Quant_Code/5.课程代码/1.投资组合策略7天入门/使用代码/archive/[Demo] Backtesting.ipynb

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  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#%%\n",
    "from datetime import datetime\n",
    "from importlib import reload\n",
    "from vnpy.app.portfolio_strategy import BacktestingEngine\n",
    "from vnpy.trader.constant import Interval\n",
    "\n",
    "symbols = {\n",
    "    \"SHFE\": [\"CU\", \"AL\", \"ZN\", \"PB\", \"NI\", \"SN\", \"AU\", \"AG\", \"RB\", \"HC\", \"BU\", \"RU\",],\n",
    "    \"DCE\": [\"C\", \"CS\", \"A\", \"B\", \"M\", \"Y\", \"P\", \"BB\", \"JD\", \"L\", \"V\", \"PP\", \"J\", \"JM\", \"I\"],\n",
    "    \"CZCE\": [\"SR\", \"CF\", \"CY\", \"PM\",\"WH\", \"RI\", \"LR\", \"JR\",\"OI\", \"RS\", \"RM\", \"TA\", \"MA\", \"FG\", \"SF\", \"ZC\", \"SM\"],\n",
    "}\n",
    "contract_type = \"99\"  # 99代表指数合约"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_all_vt_symbols(symbols, contract_type):\n",
    "    \"\"\"\n",
    "    合成回测用的vt_symbol列表\n",
    "    vt_symbol 格式：合约代码.交易所 （ej：AG99.SHFE）\n",
    "    \"\"\"\n",
    "    vt_symbols = []\n",
    "    for k, v in symbols.items():\n",
    "        for i in v:\n",
    "            symbol = i + contract_type + \".\" + k\n",
    "            vt_symbols.append(symbol)\n",
    "    return vt_symbols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_ratios(num, vt_symbols):\n",
    "    \"\"\"\n",
    "    设置每个vt_symbol的回测参数,最终返回字典格式\n",
    "    用于设置手续费，滑点，合约规模，price tick\n",
    "    \"\"\"\n",
    "    d = {}\n",
    "    for i in vt_symbols:\n",
    "        d[i] = num\n",
    "    return d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_result(\n",
    "    vt_symbols,\n",
    "    strategy,\n",
    "    setting={},\n",
    "    show_chart=True\n",
    "):\n",
    "    # 1）创建回测引擎对象\n",
    "    engine = BacktestingEngine()\n",
    "    # 2）设置回测参数\n",
    "    engine.set_parameters(\n",
    "        vt_symbols=vt_symbols,\n",
    "        interval=Interval.DAILY,\n",
    "        start=datetime(2006, 1, 1),\n",
    "        end=datetime(2020, 12, 30),\n",
    "        rates=set_ratios(1/1000, vt_symbols),  # 设置每个合约的手续费，字典格式\n",
    "        slippages=set_ratios(0, vt_symbols),  #滑点，字典格式\n",
    "        sizes=set_ratios(1, vt_symbols),      #合约规模，字典格式\n",
    "        priceticks=set_ratios(0.01, vt_symbols), #最小价格跳动，字典格式\n",
    "        capital=5_000_000,\n",
    "    )\n",
    "    # 3）添加策略\n",
    "    engine.add_strategy(strategy, setting)\n",
    "    # 4）加载历史数据\n",
    "    engine.load_data()\n",
    "    # 5）跑回测，基于事件引擎逐条回放，得到成交记录\n",
    "    engine.run_backtesting()\n",
    "    # 6）基于逐日盯市规则和成交记录，得到组合资金曲线\n",
    "    df = engine.calculate_result()\n",
