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xmaker: add depth ratio signal
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parent
f776914e8c
commit
39fad2e0b5
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@ -29,6 +29,10 @@ type OrderBookBestPriceVolumeSignal struct {
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book *types.StreamOrderBook
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}
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func (s *OrderBookBestPriceVolumeSignal) BindStreamBook(book *types.StreamOrderBook) {
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s.book = book
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}
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func (s *OrderBookBestPriceVolumeSignal) Bind(ctx context.Context, session *bbgo.ExchangeSession, symbol string) error {
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if s.book == nil {
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return errors.New("s.book can not be nil")
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80
pkg/strategy/xmaker/signal_depth.go
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80
pkg/strategy/xmaker/signal_depth.go
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@ -0,0 +1,80 @@
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package xmaker
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import (
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"context"
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"math"
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"github.com/pkg/errors"
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"github.com/prometheus/client_golang/prometheus"
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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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var depthRatioSignalMetrics = prometheus.NewGaugeVec(
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prometheus.GaugeOpts{
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Name: "xmaker_depth_ratio_signal",
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Help: "",
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}, []string{"symbol"})
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func init() {
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prometheus.MustRegister(depthRatioSignalMetrics)
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}
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type DepthRatioSignal struct {
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// PriceRange, 2% depth ratio means 2% price range from the mid price
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PriceRange fixedpoint.Value `json:"priceRange"`
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MinRatio float64 `json:"minRatio"`
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symbol string
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book *types.StreamOrderBook
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}
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func (s *DepthRatioSignal) BindStreamBook(book *types.StreamOrderBook) {
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s.book = book
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}
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func (s *DepthRatioSignal) Bind(ctx context.Context, session *bbgo.ExchangeSession, symbol string) error {
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if s.book == nil {
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return errors.New("s.book can not be nil")
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}
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s.symbol = symbol
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orderBookSignalMetrics.WithLabelValues(s.symbol).Set(0.0)
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return nil
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}
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func (s *DepthRatioSignal) CalculateSignal(ctx context.Context) (float64, error) {
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bid, ask, ok := s.book.BestBidAndAsk()
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if !ok {
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return 0.0, nil
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}
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midPrice := bid.Price.Add(ask.Price).Div(fixedpoint.Two)
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asks := s.book.SideBook(types.SideTypeSell)
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bids := s.book.SideBook(types.SideTypeBuy)
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asksInRange := asks.InPriceRange(midPrice, types.SideTypeSell, s.PriceRange)
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bidsInRange := bids.InPriceRange(midPrice, types.SideTypeBuy, s.PriceRange)
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askDepthQuote := asksInRange.SumDepthInQuote()
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bidDepthQuote := bidsInRange.SumDepthInQuote()
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var signal = 0.0
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depthRatio := bidDepthQuote.Div(askDepthQuote.Add(bidDepthQuote))
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// convert ratio into -2.0 and 2.0
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signal = depthRatio.Sub(fixedpoint.NewFromFloat(0.5)).Float64() * 4.0
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// ignore noise
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if math.Abs(signal) < s.MinRatio {
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signal = 0.0
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}
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log.Infof("[DepthRatioSignal] %f bid/ask = %f/%f", signal, bidDepthQuote.Float64(), askDepthQuote.Float64())
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depthRatioSignalMetrics.WithLabelValues(s.symbol).Set(signal)
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return signal, nil
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}
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113
pkg/strategy/xmaker/signal_depth_test.go
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113
pkg/strategy/xmaker/signal_depth_test.go
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@ -0,0 +1,113 @@
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package xmaker
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import (
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"context"
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"fmt"
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"testing"
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"github.com/stretchr/testify/assert"
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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/testing/testhelper"
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)
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func TestDepthRatioSignal_CalculateSignal(t *testing.T) {
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type fields struct {
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PriceRange fixedpoint.Value
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MinRatio float64
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symbol string
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book *types.StreamOrderBook
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}
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type args struct {
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ctx context.Context
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bids, asks types.PriceVolumeSlice
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}
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tests := []struct {
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name string
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fields fields
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args args
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want float64
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wantErr assert.ErrorAssertionFunc
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}{
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{
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name: "test1",
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fields: fields{
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PriceRange: fixedpoint.NewFromFloat(0.02),
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MinRatio: 0.01,
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symbol: "BTCUSDT",
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},
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args: args{
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ctx: context.Background(),
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asks: PriceVolumeSliceFromText(`
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19310,1.0
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19320,0.2
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19330,0.3
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19340,0.4
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19350,0.5
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`),
