bbgo_origin/pkg/strategy/support/strategy.go

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package support
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import (
"context"
"fmt"
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"sync"
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"github.com/sirupsen/logrus"
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"github.com/c9s/bbgo/pkg/indicator"
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"github.com/c9s/bbgo/pkg/service"
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"github.com/c9s/bbgo/pkg/bbgo"
"github.com/c9s/bbgo/pkg/fixedpoint"
"github.com/c9s/bbgo/pkg/types"
)
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const ID = "support"
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const stateKey = "state-v1"
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var log = logrus.WithField("strategy", ID)
var zeroiw = types.IntervalWindow{}
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func init() {
bbgo.RegisterStrategy(ID, &Strategy{})
}
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type State struct {
Position *types.Position `json:"position,omitempty"`
CurrentHighestPrice *fixedpoint.Value `json:"currentHighestPrice,omitempty"`
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}
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type Target struct {
ProfitPercentage fixedpoint.Value `json:"profitPercentage"`
QuantityPercentage fixedpoint.Value `json:"quantityPercentage"`
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MarginOrderSideEffect types.MarginOrderSideEffectType `json:"marginOrderSideEffect"`
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}
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// PercentageTargetStop is a kind of stop order by setting fixed percentage target
type PercentageTargetStop struct {
Targets []Target `json:"targets"`
}
// GenerateOrders generates the orders from the given targets
func (stop *PercentageTargetStop) GenerateOrders(market types.Market, pos *types.Position) []types.SubmitOrder {
var price = pos.AverageCost
var quantity = pos.GetBase()
// submit target orders
var targetOrders []types.SubmitOrder
for _, target := range stop.Targets {
targetPrice := price.Mul(fixedpoint.One.Add(target.ProfitPercentage))
targetQuantity := quantity.Mul(target.QuantityPercentage)
targetQuoteQuantity := targetPrice.Mul(targetQuantity)
if targetQuoteQuantity.Compare(market.MinNotional) <= 0 {
continue
}
if targetQuantity.Compare(market.MinQuantity) <= 0 {
continue
}
targetOrders = append(targetOrders, types.SubmitOrder{
Symbol: market.Symbol,
Market: market,
Type: types.OrderTypeLimit,
Side: types.SideTypeSell,
Price: targetPrice,
Quantity: targetQuantity,
MarginSideEffect: target.MarginOrderSideEffect,
TimeInForce: "GTC",
})
}
return targetOrders
}
type TrailingStopTarget struct {
TrailingStopCallbackRatio fixedpoint.Value `json:"callbackRatio"`
MinimumProfitPercentage fixedpoint.Value `json:"minimumProfitPercentage"`
}
type TrailingStopControl struct {
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symbol string
market types.Market
marginSideEffect types.MarginOrderSideEffectType
trailingStopCallbackRatio fixedpoint.Value
minimumProfitPercentage fixedpoint.Value
CurrentHighestPrice fixedpoint.Value
OrderID uint64
}
func (control *TrailingStopControl) IsHigherThanMin(minTargetPrice fixedpoint.Value) bool {
targetPrice := control.CurrentHighestPrice.Mul(fixedpoint.One.Sub(control.trailingStopCallbackRatio))
return targetPrice.Compare(minTargetPrice) >= 0
}
func (control *TrailingStopControl) GenerateStopOrder(quantity fixedpoint.Value) types.SubmitOrder {
targetPrice := control.CurrentHighestPrice.Mul(fixedpoint.One.Sub(control.trailingStopCallbackRatio))
orderForm := types.SubmitOrder{
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Symbol: control.symbol,
Market: control.market,
Side: types.SideTypeSell,
Type: types.OrderTypeStopLimit,
Quantity: quantity,
MarginSideEffect: control.marginSideEffect,
TimeInForce: "GTC",
Price: targetPrice,
StopPrice: targetPrice,
}
return orderForm
}
// Not implemented yet
// ResistanceStop is a kind of stop order by detecting resistance
//type ResistanceStop struct {
// Interval types.Interval `json:"interval"`
// sensitivity fixedpoint.Value `json:"sensitivity"`
// MinVolume fixedpoint.Value `json:"minVolume"`
// TakerBuyRatio fixedpoint.Value `json:"takerBuyRatio"`
//}
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type Strategy struct {
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*bbgo.Notifiability `json:"-"`
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*bbgo.Persistence
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*bbgo.Graceful `json:"-"`
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Symbol string `json:"symbol"`
