bbgo_origin/pkg/strategy/rebalance/strategy.go

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package rebalance
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import (
"context"
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"fmt"
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"github.com/sirupsen/logrus"
"github.com/c9s/bbgo/pkg/bbgo"
"github.com/c9s/bbgo/pkg/fixedpoint"
"github.com/c9s/bbgo/pkg/types"
)
const ID = "rebalance"
var log = logrus.WithField("strategy", ID)
func init() {
bbgo.RegisterStrategy(ID, &Strategy{})
}
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func Sum(m map[string]fixedpoint.Value) fixedpoint.Value {
sum := fixedpoint.NewFromFloat(0.0)
for _, v := range m {
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 {
sum := Sum(m)
if sum.Float64() == 1.0 {
return m
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}
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normalized := make(map[string]fixedpoint.Value)
for k, v := range m {
normalized[k] = v.Div(sum)
}
return normalized
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}
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func ElementwiseProduct(m1, m2 map[string]fixedpoint.Value) map[string]fixedpoint.Value {
m := make(map[string]fixedpoint.Value)
for k, v := range m1 {
m[k] = v.Mul(m2[k])
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}
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return m
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}
type Strategy struct {
Notifiability *bbgo.Notifiability
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Interval types.Interval `json:"interval"`
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BaseCurrency string `json:"baseCurrency"`
TargetWeights map[string]fixedpoint.Value `json:"targetWeights"`
Threshold fixedpoint.Value `json:"threshold"`
IgnoreLocked bool `json:"ignoreLocked"`
Verbose bool `json:"verbose"`
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DryRun bool `json:"dryRun"`
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// max amount to buy or sell per order
MaxAmount fixedpoint.Value `json:"maxAmount"`
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}
func (s *Strategy) ID() string {
return ID
}
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func (s *Strategy) Validate() error {
if len(s.TargetWeights) == 0 {
return fmt.Errorf("targetWeights should not be empty")
}
for currency, weight := range s.TargetWeights {
if weight.Float64() < 0 {
return fmt.Errorf("%s weight: %f should not less than 0", currency, weight.Float64())
}
}
if s.Threshold.Sign() < 0 {
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return fmt.Errorf("threshold should not less than 0")
}
if s.MaxAmount.Sign() < 0 {
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return fmt.Errorf("maxAmount shoud not less than 0")
}
return nil
}
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func (s *Strategy) Subscribe(session *bbgo.ExchangeSession) {
for _, symbol := range s.getSymbols() {
session.Subscribe(types.KLineChannel, symbol, types.SubscribeOptions{Interval: s.Interval.String()})
}
}
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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) {
s.rebalance(ctx, orderExecutor, session)
})
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return nil
}
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func (s *Strategy) rebalance(ctx context.Context, orderExecutor bbgo.OrderExecutor, session *bbgo.ExchangeSession) {
prices, err := s.getPrices(ctx, session)
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if err != nil {
return
}
balances := session.Account.Balances()
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quantities := s.getQuantities(balances)
marketValues := ElementwiseProduct(prices, quantities)
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orders := s.generateSubmitOrders(prices, marketValues)
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for _, order := range orders {
log.Infof("generated submit order: %s", order.String())
}
if s.DryRun {
return
}
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_, err = orderExecutor.SubmitOrders(ctx, orders...)
if err != nil {
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log.WithError(err).Error("submit order error")
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return
}
}
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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 {
prices[currency] = fixedpoint.One
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continue
}
symbol := currency + s.BaseCurrency
ticker, err := session.Exchange.QueryTicker(ctx, symbol)
if err != nil {
s.Notifiability.Notify("query ticker error: %s", err.Error())
log.WithError(err).Error("query ticker error")
return prices, err
}
prices[currency] = ticker.Last
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}
return prices, nil
}
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func (s *Strategy) getQuantities(balances types.BalanceMap) map[string]fixedpoint.Value {
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()
} else {
quantities[currency] = balances[currency].Available
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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)
totalValue := Sum(marketValues)
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 {
continue
}
symbol := currency + s.BaseCurrency
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currentWeight := currentWeights[currency]
currentPrice := prices[currency]
log.Infof("%s price: %v, current weight: %v, target weight: %v",
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symbol,
currentPrice,
currentWeight,
targetWeight)
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// calculate the difference between current weight and target weight
// if the difference is less than threshold, then we will not create the order
weightDifference := targetWeight.Sub(currentWeight)
if weightDifference.Abs().Compare(s.Threshold) < 0 {
log.Infof("%s weight distance |%v - %v| = |%v| less than the threshold: %v",
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symbol,
currentWeight,
targetWeight,
weightDifference,
s.Threshold)
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continue
}
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quantity := weightDifference.Mul(totalValue).Div(currentPrice)
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side := types.SideTypeBuy
if quantity.Sign() < 0 {
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side = types.SideTypeSell
quantity = quantity.Abs()
}
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if s.MaxAmount.Sign() > 0 {
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quantity = bbgo.AdjustQuantityByMaxAmount(quantity, currentPrice, s.MaxAmount)
log.Infof("adjust the quantity %v (%s %s @ %v) by max amount %v",
quantity,
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symbol,
side.String(),
currentPrice,
s.MaxAmount)
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}
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order := types.SubmitOrder{
Symbol: symbol,
Side: side,
Type: types.OrderTypeMarket,
Quantity: quantity}
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submitOrders = append(submitOrders, order)
}
return submitOrders
}
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func (s *Strategy) getSymbols() []string {
var symbols []string
for currency := range s.TargetWeights {
if currency == s.BaseCurrency {
continue
}
symbol := currency + s.BaseCurrency
symbols = append(symbols, symbol)
}
return symbols
}