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Merge pull request #357 from narumiruna/rebalance
feature: add portfolio rebalancing strategy
This commit is contained in:
commit
d531e041dd
20
config/rebalance.yaml
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20
config/rebalance.yaml
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@ -0,0 +1,20 @@
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---
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notifications:
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slack:
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defaultChannel: "bbgo"
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errorChannel: "bbgo-error"
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exchangeStrategies:
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- on: max
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rebalance:
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interval: 24h
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baseCurrency: TWD
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ignoreLocked: true
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weights:
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BTC: 40%
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ETH: 20%
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MAX: 20%
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USDT: 10%
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TWD: 10%
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threshold: 2%
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verbose: true
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@ -12,6 +12,7 @@ import (
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_ "github.com/c9s/bbgo/pkg/strategy/kline"
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_ "github.com/c9s/bbgo/pkg/strategy/pricealert"
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_ "github.com/c9s/bbgo/pkg/strategy/pricedrop"
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_ "github.com/c9s/bbgo/pkg/strategy/rebalance"
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_ "github.com/c9s/bbgo/pkg/strategy/schedule"
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_ "github.com/c9s/bbgo/pkg/strategy/support"
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_ "github.com/c9s/bbgo/pkg/strategy/swing"
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179
pkg/strategy/rebalance/strategy.go
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179
pkg/strategy/rebalance/strategy.go
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@ -0,0 +1,179 @@
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package kline
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import (
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"context"
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"time"
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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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"github.com/c9s/bbgo/pkg/util"
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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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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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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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}
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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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Interval types.Duration `json:"interval"`
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BaseCurrency string `json:"baseCurrency"`
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Weights map[string]fixedpoint.Value `json:"weights"`
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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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}
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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) Subscribe(session *bbgo.ExchangeSession) {}
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func (s *Strategy) Run(ctx context.Context, orderExecutor bbgo.OrderExecutor, session *bbgo.ExchangeSession) error {
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s.Weights = Normalize(s.Weights)
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go func() {
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ticker := time.NewTicker(util.MillisecondsJitter(s.Interval.Duration(), 1000))
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defer ticker.Stop()
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for {
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select {
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case <-ctx.Done():
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return
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case <-ticker.C:
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s.rebalance(ctx, orderExecutor, session)
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}
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}
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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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_, err = orderExecutor.SubmitOrders(ctx, orders...)
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if err != nil {
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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.Weights {
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if currency == s.BaseCurrency {
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prices[currency] = fixedpoint.NewFromFloat(1.0)
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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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prices[currency] = fixedpoint.NewFromFloat(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.Weights {
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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, target := range s.Weights {
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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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weight := currentWeights[currency]
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price := prices[currency]
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diff := target.Sub(weight)
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if diff.Abs() < s.Threshold {
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continue
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}
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quantity := diff.Mul(totalValue).Div(price)
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side := types.SideTypeBuy
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if quantity < 0.0 {
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side = types.SideTypeSell
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quantity = quantity.Abs()
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}
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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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Quantity: quantity.Float64()}
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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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