Market types.Market `json:"-"`
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// Interval for checking support
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Interval types.Interval `json:"interval"`
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// moving average window for checking support (support should be under the moving average line)
TriggerMovingAverage types.IntervalWindow `json:"triggerMovingAverage"`
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// LongTermMovingAverage is the second moving average line for checking support position
LongTermMovingAverage types.IntervalWindow `json:"longTermMovingAverage"`
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Quantity fixedpoint.Value `json:"quantity"`
MinVolume fixedpoint.Value `json:"minVolume"`
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Sensitivity fixedpoint.Value `json:"sensitivity"`
TakerBuyRatio fixedpoint.Value `json:"takerBuyRatio"`
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MarginOrderSideEffect types.MarginOrderSideEffectType `json:"marginOrderSideEffect"`
Targets []Target `json:"targets"`
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// Not implemented yet
// ResistanceStop *ResistanceStop `json:"resistanceStop"`
//
//ResistanceTakerBuyRatio fixedpoint.Value `json:"resistanceTakerBuyRatio"`
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// Min BaseAsset balance to keep
MinBaseAssetBalance fixedpoint.Value `json:"minBaseAssetBalance"`
// Max BaseAsset balance to buy
MaxBaseAssetBalance fixedpoint.Value `json:"maxBaseAssetBalance"`
MinQuoteAssetBalance fixedpoint.Value `json:"minQuoteAssetBalance"`
ScaleQuantity *bbgo.PriceVolumeScale `json:"scaleQuantity"`
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tradeCollector *bbgo.TradeCollector
orderStore *bbgo.OrderStore
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state *State
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triggerEMA *indicator.EWMA
longTermEMA *indicator.EWMA
// Trailing stop
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TrailingStopTarget TrailingStopTarget `json:"trailingStopTarget"`
trailingStopControl *TrailingStopControl
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}
func (s *Strategy) ID() string {
return ID
}
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func (s *Strategy) Validate() error {
if s.Quantity.IsZero() && s.ScaleQuantity == nil {
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return fmt.Errorf("quantity or scaleQuantity can not be zero")
}
if s.MinVolume.IsZero() && s.Sensitivity.IsZero() {
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return fmt.Errorf("either minVolume nor sensitivity can not be zero")
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}
return nil
}
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func (s *Strategy) Subscribe(session *bbgo.ExchangeSession) {
session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: string(s.Interval)})
if s.TriggerMovingAverage != zeroiw {
session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: string(s.TriggerMovingAverage.Interval)})
}
if s.LongTermMovingAverage != zeroiw {
session.Subscribe(types.KLineChannel, s.Symbol, types.SubscribeOptions{Interval: string(s.LongTermMovingAverage.Interval)})
}
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}
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func (s *Strategy) SaveState() error {
if err := s.Persistence.Save(s.state, ID, s.Symbol, stateKey); err != nil {
return err
} else {
log.Infof("state is saved => %+v", s.state)
}
return nil
}
func (s *Strategy) LoadState() error {
var state State
// load position
if err := s.Persistence.Load(&state, ID, s.Symbol, stateKey); err != nil {
if err != service.ErrPersistenceNotExists {
return err
}
s.state = &State{}
} else {
s.state = &state
log.Infof("state is restored: %+v", s.state)
}
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if s.state.Position == nil {
s.state.Position = types.NewPositionFromMarket(s.Market)
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}
if s.trailingStopControl != nil {
if s.state.CurrentHighestPrice == nil {
s.trailingStopControl.CurrentHighestPrice = fixedpoint.NewFromInt(0)
}
s.state.CurrentHighestPrice = &s.trailingStopControl.CurrentHighestPrice
}
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return nil
}
func (s *Strategy) submitOrders(ctx context.Context, orderExecutor bbgo.OrderExecutor, orderForms ...types.SubmitOrder) (types.OrderSlice, error) {
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for _, o := range orderForms {
s.Notifiability.Notify(o)
}
createdOrders, err := orderExecutor.SubmitOrders(ctx, orderForms...)
if err != nil {
return nil, err
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}
s.orderStore.Add(createdOrders...)