    "    # 7）基于资金曲线，计算策略回测指标，如收益率，夏普比率\n",
    "    engine.calculate_statistics()\n",
    "    # 8）画图\n",
    "    if show_chart:\n",
    "        engine.show_chart()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成可交易合约\n",
    "all_vt_symbols = generate_all_vt_symbols(symbols, contract_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021-01-30 20:55:28.164325\t开始加载历史数据\n",
      "2021-01-30 20:55:28.449355\tCU99.SHFE历史数据加载完成，数据量：3646\n",
      "2021-01-30 20:55:28.732356\tAL99.SHFE历史数据加载完成，数据量：3646\n",
      "2021-01-30 20:55:29.229354\tZN99.SHFE历史数据加载完成，数据量：3353\n",
      "2021-01-30 20:55:29.451360\tPB99.SHFE历史数据加载完成，数据量：2379\n",
      "2021-01-30 20:55:29.620353\tNI99.SHFE历史数据加载完成，数据量：1407\n",
      "2021-01-30 20:55:29.791353\tSN99.SHFE历史数据加载完成，数据量：1407\n",
      "2021-01-30 20:55:30.048324\tAU99.SHFE历史数据加载完成，数据量：3158\n",
      "2021-01-30 20:55:30.251323\tAG99.SHFE历史数据加载完成，数据量：2106\n",
      "2021-01-30 20:55:30.494352\tRB99.SHFE历史数据加载完成，数据量：2863\n",
      "2021-01-30 20:55:30.672356\tHC99.SHFE历史数据加载完成，数据量：1655\n",
      "2021-01-30 20:55:30.860352\tBU99.SHFE历史数据加载完成，数据量：1766\n",
      "2021-01-30 20:55:31.143355\tRU99.SHFE历史数据加载完成，数据量：3646\n",
      "2021-01-30 20:55:31.424355\tC99.DCE历史数据加载完成，数据量：3646\n",
      "2021-01-30 20:55:31.594352\tCS99.DCE历史数据加载完成，数据量：1470\n",
      "2021-01-30 20:55:31.935351\tA99.DCE历史数据加载完成，数据量：3646\n",
      "2021-01-30 20:55:32.235353\tB99.DCE历史数据加载完成，数据量：3646\n",
      "2021-01-30 20:55:32.515364\tM99.DCE历史数据加载完成，数据量：3646\n",
      "2021-01-30 20:55:32.795355\tY99.DCE历史数据加载完成，数据量：3643\n",
      "2021-01-30 20:55:33.058353\tP99.DCE历史数据加载完成，数据量：3208\n",
      "2021-01-30 20:55:33.253357\tBB99.DCE历史数据加载完成，数据量：1724\n",
      "2021-01-30 20:55:33.443324\tJD99.DCE历史数据加载完成，数据量：1744\n",
      "2021-01-30 20:55:33.704362\tL99.DCE历史数据加载完成，数据量：3267\n",
      "2021-01-30 20:55:33.957352\tV99.DCE历史数据加载完成，数据量：2824\n",
      "2021-01-30 20:55:34.149325\tPP99.DCE历史数据加载完成，数据量：1670\n",
      "2021-01-30 20:55:34.367356\tJ99.DCE历史数据加载完成，数据量：2365\n",
      "2021-01-30 20:55:34.558352\tJM99.DCE历史数据加载完成，数据量：1894\n",
      "2021-01-30 20:55:34.744358\tI99.DCE历史数据加载完成，数据量：1759\n",
      "2021-01-30 20:55:35.114357\tSR99.CZCE历史数据加载完成，数据量：3644\n",
      "2021-01-30 20:55:35.402352\tCF99.CZCE历史数据加载完成，数据量：3646\n",
      "2021-01-30 20:55:35.546355\tCY99.CZCE历史数据加载完成，数据量：820\n",
      "2021-01-30 20:55:35.760355\tPM99.CZCE历史数据加载完成，数据量：2178\n",
      "2021-01-30 20:55:35.958352\tWH99.CZCE历史数据加载完成，数据量：2054\n",
      "2021-01-30 20:55:36.171330\tRI99.CZCE历史数据加载完成，数据量：2054\n",
      "2021-01-30 20:55:36.363353\tLR99.CZCE历史数据加载完成，数据量：1582\n",
      "2021-01-30 20:55:36.552352\tJR99.CZCE历史数据加载完成，数据量：1738\n",
      "2021-01-30 20:55:36.753322\tOI99.CZCE历史数据加载完成，数据量：2060\n",
