bbgo_origin/pkg/strategy/xfunding/strategy.go

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package xfunding
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import (
"context"
"errors"
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"fmt"
"strings"
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"sync"
"time"
"github.com/sirupsen/logrus"
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"github.com/c9s/bbgo/pkg/exchange/binance"
"github.com/c9s/bbgo/pkg/fixedpoint"
"github.com/c9s/bbgo/pkg/util/backoff"
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"github.com/c9s/bbgo/pkg/bbgo"
"github.com/c9s/bbgo/pkg/types"
)
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const ID = "xfunding"
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//go:generate stringer -type=PositionAction
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type PositionAction int
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const (
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PositionNoOp PositionAction = iota
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PositionOpening
PositionClosing
)
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var log = logrus.WithField("strategy", ID)
func init() {
// Register the pointer of the strategy struct,
// so that bbgo knows what struct to be used to unmarshal the configs (YAML or JSON)
// Note: built-in strategies need to imported manually in the bbgo cmd package.
bbgo.RegisterStrategy(ID, &Strategy{})
}
// Strategy is the xfunding fee strategy
// Right now it only supports short position in the USDT futures account.
// When opening the short position, it uses spot account to buy inventory, then transfer the inventory to the futures account as collateral assets.
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type Strategy struct {
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Environment *bbgo.Environment
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// These fields will be filled from the config file (it translates YAML to JSON)
Symbol string `json:"symbol"`
Market types.Market `json:"-"`
// Leverage is the leverage of the futures position
Leverage fixedpoint.Value `json:"leverage,omitempty"`
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// IncrementalQuoteQuantity is used for opening position incrementally with a small fixed quote quantity
// for example, 100usdt per order
IncrementalQuoteQuantity fixedpoint.Value `json:"incrementalQuoteQuantity"`
QuoteInvestment fixedpoint.Value `json:"quoteInvestment"`
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// ShortFundingRate is the funding rate range for short positions
// TODO: right now we don't support negative funding rate (long position) since it's rarer
ShortFundingRate *struct {
High fixedpoint.Value `json:"high"`
Low fixedpoint.Value `json:"low"`
} `json:"shortFundingRate"`
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SupportDetection []struct {
Interval types.Interval `json:"interval"`
// MovingAverageType is the moving average indicator type that we want to use,
// it could be SMA or EWMA
MovingAverageType string `json:"movingAverageType"`
// MovingAverageInterval is the interval of k-lines for the moving average indicator to calculate,
// it could be "1m", "5m", "1h" and so on. note that, the moving averages are calculated from
// the k-line data we subscribed
// MovingAverageInterval types.Interval `json:"movingAverageInterval"`
//
// // MovingAverageWindow is the number of the window size of the moving average indicator.
// // The number of k-lines in the window. generally used window sizes are 7, 25 and 99 in the TradingView.
// MovingAverageWindow int `json:"movingAverageWindow"`
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MovingAverageIntervalWindow types.IntervalWindow `json:"movingAverageIntervalWindow"`
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MinVolume fixedpoint.Value `json:"minVolume"`
MinQuoteVolume fixedpoint.Value `json:"minQuoteVolume"`
} `json:"supportDetection"`
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SpotSession string `json:"spotSession"`
FuturesSession string `json:"futuresSession"`
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ProfitStats *types.ProfitStats `persistence:"profit_stats"`
SpotPosition *types.Position `persistence:"spot_position"`
FuturesPosition *types.Position `persistence:"futures_position"`
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State *State `persistence:"state"`
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// mu is used for locking state
mu sync.Mutex
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spotSession, futuresSession *bbgo.ExchangeSession
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spotOrderExecutor, futuresOrderExecutor *bbgo.GeneralOrderExecutor
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spotMarket, futuresMarket types.Market
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// positionAction is default to NoOp
positionAction PositionAction
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// positionType is the futures position type
// currently we only support short position for the positive funding rate
positionType types.PositionType
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}
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type State struct {
PendingBaseTransfer fixedpoint.Value `json:"pendingBaseTransfer"`
TotalBaseTransfer fixedpoint.Value `json:"totalBaseTransfer"`
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UsedQuoteInvestment fixedpoint.Value `json:"usedQuoteInvestment"`
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}
func (s *Strategy) ID() string {
return ID
}
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func (s *Strategy) CrossSubscribe(sessions map[string]*bbgo.ExchangeSession) {
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// TODO: add safety check
spotSession := sessions[s.SpotSession]
futuresSession := sessions[s.FuturesSession]
spotSession.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{