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s.tradeCollector.Emit()
return createdOrders, nil
}
// Cancel order
func (s *Strategy) cancelOrder(orderID uint64, ctx context.Context, session *bbgo.ExchangeSession) error {
// Cancel the original order
order, ok := s.orderStore.Get(orderID)
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if ok {
switch order.Status {
case types.OrderStatusCanceled, types.OrderStatusRejected, types.OrderStatusFilled:
// Do nothing
default:
if err := session.Exchange.CancelOrders(ctx, order); err != nil {
return err
}
}
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}
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return nil
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}
var slippageModifier = fixedpoint.NewFromFloat(1.003)
func (s *Strategy) calculateQuantity(session *bbgo.ExchangeSession, side types.SideType, closePrice fixedpoint.Value, volume fixedpoint.Value) (fixedpoint.Value, error) {
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var quantity fixedpoint.Value
if s.Quantity.Sign() > 0 {
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quantity = s.Quantity
} else if s.ScaleQuantity != nil {
q, err := s.ScaleQuantity.Scale(closePrice.Float64(), volume.Float64())
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if err != nil {
return fixedpoint.Zero, err
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}
quantity = fixedpoint.NewFromFloat(q)
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}
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baseBalance, _ := session.Account.Balance(s.Market.BaseCurrency)
if side == types.SideTypeSell {
// quantity = bbgo.AdjustQuantityByMaxAmount(quantity, closePrice, quota)
if s.MinBaseAssetBalance.Sign() > 0 &&
baseBalance.Total().Sub(quantity).Compare(s.MinBaseAssetBalance) < 0 {
quota := baseBalance.Available.Sub(s.MinBaseAssetBalance)
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quantity = bbgo.AdjustQuantityByMaxAmount(quantity, closePrice, quota)
}
} else if side == types.SideTypeBuy {
if s.MaxBaseAssetBalance.Sign() > 0 &&
baseBalance.Total().Add(quantity).Compare(s.MaxBaseAssetBalance) > 0 {
quota := s.MaxBaseAssetBalance.Sub(baseBalance.Total())
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quantity = bbgo.AdjustQuantityByMaxAmount(quantity, closePrice, quota)
}
quoteBalance, ok := session.Account.Balance(s.Market.QuoteCurrency)
if !ok {
return fixedpoint.Zero, fmt.Errorf("quote balance %s not found", s.Market.QuoteCurrency)
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}
// for spot, we need to modify the quantity according to the quote balance
if !session.Margin {
// add 0.3% for price slippage
notional := closePrice.Mul(quantity).Mul(slippageModifier)
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if s.MinQuoteAssetBalance.Sign() > 0 &&
quoteBalance.Available.Sub(notional).Compare(s.MinQuoteAssetBalance) < 0 {
log.Warnf("modifying quantity %v according to the min quote asset balance %v %s",
quantity,
quoteBalance.Available,
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s.Market.QuoteCurrency)
quota := quoteBalance.Available.Sub(s.MinQuoteAssetBalance)
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quantity = bbgo.AdjustQuantityByMinAmount(quantity, closePrice, quota)
} else if notional.Compare(quoteBalance.Available) > 0 {
log.Warnf("modifying quantity %v according to the quote asset balance %v %s",
quantity,
quoteBalance.Available,
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s.Market.QuoteCurrency)
quantity = bbgo.AdjustQuantityByMaxAmount(quantity, closePrice, quoteBalance.Available)
}
}
}
return quantity, nil
}
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func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, session *bbgo.ExchangeSession) error {
// set default values
if s.Interval == "" {
s.Interval = types.Interval5m
}
if s.Sensitivity.Sign() > 0 {
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volRange, err := s.ScaleQuantity.ByVolumeRule.Range()
if err != nil {
return err
}
scaleUp := fixedpoint.NewFromFloat(volRange[1])
scaleLow := fixedpoint.NewFromFloat(volRange[0])
s.MinVolume = scaleUp.Sub(scaleLow).
Mul(fixedpoint.One.Sub(s.Sensitivity)).
Add(scaleLow)
log.Infof("adjusted minimal support volume to %s according to sensitivity %s", s.MinVolume.String(), s.Sensitivity.String())
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}
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market, ok := session.Market(s.Symbol)
if !ok {
return fmt.Errorf("market %s is not defined", s.Symbol)
}
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s.Market = market
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standardIndicatorSet, ok := session.StandardIndicatorSet(s.Symbol)
if !ok {
return fmt.Errorf("standardIndicatorSet is nil, symbol %s", s.Symbol)
}
if s.TriggerMovingAverage != zeroiw {
s.triggerEMA = standardIndicatorSet.EWMA(s.TriggerMovingAverage)
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} else {
s.triggerEMA = standardIndicatorSet.EWMA(types.IntervalWindow{
Interval: s.Interval,
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Window: 99, // default window
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})
}
if s.LongTermMovingAverage != zeroiw {
s.longTermEMA = standardIndicatorSet.EWMA(s.LongTermMovingAverage)
}
s.orderStore = bbgo.NewOrderStore(s.Symbol)
s.orderStore.BindStream(session.UserDataStream)
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if !s.TrailingStopTarget.TrailingStopCallbackRatio.IsZero() {
s.trailingStopControl = &TrailingStopControl{
symbol: s.Symbol,
market: s.Market,
marginSideEffect: s.MarginOrderSideEffect,
CurrentHighestPrice: fixedpoint.Zero,
trailingStopCallbackRatio: s.TrailingStopTarget.TrailingStopCallbackRatio,
minimumProfitPercentage: s.TrailingStopTarget.MinimumProfitPercentage,
}
}
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if err := s.LoadState(); err != nil {
return err
} else {
s.Notify("%s state is restored => %+v", s.Symbol, s.state)
}
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s.tradeCollector = bbgo.NewTradeCollector(s.Symbol, s.state.Position, s.orderStore)
if !s.TrailingStopTarget.TrailingStopCallbackRatio.IsZero() {
// Update trailing stop when the position changes
s.tradeCollector.OnPositionUpdate(func(position *types.Position) {
if position.Base.Sign() > 0 { // Update order if we have a position
// Cancel the original order
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if err := s.cancelOrder(s.trailingStopControl.OrderID, ctx, session); err != nil {
log.WithError(err).Errorf("Can not cancel the original trailing stop order!")