      "2021-01-30 20:55:36.952353\tRS99.CZCE历史数据加载完成，数据量：1946\n",
      "2021-01-30 20:55:37.158353\tRM99.CZCE历史数据加载完成，数据量：1946\n",
      "2021-01-30 20:55:37.428352\tTA99.CZCE历史数据加载完成，数据量：3415\n",
      "2021-01-30 20:55:37.606353\tMA99.CZCE历史数据加载完成，数据量：1597\n",
      "2021-01-30 20:55:37.802324\tFG99.CZCE历史数据加载完成，数据量：1965\n",
      "2021-01-30 20:55:37.984323\tSF99.CZCE历史数据加载完成，数据量：1559\n",
      "2021-01-30 20:55:38.159322\tZC99.CZCE历史数据加载完成，数据量：1373\n",
      "2021-01-30 20:55:38.344353\tSM99.CZCE历史数据加载完成，数据量：1559\n",
      "2021-01-30 20:55:38.344353\t所有历史数据加载完成\n",
      "2021-01-30 20:55:38.348328\t策略初始化完成\n",
      "2021-01-30 20:55:38.348328\t开始回放历史数据\n",
      "2021-01-30 20:55:39.840353\t历史数据回放结束\n",
      "2021-01-30 20:55:39.840353\t开始计算逐日盯市盈亏\n",
      "2021-01-30 20:55:40.070355\t逐日盯市盈亏计算完成\n",
      "2021-01-30 20:55:40.070355\t开始计算策略统计指标\n",
      "2021-01-30 20:55:40.078350\t------------------------------\n",
      "2021-01-30 20:55:40.078350\t首个交易日：\t2006-01-04\n",
      "2021-01-30 20:55:40.078350\t最后交易日：\t2020-12-30\n",
      "2021-01-30 20:55:40.078350\t总交易日：\t3646\n",
      "2021-01-30 20:55:40.078350\t盈利交易日：\t1932\n",
      "2021-01-30 20:55:40.078350\t亏损交易日：\t1693\n",
      "2021-01-30 20:55:40.078350\t起始资金：\t5,000,000.00\n",
      "2021-01-30 20:55:40.078350\t结束资金：\t26,487,030.08\n",
      "2021-01-30 20:55:40.078350\t总收益率：\t429.74%\n",
      "2021-01-30 20:55:40.078350\t年化收益：\t28.29%\n",
      "2021-01-30 20:55:40.078350\t最大回撤: \t-5,029,287.18\n",
      "2021-01-30 20:55:40.079323\t百分比最大回撤: -17.46%\n",
      "2021-01-30 20:55:40.079323\t最长回撤天数: \t814\n",
      "2021-01-30 20:55:40.079323\t总盈亏：\t21,487,030.08\n",
      "2021-01-30 20:55:40.079323\t总手续费：\t10,172,059.86\n",
      "2021-01-30 20:55:40.079323\t总滑点：\t0.00\n",
      "2021-01-30 20:55:40.079323\t总成交金额：\t10,172,059,857.84\n",
      "2021-01-30 20:55:40.079323\t总成交笔数：\t9897\n",
      "2021-01-30 20:55:40.079323\t日均盈亏：\t5,893.32\n",
      "2021-01-30 20:55:40.079323\t日均手续费：\t2,789.92\n",
      "2021-01-30 20:55:40.079323\t日均滑点：\t0.00\n",
      "2021-01-30 20:55:40.079323\t日均成交金额：\t2,789,923.16\n",
      "2021-01-30 20:55:40.079323\t日均成交笔数：\t2.7144816236972025\n",
      "2021-01-30 20:55:40.079323\t日均收益率：\t0.05%\n",
      "2021-01-30 20:55:40.079323\t收益标准差：\t0.86%\n",
      "2021-01-30 20:55:40.079323\tSharpe Ratio：\t0.82\n",
      "2021-01-30 20:55:40.079323\t收益回撤比：\t4.27\n",
      "2021-01-30 20:55:40.079323\t策略统计指标计算完成\n"
     ]
    },
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 加载策略，一键回测\n",
    "import return10_strategy\n",
    "reload(return10_strategy)\n",
    "show_result(all_vt_symbols ,return10_strategy.Return10Strategy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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