Interval: types.Interval1m,
})
futuresSession.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{
Interval: types.Interval1m,
})
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}
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func (s *Strategy) Subscribe(session *bbgo.ExchangeSession) {
for _, detection := range s.SupportDetection {
session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{
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Interval: detection.Interval,
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})
session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{
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Interval: detection.MovingAverageIntervalWindow.Interval,
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})
}
}
func (s *Strategy) Defaults() error {
s.Leverage = fixedpoint.One
return nil
}
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func (s *Strategy) Validate() error {
if len(s.Symbol) == 0 {
return errors.New("symbol is required")
}
if len(s.SpotSession) == 0 {
return errors.New("spotSession name is required")
}
if len(s.FuturesSession) == 0 {
return errors.New("futuresSession name is required")
}
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if s.QuoteInvestment.IsZero() {
return errors.New("quoteInvestment can not be zero")
}
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return nil
}
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func (s *Strategy) InstanceID() string {
return fmt.Sprintf("%s-%s", ID, s.Symbol)
}
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func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, session *bbgo.ExchangeSession) error {
standardIndicatorSet := session.StandardIndicatorSet(s.Symbol)
var ma types.Float64Indicator
for _, detection := range s.SupportDetection {
switch strings.ToLower(detection.MovingAverageType) {
case "sma":
ma = standardIndicatorSet.SMA(types.IntervalWindow{
Interval: detection.MovingAverageIntervalWindow.Interval,
Window: detection.MovingAverageIntervalWindow.Window,
})
case "ema", "ewma":
ma = standardIndicatorSet.EWMA(types.IntervalWindow{
Interval: detection.MovingAverageIntervalWindow.Interval,
Window: detection.MovingAverageIntervalWindow.Window,
})
default:
ma = standardIndicatorSet.EWMA(types.IntervalWindow{
Interval: detection.MovingAverageIntervalWindow.Interval,
Window: detection.MovingAverageIntervalWindow.Window,
})
}
}
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_ = ma
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return nil
}
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func (s *Strategy) CrossRun(ctx context.Context, orderExecutionRouter bbgo.OrderExecutionRouter, sessions map[string]*bbgo.ExchangeSession) error {
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instanceID := s.InstanceID()
s.spotSession = sessions[s.SpotSession]
s.futuresSession = sessions[s.FuturesSession]
s.spotMarket, _ = s.spotSession.Market(s.Symbol)
s.futuresMarket, _ = s.futuresSession.Market(s.Symbol)
// adjust QuoteInvestment
if b, ok := s.spotSession.Account.Balance(s.spotMarket.QuoteCurrency); ok {
originalQuoteInvestment := s.QuoteInvestment
// adjust available quote with the fee rate
available := b.Available.Mul(fixedpoint.NewFromFloat(1.0 - (0.01 * 0.075)))
s.QuoteInvestment = fixedpoint.Min(available, s.QuoteInvestment)
if originalQuoteInvestment.Compare(s.QuoteInvestment) != 0 {
log.Infof("adjusted quoteInvestment from %s to %s according to the balance",
originalQuoteInvestment.String(),
s.QuoteInvestment.String(),
)
}
}
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if s.ProfitStats == nil {
s.ProfitStats = types.NewProfitStats(s.Market)
}
if s.FuturesPosition == nil {
s.FuturesPosition = types.NewPositionFromMarket(s.futuresMarket)
}
if s.SpotPosition == nil {
s.SpotPosition = types.NewPositionFromMarket(s.spotMarket)
}
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if s.State == nil {
s.State = &State{
PendingBaseTransfer: fixedpoint.Zero,
TotalBaseTransfer: fixedpoint.Zero,
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UsedQuoteInvestment: fixedpoint.Zero,
}
}
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log.Infof("loaded spot position: %s", s.SpotPosition.String())
log.Infof("loaded futures position: %s", s.FuturesPosition.String())
binanceFutures := s.futuresSession.Exchange.(*binance.Exchange)
binanceSpot := s.spotSession.Exchange.(*binance.Exchange)
_ = binanceSpot
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s.spotOrderExecutor = s.allocateOrderExecutor(ctx, s.spotSession, instanceID, s.SpotPosition)
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s.spotOrderExecutor.TradeCollector().OnTrade(func(trade types.Trade, profit fixedpoint.Value, netProfit fixedpoint.Value) {
// we act differently on the spot account
// when opening a position, we place orders on the spot account first, then the futures account,
// and we need to accumulate the used quote amount
//
// when closing a position, we place orders on the futures account first, then the spot account
// we need to close the position according to its base quantity instead of quote quantity
if s.positionType == types.PositionShort {
switch s.positionAction {
case PositionOpening:
if trade.Side != types.SideTypeBuy {
log.Errorf("unexpected trade side: %+v, expecting BUY trade", trade)
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return
}
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s.mu.Lock()
defer s.mu.Unlock()
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s.State.UsedQuoteInvestment = s.State.UsedQuoteInvestment.Add(trade.QuoteQuantity)
if s.State.UsedQuoteInvestment.Compare(s.QuoteInvestment) >= 0 {
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s.positionAction = PositionNoOp
}
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// 1) if we have trade, try to query the balance and transfer the balance to the futures wallet account
// TODO: handle missing trades here. If the process crashed during the transfer, how to recover?