}
s.trailingStopControl.OrderID = 0
// Calculate minimum target price
var minTargetPrice = fixedpoint.Zero
if s.trailingStopControl.minimumProfitPercentage.Sign() > 0 {
minTargetPrice = position.AverageCost.Mul(fixedpoint.One.Add(s.trailingStopControl.minimumProfitPercentage))
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}
// Place new order if the target price is higher than the minimum target price
if s.trailingStopControl.IsHigherThanMin(minTargetPrice) {
orderForm := s.trailingStopControl.GenerateStopOrder(position.Base)
orders, err := s.submitOrders(ctx, orderExecutor, orderForm)
if err != nil {
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log.WithError(err).Error("submit profit trailing stop order error")
} else {
s.trailingStopControl.OrderID = orders.IDs()[0]
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}
}
}
// Save state
if err := s.SaveState(); err != nil {
log.WithError(err).Errorf("can not save state: %+v", s.state)
} else {
s.Notify("%s position is saved", s.Symbol, s.state.Position)
}
})
}
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s.tradeCollector.BindStream(session.UserDataStream)
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// s.tradeCollector.BindStreamForBackground(session.UserDataStream)
// go s.tradeCollector.Run(ctx)
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session.MarketDataStream.OnKLineClosed(func(kline types.KLine) {
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// skip k-lines from other symbols
if kline.Symbol != s.Symbol {
return
}
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if kline.Interval != s.Interval {
return
}
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closePrice := kline.GetClose()
highPrice := kline.GetHigh()
if s.TrailingStopTarget.TrailingStopCallbackRatio.Sign() > 0 {
if s.state.Position.Base.Sign() <= 0 { // Without a position
// Update trailing orders with current high price
s.trailingStopControl.CurrentHighestPrice = highPrice
} else if s.trailingStopControl.CurrentHighestPrice.Compare(highPrice) < 0 { // With a position
// Update trailing orders with current high price if it's higher
s.trailingStopControl.CurrentHighestPrice = highPrice
// Cancel the original order
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if err := s.cancelOrder(s.trailingStopControl.OrderID, ctx, session); err != nil {
log.WithError(err).Errorf("Can not cancel the original trailing stop order!")
