{
 "cells": [
  {
   "cell_type": "code",
   "id": "522f09ca7b3fe929",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-28T03:27:06.461800Z",
     "start_time": "2025-10-28T03:27:05.816705Z"
    }
   },
   "source": [
    "from datetime import datetime\n",
    "\n",
    "import sys\n",
    "\n",
    "if '/mnt/d/PyProject/NewQuant/' not in sys.path:\n",
    "    sys.path.append('/mnt/d/PyProject/NewQuant/')\n",
    "    \n",
    "from src.data_processing import load_raw_data\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "id": "c00ccfeec592844c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-28T03:27:06.834061Z",
     "start_time": "2025-10-28T03:27:06.465806Z"
    }
   },
   "source": [
    "from turtle import down\n",
    "from src.analysis.result_analyzer import ResultAnalyzer\n",
    "# 导入所有必要的模块\n",
    "from src.data_manager import DataManager\n",
    "from src.backtest_engine import BacktestEngine\n",
    "from src.indicators.indicator_list import INDICATOR_LIST\n",
    "from src.indicators.indicators import *\n",
    "\n",
    "# 导入您自己的 SMC 策略\n",
    "from futures_trading_strategies.rb.KalmanStrategy.KalmanStrategy2 import DualModeKalmanStrategy\n",
    "# from src.strategies.KalmanStrategy.KalmanStrategy2 import DualModeKalmanStrategy\n",
    "\n",
    "# --- 配置参数 ---\n",
    "# 获取当前脚本所在目录，假设数据文件在项目根目录下的 data 文件夹内\n",
    "data_file_path = 'D:/PyProject/NewQuant/data/data/KQ_m@SHFE_rb/KQ_m@SHFE_rb_min15.csv'\n"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "7599fa7cd2cb3d45",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-28T03:27:06.855516Z",
     "start_time": "2025-10-28T03:27:06.839066Z"
    }
   },
   "source": [
    "\n",
    "initial_capital = 100000.0\n",
    "slippage_rate = 0.000  # 假设每笔交易0.1%的滑点\n",
    "commission_rate = 0.0001  # 假设每笔交易0.02%的佣金\n",
    "\n",
    "global_config = {\n",
    "    'symbol': 'KQ_m@SHFE_rb', # 确保与数据文件中的 symbol 匹配\n",
    "}\n",
    "\n",
    "# 回测时间范围\n",
    "start_time = datetime(2021, 1, 1)\n",
    "end_time = datetime(2025, 1, 1)\n",
    "\n",
    "# start_time = datetime(2024, 6, 1)\n",
    "# end_time = datetime(2025, 10, 1)\n",
    "\n",
    "\n",
    "indicators = INDICATOR_LIST\n",
    "indicators = []\n",
    "\n",
    "# 确保 DataManager 能够重置以进行多次回测\n",
    "# data_manager.reset() # 首次运行不需要重置"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "id": "f903fd2761d446cd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-28T03:28:06.029739Z",
     "start_time": "2025-10-28T03:27:06.861519Z"
    }
   },
   "source": [
    "from src.indicators.indicators import ROC_MA\n",
    "\n",
    "# --- 1. 初始化数据管理器 ---\n",
    "print(\"初始化数据管理器...\")\n",
    "data_manager = DataManager(file_path=data_file_path, symbol=global_config['symbol'], start_time=start_time,\n",
    "                           end_time=end_time)\n",
    "\n",
    "strategy_parameters = {\n",
    "    'main_symbol': 'rb',  # <-- 替换为你的交易品种代码，例如 'GC=F' (黄金期货), 'ZC=F' (玉米期货)\n",
    "    'trade_volume': 1,\n",
    "    'order_direction': ['SELL', 'BUY'],\n",
    "    'indicators': [PriceRangeToVolatilityRatio(7, 21, 4, 5), PriceRangeToVolatilityRatio(7, 21, 4, 5)],\n",
    "    'enable_log': False\n",
    "}\n",
    "\n",
    "\n",
    "\n",
    "# --- 2. 初始化回测引擎并运行 ---\n",
    "print(\"\\n初始化回测引擎...\")\n",
    "engine = BacktestEngine(\n",
    "    data_manager=data_manager,\n",
    "    strategy_class=DualModeKalmanStrategy, # <--- 更改为您的 SMC 策略类\n",
    "    # current_segment_symbol 参数已从 SMCPureH1LongStrategy 中移除，不需要设置\n",
    "    strategy_params=strategy_parameters,\n",
    "    initial_capital=initial_capital,\n",
    "    slippage_rate=slippage_rate,\n",
    "    commission_rate=commission_rate,\n",
    "    roll_over_mode=True,\n",
    "    start_time=start_time,\n",
    "    end_time=end_time,\n",
    "    indicators=indicators # 如果您的 SMC 策略不使用这些指标，也可以考虑移除\n",
    ")\n",
    "\n",
    "print(\"\\n开始运行回测...\")\n",
    "engine.run_backtest()\n",
    "print(\"\\n回测运行完毕。\")\n",
    "\n",
    "# --- 3. 获取回测结果 ---\n",
    "results = engine.get_backtest_results()\n",
    "portfolio_snapshots = results[\"portfolio_snapshots\"]\n",
    "trade_history = results[\"trade_history\"]\n",
    "initial_capital_result = results[\"initial_capital\"]\n",
    "bars = results[\"all_bars\"]\n"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "初始化数据管理器...\n",
      "数据加载成功: D:/PyProject/NewQuant/data/data/KQ_m@SHFE_rb/KQ_m@SHFE_rb_min15.csv\n",
      "数据范围从 2020-12-31 14:45:00 到 2025-10-27 14:45:00\n",
      "总计 26532 条记录。\n",
      "\n",
      "初始化回测引擎...\n",
      "模拟器初始化：初始资金=100000.00, 滑点率=0.0, 佣金率=0.0001\n",
      "内存仓储已初始化，管理ID: 'futures_trading_strategies.rb.KalmanStrategy.KalmanStrategy2.DualModeKalmanStrategy_c7bd93715d42fbef1ec746ee2635a5d3'\n",
      "\n",
      "--- 回测引擎初始化完成 ---\n",
      "  策略: DualModeKalmanStrategy\n",
      "  初始资金: 100000.00\n",
      "  换月模式: 启用\n",
      "\n",
      "开始运行回测...\n",
      "\n",
      "--- 回测开始 ---\n",
      "DualModeKalmanStrategy 策略初始化回调被调用。\n",
      "开始将 DataFrame 转换为 Bar 对象流...\n",
      "Bar 对象流生成完毕。\n",
      "\n",
      "--- 回测结束，检查并平仓所有剩余持仓 ---\n",
      "--- 回测结束 ---\n",
      "总计处理了 22071 根K线。\n",
      "总计发生了 240 笔交易。\n",
      "最终总净值: 101599.38\n",
