2.5 KiB
Risk Control
1. Introduction
Two types of risk controls for strategies is created:
- Position-limit Risk Control (pkg/risk/riskcontrol/position.go)
- Circuit-break Risk Control (pkg/risk/riskcontrol/circuit_break.go)
2. Position-Limit Risk Control
Initialization:
s.positionRiskControl = riskcontrol.NewPositionRiskControl(s.PositionHardLimit, s.MaxPositionQuantity, s.orderExecutor.TradeCollector())
s.positionRiskControl.OnReleasePosition(func(quantity fixedpoint.Value, side types.SideType) {
createdOrders, err := s.orderExecutor.SubmitOrders(ctx, types.SubmitOrder{
Symbol: s.Symbol,
Market: s.Market,
Side: side,
Type: types.OrderTypeMarket,
Quantity: quantity,
})
if err != nil {
log.WithError(err).Errorf("failed to submit orders")
return
}
log.Infof("created position release orders: %+v", createdOrders)
})
Strategy should provide OnReleasePosition callback, which will be called when position (positive or negative) is over hard limit.
Modify quantity before submitting orders:
buyQuantity, sellQuantity := s.positionRiskControl.ModifiedQuantity(s.Position.Base)
It calculates buy and sell quantity shrinking by hard limit and position.
3. Circuit-Break Risk Control
Initialization
s.circuitBreakRiskControl = riskcontrol.NewCircuitBreakRiskControl(
s.Position,
session.Indicators(s.Symbol).EWMA(s.CircuitBreakEMA),
s.CircuitBreakLossThreshold,
s.ProfitStats)
Should pass in position and profit states. Also need an price EWMA to calculate unrealized profit.
Validate parameters:
if s.CircuitBreakLossThreshold.Float64() > 0 {
return fmt.Errorf("circuitBreakLossThreshold should be non-positive")
}
return nil
Circuit break condition should be non-greater than zero.
Check for circuit break before submitting orders:
// Circuit break when accumulated losses are over break condition
if s.circuitBreakRiskControl.IsHalted() {
return
}
submitOrders, err := s.generateSubmitOrders(ctx)
if err != nil {
log.WithError(err).Error("failed to generate submit orders")
return
}
log.Infof("submit orders: %+v", submitOrders)
if s.DryRun {
log.Infof("dry run, not submitting orders")
return
}
Notice that if there are multiple place to submit orders, it is recommended to check in one place in Strategy.Run() and re-use that flag before submitting orders. That can avoid duplicated logs generated from IsHalted().