import MetaTrader5 as mt5 import pandas as pd from utils import get_rates, has_open_position, close_all, send_order from logger import logger class Strategy: def __init__(self): self.symbol = "XAUUSD" self.timeframe = mt5.TIMEFRAME_M1 self.fast_ema_period = 12 self.slow_ema_period = 26 self.signal_period = 9 def _calculate_indicators(self, df): """ 计算MACD指标 """ df['exp12'] = df['close'].ewm(span=self.fast_ema_period, adjust=False).mean() df['exp26'] = df['close'].ewm(span=self.slow_ema_period, adjust=False).mean() df['dif'] = df['exp12'] - df['exp26'] df['dea'] = df['dif'].ewm(span=self.signal_period, adjust=False).mean() return df def generate_signal(self): """ MACD策略实盘 DIF线上穿DEA买入,反之卖出 """ rates = get_rates(self.symbol, self.timeframe, self.slow_ema_period + self.signal_period + 30) if rates is None or len(rates) < self.slow_ema_period + self.signal_period: return 0 df = pd.DataFrame(rates) df = self._calculate_indicators(df) if df['dif'].iloc[-2] > df['dea'].iloc[-2] and df['dif'].iloc[-3] <= df['dea'].iloc[-3]: logger.info(f"DIF线上穿DEA,产生买入信号: {self.symbol}") return 1 elif df['dif'].iloc[-2] < df['dea'].iloc[-2] and df['dif'].iloc[-3] >= df['dea'].iloc[-3]: logger.info(f"DIF线下穿DEA,产生卖出信号: {self.symbol}") return -1 return 0 def run_backtest(self, df): """ MACD回测方法 根据DIF和DEA金叉死叉生成信号 """ df = df.copy() df = self._calculate_indicators(df) signals = pd.Series(0, index=df.index) for i in range(2, len(df)): if df['dif'].iloc[i-1] > df['dea'].iloc[i-1] and df['dif'].iloc[i-2] <= df['dea'].iloc[i-2]: signals.iat[i] = 1 elif df['dif'].iloc[i-1] < df['dea'].iloc[i-1] and df['dif'].iloc[i-2] >= df['dea'].iloc[i-2]: signals.iat[i] = -1 return signals