.NewStreamBook(s.Symbol)
s.book.BindStream(session.MarketDataStream)
s.liquidityOrderBook = bbgo.NewActiveOrderBook(s.Symbol)
s.liquidityOrderBook.BindStream(session.UserDataStream)
s.adjustmentOrderBook = bbgo.NewActiveOrderBook(s.Symbol)
s.adjustmentOrderBook.BindStream(session.UserDataStream)
scale, err := s.LiquiditySlideRule.Scale()
if err != nil {
return err
}
if err := scale.Solve(); err != nil {
return err
}
if cancelApi, ok := session.Exchange.(advancedOrderCancelApi); ok {
_, _ = cancelApi.CancelOrdersBySymbol(ctx, s.Symbol)
}
s.liquidityScale = scale
session.UserDataStream.OnStart(func() {
s.placeLiquidityOrders(ctx)
})
session.MarketDataStream.OnKLineClosed(func(k types.KLine) {
if k.Interval == s.AdjustmentUpdateInterval {
s.placeAdjustmentOrders(ctx)
}
if k.Interval == s.LiquidityUpdateInterval {
s.placeLiquidityOrders(ctx)
}
})
bbgo.OnShutdown(ctx, func(ctx context.Context, wg *sync.WaitGroup) {
defer wg.Done()
if err := s.liquidityOrderBook.GracefulCancel(ctx, s.Session.Exchange); err != nil {
logErr(err, "unable to cancel liquidity orders")
}
if err := s.adjustmentOrderBook.GracefulCancel(ctx, s.Session.Exchange); err != nil {
logErr(err, "unable to cancel adjustment orders")
}
})
return nil
}
func (s *Strategy) placeAdjustmentOrders(ctx context.Context) {
_ = s.adjustmentOrderBook.GracefulCancel(ctx, s.Session.Exchange)
if s.Position.IsDust() {
return
}
ticker, err := s.Session.Exchange.QueryTicker(ctx, s.Symbol)
if logErr(err, "unable to query ticker") {
return
}
if _, err := s.Session.UpdateAccount(ctx); err != nil {
logErr(err, "unable to update account")
return
}
baseBal, _ := s.Session.Account.Balance(s.Market.BaseCurrency)
quoteBal, _ := s.Session.Account.Balance(s.Market.QuoteCurrency)
var adjOrders []types.SubmitOrder
posSize := s.Position.Base.Abs()
tickSize := s.Market.TickSize
if s.Position.IsShort() {
price := profitProtectedPrice(types.SideTypeBuy, s.Position.AverageCost, ticker.Sell.Add(tickSize.Neg()), s.Session.MakerFeeRate, s.MinProfit)
quoteQuantity := fixedpoint.Min(price.Mul(posSize), quoteBal.Available)
bidQuantity := quoteQuantity.Div(price)
if s.Market.IsDustQuantity(bidQuantity, price) {
return
}
adjOrders = append(adjOrders, types.SubmitOrder{
Symbol: s.Symbol,
Type: types.OrderTypeLimitMaker,
Side: types.SideTypeBuy,
Price: price,
Quantity: bidQuantity,
Market: s.Market,
TimeInForce: types.TimeInForceGTC,
})
} else if s.Position.IsLong() {
price := profitProtectedPrice(types.SideTypeSell, s.Position.AverageCost, ticker.Buy.Add(tickSize), s.Session.MakerFeeRate, s.MinProfit)
askQuantity := fixedpoint.Min(posSize, baseBal.Available)
if s.Market.IsDustQuantity(askQuantity, price) {
return
}
adjOrders = append(adjOrders, types.SubmitOrder{
Symbol: s.Symbol,
Type: types.OrderTypeLimitMaker,
Side: types.SideTypeSell,
Price: price,
Quantity: askQuantity,
Market: s.Market,
TimeInForce: types.TimeInForceGTC,
})
}
createdOrders, err := s.OrderExecutor.SubmitOrders(ctx, adjOrders...)
if logErr(err, "unable to place liquidity orders") {
return
}
s.adjustmentOrderBook.Add(createdOrders...)