      "总收益率: 1.60%\n",
      "\n",
      "回测运行完毕。\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-28T03:28:06.419242Z",
     "start_time": "2025-10-28T03:28:06.039644Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "# --- 4. 结果分析与可视化 ---\n",
    "if portfolio_snapshots:\n",
    "    analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, bars, initial_capital_result, INDICATOR_LIST)\n",
    "\n",
    "    analyzer.generate_report()\n",
    "    analyzer.plot_performance()\n",
    "    metrics = analyzer.calculate_all_metrics()\n",
    "    print(metrics)\n",
    "\n",
    "    analyzer.analyze_indicators(profit_offset=1)\n",
    "else:\n",
    "    print(\"\\n没有生成投资组合快照，无法进行结果分析。\")"
   ],
   "id": "7b191529e909c4d3",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--- 结果分析器初始化完成 ---\n",
      "\n",
      "--- 交易明细 ---\n",
      "  2021-01-22 13:45:00 | SELL       | SHFE.rb2105 | Vol: 1 | Price: 4290.00 | Comm: 0.43\n",
      "  2021-01-25 10:45:00 | CLOSE_SHORT | SHFE.rb2105 | Vol: 1 | Price: 4332.00 | Comm: 0.43 | PnL: -42.00\n",
      "  2021-01-27 09:00:00 | BUY        | SHFE.rb2105 | Vol: 1 | Price: 4367.00 | Comm: 0.44\n",
      "  2021-01-27 22:45:00 | CLOSE_LONG | SHFE.rb2105 | Vol: 1 | Price: 4336.00 | Comm: 0.43 | PnL: -31.00\n",
      "  2021-02-02 14:30:00 | SELL       | SHFE.rb2105 | Vol: 1 | Price: 4138.00 | Comm: 0.41\n",
      "  2021-02-03 09:15:00 | CLOSE_SHORT | SHFE.rb2105 | Vol: 1 | Price: 4195.00 | Comm: 0.42 | PnL: -57.00\n",
      "  2021-02-08 09:15:00 | BUY        | SHFE.rb2105 | Vol: 1 | Price: 4319.00 | Comm: 0.43\n",
      "  2021-02-19 10:45:00 | CLOSE_LONG | SHFE.rb2105 | Vol: 1 | Price: 4503.00 | Comm: 0.45 | PnL: 184.00\n",
      "  2021-03-02 22:30:00 | BUY        | SHFE.rb2105 | Vol: 1 | Price: 4846.00 | Comm: 0.48\n",
      "  2021-03-04 21:15:00 | CLOSE_LONG | SHFE.rb2105 | Vol: 1 | Price: 4778.00 | Comm: 0.48 | PnL: -68.00\n",
      "  2021-03-04 22:45:00 | SELL       | SHFE.rb2105 | Vol: 1 | Price: 4690.00 | Comm: 0.47\n",
      "  2021-03-08 09:00:00 | CLOSE_SHORT | SHFE.rb2105 | Vol: 1 | Price: 4815.00 | Comm: 0.48 | PnL: -125.00\n",
      "  2021-03-08 09:15:00 | BUY        | SHFE.rb2105 | Vol: 1 | Price: 4825.00 | Comm: 0.48\n",
      "  2021-03-08 14:30:00 | CLOSE_LONG | SHFE.rb2105 | Vol: 1 | Price: 4770.00 | Comm: 0.48 | PnL: -55.00\n",
      "  2021-03-09 14:15:00 | SELL       | SHFE.rb2105 | Vol: 1 | Price: 4658.00 | Comm: 0.47\n",
      "  2021-03-11 13:45:00 | CLOSE_SHORT | SHFE.rb2105 | Vol: 1 | Price: 4636.00 | Comm: 0.46 | PnL: 22.00\n",
      "  2021-03-11 22:15:00 | BUY        | SHFE.rb2105 | Vol: 1 | Price: 4773.00 | Comm: 0.48\n",
      "  2021-03-12 13:45:00 | CLOSE_LONG | SHFE.rb2105 | Vol: 1 | Price: 4707.00 | Comm: 0.47 | PnL: -66.00\n",
      "  2021-03-16 13:45:00 | SELL       | SHFE.rb2105 | Vol: 1 | Price: 4667.00 | Comm: 0.47\n",
      "  2021-03-16 14:15:00 | CLOSE_SHORT | SHFE.rb2105 | Vol: 1 | Price: 4728.00 | Comm: 0.47 | PnL: -61.00\n",
      "  2021-03-24 13:30:00 | BUY        | SHFE.rb2105 | Vol: 1 | Price: 4774.00 | Comm: 0.48\n",
      "  2021-04-02 14:45:00 | CLOSE_LONG | SHFE.rb2105 | Vol: 1 | Price: 5118.00 | Comm: 0.51 | PnL: 344.00\n",
      "  2021-04-15 22:45:00 | BUY        | SHFE.rb2110 | Vol: 1 | Price: 5190.00 | Comm: 0.52\n",
      "  2021-04-16 09:00:00 | CLOSE_LONG | SHFE.rb2110 | Vol: 1 | Price: 5137.00 | Comm: 0.51 | PnL: -53.00\n",
      "  2021-04-23 21:15:00 | BUY        | SHFE.rb2110 | Vol: 1 | Price: 5324.00 | Comm: 0.53\n",
      "  2021-04-27 21:45:00 | CLOSE_LONG | SHFE.rb2110 | Vol: 1 | Price: 5343.00 | Comm: 0.53 | PnL: 19.00\n",
      "  2021-05-13 13:30:00 | SELL       | SHFE.rb2110 | Vol: 1 | Price: 5935.00 | Comm: 0.59\n",
      "  2021-05-27 21:30:00 | CLOSE_SHORT | SHFE.rb2110 | Vol: 1 | Price: 4915.00 | Comm: 0.49 | PnL: 1020.00\n",
      "  2021-05-31 09:15:00 | BUY        | SHFE.rb2110 | Vol: 1 | Price: 5123.00 | Comm: 0.51\n",
      "  2021-05-31 10:45:00 | CLOSE_LONG | SHFE.rb2110 | Vol: 1 | Price: 5036.00 | Comm: 0.50 | PnL: -87.00\n",
      "  2021-05-31 21:15:00 | SELL       | SHFE.rb2110 | Vol: 1 | Price: 4881.00 | Comm: 0.49\n",
      "  2021-05-31 22:30:00 | CLOSE_SHORT | SHFE.rb2110 | Vol: 1 | Price: 4951.00 | Comm: 0.50 | PnL: -70.00\n",
      "  2021-06-21 21:30:00 | SELL       | SHFE.rb2110 | Vol: 1 | Price: 4837.00 | Comm: 0.48\n",
      "  2021-06-22 14:15:00 | CLOSE_SHORT | SHFE.rb2110 | Vol: 1 | Price: 4907.00 | Comm: 0.49 | PnL: -70.00\n",
      "  2021-06-23 21:15:00 | BUY        | SHFE.rb2110 | Vol: 1 | Price: 5010.00 | Comm: 0.50\n",
      "  2021-06-24 11:00:00 | CLOSE_LONG | SHFE.rb2110 | Vol: 1 | Price: 4941.00 | Comm: 0.49 | PnL: -69.00\n",
      "  2021-07-07 14:00:00 | BUY        | SHFE.rb2110 | Vol: 1 | Price: 5421.00 | Comm: 0.54\n",
      "  2021-07-08 10:00:00 | CLOSE_LONG | SHFE.rb2110 | Vol: 1 | Price: 5373.00 | Comm: 0.54 | PnL: -48.00\n",
      "  2021-07-14 14:45:00 | BUY        | SHFE.rb2110 | Vol: 1 | Price: 5572.00 | Comm: 0.56\n",
      "  2021-07-14 21:30:00 | CLOSE_LONG | SHFE.rb2110 | Vol: 1 | Price: 5519.00 | Comm: 0.55 | PnL: -53.00\n",
      "  2021-07-26 09:15:00 | BUY        | SHFE.rb2110 | Vol: 1 | Price: 5748.00 | Comm: 0.57\n",
