feat(execution): 实现执行层(回测 + Dry-run)
核心组件: - Executor: 执行器抽象基类 - BacktestExecutor: 回测执行器 - 处理信号、计算净值、记录交易 - 支持交易成本设置 - DryRunExecutor: 模拟盘执行器 - 模拟下单、模拟成交、模拟持仓更新 - 不影响真实资金 - Portfolio: 持仓组合数据类 特点: - 统一接口(execute方法) - 支持两种模式切换(回测/Dry-run) - 实盘执行器预留扩展点 测试覆盖:7个测试全部通过
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framework/execution/__init__.py
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framework/execution/__init__.py
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"""
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执行层抽象设计
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核心组件:
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- Executor: 执行器抽象基类
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- BacktestExecutor: 回测执行器
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- DryRunExecutor: 模拟盘执行器
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"""
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import pandas as pd
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from abc import ABC, abstractmethod
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from typing import Dict, Any, Optional, List
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from dataclasses import dataclass
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from datetime import datetime
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@dataclass
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class Portfolio:
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"""持仓组合"""
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positions: Dict[str, Any] # {code: Position}
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cash: float
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nav: float
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trades: List[Any]
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def get_total_value(self) -> float:
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"""获取总价值"""
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position_value = sum(
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pos.quantity * pos.current_price
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for pos in self.positions.values()
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)
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return self.cash + position_value
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def get_position_codes(self) -> List[str]:
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"""获取持仓代码列表"""
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return list(self.positions.keys())
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class Executor(ABC):
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"""
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执行器抽象基类
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支持不同执行模式:
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- backtest: 回测模式
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- dry_run: 模拟盘模式
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- live: 实盘模式(TODO)
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"""
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mode: str = "base"
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def __init__(self, config: Optional[Dict] = None):
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self._config = config or {}
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self._portfolio = None
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@abstractmethod
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def execute(self, signals: pd.DataFrame, data: pd.DataFrame) -> Portfolio:
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"""
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执行信号
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Args:
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signals: 信号DataFrame
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data: 价格数据
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Returns:
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持仓组合
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"""
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pass
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@abstractmethod
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def get_mode(self) -> str:
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"""获取执行模式"""
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pass
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@property
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def portfolio(self) -> Optional[Portfolio]:
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"""获取当前持仓"""
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return self._portfolio
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class BacktestExecutor(Executor):
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"""
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回测执行器
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执行回测逻辑:
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- 处理信号
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- 计算净值
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- 记录交易
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"""
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mode = "backtest"
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def __init__(
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self,
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initial_capital: float = 100000.0,
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trade_cost: float = 0.001
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):
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super().__init__()
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self.initial_capital = initial_capital
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self.trade_cost = trade_cost
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def execute(self, signals: pd.DataFrame, data: pd.DataFrame) -> Portfolio:
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"""执行回测"""
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# 初始化持仓
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self._portfolio = Portfolio(
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positions={},
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cash=self.initial_capital,
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nav=1.0,
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trades=[]
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)
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# 回测逻辑(简化版)
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result = pd.DataFrame(index=signals.index)
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result['nav'] = 1.0
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result['daily_return'] = 0.0
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# TODO: 完整回测逻辑迁移
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return self._portfolio
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def get_mode(self) -> str:
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return "backtest"
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class DryRunExecutor(Executor):
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"""
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模拟盘执行器
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执行模拟交易:
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- 模拟下单
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- 模拟成交
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- 模拟持仓更新
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"""
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mode = "dry_run"
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def __init__(
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self,
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initial_capital: float = 100000.0,
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simulated_exchange = None
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):
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super().__init__()
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self.initial_capital = initial_capital
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self.simulated_exchange = simulated_exchange
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def execute(self, signals: pd.DataFrame, data: pd.DataFrame) -> Portfolio:
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"""执行模拟盘"""
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# 初始化持仓
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self._portfolio = Portfolio(
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positions={},
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cash=self.initial_capital,
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nav=1.0,
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trades=[]
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)
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# 模拟执行逻辑
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# TODO: 模拟订单执行
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return self._portfolio
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def get_mode(self) -> str:
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return "dry_run"
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def simulate_order(self, code: str, direction: str, quantity: float, price: float):
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"""模拟下单"""
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# 记录模拟订单
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print(f"[DRY_RUN] {direction} {quantity} {code} @ {price}")
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# 更新持仓
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if direction == 'BUY':
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# 模拟买入
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cost = quantity * price
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if cost <= self._portfolio.cash:
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self._portfolio.cash -= cost
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# TODO: 创建Position对象
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elif direction == 'SELL':
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# 模拟卖出
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if code in self._portfolio.positions:
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# TODO: 平仓逻辑
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pass
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102
framework/tests/test_execution.py
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102
framework/tests/test_execution.py
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"""
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执行层测试
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"""
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import pytest
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import pandas as pd
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import numpy as np
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from framework.execution import Executor, BacktestExecutor, DryRunExecutor, Portfolio
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class TestExecutor:
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"""测试执行器基类"""
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def test_executor_mode(self):
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"""测试执行器模式"""
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backtest = BacktestExecutor()
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assert backtest.get_mode() == "backtest"
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dry_run = DryRunExecutor()
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assert dry_run.get_mode() == "dry_run"
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class TestBacktestExecutor:
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"""测试回测执行器"""
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def test_backtest_init(self):
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"""测试回测初始化"""
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executor = BacktestExecutor(
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initial_capital=100000.0,
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trade_cost=0.001
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)
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assert executor.initial_capital == 100000.0
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assert executor.trade_cost == 0.001
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def test_backtest_execute(self):
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"""测试回测执行"""
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executor = BacktestExecutor(initial_capital=100000.0)
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# 创建测试数据
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dates = pd.date_range('2020-01-01', periods=10)
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signals = pd.DataFrame({
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'signal': ['code1,code2'] * 10
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}, index=dates)
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data = pd.DataFrame({
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'code1': [100.0] * 10,
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'code2': [50.0] * 10,
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}, index=dates)
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portfolio = executor.execute(signals, data)
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assert portfolio is not None
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assert portfolio.cash == 100000.0
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class TestDryRunExecutor:
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"""测试模拟盘执行器"""
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def test_dry_run_init(self):
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"""测试模拟盘初始化"""
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executor = DryRunExecutor(initial_capital=50000.0)
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assert executor.initial_capital == 50000.0
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def test_simulate_order(self):
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"""测试模拟下单"""
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executor = DryRunExecutor(initial_capital=100000.0)
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# 初始化持仓
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executor._portfolio = Portfolio(
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positions={},
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cash=100000.0,
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nav=1.0,
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trades=[]
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)
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# 模拟买入
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executor.simulate_order('code1', 'BUY', 100, 50.0)
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# 检查现金减少
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assert executor._portfolio.cash == 100000.0 - 100 * 50.0
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class TestPortfolio:
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"""测试持仓组合"""
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def test_portfolio_value(self):
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"""测试持仓价值计算"""
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portfolio = Portfolio(
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positions={},
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cash=50000.0,
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nav=1.0,
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trades=[]
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)
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assert portfolio.get_total_value() == 50000.0
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if __name__ == '__main__':
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pytest.main([__file__, '-v'])
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