MacOS/Windows/Linux:官网下载python3安装包，直接安装即可，也可以配置多个版本的python3环境，支持自由切换， 切换方式查看环境初始化部分 

python3.13 -m venv venv13 source venv13/bin/activate pip install -r requirements-13.txt 

python3.7 -m venv venv7 source venv7/bin/activate pip install -r requirements-7.txt 

- deactivate 

csv数据格式 A股数据格式 date,open,high,low,close,volume,amount,stock_code,stock_name,market 2021-11-01,0.81,0.82,0.81,0.82,54463399,54086664.0,SH.510210,上证指数ETF,CN 2021-11-02,0.82,0.82,0.8,0.81,71456299,70368907.0,SH.510210,上证指数ETF,CN 2021-11-03,0.81,0.81,0.8,0.8,36854399,36085912.0,SH.510210,上证指数ETF,CN 2021-11-04,0.81,0.81,0.8,0.81,47489699,46692877.0,SH.510210,上证指数ETF,CN 港股数据格式 date,open,high,low,close,volume,amount,stock_code,stock_name,market 2021-11-01,432.36,432.75,421.29,425.76,22649546,10654645504.0,00700,港股00700,HK 2021-11-02,434.49,437.79,416.64,420.32,33005998,15457739520.0,00700,港股00700,HK 2021-11-03,418.38,426.15,414.3,425.18,19362664,8976079360.0,00700,港股00700,HK 2021-11-04,431.19,437.6,429.84,436.63,16440685,7856704512.0,00700,港股00700,HK 2021-11-05,428.09,430.22,421.49,423.62,20019234,9394663936.0,00700,港股00700,HK 2021-11-08,416.44,420.32,410.04,420.13,22340751,10272692480.0,00700,港股00700,HK 美股数据格式 date,open,high,low,close,volume,amount,stock_code,stock_name,market 2021-11-01,434.07,434.46,431.96,433.88,2914779.0,,US.IVV,IVV,US 2021-11-02,434.02,435.99,433.86,435.7,3282790.0,,US.IVV,IVV,US 2021-11-03,435.08,438.91,434.62,438.55,2916130.0,,US.IVV,IVV,US 2021-11-04,439.15,440.8,438.78,440.69,3039933.0,,US.IVV,IVV,US 

from common.logger import create_log from core.quant.quant_manage import run_backtest_enhanced_volume_strategy, run_backtest_enhanced_volume_strategy_multi from core.strategy.trading.volume.trading_strategy_volume import EnhancedVolumeStrategy from settings import stock_data_root logger = create_log('test_strategy') if __name__ == "__main__": # 启动回测-单个股票 kline_csv_path = stock_data_root / "futu/HK.00175_吉利汽车_20211028_20251027.csv" run_backtest_enhanced_volume_strategy(kline_csv_path, EnhancedVolumeStrategy) # 启动回测-批量股票 kline_csv_path_folder = stock_data_root / "akshare" run_backtest_enhanced_volume_strategy_multi(kline_csv_path_folder, EnhancedVolumeStrategy) 

回测日志会输出到logs目录下 回测图表会输出到html目录下（历史k线、策略触发信号、策略交易记录、持仓记录、资金记录） 

回测后会产生交易信号，交易信号按照信号纬度聚合，聚合后支持按照策略、股票名称、时间、信号类型筛选，支持下载html 

调整策略信号参数（只标记交易信号，不交易）：settings文件中修改交易策略相关参数 调整策略买卖参数（根据交易信号执行交易）：settings文件中修改交易佣金相关参数 调整初始本金：settings文件中修改交易本金参数 

1.配置任务名称、任务类型、描述、定时表达式 2.配置目标股票列表（支持A股、港股、美股） 3.配置回测策略、启动资金、回测天数（结束时间默认为当前时间前一天） 4.启动任务即可实现离线执行 5.配置企业微信webhook URL（环境变量增加WECHAT_WEBHOOK_QUANT），如果配置了，会在任务执行完成后发送通知到企业微信（企业微信群配置消息助手） 注意：别配置大量任务、或者太频繁任务，否则会对系统资源造成压力，也有可能被数据源服务封禁IP 

1.查看指标策略 2.查看交易策略