      "  2021-07-26 13:45:00 | CLOSE_LONG | SHFE.rb2110 | Vol: 1 | Price: 5688.00 | Comm: 0.57 | PnL: -60.00\n",
      "  2021-07-27 14:45:00 | SELL       | SHFE.rb2110 | Vol: 1 | Price: 5583.00 | Comm: 0.56\n",
      "  2021-07-27 22:15:00 | CLOSE_SHORT | SHFE.rb2110 | Vol: 1 | Price: 5618.00 | Comm: 0.56 | PnL: -35.00\n",
      "  2021-08-02 09:00:00 | SELL       | SHFE.rb2110 | Vol: 1 | Price: 5460.00 | Comm: 0.55\n",
      "  2021-08-09 14:45:00 | CLOSE_SHORT | SHFE.rb2110 | Vol: 1 | Price: 5332.00 | Comm: 0.53 | PnL: 128.00\n",
      "  2021-08-16 10:30:00 | SELL       | SHFE.rb2201 | Vol: 1 | Price: 5373.00 | Comm: 0.54\n",
      "  2021-08-30 09:30:00 | CLOSE_SHORT | SHFE.rb2201 | Vol: 1 | Price: 5343.00 | Comm: 0.53 | PnL: 30.00\n",
      "  2021-09-09 14:15:00 | BUY        | SHFE.rb2201 | Vol: 1 | Price: 5674.00 | Comm: 0.57\n",
      "  2021-09-10 14:00:00 | CLOSE_LONG | SHFE.rb2201 | Vol: 1 | Price: 5628.00 | Comm: 0.56 | PnL: -46.00\n",
      "  2021-09-14 21:30:00 | SELL       | SHFE.rb2201 | Vol: 1 | Price: 5478.00 | Comm: 0.55\n",
      "  2021-09-15 11:00:00 | CLOSE_SHORT | SHFE.rb2201 | Vol: 1 | Price: 5556.00 | Comm: 0.56 | PnL: -78.00\n",
      "  2021-09-22 21:15:00 | BUY        | SHFE.rb2201 | Vol: 1 | Price: 5667.00 | Comm: 0.57\n",
      "  2021-09-23 11:15:00 | CLOSE_LONG | SHFE.rb2201 | Vol: 1 | Price: 5583.00 | Comm: 0.56 | PnL: -84.00\n",
      "  2021-09-30 14:00:00 | BUY        | SHFE.rb2201 | Vol: 1 | Price: 5729.00 | Comm: 0.57\n",
      "  2021-09-30 14:30:00 | CLOSE_LONG | SHFE.rb2201 | Vol: 1 | Price: 5703.00 | Comm: 0.57 | PnL: -26.00\n",
      "  2021-10-08 09:15:00 | BUY        | SHFE.rb2201 | Vol: 1 | Price: 5800.00 | Comm: 0.58\n",
      "  2021-10-08 10:00:00 | CLOSE_LONG | SHFE.rb2201 | Vol: 1 | Price: 5732.00 | Comm: 0.57 | PnL: -68.00\n",
      "  2021-10-12 13:30:00 | SELL       | SHFE.rb2201 | Vol: 1 | Price: 5616.00 | Comm: 0.56\n",
      "  2021-10-28 14:15:00 | CLOSE_SHORT | SHFE.rb2201 | Vol: 1 | Price: 4733.00 | Comm: 0.47 | PnL: 883.00\n",
      "  2021-11-12 21:15:00 | SELL       | SHFE.rb2201 | Vol: 1 | Price: 4187.00 | Comm: 0.42\n",
      "  2021-11-16 11:15:00 | CLOSE_SHORT | SHFE.rb2201 | Vol: 1 | Price: 4268.00 | Comm: 0.43 | PnL: -81.00\n",
      "  2021-11-19 14:30:00 | BUY        | SHFE.rb2201 | Vol: 1 | Price: 4294.00 | Comm: 0.43\n",
      "  2021-11-24 14:45:00 | CLOSE_LONG | SHFE.rb2201 | Vol: 1 | Price: 4502.00 | Comm: 0.45 | PnL: 208.00\n",
      "  2021-12-02 13:45:00 | BUY        | SHFE.rb2205 | Vol: 1 | Price: 4359.00 | Comm: 0.44\n",
      "  2021-12-02 21:00:00 | CLOSE_LONG | SHFE.rb2205 | Vol: 1 | Price: 4288.00 | Comm: 0.43 | PnL: -71.00\n",
      "  2021-12-20 14:30:00 | SELL       | SHFE.rb2205 | Vol: 1 | Price: 4482.00 | Comm: 0.45\n",
      "  2021-12-23 21:30:00 | CLOSE_SHORT | SHFE.rb2205 | Vol: 1 | Price: 4528.00 | Comm: 0.45 | PnL: -46.00\n",
      "  2021-12-23 21:45:00 | BUY        | SHFE.rb2205 | Vol: 1 | Price: 4541.00 | Comm: 0.45\n",
      "  2021-12-24 10:45:00 | CLOSE_LONG | SHFE.rb2205 | Vol: 1 | Price: 4502.00 | Comm: 0.45 | PnL: -39.00\n",
      "  2021-12-27 09:00:00 | SELL       | SHFE.rb2205 | Vol: 1 | Price: 4421.00 | Comm: 0.44\n",
      "  2022-01-05 21:15:00 | CLOSE_SHORT | SHFE.rb2205 | Vol: 1 | Price: 4456.00 | Comm: 0.45 | PnL: -35.00\n",
      "  2022-01-11 14:45:00 | BUY        | SHFE.rb2205 | Vol: 1 | Price: 4576.00 | Comm: 0.46\n",
      "  2022-01-13 21:15:00 | CLOSE_LONG | SHFE.rb2205 | Vol: 1 | Price: 4628.00 | Comm: 0.46 | PnL: 52.00\n",
      "  2022-01-17 10:45:00 | SELL       | SHFE.rb2205 | Vol: 1 | Price: 4528.00 | Comm: 0.45\n",
      "  2022-01-18 09:30:00 | CLOSE_SHORT | SHFE.rb2205 | Vol: 1 | Price: 4570.00 | Comm: 0.46 | PnL: -42.00\n",
      "  2022-01-19 13:30:00 | BUY        | SHFE.rb2205 | Vol: 1 | Price: 4678.00 | Comm: 0.47\n",
      "  2022-01-19 13:45:00 | CLOSE_LONG | SHFE.rb2205 | Vol: 1 | Price: 4673.00 | Comm: 0.47 | PnL: -5.00\n",
      "  2022-02-10 21:15:00 | BUY        | SHFE.rb2205 | Vol: 1 | Price: 5024.00 | Comm: 0.50\n",
      "  2022-02-11 09:15:00 | CLOSE_LONG | SHFE.rb2205 | Vol: 1 | Price: 4976.00 | Comm: 0.50 | PnL: -48.00\n",
      "  2022-02-14 10:30:00 | SELL       | SHFE.rb2205 | Vol: 1 | Price: 4904.00 | Comm: 0.49\n",
      "  2022-02-14 10:45:00 | CLOSE_SHORT | SHFE.rb2205 | Vol: 1 | Price: 4903.00 | Comm: 0.49 | PnL: 1.00\n",
      "  2022-02-21 21:15:00 | BUY        | SHFE.rb2205 | Vol: 1 | Price: 4869.00 | Comm: 0.49\n",
      "  2022-02-22 11:15:00 | CLOSE_LONG | SHFE.rb2205 | Vol: 1 | Price: 4819.00 | Comm: 0.48 | PnL: -50.00\n",
      "  2022-02-22 14:45:00 | SELL       | SHFE.rb2205 | Vol: 1 | Price: 4745.00 | Comm: 0.47\n",
      "  2022-02-23 11:00:00 | CLOSE_SHORT | SHFE.rb2205 | Vol: 1 | Price: 4788.00 | Comm: 0.48 | PnL: -43.00\n",
      "  2022-02-24 11:00:00 | SELL       | SHFE.rb2205 | Vol: 1 | Price: 4665.00 | Comm: 0.47\n",
      "  2022-02-28 21:15:00 | CLOSE_SHORT | SHFE.rb2205 | Vol: 1 | Price: 4727.00 | Comm: 0.47 | PnL: -62.00\n",
      "  2022-03-09 21:15:00 | SELL       | SHFE.rb2205 | Vol: 1 | Price: 4842.00 | Comm: 0.48\n",
      "  2022-03-10 13:30:00 | CLOSE_SHORT | SHFE.rb2205 | Vol: 1 | Price: 4936.00 | Comm: 0.49 | PnL: -94.00\n",