if err := backoff.RetryGeneric(ctx, func() error {
return s.transferIn(ctx, binanceSpot, trade)
}); err != nil {
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log.WithError(err).Errorf("spot-to-futures transfer in retry failed")
return
}
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// 2) transferred successfully, sync futures position
// compare spot position and futures position, increase the position size until they are the same size
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case PositionClosing:
if trade.Side != types.SideTypeSell {
log.Errorf("unexpected trade side: %+v, expecting SELL trade", trade)
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return
}
}
}
})
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s.futuresOrderExecutor = s.allocateOrderExecutor(ctx, s.futuresSession, instanceID, s.FuturesPosition)
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s.futuresSession.MarketDataStream.OnKLineClosed(types.KLineWith(s.Symbol, types.Interval1m, func(kline types.KLine) {
// s.queryAndDetectPremiumIndex(ctx, binanceFutures)
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}))
go func() {
ticker := time.NewTicker(10 * time.Second)
defer ticker.Stop()
for {
select {
case <-ctx.Done():
return
case <-ticker.C:
s.queryAndDetectPremiumIndex(ctx, binanceFutures)
}
}
}()
// TODO: use go routine and time.Ticker to trigger spot sync and futures sync
/*
s.spotSession.MarketDataStream.OnKLineClosed(types.KLineWith(s.Symbol, types.Interval1m, func(k types.KLine) {
}))
*/
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return nil
}
func (s *Strategy) queryAndDetectPremiumIndex(ctx context.Context, binanceFutures *binance.Exchange) {
premiumIndex, err := binanceFutures.QueryPremiumIndex(ctx, s.Symbol)
if err != nil {
log.WithError(err).Error("premium index query error")
return
}
log.Infof("premiumIndex: %+v", premiumIndex)
if changed := s.detectPremiumIndex(premiumIndex); changed {
log.Infof("position action: %s %s", s.positionType, s.positionAction.String())
s.triggerPositionAction(ctx)
}
}
// TODO: replace type binance.Exchange with an interface
func (s *Strategy) transferIn(ctx context.Context, ex *binance.Exchange, trade types.Trade) error {
currency := s.spotMarket.BaseCurrency
// base asset needs BUY trades
if trade.Side == types.SideTypeSell {
return nil
}
balances, err := ex.QueryAccountBalances(ctx)
if err != nil {
return err
}
b, ok := balances[currency]
if !ok {
return fmt.Errorf("%s balance not found", currency)
}
// TODO: according to the fee, we might not be able to get enough balance greater than the trade quantity, we can adjust the quantity here
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if b.Available.Compare(trade.Quantity) < 0 {
log.Infof("adding to pending base transfer: %s %s", trade.Quantity, currency)
s.State.PendingBaseTransfer = s.State.PendingBaseTransfer.Add(trade.Quantity)
return nil
}
amount := s.State.PendingBaseTransfer.Add(trade.Quantity)
pos := s.SpotPosition.GetBase()
rest := pos.Sub(s.State.TotalBaseTransfer)
if rest.Sign() < 0 {
return nil
}
amount = fixedpoint.Min(rest, amount)
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log.Infof("transfering futures account asset %s %s", amount, currency)
if err := ex.TransferFuturesAccountAsset(ctx, currency, amount, types.TransferIn); err != nil {
return err
}
// reset pending transfer
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s.State.PendingBaseTransfer = fixedpoint.Zero
// record the transfer in the total base transfer
s.State.TotalBaseTransfer = s.State.TotalBaseTransfer.Add(amount)
return nil
}
func (s *Strategy) triggerPositionAction(ctx context.Context) {
switch s.positionAction {
case PositionOpening:
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s.increaseSpotPosition(ctx)
s.syncFuturesPosition(ctx)
case PositionClosing:
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s.reduceFuturesPosition(ctx)
s.syncSpotPosition(ctx)
}
}
func (s *Strategy) reduceFuturesPosition(ctx context.Context) {
switch s.positionAction {
case PositionOpening, PositionNoOp:
return
}
futuresBase := s.FuturesPosition.GetBase() // should be negative base quantity here
if futuresBase.Sign() > 0 {
// unexpected error
log.Errorf("unexpected futures position (got positive, expecting negative)")
