基本完毕

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songkunling
2025-08-14 10:13:04 +08:00
parent 21ce1831ec
commit 769729e610
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import MetaTrader5 as mt5
import pandas as pd
from utils import get_rates, close_all, send_order
from logger import logger
from .base_strategy import BaseStrategy
from config import STRATEGY_CONFIG
class Strategy:
def __init__(self):
self.symbol = "XAUUSD"
self.timeframe = mt5.TIMEFRAME_M1
self.bollinger_period = 20
self.bollinger_std_dev = 2
class BollingerStrategy(BaseStrategy):
def __init__(self, data_provider, symbol, timeframe, period=None, std_dev=None):
super().__init__(data_provider, symbol, timeframe)
# 从配置中获取参数,如果传入参数则使用传入的参数
config = STRATEGY_CONFIG.get('bollinger', {})
self.period = period if period is not None else config.get('period', 20)
self.std_dev = std_dev if std_dev is not None else config.get('std_dev', 2.0)
def _calculate_indicators(self, df):
"""
计算布林带指标
"""
mean = df['close'].rolling(self.bollinger_period).mean()
std = df['close'].rolling(self.bollinger_period).std()
df['upper_band'] = mean + self.bollinger_std_dev * std
df['lower_band'] = mean - self.bollinger_std_dev * std
mean = df['close'].rolling(self.period).mean()
std = df['close'].rolling(self.period).std()
df['upper_band'] = mean + self.std_dev * std
df['lower_band'] = mean - self.std_dev * std
return df
def generate_signal(self):
"""
布林带策略实盘:
当价格跌破下轨买入,涨破上轨卖出。
"""
rates = get_rates(self.symbol, self.timeframe, self.bollinger_period + 30)
if rates is None or len(rates) < self.bollinger_period:
rates = self.data_provider.get_historical_data(self.symbol, self.timeframe, self.period + 5)
if rates is None or len(rates) < self.period:
return 0
df = pd.DataFrame(rates)
df = self._calculate_indicators(df)
if df['close'].iloc[-2] < df['lower_band'].iloc[-2]:
logger.info(f"价格跌破下轨,产生买入信号: {self.symbol}")
if df['close'].iloc[-1] < df['lower_band'].iloc[-1]:
return 1
elif df['close'].iloc[-2] > df['upper_band'].iloc[-2]:
logger.info(f"价格涨破上轨,产生卖出信号: {self.symbol}")
elif df['close'].iloc[-1] > df['upper_band'].iloc[-1]:
return -1
return 0
def run_backtest(self, df):
"""
布林带策略回测:
价格突破下轨买入,突破上轨卖出
返回信号序列:1买入,-1卖出,0无操作
"""
df = df.copy()
df = self._calculate_indicators(df)
signals = pd.Series(0, index=df.index)
for i in range(self.bollinger_period, len(df)):
if df['close'].iloc[i-1] < df['lower_band'].iloc[i-1]:
signals.iat[i] = 1
elif df['close'].iloc[i-1] > df['upper_band'].iloc[i-1]:
signals.iat[i] = -1
return signals
signals[df['close'] < df['lower_band']] = 1
signals[df['close'] > df['upper_band']] = -1
return signals