2022-03-29 13:51:50 +00:00
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package rebalance
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2021-12-12 09:19:27 +00:00
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import (
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"context"
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2021-12-21 17:50:27 +00:00
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"fmt"
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2021-12-12 09:19:27 +00:00
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"github.com/sirupsen/logrus"
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"github.com/c9s/bbgo/pkg/bbgo"
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"github.com/c9s/bbgo/pkg/fixedpoint"
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"github.com/c9s/bbgo/pkg/types"
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)
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const ID = "rebalance"
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var log = logrus.WithField("strategy", ID)
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func init() {
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bbgo.RegisterStrategy(ID, &Strategy{})
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}
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2021-12-13 07:19:34 +00:00
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func Sum(m map[string]fixedpoint.Value) fixedpoint.Value {
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sum := fixedpoint.NewFromFloat(0.0)
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for _, v := range m {
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sum = sum.Add(v)
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}
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return sum
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}
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func Normalize(m map[string]fixedpoint.Value) map[string]fixedpoint.Value {
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sum := Sum(m)
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if sum.Float64() == 1.0 {
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return m
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}
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2021-12-13 07:19:34 +00:00
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normalized := make(map[string]fixedpoint.Value)
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for k, v := range m {
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normalized[k] = v.Div(sum)
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}
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return normalized
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2021-12-12 09:19:27 +00:00
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}
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func ElementwiseProduct(m1, m2 map[string]fixedpoint.Value) map[string]fixedpoint.Value {
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m := make(map[string]fixedpoint.Value)
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for k, v := range m1 {
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m[k] = v.Mul(m2[k])
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}
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return m
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}
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type Strategy struct {
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Notifiability *bbgo.Notifiability
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2022-03-23 15:52:59 +00:00
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Interval types.Interval `json:"interval"`
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BaseCurrency string `json:"baseCurrency"`
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TargetWeights map[string]fixedpoint.Value `json:"targetWeights"`
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Threshold fixedpoint.Value `json:"threshold"`
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IgnoreLocked bool `json:"ignoreLocked"`
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Verbose bool `json:"verbose"`
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DryRun bool `json:"dryRun"`
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// max amount to buy or sell per order
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MaxAmount fixedpoint.Value `json:"maxAmount"`
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}
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func (s *Strategy) ID() string {
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return ID
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}
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func (s *Strategy) Validate() error {
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if len(s.TargetWeights) == 0 {
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return fmt.Errorf("targetWeights should not be empty")
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}
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for currency, weight := range s.TargetWeights {
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if weight.Float64() < 0 {
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return fmt.Errorf("%s weight: %f should not less than 0", currency, weight.Float64())
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}
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}
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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if s.Threshold.Sign() < 0 {
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return fmt.Errorf("threshold should not less than 0")
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}
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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if s.MaxAmount.Sign() < 0 {
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2021-12-21 17:50:27 +00:00
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return fmt.Errorf("maxAmount shoud not less than 0")
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}
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return nil
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}
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func (s *Strategy) Subscribe(session *bbgo.ExchangeSession) {
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for _, symbol := range s.getSymbols() {
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session.Subscribe(types.KLineChannel, symbol, types.SubscribeOptions{Interval: s.Interval.String()})
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}
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}
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func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, session *bbgo.ExchangeSession) error {
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s.TargetWeights = Normalize(s.TargetWeights)
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session.MarketDataStream.OnKLineClosed(func(kline types.KLine) {
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s.rebalance(ctx, orderExecutor, session)
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})
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return nil
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}
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func (s *Strategy) rebalance(ctx context.Context, orderExecutor bbgo.OrderExecutor, session *bbgo.ExchangeSession) {
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prices, err := s.getPrices(ctx, session)
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if err != nil {
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return
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}
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balances := session.Account.Balances()
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quantities := s.getQuantities(balances)
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marketValues := ElementwiseProduct(prices, quantities)
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orders := s.generateSubmitOrders(prices, marketValues)
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for _, order := range orders {
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log.Infof("generated submit order: %s", order.String())
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}
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if s.DryRun {
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return
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}
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_, err = orderExecutor.SubmitOrders(ctx, orders...)
