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from abc import ABC, abstractmethod
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from typing import Dict, List, Optional, Any
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from datetime import datetime
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import pandas as pd
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from ..strategy.base import Position, SignalEvent
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class RiskEvent:
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"""风险事件"""
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def __init__(
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self,
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event_type: str, # "RISK_LIMIT", "STOP_LOSS", "MARGIN_CALL" etc.
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instrument: str,
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timestamp: datetime,
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message: str,
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severity: str = "WARNING", # "INFO", "WARNING", "CRITICAL"
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data: Optional[Dict[str, Any]] = None
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):
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self.event_type = event_type
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self.instrument = instrument
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self.timestamp = timestamp
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self.message = message
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self.severity = severity
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self.data = data or {}
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class PositionSizer(ABC):
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"""
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仓位管理器基类
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负责计算每笔交易的具体仓位大小
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"""
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@abstractmethod
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def calculate_position_size(
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self,
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signal: SignalEvent,
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portfolio_value: float,
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risk_per_trade: float
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) -> float:
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"""
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计算交易仓位大小
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Args:
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signal: 交易信号
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portfolio_value: 当前组合总价值
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risk_per_trade: 每笔交易的风险比例
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Returns:
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建议的仓位大小
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"""
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pass
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class RiskManager(ABC):
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"""
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风险管理器基类
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负责风险控制和监控
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"""
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def __init__(
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self,
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max_position_size: float,
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max_portfolio_risk: float,
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max_drawdown: float
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):
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self.max_position_size = max_position_size
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self.max_portfolio_risk = max_portfolio_risk
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self.max_drawdown = max_drawdown
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self.current_drawdown = 0.0
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self.peak_value = 0.0
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@abstractmethod
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async def check_signal(self, signal: SignalEvent) -> bool:
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"""
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检查交易信号是否符合风险控制要求
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Args:
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signal: 交易信号
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Returns:
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True if signal is acceptable, False otherwise
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"""
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pass
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@abstractmethod
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async def check_position(self, position: Position) -> List[RiskEvent]:
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"""
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检查持仓的风险状况
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Args:
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position: 当前持仓
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Returns:
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风险事件列表
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"""
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pass
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def update_drawdown(self, portfolio_value: float) -> Optional[RiskEvent]:
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"""
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更新和检查回撤状况
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Args:
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portfolio_value: 当前组合价值
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Returns:
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如果超过最大回撤限制,返回风险事件
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"""
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if portfolio_value > self.peak_value:
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self.peak_value = portfolio_value
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self.current_drawdown = 0.0
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else:
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self.current_drawdown = (self.peak_value - portfolio_value) / self.peak_value
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if self.current_drawdown > self.max_drawdown:
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return RiskEvent(
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event_type="MAX_DRAWDOWN_BREACH",
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instrument="PORTFOLIO",
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timestamp=datetime.now(),
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message=f"Maximum drawdown breached: {self.current_drawdown:.2%}",
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severity="CRITICAL",
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data={"drawdown": self.current_drawdown}
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)
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return None
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class SimpleRiskManager(RiskManager):
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"""
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简单风险管理器实现
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实现基本的风险控制功能
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"""
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async def check_signal(self, signal: SignalEvent) -> bool:
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"""检查交易信号"""
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# 实现基本的信号检查逻辑
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if not signal.stop_loss:
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return False # 要求必须有止损
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return True
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async def check_position(self, position: Position) -> List[RiskEvent]:
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"""检查持仓风险"""
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events = []
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# 检查持仓规模
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if abs(position.size) > self.max_position_size:
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events.append(RiskEvent(
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event_type="POSITION_SIZE_LIMIT",
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instrument=position.instrument,
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timestamp=datetime.now(),
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message=f"Position size {position.size} exceeds limit {self.max_position_size}",
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severity="WARNING"
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))
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# 检查止损
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if not position.stop_loss:
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events.append(RiskEvent(
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event_type="MISSING_STOP_LOSS",
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instrument=position.instrument,
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timestamp=datetime.now(),
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message="Position has no stop loss",
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severity="WARNING"
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))
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return events
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