      "  2022-04-08 11:15:00 | SELL       | SHFE.rb2210 | Vol: 1 | Price: 4957.00 | Comm: 0.50\n",
      "  2022-04-08 13:45:00 | CLOSE_SHORT | SHFE.rb2210 | Vol: 1 | Price: 5002.00 | Comm: 0.50 | PnL: -45.00\n",
      "  2022-04-11 09:15:00 | SELL       | SHFE.rb2210 | Vol: 1 | Price: 4895.00 | Comm: 0.49\n",
      "  2022-04-12 09:15:00 | CLOSE_SHORT | SHFE.rb2210 | Vol: 1 | Price: 4956.00 | Comm: 0.50 | PnL: -61.00\n",
      "  2022-04-26 21:00:00 | SELL       | SHFE.rb2210 | Vol: 1 | Price: 4888.00 | Comm: 0.49\n",
      "  2022-04-26 21:15:00 | CLOSE_SHORT | SHFE.rb2210 | Vol: 1 | Price: 4897.00 | Comm: 0.49 | PnL: -9.00\n",
      "  2022-05-06 14:30:00 | SELL       | SHFE.rb2210 | Vol: 1 | Price: 4765.00 | Comm: 0.48\n",
      "  2022-05-20 09:30:00 | CLOSE_SHORT | SHFE.rb2210 | Vol: 1 | Price: 4644.00 | Comm: 0.46 | PnL: 121.00\n",
      "  2022-05-24 21:00:00 | SELL       | SHFE.rb2210 | Vol: 1 | Price: 4469.00 | Comm: 0.45\n",
      "  2022-05-25 09:15:00 | CLOSE_SHORT | SHFE.rb2210 | Vol: 1 | Price: 4516.00 | Comm: 0.45 | PnL: -47.00\n",
      "  2022-06-13 09:15:00 | SELL       | SHFE.rb2210 | Vol: 1 | Price: 4683.00 | Comm: 0.47\n",
      "  2022-06-13 22:00:00 | CLOSE_SHORT | SHFE.rb2210 | Vol: 1 | Price: 4724.00 | Comm: 0.47 | PnL: -41.00\n",
      "  2022-06-16 21:15:00 | SELL       | SHFE.rb2210 | Vol: 1 | Price: 4457.00 | Comm: 0.45\n",
      "  2022-06-23 13:45:00 | CLOSE_SHORT | SHFE.rb2210 | Vol: 1 | Price: 4217.00 | Comm: 0.42 | PnL: 240.00\n",
      "  2022-06-23 14:15:00 | BUY        | SHFE.rb2210 | Vol: 1 | Price: 4245.00 | Comm: 0.42\n",
      "  2022-06-24 13:30:00 | CLOSE_LONG | SHFE.rb2210 | Vol: 1 | Price: 4199.00 | Comm: 0.42 | PnL: -46.00\n",
      "  2022-06-30 21:15:00 | SELL       | SHFE.rb2210 | Vol: 1 | Price: 4301.00 | Comm: 0.43\n",
      "  2022-07-01 10:00:00 | CLOSE_SHORT | SHFE.rb2210 | Vol: 1 | Price: 4356.00 | Comm: 0.44 | PnL: -55.00\n",
      "  2022-07-14 21:15:00 | SELL       | SHFE.rb2210 | Vol: 1 | Price: 3761.00 | Comm: 0.38\n",
      "  2022-07-18 21:30:00 | CLOSE_SHORT | SHFE.rb2210 | Vol: 1 | Price: 3823.00 | Comm: 0.38 | PnL: -62.00\n",
      "  2022-07-28 09:45:00 | BUY        | SHFE.rb2210 | Vol: 1 | Price: 3992.00 | Comm: 0.40\n",
      "  2022-08-15 14:15:00 | CLOSE_LONG | SHFE.rb2210 | Vol: 1 | Price: 4104.00 | Comm: 0.41 | PnL: 112.00\n",
      "  2022-08-17 14:45:00 | SELL       | SHFE.rb2210 | Vol: 1 | Price: 4012.00 | Comm: 0.40\n",
      "  2022-08-18 13:45:00 | CLOSE_SHORT | SHFE.rb2210 | Vol: 1 | Price: 4058.00 | Comm: 0.41 | PnL: -46.00\n",
      "  2022-09-22 09:30:00 | BUY        | SHFE.rb2301 | Vol: 1 | Price: 3729.00 | Comm: 0.37\n",
      "  2022-09-23 21:15:00 | CLOSE_LONG | SHFE.rb2301 | Vol: 1 | Price: 3740.00 | Comm: 0.37 | PnL: 11.00\n",
      "  2022-09-26 21:30:00 | BUY        | SHFE.rb2301 | Vol: 1 | Price: 3815.00 | Comm: 0.38\n",
      "  2022-09-30 14:15:00 | CLOSE_LONG | SHFE.rb2301 | Vol: 1 | Price: 3793.00 | Comm: 0.38 | PnL: -22.00\n",
      "  2022-10-11 14:15:00 | SELL       | SHFE.rb2301 | Vol: 1 | Price: 3770.00 | Comm: 0.38\n",
      "  2022-11-04 13:45:00 | CLOSE_SHORT | SHFE.rb2301 | Vol: 1 | Price: 3570.00 | Comm: 0.36 | PnL: 200.00\n",
      "  2022-11-08 21:15:00 | BUY        | SHFE.rb2301 | Vol: 1 | Price: 3583.00 | Comm: 0.36\n",
      "  2022-11-09 21:30:00 | CLOSE_LONG | SHFE.rb2301 | Vol: 1 | Price: 3558.00 | Comm: 0.36 | PnL: -25.00\n",
      "  2022-11-11 09:15:00 | BUY        | SHFE.rb2301 | Vol: 1 | Price: 3619.00 | Comm: 0.36\n",
      "  2022-11-21 09:15:00 | CLOSE_LONG | SHFE.rb2301 | Vol: 1 | Price: 3636.00 | Comm: 0.36 | PnL: 17.00\n",
      "  2022-11-25 21:15:00 | BUY        | SHFE.rb2301 | Vol: 1 | Price: 3751.00 | Comm: 0.38\n",
      "  2022-11-28 09:15:00 | CLOSE_LONG | SHFE.rb2301 | Vol: 1 | Price: 3730.00 | Comm: 0.37 | PnL: -21.00\n",
      "  2022-12-08 21:30:00 | BUY        | SHFE.rb2305 | Vol: 1 | Price: 3877.00 | Comm: 0.39\n",
      "  2022-12-16 13:30:00 | CLOSE_LONG | SHFE.rb2305 | Vol: 1 | Price: 3983.00 | Comm: 0.40 | PnL: 106.00\n",
      "  2022-12-16 22:00:00 | SELL       | SHFE.rb2305 | Vol: 1 | Price: 3946.00 | Comm: 0.39\n",
      "  2022-12-19 09:45:00 | CLOSE_SHORT | SHFE.rb2305 | Vol: 1 | Price: 3987.00 | Comm: 0.40 | PnL: -41.00\n",
      "  2023-01-06 13:30:00 | BUY        | SHFE.rb2305 | Vol: 1 | Price: 4110.00 | Comm: 0.41\n",
      "  2023-01-06 21:15:00 | CLOSE_LONG | SHFE.rb2305 | Vol: 1 | Price: 4113.00 | Comm: 0.41 | PnL: 3.00\n",
      "  2023-01-13 21:15:00 | SELL       | SHFE.rb2305 | Vol: 1 | Price: 4123.00 | Comm: 0.41\n",
      "  2023-01-17 22:00:00 | CLOSE_SHORT | SHFE.rb2305 | Vol: 1 | Price: 4158.00 | Comm: 0.42 | PnL: -35.00\n",
      "  2023-02-02 14:30:00 | SELL       | SHFE.rb2305 | Vol: 1 | Price: 4060.00 | Comm: 0.41\n",
      "  2023-02-09 10:00:00 | CLOSE_SHORT | SHFE.rb2305 | Vol: 1 | Price: 4096.00 | Comm: 0.41 | PnL: -36.00\n",
      "  2023-02-16 13:45:00 | BUY        | SHFE.rb2305 | Vol: 1 | Price: 4137.00 | Comm: 0.41\n",
      "  2023-03-06 09:15:00 | CLOSE_LONG | SHFE.rb2305 | Vol: 1 | Price: 4194.00 | Comm: 0.42 | PnL: 57.00\n",
      "  2023-03-07 13:30:00 | BUY        | SHFE.rb2305 | Vol: 1 | Price: 4267.00 | Comm: 0.43\n",
      "  2023-03-08 09:15:00 | CLOSE_LONG | SHFE.rb2305 | Vol: 1 | Price: 4247.00 | Comm: 0.42 | PnL: -20.00\n",
