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inventory skew
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43
pkg/strategy/fixedmaker/inventory_skew.go
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43
pkg/strategy/fixedmaker/inventory_skew.go
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package fixedmaker
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import (
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"github.com/c9s/bbgo/pkg/fixedpoint"
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)
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var (
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zero = fixedpoint.Zero
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two = fixedpoint.NewFromFloat(2.0)
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)
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type InventorySkewBidAskRatios struct {
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bidRatio fixedpoint.Value
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askRatio fixedpoint.Value
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}
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// https://hummingbot.org/strategy-configs/inventory-skew/
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// https://github.com/hummingbot/hummingbot/blob/31fc61d5e71b2c15732142d30983f3ea2be4d466/hummingbot/strategy/pure_market_making/inventory_skew_calculator.pyx
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type InventorySkew struct {
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InventoryRangeMultiplier fixedpoint.Value `json:"inventoryRangeMultiplier"`
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TargetBaseRatio fixedpoint.Value `json:"targetBaseRatio"`
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}
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func (s *InventorySkew) CalculateBidAskRatios(quantity fixedpoint.Value, price fixedpoint.Value, baseBalance fixedpoint.Value, quoteBalance fixedpoint.Value) *InventorySkewBidAskRatios {
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baseValue := baseBalance.Mul(price)
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totalValue := baseValue.Add(quoteBalance)
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inventoryRange := s.InventoryRangeMultiplier.Mul(quantity.Mul(two)).Mul(price)
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leftLimit := s.TargetBaseRatio.Mul(totalValue).Sub(inventoryRange)
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rightLimit := s.TargetBaseRatio.Mul(totalValue).Add(inventoryRange)
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bidAdjustment := interp(baseValue, leftLimit, rightLimit, two, zero).Clamp(zero, two)
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askAdjustment := interp(baseValue, leftLimit, rightLimit, zero, two).Clamp(zero, two)
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return &InventorySkewBidAskRatios{
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bidRatio: bidAdjustment,
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askRatio: askAdjustment,
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}
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}
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func interp(x, x0, x1, y0, y1 fixedpoint.Value) fixedpoint.Value {
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return y0.Add(x.Sub(x0).Mul(y1.Sub(y0)).Div(x1.Sub(x0)))
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}
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69
pkg/strategy/fixedmaker/inventory_skew_test.go
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pkg/strategy/fixedmaker/inventory_skew_test.go
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package fixedmaker
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import (
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"testing"
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"github.com/c9s/bbgo/pkg/fixedpoint"
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"github.com/stretchr/testify/assert"
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)
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func Test_InventorySkew_CalculateBidAskRatios(t *testing.T) {
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cases := []struct {
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quantity fixedpoint.Value
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price fixedpoint.Value
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baseBalance fixedpoint.Value
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quoteBalance fixedpoint.Value
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want *InventorySkewBidAskRatios
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}{
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{
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quantity: fixedpoint.NewFromFloat(1.0),
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price: fixedpoint.NewFromFloat(1000),
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baseBalance: fixedpoint.NewFromFloat(1.0),
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quoteBalance: fixedpoint.NewFromFloat(1000),
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want: &InventorySkewBidAskRatios{
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bidRatio: fixedpoint.NewFromFloat(1.0),
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askRatio: fixedpoint.NewFromFloat(1.0),
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},
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},
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{
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quantity: fixedpoint.NewFromFloat(1.0),
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price: fixedpoint.NewFromFloat(1000),
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baseBalance: fixedpoint.NewFromFloat(1.0),
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quoteBalance: fixedpoint.NewFromFloat(1200),
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want: &InventorySkewBidAskRatios{
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bidRatio: fixedpoint.NewFromFloat(1.5),
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askRatio: fixedpoint.NewFromFloat(0.5),
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},
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},
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{
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quantity: fixedpoint.NewFromFloat(1.0),
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price: fixedpoint.NewFromFloat(1000),
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baseBalance: fixedpoint.NewFromFloat(0.0),
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quoteBalance: fixedpoint.NewFromFloat(10000),
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want: &InventorySkewBidAskRatios{
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bidRatio: fixedpoint.NewFromFloat(2.0),
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askRatio: fixedpoint.NewFromFloat(0.0),
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},
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},
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{
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quantity: fixedpoint.NewFromFloat(1.0),
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price: fixedpoint.NewFromFloat(1000),
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baseBalance: fixedpoint.NewFromFloat(2.0),
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quoteBalance: fixedpoint.NewFromFloat(0.0),
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want: &InventorySkewBidAskRatios{
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bidRatio: fixedpoint.NewFromFloat(0.0),
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askRatio: fixedpoint.NewFromFloat(2.0),
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},
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},
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}
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for _, c := range cases {
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s := &InventorySkew{
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InventoryRangeMultiplier: fixedpoint.NewFromFloat(0.1),
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TargetBaseRatio: fixedpoint.NewFromFloat(0.5),
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}
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got := s.CalculateBidAskRatios(c.quantity, c.price, c.baseBalance, c.quoteBalance)
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assert.Equal(t, c.want.bidRatio.Float64(), got.bidRatio.Float64())
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assert.Equal(t, c.want.askRatio.Float64(), got.askRatio.Float64())
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}
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}
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