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bids: PriceVolumeSliceFromText(`
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19300,0.1
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19290,0.2
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19280,0.3
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19270,0.4
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19260,0.5
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`),
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},
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want: -0.4641,
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wantErr: assert.NoError,
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},
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{
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name: "normal",
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fields: fields{
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PriceRange: fixedpoint.NewFromFloat(0.02),
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MinRatio: 0.01,
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symbol: "BTCUSDT",
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},
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args: args{
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ctx: context.Background(),
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asks: PriceVolumeSliceFromText(`
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19310,0.1
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19320,0.2
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19330,0.3
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19340,0.4
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19350,0.5
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`),
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bids: PriceVolumeSliceFromText(`
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19300,0.1
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19290,0.2
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19280,0.3
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19270,0.4
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19260,0.5
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`),
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},
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want: 0,
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wantErr: assert.NoError,
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},
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}
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for _, tt := range tests {
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t.Run(tt.name, func(t *testing.T) {
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s := &DepthRatioSignal{
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PriceRange: tt.fields.PriceRange,
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MinRatio: tt.fields.MinRatio,
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symbol: tt.fields.symbol,
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book: types.NewStreamBook("BTCUSDT", types.ExchangeBinance),
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}
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s.book.Load(types.SliceOrderBook{
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Symbol: "BTCUSDT",
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Bids: tt.args.bids,
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Asks: tt.args.asks,
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})
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got, err := s.CalculateSignal(tt.args.ctx)
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if !tt.wantErr(t, err, fmt.Sprintf("CalculateSignal(%v)", tt.args.ctx)) {
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return
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}
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assert.InDeltaf(t, tt.want, got, 0.001, "CalculateSignal(%v)", tt.args.ctx)
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})
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}
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}
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@ -64,6 +64,7 @@ type SignalConfig struct {
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Weight float64 `json:"weight"`
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BollingerBandTrendSignal *BollingerBandTrendSignal `json:"bollingerBandTrend,omitempty"`
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OrderBookBestPriceSignal *OrderBookBestPriceVolumeSignal `json:"orderBookBestPrice,omitempty"`
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DepthRatioSignal *DepthRatioSignal `json:"depthRatio,omitempty"`
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KLineShapeSignal *KLineShapeSignal `json:"klineShape,omitempty"`
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TradeVolumeWindowSignal *TradeVolumeWindowSignal `json:"tradeVolumeWindow,omitempty"`
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}
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@ -390,6 +391,8 @@ func (s *Strategy) aggregateSignal(ctx context.Context) (float64, error) {
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var err error
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if signal.OrderBookBestPriceSignal != nil {
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sig, err = signal.OrderBookBestPriceSignal.CalculateSignal(ctx)
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} else if signal.DepthRatioSignal != nil {
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sig, err = signal.DepthRatioSignal.CalculateSignal(ctx)
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} else if signal.BollingerBandTrendSignal != nil {
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sig, err = signal.BollingerBandTrendSignal.CalculateSignal(ctx)
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} else if signal.TradeVolumeWindowSignal != nil {
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@ -1547,6 +1550,11 @@ func (s *Strategy) CrossRun(
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if err := signalConfig.OrderBookBestPriceSignal.Bind(ctx, s.sourceSession, s.Symbol); err != nil {
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return err
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}
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} else if signalConfig.DepthRatioSignal != nil {
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signalConfig.DepthRatioSignal.book = s.sourceBook
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if err := signalConfig.DepthRatioSignal.Bind(ctx, s.sourceSession, s.Symbol); err != nil {
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return err
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}
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} else if signalConfig.BollingerBandTrendSignal != nil {
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if err := signalConfig.BollingerBandTrendSignal.Bind(ctx, s.sourceSession, s.Symbol); err != nil {
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return err
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@ -280,6 +280,28 @@ func (slice PriceVolumeSlice) AverageDepthPriceByQuote(requiredDepthInQuote fixe
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return totalQuoteAmount.Div(totalQuantity)
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}
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func (slice PriceVolumeSlice) InPriceRange(midPrice fixedpoint.Value, side SideType, r fixedpoint.Value) (sub PriceVolumeSlice) {
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switch side {
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case SideTypeSell:
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boundaryPrice := midPrice.Add(midPrice.Mul(r))
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for _, pv := range slice {
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if pv.Price.Compare(boundaryPrice) <= 0 {
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sub = append(sub, pv)
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}
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}
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case SideTypeBuy:
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boundaryPrice := midPrice.Sub(midPrice.Mul(r))
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for _, pv := range slice {
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if pv.Price.Compare(boundaryPrice) >= 0 {
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sub = append(sub, pv)
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}
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}
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}
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return sub
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}
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// AverageDepthPrice uses the required total quantity to calculate the corresponding price
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func (slice PriceVolumeSlice) AverageDepthPrice(requiredQuantity fixedpoint.Value) fixedpoint.Value {
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// rest quantity
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