      "  2023-03-09 22:15:00 | BUY        | SHFE.rb2305 | Vol: 1 | Price: 4338.00 | Comm: 0.43\n",
      "  2023-03-09 22:30:00 | CLOSE_LONG | SHFE.rb2305 | Vol: 1 | Price: 4332.00 | Comm: 0.43 | PnL: -6.00\n",
      "  2023-03-15 21:15:00 | SELL       | SHFE.rb2305 | Vol: 1 | Price: 4299.00 | Comm: 0.43\n",
      "  2023-03-29 21:15:00 | CLOSE_SHORT | SHFE.rb2305 | Vol: 1 | Price: 4157.00 | Comm: 0.42 | PnL: 142.00\n",
      "  2023-04-03 10:30:00 | SELL       | SHFE.rb2305 | Vol: 1 | Price: 4090.00 | Comm: 0.41\n",
      "  2023-04-03 14:45:00 | CLOSE_SHORT | SHFE.rb2305 | Vol: 1 | Price: 4059.00 | Comm: 0.41 | PnL: 31.00\n",
      "  2023-04-19 22:00:00 | SELL       | SHFE.rb2310 | Vol: 1 | Price: 3878.00 | Comm: 0.39\n",
      "  2023-04-19 22:45:00 | CLOSE_SHORT | SHFE.rb2310 | Vol: 1 | Price: 3907.00 | Comm: 0.39 | PnL: -29.00\n",
      "  2023-04-24 09:30:00 | SELL       | SHFE.rb2310 | Vol: 1 | Price: 3724.00 | Comm: 0.37\n",
      "  2023-04-26 21:30:00 | CLOSE_SHORT | SHFE.rb2310 | Vol: 1 | Price: 3750.00 | Comm: 0.38 | PnL: -26.00\n",
      "  2023-05-04 21:15:00 | SELL       | SHFE.rb2310 | Vol: 1 | Price: 3582.00 | Comm: 0.36\n",
      "  2023-05-05 14:00:00 | CLOSE_SHORT | SHFE.rb2310 | Vol: 1 | Price: 3619.00 | Comm: 0.36 | PnL: -37.00\n",
      "  2023-05-10 22:45:00 | SELL       | SHFE.rb2310 | Vol: 1 | Price: 3629.00 | Comm: 0.36\n",
      "  2023-05-12 21:45:00 | CLOSE_SHORT | SHFE.rb2310 | Vol: 1 | Price: 3663.00 | Comm: 0.37 | PnL: -34.00\n",
      "  2023-05-22 14:15:00 | SELL       | SHFE.rb2310 | Vol: 1 | Price: 3555.00 | Comm: 0.36\n",
      "  2023-05-22 21:45:00 | CLOSE_SHORT | SHFE.rb2310 | Vol: 1 | Price: 3592.00 | Comm: 0.36 | PnL: -37.00\n",
      "  2023-05-24 21:15:00 | SELL       | SHFE.rb2310 | Vol: 1 | Price: 3434.00 | Comm: 0.34\n",
      "  2023-05-25 10:30:00 | CLOSE_SHORT | SHFE.rb2310 | Vol: 1 | Price: 3465.00 | Comm: 0.35 | PnL: -31.00\n",
      "  2023-06-26 09:30:00 | SELL       | SHFE.rb2310 | Vol: 1 | Price: 3652.00 | Comm: 0.37\n",
      "  2023-06-27 09:15:00 | CLOSE_SHORT | SHFE.rb2310 | Vol: 1 | Price: 3683.00 | Comm: 0.37 | PnL: -31.00\n",
      "  2023-07-24 22:45:00 | BUY        | SHFE.rb2310 | Vol: 1 | Price: 3844.00 | Comm: 0.38\n",
      "  2023-08-02 11:15:00 | CLOSE_LONG | SHFE.rb2310 | Vol: 1 | Price: 3818.00 | Comm: 0.38 | PnL: -26.00\n",
      "  2023-08-02 22:15:00 | SELL       | SHFE.rb2310 | Vol: 1 | Price: 3765.00 | Comm: 0.38\n",
      "  2023-08-15 13:45:00 | CLOSE_SHORT | SHFE.rb2310 | Vol: 1 | Price: 3684.00 | Comm: 0.37 | PnL: 81.00\n",
      "  2023-08-15 14:00:00 | BUY        | SHFE.rb2310 | Vol: 1 | Price: 3690.00 | Comm: 0.37\n",
      "  2023-08-18 22:15:00 | CLOSE_LONG | SHFE.rb2310 | Vol: 1 | Price: 3663.00 | Comm: 0.37 | PnL: -27.00\n",
      "  2023-08-18 22:30:00 | SELL       | SHFE.rb2310 | Vol: 1 | Price: 3664.00 | Comm: 0.37\n",
      "  2023-08-22 13:45:00 | CLOSE_SHORT | SHFE.rb2310 | Vol: 1 | Price: 3678.00 | Comm: 0.37 | PnL: -14.00\n",
      "  2023-08-22 14:15:00 | BUY        | SHFE.rb2310 | Vol: 1 | Price: 3711.00 | Comm: 0.37\n",
      "  2023-08-24 21:00:00 | CLOSE_LONG | SHFE.rb2310 | Vol: 1 | Price: 3698.00 | Comm: 0.37 | PnL: -13.00\n",
      "  2023-09-21 14:00:00 | SELL       | SHFE.rb2401 | Vol: 1 | Price: 3771.00 | Comm: 0.38\n",
      "  2023-10-12 21:15:00 | CLOSE_SHORT | SHFE.rb2401 | Vol: 1 | Price: 3634.00 | Comm: 0.36 | PnL: 137.00\n",
      "  2023-10-23 09:15:00 | SELL       | SHFE.rb2401 | Vol: 1 | Price: 3573.00 | Comm: 0.36\n",
      "  2023-10-24 10:45:00 | CLOSE_SHORT | SHFE.rb2401 | Vol: 1 | Price: 3594.00 | Comm: 0.36 | PnL: -21.00\n",
      "  2023-10-25 09:15:00 | BUY        | SHFE.rb2401 | Vol: 1 | Price: 3678.00 | Comm: 0.37\n",
      "  2023-10-25 22:15:00 | CLOSE_LONG | SHFE.rb2401 | Vol: 1 | Price: 3662.00 | Comm: 0.37 | PnL: -16.00\n",
      "  2023-10-27 14:00:00 | BUY        | SHFE.rb2401 | Vol: 1 | Price: 3717.00 | Comm: 0.37\n",
      "  2023-11-23 09:00:00 | CLOSE_LONG | SHFE.rb2401 | Vol: 1 | Price: 3931.00 | Comm: 0.39 | PnL: 214.00\n",
      "  2023-12-13 11:15:00 | SELL       | SHFE.rb2405 | Vol: 1 | Price: 3976.00 | Comm: 0.40\n",
      "  2023-12-21 13:45:00 | CLOSE_SHORT | SHFE.rb2405 | Vol: 1 | Price: 3980.00 | Comm: 0.40 | PnL: -4.00\n",
      "  2024-01-16 21:15:00 | BUY        | SHFE.rb2405 | Vol: 1 | Price: 3919.00 | Comm: 0.39\n",
      "  2024-01-17 10:30:00 | CLOSE_LONG | SHFE.rb2405 | Vol: 1 | Price: 3891.00 | Comm: 0.39 | PnL: -28.00\n",
      "  2024-01-17 21:15:00 | SELL       | SHFE.rb2405 | Vol: 1 | Price: 3851.00 | Comm: 0.39\n",
      "  2024-01-17 22:45:00 | CLOSE_SHORT | SHFE.rb2405 | Vol: 1 | Price: 3882.00 | Comm: 0.39 | PnL: -31.00\n",
      "  2024-01-30 14:00:00 | SELL       | SHFE.rb2405 | Vol: 1 | Price: 3933.00 | Comm: 0.39\n",
      "  2024-02-19 09:15:00 | CLOSE_SHORT | SHFE.rb2405 | Vol: 1 | Price: 3864.00 | Comm: 0.39 | PnL: 69.00\n",
      "  2024-02-20 21:15:00 | SELL       | SHFE.rb2405 | Vol: 1 | Price: 3743.00 | Comm: 0.37\n",
      "  2024-02-21 10:45:00 | CLOSE_SHORT | SHFE.rb2405 | Vol: 1 | Price: 3776.00 | Comm: 0.38 | PnL: -33.00\n",
      "  2024-02-26 09:15:00 | SELL       | SHFE.rb2405 | Vol: 1 | Price: 3753.00 | Comm: 0.38\n",
