diff options
| author | TheSiahxyz <164138827+TheSiahxyz@users.noreply.github.com> | 2026-04-01 17:27:16 +0900 |
|---|---|---|
| committer | TheSiahxyz <164138827+TheSiahxyz@users.noreply.github.com> | 2026-04-01 17:27:16 +0900 |
| commit | 23e60d37f8f55386ab7c1378a50db11a9c386dc6 (patch) | |
| tree | fa02de5d1681b03ceb37ce64f4c77a945065a088 /services/order-executor/src | |
| parent | 7d7ecadca4f7416eb252afce750e75e696d54a94 (diff) | |
feat(risk): add trailing stop, volatility sizing, and position limits
Diffstat (limited to 'services/order-executor/src')
| -rw-r--r-- | services/order-executor/src/order_executor/config.py | 5 | ||||
| -rw-r--r-- | services/order-executor/src/order_executor/main.py | 4 | ||||
| -rw-r--r-- | services/order-executor/src/order_executor/risk_manager.py | 112 |
3 files changed, 114 insertions, 7 deletions
diff --git a/services/order-executor/src/order_executor/config.py b/services/order-executor/src/order_executor/config.py index 6542a31..14828ea 100644 --- a/services/order-executor/src/order_executor/config.py +++ b/services/order-executor/src/order_executor/config.py @@ -4,4 +4,7 @@ from shared.config import Settings class ExecutorConfig(Settings): - pass + risk_trailing_stop_pct: float = 0.0 + risk_max_open_positions: int = 10 + risk_volatility_lookback: int = 20 + risk_volatility_scale: bool = False diff --git a/services/order-executor/src/order_executor/main.py b/services/order-executor/src/order_executor/main.py index 24a166e..32470f6 100644 --- a/services/order-executor/src/order_executor/main.py +++ b/services/order-executor/src/order_executor/main.py @@ -42,6 +42,10 @@ async def run() -> None: max_position_size=Decimal(str(config.risk_max_position_size)), stop_loss_pct=Decimal(str(config.risk_stop_loss_pct)), daily_loss_limit_pct=Decimal(str(config.risk_daily_loss_limit_pct)), + trailing_stop_pct=Decimal(str(config.risk_trailing_stop_pct)), + max_open_positions=config.risk_max_open_positions, + volatility_lookback=config.risk_volatility_lookback, + volatility_scale=config.risk_volatility_scale, ) executor = OrderExecutor( diff --git a/services/order-executor/src/order_executor/risk_manager.py b/services/order-executor/src/order_executor/risk_manager.py index db162e1..2b0a864 100644 --- a/services/order-executor/src/order_executor/risk_manager.py +++ b/services/order-executor/src/order_executor/risk_manager.py @@ -1,7 +1,8 @@ """Risk management for order execution.""" - from dataclasses import dataclass from decimal import Decimal +from collections import deque +import math from shared.models import Signal, OrderSide, Position @@ -12,18 +13,106 @@ class RiskCheckResult: reason: str +@dataclass +class TrailingStop: + """Tracks trailing stop for a symbol.""" + symbol: str + highest_price: Decimal + stop_pct: Decimal # e.g. 5.0 for 5% + + @property + def stop_price(self) -> Decimal: + return self.highest_price * (1 - self.stop_pct / 100) + + def update(self, current_price: Decimal) -> None: + if current_price > self.highest_price: + self.highest_price = current_price + + def is_triggered(self, current_price: Decimal) -> bool: + return current_price <= self.stop_price + + class RiskManager: - """Evaluates risk before order execution.""" + """Evaluates risk before order execution with advanced features.""" def __init__( self, max_position_size: Decimal, stop_loss_pct: Decimal, daily_loss_limit_pct: Decimal, + trailing_stop_pct: Decimal = Decimal("0"), + max_open_positions: int = 10, + volatility_lookback: int = 20, + volatility_scale: bool = False, ) -> None: self.max_position_size = max_position_size self.stop_loss_pct = stop_loss_pct self.daily_loss_limit_pct = daily_loss_limit_pct + self.trailing_stop_pct = trailing_stop_pct + self.max_open_positions = max_open_positions + self.volatility_lookback = volatility_lookback + self.volatility_scale = volatility_scale + + self._trailing_stops: dict[str, TrailingStop] = {} + self._price_history: dict[str, deque[float]] = {} + + def update_price(self, symbol: str, price: Decimal) -> None: + """Update price tracking for trailing stops and volatility.""" + # Trailing stop + if symbol in self._trailing_stops: + self._trailing_stops[symbol].update(price) + + # Price history for volatility + if symbol not in self._price_history: + self._price_history[symbol] = deque(maxlen=self.volatility_lookback) + self._price_history[symbol].append(float(price)) + + def set_trailing_stop(self, symbol: str, entry_price: Decimal) -> None: + """Set a trailing stop for a new position.""" + if self.trailing_stop_pct > 0: + self._trailing_stops[symbol] = TrailingStop( + symbol=symbol, + highest_price=entry_price, + stop_pct=self.trailing_stop_pct, + ) + + def remove_trailing_stop(self, symbol: str) -> None: + """Remove trailing stop when position is closed.""" + self._trailing_stops.pop(symbol, None) + + def get_volatility(self, symbol: str) -> float | None: + """Calculate annualized volatility for a symbol.""" + history = self._price_history.get(symbol) + if not history or len(history) < 2: + return None + prices = list(history) + returns = [(prices[i] - prices[i-1]) / prices[i-1] for i in range(1, len(prices)) if prices[i-1] != 0] + if not returns: + return None + mean = sum(returns) / len(returns) + var = sum((r - mean) ** 2 for r in returns) / len(returns) + daily_vol = math.sqrt(var) + return daily_vol * math.sqrt(365) # Annualized + + def calculate_position_size(self, symbol: str, balance: Decimal) -> Decimal: + """Calculate position size adjusted for volatility. + + Lower volatility -> larger position, higher volatility -> smaller position. + Base: max_position_size of balance. Scaled by inverse volatility. + """ + base_size = balance * self.max_position_size + + if not self.volatility_scale: + return base_size + + vol = self.get_volatility(symbol) + if vol is None or vol == 0: + return base_size + + # Target volatility of 20% annualized + target_vol = 0.20 + scale = min(target_vol / vol, 2.0) # Cap at 2x + return base_size * Decimal(str(scale)) def check( self, @@ -37,6 +126,15 @@ class RiskManager: if balance > 0 and (daily_pnl / balance) * 100 < -self.daily_loss_limit_pct: return RiskCheckResult(allowed=False, reason="Daily loss limit exceeded") + # Check trailing stop + if signal.side == OrderSide.BUY: + trailing = self._trailing_stops.get(signal.symbol) + if trailing and trailing.is_triggered(signal.price): + return RiskCheckResult( + allowed=False, + reason=f"Trailing stop triggered at {trailing.stop_price}", + ) + if signal.side == OrderSide.BUY: order_cost = signal.price * signal.quantity @@ -44,16 +142,18 @@ class RiskManager: if order_cost > balance: return RiskCheckResult(allowed=False, reason="Insufficient balance") + # Check max open positions + open_count = sum(1 for p in positions.values() if p.quantity > 0) + if open_count >= self.max_open_positions: + return RiskCheckResult(allowed=False, reason="Max open positions reached") + # Check position size limit position = positions.get(signal.symbol) current_position_value = Decimal(0) if position is not None: current_position_value = position.quantity * position.current_price - if ( - balance > 0 - and (current_position_value + order_cost) / balance > self.max_position_size - ): + if balance > 0 and (current_position_value + order_cost) / balance > self.max_position_size: return RiskCheckResult(allowed=False, reason="Position size exceeded") return RiskCheckResult(allowed=True, reason="OK") |