}
func (s *Strategy) placeLiquidityOrders(ctx context.Context) {
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err := s.liquidityOrderBook.GracefulCancel(ctx, s.Session.Exchange)
if logErr(err, "unable to cancel orders") {
return
}
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ticker, err := s.Session.Exchange.QueryTicker(ctx, s.Symbol)
if logErr(err, "unable to query ticker") {
return
}
if s.IsHalted(ticker.Time) {
log.Warn("circuitBreakRiskControl: trading halted")
return
}
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if _, err := s.Session.UpdateAccount(ctx); err != nil {
logErr(err, "unable to update account")
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return
}
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baseBal, _ := s.Session.Account.Balance(s.Market.BaseCurrency)
quoteBal, _ := s.Session.Account.Balance(s.Market.QuoteCurrency)
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if ticker.Buy.IsZero() && ticker.Sell.IsZero() {
ticker.Sell = ticker.Last.Add(s.Market.TickSize)
ticker.Buy = ticker.Last.Sub(s.Market.TickSize)
} else if ticker.Buy.IsZero() {
ticker.Buy = ticker.Sell.Sub(s.Market.TickSize)
} else if ticker.Sell.IsZero() {
ticker.Sell = ticker.Buy.Add(s.Market.TickSize)
}
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log.Infof("ticker: %+v", ticker)
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lastTradedPrice := ticker.Last
midPrice := ticker.Sell.Add(ticker.Buy).Div(fixedpoint.Two)
currentSpread := ticker.Sell.Sub(ticker.Buy)
sideSpread := s.Spread.Div(fixedpoint.Two)
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if s.UseLastTradePrice {
midPrice = lastTradedPrice
}
log.Infof("current spread: %f lastTradedPrice: %f midPrice: %f", currentSpread.Float64(), lastTradedPrice.Float64(), midPrice.Float64())
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ask1Price := midPrice.Mul(fixedpoint.One.Add(sideSpread))
bid1Price := midPrice.Mul(fixedpoint.One.Sub(sideSpread))
askLastPrice := midPrice.Mul(fixedpoint.One.Add(s.LiquidityPriceRange))
bidLastPrice := midPrice.Mul(fixedpoint.One.Sub(s.LiquidityPriceRange))
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log.Infof("wanted side spread: %f askRange: %f ~ %f bidRange: %f ~ %f",
sideSpread.Float64(),
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ask1Price.Float64(), askLastPrice.Float64(),
bid1Price.Float64(), bidLastPrice.Float64())
availableBase := baseBal.Available
availableQuote := quoteBal.Available
log.Infof("balances before liq orders: %s, %s",
baseBal.String(),
quoteBal.String())
if !s.Position.IsDust() {
if s.Position.IsLong() {
availableBase = availableBase.Sub(s.Position.Base)
availableBase = s.Market.RoundDownQuantityByPrecision(availableBase)
} else if s.Position.IsShort() {
posSizeInQuote := s.Position.Base.Mul(ticker.Sell)
availableQuote = availableQuote.Sub(posSizeInQuote)
}
}
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bidOrders := s.orderGenerator.Generate(types.SideTypeBuy,
fixedpoint.Min(s.BidLiquidityAmount, quoteBal.Available),
bid1Price,
bidLastPrice,
s.NumOfLiquidityLayers,
s.liquidityScale)
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askOrders := s.orderGenerator.Generate(types.SideTypeSell,
s.AskLiquidityAmount,
ask1Price,
askLastPrice,
s.NumOfLiquidityLayers,
s.liquidityScale)
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askOrders = filterAskOrders(askOrders, baseBal.Available)
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orderForms := append(bidOrders, askOrders...)
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createdOrders, err := s.OrderExecutor.SubmitOrders(ctx, orderForms...)
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if logErr(err, "unable to place liquidity orders") {
return
}
s.liquidityOrderBook.Add(createdOrders...)
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log.Infof("%d liq orders are placed successfully", len(orderForms))
for _, o := range createdOrders {
log.Infof("liq order: %+v", o)
}
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}
func profitProtectedPrice(
side types.SideType, averageCost, price, feeRate, minProfit fixedpoint.Value,
) fixedpoint.Value {
switch side {
case types.SideTypeSell:
minProfitPrice := averageCost.Add(
averageCost.Mul(feeRate.Add(minProfit)))
return fixedpoint.Max(minProfitPrice, price)
case types.SideTypeBuy:
minProfitPrice := averageCost.Sub(
averageCost.Mul(feeRate.Add(minProfit)))
return fixedpoint.Min(minProfitPrice, price)
}
return price
}
func filterAskOrders(askOrders []types.SubmitOrder, available fixedpoint.Value) (out []types.SubmitOrder) {
usedBase := fixedpoint.Zero
for _, askOrder := range askOrders {
if usedBase.Add(askOrder.Quantity).Compare(available) > 0 {
return out
}
usedBase = usedBase.Add(askOrder.Quantity)
out = append(out, askOrder)
}
return out
}
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func logErr(err error, msgAndArgs ...interface{}) bool {
if err == nil {
return false
}
if len(msgAndArgs) == 0 {
log.WithError(err).Error(err.Error())
} else if len(msgAndArgs) == 1 {
msg := msgAndArgs[0].(string)
log.WithError(err).Error(msg)
} else if len(msgAndArgs) > 1 {
msg := msgAndArgs[0].(string)
log.WithError(err).Errorf(msg, msgAndArgs[1:]...)
}
return true
}
func preloadKLines(
inc *KLineStream, session *bbgo.ExchangeSession, symbol string, interval types.Interval,
) {
if store, ok := session.MarketDataStore(symbol); ok {
if kLinesData, ok := store.KLinesOfInterval(interval); ok {
for _, k := range *kLinesData {
inc.EmitUpdate(k)
}
}
}
}