基本完毕

This commit is contained in:
songkunling
2025-08-14 10:13:04 +08:00
parent 21ce1831ec
commit 769729e610
40 changed files with 3177 additions and 2372 deletions
+17 -39
View File
@@ -1,21 +1,17 @@
import MetaTrader5 as mt5
import pandas as pd
from utils import get_rates, has_open_position, 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.kdj_period = 9
class KDJStrategy(BaseStrategy):
def __init__(self, data_provider, symbol, timeframe, period=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('kdj', {})
self.period = period if period is not None else config.get('period', 14)
def _calculate_indicators(self, df):
"""
计算KDJ指标
"""
low_min = df['low'].rolling(self.kdj_period).min()
high_max = df['high'].rolling(self.kdj_period).max()
low_min = df['low'].rolling(self.period).min()
high_max = df['high'].rolling(self.period).max()
rsv = (df['close'] - low_min) / (high_max - low_min) * 100
df['k'] = rsv.ewm(com=2).mean()
df['d'] = df['k'].ewm(com=2).mean()
@@ -23,40 +19,22 @@ class Strategy:
return df
def generate_signal(self):
"""
KDJ策略实盘
K线向上穿越D线(金叉)买入,K线向下穿越D线(死叉)卖出
"""
rates = get_rates(self.symbol, self.timeframe, self.kdj_period + 30)
if rates is None or len(rates) < self.kdj_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)
# Golden cross
if df['k'].iloc[-2] < df['d'].iloc[-2] and df['k'].iloc[-1] > df['d'].iloc[-1]:
logger.info(f"KDJ Golden Cross, creating buy signal: {self.symbol}")
if df['k'].iloc[-1] > df['d'].iloc[-1] and df['k'].iloc[-2] < df['d'].iloc[-2]:
return 1
# Dead cross
elif df['k'].iloc[-2] > df['d'].iloc[-2] and df['k'].iloc[-1] < df['d'].iloc[-1]:
logger.info(f"KDJ Dead Cross, creating sell signal: {self.symbol}")
elif df['k'].iloc[-1] < df['d'].iloc[-1] and df['k'].iloc[-2] > df['d'].iloc[-2]:
return -1
return 0
def run_backtest(self, df):
"""
KDJ回测方法
根据金叉和死叉生成信号
"""
df = df.copy()
df = self._calculate_indicators(df)
signals = pd.Series(0, index=df.index)
for i in range(1, len(df)):
# Golden cross
if df['k'].iloc[i-1] < df['d'].iloc[i-1] and df['k'].iloc[i] > df['d'].iloc[i]:
signals.iat[i] = 1
# Dead cross
elif df['k'].iloc[i-1] > df['d'].iloc[i-1] and df['k'].iloc[i] < df['d'].iloc[i]:
signals.iat[i] = -1
return signals
signals[(df['k'] > df['d']) & (df['k'].shift(1) < df['d'].shift(1))] = 1
signals[(df['k'] < df['d']) & (df['k'].shift(1) > df['d'].shift(1))] = -1
return signals