      "  2024-02-27 10:30:00 | CLOSE_SHORT | SHFE.rb2405 | Vol: 1 | Price: 3789.00 | Comm: 0.38 | PnL: -36.00\n",
      "  2024-02-27 11:15:00 | BUY        | SHFE.rb2405 | Vol: 1 | Price: 3806.00 | Comm: 0.38\n",
      "  2024-02-28 21:15:00 | CLOSE_LONG | SHFE.rb2405 | Vol: 1 | Price: 3790.00 | Comm: 0.38 | PnL: -16.00\n",
      "  2024-03-11 09:45:00 | SELL       | SHFE.rb2405 | Vol: 1 | Price: 3637.00 | Comm: 0.36\n",
      "  2024-03-19 10:45:00 | CLOSE_SHORT | SHFE.rb2405 | Vol: 1 | Price: 3564.00 | Comm: 0.36 | PnL: 73.00\n",
      "  2024-03-26 21:15:00 | SELL       | SHFE.rb2405 | Vol: 1 | Price: 3493.00 | Comm: 0.35\n",
      "  2024-03-26 22:45:00 | CLOSE_SHORT | SHFE.rb2405 | Vol: 1 | Price: 3517.00 | Comm: 0.35 | PnL: -24.00\n",
      "  2024-04-17 13:45:00 | BUY        | SHFE.rb2410 | Vol: 1 | Price: 3649.00 | Comm: 0.36\n",
      "  2024-04-23 21:00:00 | CLOSE_LONG | SHFE.rb2410 | Vol: 1 | Price: 3633.00 | Comm: 0.36 | PnL: -16.00\n",
      "  2024-04-30 13:45:00 | SELL       | SHFE.rb2410 | Vol: 1 | Price: 3643.00 | Comm: 0.36\n",
      "  2024-05-06 09:00:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3674.00 | Comm: 0.37 | PnL: -31.00\n",
      "  2024-05-06 11:00:00 | BUY        | SHFE.rb2410 | Vol: 1 | Price: 3726.00 | Comm: 0.37\n",
      "  2024-05-08 13:45:00 | CLOSE_LONG | SHFE.rb2410 | Vol: 1 | Price: 3706.00 | Comm: 0.37 | PnL: -20.00\n",
      "  2024-05-08 21:00:00 | SELL       | SHFE.rb2410 | Vol: 1 | Price: 3675.00 | Comm: 0.37\n",
      "  2024-05-09 10:45:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3688.00 | Comm: 0.37 | PnL: -13.00\n",
      "  2024-05-13 14:15:00 | BUY        | SHFE.rb2410 | Vol: 1 | Price: 3683.00 | Comm: 0.37\n",
      "  2024-05-14 09:00:00 | CLOSE_LONG | SHFE.rb2410 | Vol: 1 | Price: 3665.00 | Comm: 0.37 | PnL: -18.00\n",
      "  2024-05-21 22:30:00 | BUY        | SHFE.rb2410 | Vol: 1 | Price: 3790.00 | Comm: 0.38\n",
      "  2024-05-23 13:30:00 | CLOSE_LONG | SHFE.rb2410 | Vol: 1 | Price: 3764.00 | Comm: 0.38 | PnL: -26.00\n",
      "  2024-05-30 14:00:00 | SELL       | SHFE.rb2410 | Vol: 1 | Price: 3730.00 | Comm: 0.37\n",
      "  2024-06-06 14:30:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3655.00 | Comm: 0.37 | PnL: 75.00\n",
      "  2024-07-05 13:30:00 | SELL       | SHFE.rb2410 | Vol: 1 | Price: 3566.00 | Comm: 0.36\n",
      "  2024-07-11 13:30:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3531.00 | Comm: 0.35 | PnL: 35.00\n",
      "  2024-07-17 13:45:00 | SELL       | SHFE.rb2410 | Vol: 1 | Price: 3514.00 | Comm: 0.35\n",
      "  2024-07-26 09:00:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3390.00 | Comm: 0.34 | PnL: 124.00\n",
      "  2024-07-30 21:30:00 | SELL       | SHFE.rb2410 | Vol: 1 | Price: 3284.00 | Comm: 0.33\n",
      "  2024-07-30 22:30:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3324.00 | Comm: 0.33 | PnL: -40.00\n",
      "  2024-08-12 09:00:00 | SELL       | SHFE.rb2410 | Vol: 1 | Price: 3226.00 | Comm: 0.32\n",
      "  2024-08-19 21:15:00 | CLOSE_SHORT | SHFE.rb2410 | Vol: 1 | Price: 3164.00 | Comm: 0.32 | PnL: 62.00\n",
      "  2024-09-24 09:15:00 | BUY        | SHFE.rb2501 | Vol: 1 | Price: 3164.00 | Comm: 0.32\n",
      "  2024-09-24 10:00:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3135.00 | Comm: 0.31 | PnL: -29.00\n",
      "  2024-09-24 13:45:00 | BUY        | SHFE.rb2501 | Vol: 1 | Price: 3192.00 | Comm: 0.32\n",
      "  2024-10-08 13:45:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3477.00 | Comm: 0.35 | PnL: 285.00\n",
      "  2024-10-17 14:30:00 | SELL       | SHFE.rb2501 | Vol: 1 | Price: 3328.00 | Comm: 0.33\n",
      "  2024-10-18 14:45:00 | CLOSE_SHORT | SHFE.rb2501 | Vol: 1 | Price: 3362.00 | Comm: 0.34 | PnL: -34.00\n",
      "  2024-10-25 22:00:00 | BUY        | SHFE.rb2501 | Vol: 1 | Price: 3425.00 | Comm: 0.34\n",
      "  2024-10-31 22:15:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3401.00 | Comm: 0.34 | PnL: -24.00\n",
      "  2024-11-01 09:00:00 | SELL       | SHFE.rb2501 | Vol: 1 | Price: 3380.00 | Comm: 0.34\n",
      "  2024-11-01 09:45:00 | CLOSE_SHORT | SHFE.rb2501 | Vol: 1 | Price: 3399.00 | Comm: 0.34 | PnL: -19.00\n",
      "  2024-11-06 11:15:00 | SELL       | SHFE.rb2501 | Vol: 1 | Price: 3358.00 | Comm: 0.34\n",
      "  2024-11-06 13:45:00 | CLOSE_SHORT | SHFE.rb2501 | Vol: 1 | Price: 3389.00 | Comm: 0.34 | PnL: -31.00\n",
      "  2024-11-08 10:45:00 | SELL       | SHFE.rb2501 | Vol: 1 | Price: 3388.00 | Comm: 0.34\n",
      "  2024-11-19 14:15:00 | CLOSE_SHORT | SHFE.rb2501 | Vol: 1 | Price: 3318.00 | Comm: 0.33 | PnL: 70.00\n",
      "  2024-11-22 11:00:00 | SELL       | SHFE.rb2501 | Vol: 1 | Price: 3293.00 | Comm: 0.33\n",
      "  2024-11-22 22:15:00 | CLOSE_SHORT | SHFE.rb2501 | Vol: 1 | Price: 3328.00 | Comm: 0.33 | PnL: -35.00\n",
      "  2024-11-29 11:15:00 | BUY        | SHFE.rb2501 | Vol: 1 | Price: 3346.00 | Comm: 0.33\n",
      "  2024-11-29 14:30:00 | CLOSE_LONG | SHFE.rb2501 | Vol: 1 | Price: 3329.00 | Comm: 0.33 | PnL: -17.00\n",
      "  2024-12-05 11:00:00 | SELL       | SHFE.rb2501 | Vol: 1 | Price: 3293.00 | Comm: 0.33\n",
      "  2024-12-05 14:45:00 | CLOSE_SHORT | SHFE.rb2501 | Vol: 1 | Price: 3283.00 | Comm: 0.33 | PnL: 10.00\n",
