{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "\n",
    "from vnpy.trader.optimize import OptimizationSetting\n",
    "from vnpy_ctastrategy.backtesting import BacktestingEngine\n",
    "#from vnpy_ctastrategy.strategies.vip13 import vip13\n",
    "from 网格策略 import MoveSpaceStrategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "engine = BacktestingEngine()\n",
    "engine.set_parameters(\n",
    "    vt_symbol=\"rb888.SHFE\",\n",
    "    interval=\"1h\",\n",
    "    start=datetime(2020, 1, 1),\n",
    "    end=datetime(2024, 3, 21),\n",
    "    rate=1.5/10000,\n",
    "    slippage=1,\n",
    "    size=10,\n",
    "    pricetick=1,\n",
    "    capital=1_000_00,\n",
    ")\n",
    "engine.add_strategy(MoveSpaceStrategy, {})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-08-05 10:46:30.013222\t开始加载历史数据\n",
      "2024-08-05 10:46:30.013222\t加载进度：# [0%]\n",
      "2024-08-05 10:46:30.013222\t加载进度：# [10%]\n",
      "2024-08-05 10:46:30.013222\t加载进度：## [20%]\n",
      "2024-08-05 10:46:30.013222\t加载进度：### [30%]\n",
      "2024-08-05 10:46:30.013222\t加载进度：#### [40%]\n",
      "2024-08-05 10:46:30.013222\t加载进度：##### [50%]\n",
      "2024-08-05 10:46:30.013222\t加载进度：###### [60%]\n",
      "2024-08-05 10:46:30.013222\t加载进度：####### [70%]\n",
      "2024-08-05 10:46:30.013222\t加载进度：######## [80%]\n",
      "2024-08-05 10:46:30.014197\t加载进度：######### [90%]\n",
      "2024-08-05 10:46:30.014197\t加载进度：########## [100%]\n",
      "2024-08-05 10:46:30.014197\t历史数据加载完成，数据量：6969\n",
      "2024-08-05 10:46:30.015217\t策略初始化完成\n",
      "2024-08-05 10:46:30.015217\t开始回放历史数据\n",
      "2024-08-05 10:46:30.055200\t回放进度：= [0%]\n",
      "2024-08-05 10:46:30.094174\t回放进度：== [10%]\n",
      "2024-08-05 10:46:30.142149\t回放进度：=== [20%]\n",
      "2024-08-05 10:46:30.198785\t回放进度：==== [30%]\n",
      "2024-08-05 10:46:30.255170\t回放进度：===== [40%]\n",
      "2024-08-05 10:46:30.308137\t回放进度：====== [50%]\n",
      "2024-08-05 10:46:30.358109\t回放进度：======= [60%]\n",
      "2024-08-05 10:46:30.409053\t回放进度：======== [70%]\n",
      "2024-08-05 10:46:30.456056\t回放进度：========= [80%]\n",
      "2024-08-05 10:46:30.506026\t回放进度：========== [90%]\n",
      "2024-08-05 10:46:30.507045\t回放进度：=========== [100%]\n",
      "2024-08-05 10:46:30.507045\t历史数据回放结束\n",
      "2024-08-05 10:46:30.507045\t开始计算逐日盯市盈亏\n",
      "2024-08-05 10:46:30.520989\t逐日盯市盈亏计算完成\n",
      "2024-08-05 10:46:30.521989\t开始计算策略统计指标\n",
      "2024-08-05 10:46:30.530712\t------------------------------\n",
      "2024-08-05 10:46:30.530712\t首个交易日：\t2020-01-16\n",
      "2024-08-05 10:46:30.530712\t最后交易日：\t2024-03-20\n",
      "2024-08-05 10:46:30.530712\t总交易日：\t1011\n",
      "2024-08-05 10:46:30.530712\t盈利交易日：\t503\n",
      "2024-08-05 10:46:30.530712\t亏损交易日：\t447\n",
      "2024-08-05 10:46:30.530712\t起始资金：\t100,000.00\n",
      "2024-08-05 10:46:30.530712\t结束资金：\t187,437.05\n",
      "2024-08-05 10:46:30.530712\t总收益率：\t87.44%\n",
      "2024-08-05 10:46:30.530712\t年化收益：\t20.76%\n",
      "2024-08-05 10:46:30.530712\t最大回撤: \t-54,625.22\n",
      "2024-08-05 10:46:30.530712\t百分比最大回撤: -30.85%\n",
      "2024-08-05 10:46:30.530712\t最长回撤天数: \t174\n",
      "2024-08-05 10:46:30.530712\t总盈亏：\t87,437.05\n",
      "2024-08-05 10:46:30.530712\t总手续费：\t27,682.95\n",
      "2024-08-05 10:46:30.530712\t总滑点：\t37,110.00\n",
      "2024-08-05 10:46:30.530712\t总成交金额：\t184,552,970.00\n",
      "2024-08-05 10:46:30.530712\t总成交笔数：\t1829\n",
      "2024-08-05 10:46:30.530712\t日均盈亏：\t86.49\n",
      "2024-08-05 10:46:30.530712\t日均手续费：\t27.38\n",
      "2024-08-05 10:46:30.530712\t日均滑点：\t36.71\n",
      "2024-08-05 10:46:30.530712\t日均成交金额：\t182,544.98\n",
      "2024-08-05 10:46:30.530712\t日均成交笔数：\t1.8090999010880318\n",
      "2024-08-05 10:46:30.530712\t日均收益率：\t0.06%\n",
      "2024-08-05 10:46:30.530712\t收益标准差：\t1.98%\n",
      "2024-08-05 10:46:30.530712\tSharpe Ratio：\t0.49\n",
      "2024-08-05 10:46:30.530712\t收益回撤比：\t2.83\n",
      "2024-08-05 10:46:30.531685\t策略统计指标计算完成\n"
     ]
    },
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        "width": 1000,
        "xaxis": {
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        },
        "xaxis2": {
         "anchor": "y2",
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        "xaxis3": {
         "anchor": "y3",
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        "yaxis": {
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        },
        "yaxis2": {
         "anchor": "x2",
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     "metadata": {},
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   "source": [
    "engine.load_data()\n",
    "engine.run_backtesting()\n",
    "df = engine.calculate_result()\n",
    "engine.calculate_statistics()\n",
    "engine.show_chart()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
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   "source": [
    "# '''用于参数优化'''\n",
    "# setting = OptimizationSetting()\n",
    "# setting.set_target(\"sharpe_ratio\")\n",
    "# setting.add_parameter(\"periods\", 5, 100, 5)\n",
    "# setting.add_parameter(\"multiplier\", 1,10, 1)\n",
    "# setting.add_parameter(\"grid_step\", 4, 20, 2)\n",
    "# setting.add_parameter(\"grid_length\", 4, 20, 2)\n",
    "# setting.add_parameter(\"zhiying_count\", 1,5,1)\n",
    "# from multiprocessing import cpu_count\n",
    "# # 获取 CPU 核心数量\n",
    "# num_cores = cpu_count()\n",
    "# print(f\"获取 CPU 核心数量:\",round(num_cores/2))\n",
    "# engine.run_ga_optimization(setting, max_workers=round(num_cores/2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# engine.run_bf_optimization(setting)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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