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return
}
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_ = s.futuresOrderExecutor.GracefulCancel(ctx)
ticker, err := s.futuresSession.Exchange.QueryTicker(ctx, s.Symbol)
if err != nil {
log.WithError(err).Errorf("can not query ticker")
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return
}
if futuresBase.Compare(fixedpoint.Zero) < 0 {
orderPrice := ticker.Sell
orderQuantity := futuresBase.Abs()
orderQuantity = fixedpoint.Max(orderQuantity, s.futuresMarket.MinQuantity)
orderQuantity = s.futuresMarket.AdjustQuantityByMinNotional(orderQuantity, orderPrice)
if s.futuresMarket.IsDustQuantity(orderQuantity, orderPrice) {
log.Infof("skip futures order with dust quantity %s, market = %+v", orderQuantity.String(), s.futuresMarket)
return
}
createdOrders, err := s.futuresOrderExecutor.SubmitOrders(ctx, types.SubmitOrder{
Symbol: s.Symbol,
Side: types.SideTypeBuy,
Type: types.OrderTypeLimitMaker,
Quantity: orderQuantity,
Price: orderPrice,
Market: s.futuresMarket,
ReduceOnly: true,
})
if err != nil {
log.WithError(err).Errorf("can not submit order")
return
}
log.Infof("created orders: %+v", createdOrders)
}
}
// syncFuturesPosition syncs the futures position with the given spot position
func (s *Strategy) syncFuturesPosition(ctx context.Context) {
if s.positionType != types.PositionShort {
return
}
switch s.positionAction {
case PositionClosing:
return
case PositionOpening, PositionNoOp:
}
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spotBase := s.SpotPosition.GetBase() // should be positive base quantity here
futuresBase := s.FuturesPosition.GetBase() // should be negative base quantity here
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if spotBase.IsZero() || spotBase.Sign() < 0 {
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// skip when spot base is zero
return
}
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log.Infof("position comparision: %s (spot) <=> %s (futures)", spotBase.String(), futuresBase.String())
if futuresBase.Sign() > 0 {
// unexpected error
log.Errorf("unexpected futures position (got positive, expecting negative)")
return
}
_ = s.futuresOrderExecutor.GracefulCancel(ctx)
ticker, err := s.futuresSession.Exchange.QueryTicker(ctx, s.Symbol)
if err != nil {
log.WithError(err).Errorf("can not query ticker")
return
}
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// compare with the spot position and increase the position
quoteValue, err := bbgo.CalculateQuoteQuantity(ctx, s.futuresSession, s.futuresMarket.QuoteCurrency, s.Leverage)
if err != nil {
log.WithError(err).Errorf("can not calculate futures account quote value")
return
}
log.Infof("calculated futures account quote value = %s", quoteValue.String())
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// max futures base position (without negative sign)
maxFuturesBasePosition := fixedpoint.Min(
spotBase.Mul(s.Leverage),
s.State.TotalBaseTransfer.Mul(s.Leverage))
// if - futures position < max futures position, increase it
if futuresBase.Neg().Compare(maxFuturesBasePosition) < 0 {
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orderPrice := ticker.Sell
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diffQuantity := maxFuturesBasePosition.Sub(futuresBase.Neg())
if diffQuantity.Sign() < 0 {
log.Errorf("unexpected negative position diff: %s", diffQuantity.String())
return
}
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log.Infof("position diff quantity: %s", diffQuantity.String())
orderQuantity := fixedpoint.Max(diffQuantity, s.futuresMarket.MinQuantity)
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orderQuantity = s.futuresMarket.AdjustQuantityByMinNotional(orderQuantity, orderPrice)
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if s.futuresMarket.IsDustQuantity(orderQuantity, orderPrice) {
log.Infof("skip futures order with dust quantity %s, market = %+v", orderQuantity.String(), s.futuresMarket)
return
}
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createdOrders, err := s.futuresOrderExecutor.SubmitOrders(ctx, types.SubmitOrder{
Symbol: s.Symbol,
Side: types.SideTypeSell,
Type: types.OrderTypeLimitMaker,
Quantity: orderQuantity,
Price: orderPrice,
Market: s.futuresMarket,
// TimeInForce: types.TimeInForceGTC,
})