      "  2024-12-18 14:45:00 | SELL       | SHFE.rb2505 | Vol: 1 | Price: 3309.00 | Comm: 0.33\n",
      "  2024-12-26 09:45:00 | CLOSE_SHORT | SHFE.rb2505 | Vol: 1 | Price: 3321.00 | Comm: 0.33 | PnL: -12.00\n",
      "正在计算绩效指标...\n",
      "total_return: 0.015993839000000065, annualized_return:0.002748145266858293, 252 / total_days:0.17295813315030886\n",
      "绩效指标计算完成。\n",
      "\n",
      "--- 回测绩效报告 ---\n",
      "初始资金           : 100000.00\n",
      "最终资金           : 101599.38\n",
      "总收益率           : 1.60%\n",
      "年化收益率          : 0.27%\n",
      "最大回撤           : 0.91%\n",
      "夏普比率           : 0.14\n",
      "卡玛比率           : 0.30\n",
      "总交易次数          : 240\n",
      "总实现盈亏          : 1701.00\n",
      "交易成本           : 101.62\n",
      "\n",
      "--- 交易详情 ---\n",
      "盈利交易次数         : 34\n",
      "亏损交易次数         : 86\n",
      "胜率             : 28.33%\n",
      "盈亏比            : 3.77\n",
      "平均每次盈利         : 151.94\n",
      "平均每次亏损         : -40.29\n",
      "正在绘制绩效图表...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x1000 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ],
      "image/png": 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iepxoha1WadvHdaaeo87Xyl6taHWrjrdff31+6dJKUX0N9Tlfe+21UZ8nuj5tp6L7RytcY0+L1/2gA0A5j2k9lV8rH7WS1G5Doe8BrdrW976+l50Vu1o5rBXC+t756quvrMfQikutpnR+Vil9D2nFqkqlTYqe6aAVn1oNru1VnO9V/XzTdgZawavV4YP93NLXUCtF9VjT6zbdZ7ovUt3WwXyu2+89/Qxxnjmg+++nP/2pDIZWxGr1sv2j1a56loJW0moluh4jsW1itIWFtmWJ/fzR1hJa2a+/R+xjwUmrjnW/Ot9ziT6HdRu0al0ri90Gnps1a5Z16Ww1AQDAcKM9AgAABcIZUNnGjh1rXTr7Seppt0pPwY2lpwZrMLh8+fLItE8++cRqbaB/UNvri72Phi16GrL+AaxBh03vkyoNTTSw1ZDWDmh1fRqIanCkPQsHux/skcft/aB9CPXUbA06YvtRKu3Bq8/D/oM+1dYIsafRarBmh2oaImkvROdjaAiioZK2MdCgR0NfDdgOPPDAuO1R2kNR201o8KRtDDRosUMlm57qrae1a/jhDLdsej8NLPS0Xl1O90G67BHT9f6ZYh+XGsi40aBNTxe3+3POmDHDCmD09PgjjjjCmq+nwOuxos9df2z6OmovVA099XiNpce1hjB6yrke77GnYycS23tW96WG53pavAa32kvT+X6waWDo9trE0u3RIFuPafsYdtJev9l4jrou7X+r+9Lt+BjK66+Pr18aadA3efLkuPk6TV87DY31faHvCZvuVzt0s2kgq8G9BrX2+9sO0rQvrIb4sWKDQA20Y+n65s6da7U7UKmE+fqZorQdiRs9PjWM1O3T9hDpfm4p/SLO/jLO2Q5FT/O3e7Cmsq3pfq7rdf1s0eNBP0Ni6eeQW4ucgWibC+cXDHrcaT/qjz/+2Hqv63vopptuioTK+prqj5M+X7s9gh2wuu0DO2iN/WzVthLalkW/GNLfixoW63HjbDsSy95mbX0DAECuENoCAJBldiiSyoAmdkji7NNpswc9clu3s1JI+/UptxDI/mPUGdraA+Foz8SBQli9nzOkig1YktFAQ6u39A91XY+Gx9pHUp9zqlW2qe4H7YWpYZgGEdoX0Y1W3KYS2mrAYA/upQMJ6SA9TvpYSqc7Q1sdMEv7KuoAURr62hWVGmJoxZ8GwHbgpAGbVqRp2KT9RPVHq/g0WNGQUyvs7Odtv166TcleLw2CtOrPWWGXKjvkSWVgsVTZx6Xu92Qhif2a6Ov2+9//3qpw1QHU9McO/TTU1qrGqVOnWtPs49kOqZLRZVMNbfX1dlZHpirV94WzwnogmXyOdpWis4LZSd/j+jiDef0Hep3t11pDW3tZW6I+03aI7FaZnio9fu6//34rLNSeqPbAWna1bCqfz/ZroCGwWxBscwv6Uv38tqvM9QsfDYk1qLdfh3S2Nd3Pdd0WDVT188ItCE/2eiajFcZun+8aRGuVq/b51Uu7ityu1tYv93Se9jnW/Wnvo2T7wG0f69kp+qWa/q7RQF1/7B7nWrmr1bluX1zYVe9uFb0AAAwXQlsAALLMPq3dbQCwWPbpws7TpNM10MBBsX+g2n8M6+mjA1W72s8l1cdy0upPrXTSqir9A1or0XTAG50eW3maTCqPabcqcDvt1ZbqqODaikDDDOU2Kr2zKlPDIK2ytGkYoVVzelq1DiCkwZFWnOqPhgcazGgVodLTrTVA0GW1MkyX0dBXf/Q0Zz2dXCsR7ee04YYbWoPqZINdyakBlz5352nabvSUfP2iQavY3Kr6Utnf9vNynuquFY0a3OhAUVplqCGWViJrEK6Pqafa62nO9pcdGpbqlwPJuFXGZlqq74t0Klkz+RwHen/o669hoVY2JqoqtenroRXSGoLpsul8ORU7EFk29pu69NJLrfePftZoNaZ+aaItU7T69eWXX7baYKTC3l/6XBMd58rti5JUn5tW6Z544onW7wv94k2/5NFt1fe6ht06qFY62zqYz3U3uu8GU7WfiH5hcNlll1ltRvTzTiuf9flqkK+fmVpZq8vo2Qz6JY0Gz1ohq5+TdiDtto2x9LPrmmuukZNOOska7FA/p7V6Xz+P9Ufbtujna+yxaO+/TJ5tAABAughtAQDIMruCUKsetbooUXWbVlNpdZv+YZyoSjYVel/tcbt06VIr2IsVW91mBzxaBat/3GaTVpdqQKJtErSCVE9N1gBqKM/XjQahGiLqPtcg3C2UcFYbJ6OBlN26IFFYdsIJJ1jBolbbnn322XEVaho06I8GoK+++qrVB1VPS9bQ1tkrUiuDtYJUfzQ00JBXK/o0uP3Tn/5ktVqwXy8NcbL1emk4bLd90GDDrcWETcMl3Q69/MMf/hBVbeykIZc+Zz0utfWBW/jn1kdVq/723Xdf60fpaeJ6DGmYrn1gNbS194m+5tk+hjPJ3m4NrNzo/tI2F9pOIJPP0a5I1CpyN7pP9YsVfZ/qlyvJAketiLzxxhutcF3vY4eZ+jonYr/Wg+2ZPNB+0xYNepxstdVWVpWmBrZalavv4djPRA3y0n1c/XIl1fA0HRp4X3DBBdZ7Sfutxp6+ry0P0t3WVD/X9bH12NIzB9w+M7X6N9MBpr7X9bNa162vk/4e0C9iNLDVfayfd7FnnWjP28HQ4FuDW/3RsxD081rDfP2M1TMbDjjggKjl7ermRNXfAAAMBwYiAwAgy7RqVquE9I/iZAHBM888ExlwLFGwmwq7R6RWbMbSP4Y1CHLSQEiDMQ1QYwNdOxjRgFVDx9iBg9Klp7ZrtZSGkFppqtJpjZAqPZ1aexlq8Gn3gYwNddyeayytNNX9ouFCbJ9FJ7tSWANeu9ei9lDUijxneKVVX1qNavestE+j1mBWe6TafV/tqrFtttnGChmcy9r9b3VZZy9M53PT4PSUU06JVD2mUxFt0wG3lA5ilKxKXFsY6Hyt6Nttt90SLmdvd+xAdDYNTpQeH0pDWQ0PNRCMDV800HIG7/rFiD6+Hqt2j1In3U866JOGYKkM4jRctKJVK/z0/eB2Gra21NAQT4P+TD5HfR/qe0QfM3YAPaX9l7XfrR7/boNqOcPXv/zlL9Z1O2DUXrba2kIDRjucddJqdJ2nPX+dfYnToWGs0v3i1tv0jjvusKrc9UsHuzpe3xOxga2GkHafWmeFcKL3i30Mu32m2O00NGz84x//OKjnpeGl7jMNCt36rWr/74HOIBjs57o+Z62U1nXbv4ucNOTMNP1SzW4vYw98plWw6rjjjosLbLXyW7/4THUf6OurPXP1s9Vuh6H0+NRqa3sgOLd2FvY+s1uwAACQC4S2AAAMAz3dVV155ZVW0BBLq+l++9vfRqo2h0JbEGglnQY+zoBM/9jVvqmxpy9reKJ9BzV404GPnOGR/jGvI4nrKOxaeZXKabQDsQfz0tPbdTtjB9rKFA0j7H3uDKr1+V144YWR28kCTXsAMv0DP9mpwXr6rj4XrVx8/PHHI5VuGkhoNagzWNLwwA7U7dBKqwC1T6ceA3YooTRQs8NMe1m7p6sGDRroOZfX56bTNJzXddrPzQ4/nMsORINoDZ31NHkNkHTQJid9TlpZq60K9HF++ctfxp1i7KTHmB5r//73v62f2P2srTJ0vh6/SqtxNeDTIEy3wUkDXaWnTtuOOeYY61IrnfV+zu285JJLrN6eeow7B0XKNX0/6fPVCuzzzz8/KoTX8F0DUQ3e7MHbMvUc9XXSwFjv51a9qfN1fXrM6+uqVd6xXxBoGPiTn/zEOsb1FP5DDjkkEojpa62h2hlnnBHVF1evn3766dY8Z0/ndNkDwenxrlXrzuBZT7fX96B+0aIDatntR/Rz1/kc9PpFF11knZVg91G12e8X3ZfOcFAHw9P3tb5/77zzzqjPUh1U7frrr7eC4nQGaIz9gk+/2NFqUh0UzEm/8LO/wIgNqu3t1TM1hvK5bh9f+pmllco2va4VsJmkz0HbI+hrp1/U2Gdb2K0lYoNj3a/Ogfmcr1cievzqPrU/W52VwnrcaluG2M8Rmx0e218QAACQC7RHAABgGOgf+1pNd/vtt1tholZ8aQWPhl0aSOlgK3r91FNPtaoLh0LDCq3c1EpPXZ8GKnrKsg4ApiGDVtDpH+tOGq5oKKdVZ/r4GhBq+KJ/uOoft3of/QM7EzSA0qBFAwYdCCZZ0DcU2spAw0YNh7WiSgNIDUS0Z6QGGvr8NLixBzlyCxUeeeSRyKBiyehz0GBX2yPojz6etj2wAyQN5bUC0Q53NEDRKlr7lNwjjjhCHnvsMetUXW1FoL02dZ0aqGn/xmnTplkD6th0/2kw++ijj1o9OfX10uNHgx4NaTRoOO200yLLa4inAYYGHxrMaKikIWEyuj5tQ6DHkLZI0BBXWyZoYKYho1Yw6rGhwZsGfMmqbJWGMhqga2ingZGGvfoe0EBdA0B9PTQssgc80vYPRx99dKR6UZ+TBnD6vHV5fQ31SwibLquVeLof9bjSfaL9X3V/a9Wcvi/sL0byiQaw+tmglYz62utxoRWI+lpqyKT7zB5wK5PPUatpdV1ase0WWmnF/g033GC9XjpAnga3GvTqa6CBsVbhKt1eXc75PtL76LGr69YvZezqaf0M0sBQ34s6wNxQ6Knz+v7WwcW0AlX3he4D/czSbdH9YFdU6vbpsa/bogO06Xtbl9PPIP1yQINbrXK1aXCo1a4anmqrEu1TrS0GdH0azGrLiP/7v/+zQnV9L+n7QN+7+vmq76/BfhGl7yV9PD0LQV9rrezV7dDt0/eJvjf0iyHdbv3yxw699fNZ36P6uaCfCfpZoZ/76X6ua8itz01fa32/2/2M9f762jv3Uar09dE+sk56DOjnh4b4esxqmwKb/n7Uz0vdzxrc6meXVgXrsarPV29rJXmq26KfNbo+7VurLTz0c0Vff3299Ess/d1sn53iZJ/1kKw1DAAA2UalLQAAwxjO6B/5+sewVhdp2KZhg17XajsdEOV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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图表绘制完成。\n",
      "{'初始资金': 100000.0, '最终资金': np.float64(101599.3839), '总收益率': np.float64(0.015993839000000065), '年化收益率': np.float64(0.002748145266858293), '最大回撤': np.float64(0.009145083262392769), '夏普比率': np.float64(0.14157423412186335), '卡玛比率': np.float64(0.30050522100323157), '总交易次数': 240, '交易成本': 101.6161, '总实现盈亏': 1701.0, '胜率': 0.2833333333333333, '盈亏比': 3.7711229946524067, '盈利交易次数': 34, '亏损交易次数': 86, '平均每次盈利': 151.94117647058823, '平均每次亏损': -40.2906976744186, 'initial_capital': 100000.0, 'final_capital': np.float64(101599.3839), 'total_return': np.float64(0.015993839000000065), 'annualized_return': np.float64(0.002748145266858293), 'max_drawdown': np.float64(0.009145083262392769), 'sharpe_ratio': np.float64(0.14157423412186335), 'calmar_ratio': np.float64(0.30050522100323157), 'sortino_ratio': np.float64(0.11311643057331804), 'total_trades': 240, 'transaction_costs': 101.6161, 'total_realized_pnl': 1701.0, 'win_rate': 0.2833333333333333, 'profit_loss_ratio': 3.7711229946524067, 'winning_trades_count': 34, 'losing_trades_count': 86, 'avg_profit_per_trade': 151.94117647058823, 'avg_loss_per_trade': -40.2906976744186}\n",
      "指标 'rsi_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_7' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_10' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_14' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_15' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_25' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_30' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_35' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'rsi_40' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'range_0' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'range_1' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'range_6' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'range_13' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'range_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'stoch_k_14_3' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'stoch_k_5_3' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'stoch_k_21_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_10' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_15' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_ma_5_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_ma_5_10' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_ma_10_10' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_ma_10_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_ma_20_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'roc_ma_20_40' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'natr_5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'natr_14' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'natr_21' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'adx_7' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'adx_14' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'adx_30' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'adx_60' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'adx_120' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'adx_240' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'bbw_10_15' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'bbw_20_20' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'bbw_50_25' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n3_atr5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n3_atr14' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n3_atr21' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n7_atr5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n7_atr14' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n7_atr21' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n21_atr5' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n21_atr14' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "指标 'price_range_to_vol_ratio_n21_atr21' 没有对应的有效平仓交易数据。跳过绘图。\n",
      "\n",
      "所有指标的分析图表已生成。\n"
     ]
    }
   ],
   "execution_count": 5
  }
 ],
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