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if err != nil {
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log.WithError(err).Error("submit order error")
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return
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}
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}
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func (s *Strategy) getPrices(ctx context.Context, session *bbgo.ExchangeSession) (map[string]fixedpoint.Value, error) {
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prices := make(map[string]fixedpoint.Value)
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for currency := range s.TargetWeights {
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if currency == s.BaseCurrency {
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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prices[currency] = fixedpoint.One
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continue
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}
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symbol := currency + s.BaseCurrency
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ticker, err := session.Exchange.QueryTicker(ctx, symbol)
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if err != nil {
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s.Notifiability.Notify("query ticker error: %s", err.Error())
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log.WithError(err).Error("query ticker error")
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return prices, err
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}
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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prices[currency] = ticker.Last
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}
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return prices, nil
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}
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func (s *Strategy) getQuantities(balances types.BalanceMap) map[string]fixedpoint.Value {
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quantities := make(map[string]fixedpoint.Value)
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for currency := range s.TargetWeights {
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if s.IgnoreLocked {
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quantities[currency] = balances[currency].Total()
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} else {
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quantities[currency] = balances[currency].Available
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}
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}
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return quantities
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}
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func (s *Strategy) generateSubmitOrders(prices, marketValues map[string]fixedpoint.Value) []types.SubmitOrder {
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var submitOrders []types.SubmitOrder
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currentWeights := Normalize(marketValues)
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totalValue := Sum(marketValues)
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log.Infof("total value: %f", totalValue.Float64())
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for currency, targetWeight := range s.TargetWeights {
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if currency == s.BaseCurrency {
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continue
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}
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symbol := currency + s.BaseCurrency
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currentWeight := currentWeights[currency]
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currentPrice := prices[currency]
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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log.Infof("%s price: %v, current weight: %v, target weight: %v",
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symbol,
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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currentPrice,
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currentWeight,
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targetWeight)
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2021-12-20 15:27:03 +00:00
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// calculate the difference between current weight and target weight
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// if the difference is less than threshold, then we will not create the order
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weightDifference := targetWeight.Sub(currentWeight)
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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if weightDifference.Abs().Compare(s.Threshold) < 0 {
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log.Infof("%s weight distance |%v - %v| = |%v| less than the threshold: %v",
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2021-12-21 18:04:44 +00:00
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symbol,
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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currentWeight,
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targetWeight,
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weightDifference,
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s.Threshold)
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continue
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}
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2021-12-20 15:27:03 +00:00
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quantity := weightDifference.Mul(totalValue).Div(currentPrice)
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side := types.SideTypeBuy
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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if quantity.Sign() < 0 {
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side = types.SideTypeSell
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quantity = quantity.Abs()
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}
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2021-12-13 07:19:34 +00:00
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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if s.MaxAmount.Sign() > 0 {
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2021-12-20 15:27:03 +00:00
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quantity = bbgo.AdjustQuantityByMaxAmount(quantity, currentPrice, s.MaxAmount)
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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log.Infof("adjust the quantity %v (%s %s @ %v) by max amount %v",
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quantity,
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2021-12-20 15:27:03 +00:00
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symbol,
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side.String(),
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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currentPrice,
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s.MaxAmount)
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2021-12-20 15:27:03 +00:00
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}
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2021-12-12 09:19:27 +00:00
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order := types.SubmitOrder{
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Symbol: symbol,
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Side: side,
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Type: types.OrderTypeMarket,
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fix bollgrid, emstop, flashcrash, funding, grid, pricealert, pricedrop, rebalance, schedule, swing, xbalance, xgap, xmaker and speedup fixedpoint
2022-02-04 11:39:23 +00:00
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Quantity: quantity}
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2021-12-12 09:19:27 +00:00
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submitOrders = append(submitOrders, order)
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}
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return submitOrders
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}
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2022-03-23 15:52:59 +00:00
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func (s *Strategy) getSymbols() []string {
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var symbols []string
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for currency := range s.TargetWeights {
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if currency == s.BaseCurrency {
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continue
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}
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symbol := currency + s.BaseCurrency
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symbols = append(symbols, symbol)
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}
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return symbols
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}
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