if err != nil {
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log.WithError(err).Errorf("can not submit order")
return
}
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log.Infof("created orders: %+v", createdOrders)
}
}
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func (s *Strategy) syncSpotPosition(ctx context.Context) {
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}
func (s *Strategy) increaseSpotPosition(ctx context.Context) {
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if s.positionType != types.PositionShort {
log.Errorf("funding long position type is not supported")
return
}
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if s.positionAction != PositionOpening {
return
}
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s.mu.Lock()
defer s.mu.Unlock()
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if s.State.UsedQuoteInvestment.Compare(s.QuoteInvestment) >= 0 {
return
}
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_ = s.spotOrderExecutor.GracefulCancel(ctx)
ticker, err := s.spotSession.Exchange.QueryTicker(ctx, s.Symbol)
if err != nil {
log.WithError(err).Errorf("can not query ticker")
return
}
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leftQuota := s.QuoteInvestment.Sub(s.State.UsedQuoteInvestment)
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orderPrice := ticker.Buy
orderQuantity := fixedpoint.Min(s.IncrementalQuoteQuantity, leftQuota).Div(orderPrice)
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log.Infof("initial spot order quantity %s", orderQuantity.String())
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orderQuantity = fixedpoint.Max(orderQuantity, s.spotMarket.MinQuantity)
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orderQuantity = s.spotMarket.AdjustQuantityByMinNotional(orderQuantity, orderPrice)
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if s.spotMarket.IsDustQuantity(orderQuantity, orderPrice) {
return
}
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submitOrder := types.SubmitOrder{
Symbol: s.Symbol,
Side: types.SideTypeBuy,
Type: types.OrderTypeLimitMaker,
Quantity: orderQuantity,
Price: orderPrice,
Market: s.spotMarket,
}
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log.Infof("placing spot order: %+v", submitOrder)
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createdOrders, err := s.spotOrderExecutor.SubmitOrders(ctx, submitOrder)
if err != nil {
log.WithError(err).Errorf("can not submit order")
return
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}
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log.Infof("created orders: %+v", createdOrders)
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}
func (s *Strategy) detectPremiumIndex(premiumIndex *types.PremiumIndex) (changed bool) {
fundingRate := premiumIndex.LastFundingRate
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log.Infof("last %s funding rate: %s", s.Symbol, fundingRate.Percentage())
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if s.ShortFundingRate != nil {
if fundingRate.Compare(s.ShortFundingRate.High) >= 0 {
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log.Infof("funding rate %s is higher than the High threshold %s, start opening position...",
fundingRate.Percentage(), s.ShortFundingRate.High.Percentage())
s.positionAction = PositionOpening
s.positionType = types.PositionShort
changed = true
} else if fundingRate.Compare(s.ShortFundingRate.Low) <= 0 {
s.positionAction = PositionClosing
changed = true
}
}
return changed
}
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func (s *Strategy) allocateOrderExecutor(ctx context.Context, session *bbgo.ExchangeSession, instanceID string, position *types.Position) *bbgo.GeneralOrderExecutor {
orderExecutor := bbgo.NewGeneralOrderExecutor(session, s.Symbol, ID, instanceID, position)
orderExecutor.SetMaxRetries(0)
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orderExecutor.BindEnvironment(s.Environment)
orderExecutor.Bind()
orderExecutor.TradeCollector().OnTrade(func(trade types.Trade, _, _ fixedpoint.Value) {
s.ProfitStats.AddTrade(trade)
})
orderExecutor.TradeCollector().OnPositionUpdate(func(position *types.Position) {
bbgo.Sync(ctx, s)
})
return orderExecutor
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}