}
s.trailingStopControl.OrderID = 0
// Calculate minimum target price
var minTargetPrice = fixedpoint.Zero
if s.trailingStopControl.minimumProfitPercentage.Sign() > 0 {
minTargetPrice = s.state.Position.AverageCost.Mul(fixedpoint.One.Add(s.trailingStopControl.minimumProfitPercentage))
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}
// Place new order if the target price is higher than the minimum target price
if s.trailingStopControl.IsHigherThanMin(minTargetPrice) {
orderForm := s.trailingStopControl.GenerateStopOrder(s.state.Position.Base)
orders, err := s.submitOrders(ctx, orderExecutor, orderForm)
if err != nil {
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log.WithError(err).Error("submit profit trailing stop order error")
} else {
s.trailingStopControl.OrderID = orders.IDs()[0]
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}
}
}
// Save state
if err := s.SaveState(); err != nil {
log.WithError(err).Errorf("can not save state: %+v", s.state)
} else {
s.Notify("%s position is saved", s.Symbol, s.state.Position)
}
}
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// check support volume
if kline.Volume.Compare(s.MinVolume) < 0 {
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return
}
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// check taker buy ratio, we need strong buy taker
if s.TakerBuyRatio.Sign() > 0 {
takerBuyRatio := kline.TakerBuyBaseAssetVolume.Div(kline.Volume)
takerBuyBaseVolumeThreshold := kline.Volume.Mul(s.TakerBuyRatio)
if takerBuyRatio.Compare(s.TakerBuyRatio) < 0 {
s.Notify("%s: taker buy base volume %s (volume ratio %s) is less than %s (volume ratio %s)",
s.Symbol,
kline.TakerBuyBaseAssetVolume.String(),
takerBuyRatio.String(),
takerBuyBaseVolumeThreshold.String(),
kline.Volume.String(),
s.TakerBuyRatio.String(),
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kline,
)
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return
}
}
if s.longTermEMA != nil && closePrice.Float64() < s.longTermEMA.Last() {
s.Notify("%s: closed price is below the long term moving average line %f, skipping this support",
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s.Symbol,
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s.longTermEMA.Last(),
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kline,
)
return
}
if s.triggerEMA != nil && closePrice.Float64() < s.triggerEMA.Last() {
s.Notify("%s: closed price is above the trigger moving average line %f, skipping this support",
s.Symbol,
s.triggerEMA.Last(),
kline,
)
return
}
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if s.triggerEMA != nil && s.longTermEMA != nil {
s.Notify("Found %s support: the close price %s is below trigger EMA %f and above long term EMA %f and volume %s > minimum volume %s",
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s.Symbol,
closePrice.String(),
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s.triggerEMA.Last(),
s.longTermEMA.Last(),
kline.Volume.String(),
s.MinVolume.String(),
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kline)
} else {
s.Notify("Found %s support: the close price %s and volume %s > minimum volume %s",
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s.Symbol,
closePrice.String(),
kline.Volume.String(),
s.MinVolume.String(),
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kline)
}
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quantity, err := s.calculateQuantity(session, types.SideTypeBuy, closePrice, kline.Volume)
if err != nil {
log.WithError(err).Errorf("%s quantity calculation error", s.Symbol)
return
}
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orderForm := types.SubmitOrder{
Symbol: s.Symbol,
Market: market,
Side: types.SideTypeBuy,
Type: types.OrderTypeMarket,
Quantity: quantity,
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MarginSideEffect: s.MarginOrderSideEffect,
}
s.Notify("Submitting %s market order buy with quantity %s according to the base volume %s, taker buy base volume %s",
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s.Symbol,
quantity.String(),
kline.Volume.String(),
kline.TakerBuyBaseAssetVolume.String(),
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orderForm)
if _, err := s.submitOrders(ctx, orderExecutor, orderForm); err != nil {
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log.WithError(err).Error("submit order error")
return
}
// Save state
if err := s.SaveState(); err != nil {
log.WithError(err).Errorf("can not save state: %+v", s.state)
} else {
s.Notify("%s position is saved", s.Symbol, s.state.Position)
}
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if s.TrailingStopTarget.TrailingStopCallbackRatio.IsZero() { // submit fixed target orders
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var targetOrders []types.SubmitOrder
for _, target := range s.Targets {
targetPrice := closePrice.Mul(fixedpoint.One.Add(target.ProfitPercentage))
targetQuantity := quantity.Mul(target.QuantityPercentage)
targetQuoteQuantity := targetPrice.Mul(targetQuantity)
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if targetQuoteQuantity.Compare(market.MinNotional) <= 0 {
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continue
}
if targetQuantity.Compare(market.MinQuantity) <= 0 {
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continue
}
targetOrders = append(targetOrders, types.SubmitOrder{
Symbol: kline.Symbol,
Market: market,
Type: types.OrderTypeLimit,
Side: types.SideTypeSell,
Price: targetPrice,
Quantity: targetQuantity,
MarginSideEffect: target.MarginOrderSideEffect,
TimeInForce: "GTC",
})
}
if _, err := s.submitOrders(ctx, orderExecutor, targetOrders...); err != nil {
log.WithError(err).Error("submit profit target order error")
return
}
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}
s.tradeCollector.Process()
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})
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s.Graceful.OnShutdown(func(ctx context.Context, wg *sync.WaitGroup) {
defer wg.Done()
// Cancel trailing stop order
if s.TrailingStopTarget.TrailingStopCallbackRatio.Sign() > 0 {
if err := s.cancelOrder(s.trailingStopControl.OrderID, ctx, session); err != nil {
log.WithError(err).Errorf("Can not cancel the trailing stop order!")
}
s.trailingStopControl.OrderID = 0
}
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if err := s.SaveState(); err != nil {
log.WithError(err).Errorf("can not save state: %+v", s.state)
} else {
s.Notify("%s position is saved", s.Symbol, s.state.Position)
}
})
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return nil
}