{ "cells": [ { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# 加载功能模块\n", "from datetime import datetime\n", "\n", "from vnpy.trader.constant import Interval\n", "\n", "from elite_optionstrategy import BacktestingEngine\n", "\n", "from short_strangle_strategy import ShortStrangleStrategy" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# 创建回测引擎\n", "engine = BacktestingEngine()\n", "\n", "engine.set_parameters(\n", " interval=Interval.MINUTE,\n", " start=datetime(2021, 1, 1),\n", " end=datetime(2022, 12, 31),\n", " rate=0,\n", " slippage=0.6 + (16 / 100),\n", ")\n", "\n", "setting = {\"otm_level\": 4}\n", "engine.add_strategy(ShortStrangleStrategy, setting)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 729/729 [31:52<00:00, 2.62s/it]\n" ] } ], "source": [ "# 历史数据回放\n", "engine.run_backtesting()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2024-02-19 14:16:16.884909\t开始计算逐日盯市盈亏\n", "2024-02-19 14:16:16.889683\t逐日盯市盈亏计算完成\n" ] }, { "data": { "text/html": [ "
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trade_countturnovercommissionslippagetrading_pnlholding_pnltotal_pnlnet_pnl
date
2021-01-0422260.00.0152.0900.00.0900.0748.0
2021-01-0500.00.00.00.0-500.0-500.0-500.0
2021-01-0600.00.00.00.0-1100.0-1100.0-1100.0
2021-01-0700.00.00.00.0-3860.0-3860.0-3860.0
2021-01-0800.00.00.00.01560.01560.01560.0
...........................
2022-12-2600.00.00.00.0720.0720.0720.0
2022-12-2700.00.00.00.01780.01780.01780.0
2022-12-2800.00.00.00.0-20.0-20.0-20.0
2022-12-2900.00.00.00.0-200.0-200.0-200.0
2022-12-3000.00.00.00.0800.0800.0800.0
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485 rows × 8 columns

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" ], "text/plain": [ " trade_count turnover commission slippage trading_pnl \\\n", "date \n", "2021-01-04 2 2260.0 0.0 152.0 900.0 \n", "2021-01-05 0 0.0 0.0 0.0 0.0 \n", "2021-01-06 0 0.0 0.0 0.0 0.0 \n", "2021-01-07 0 0.0 0.0 0.0 0.0 \n", "2021-01-08 0 0.0 0.0 0.0 0.0 \n", "... ... ... ... ... ... \n", "2022-12-26 0 0.0 0.0 0.0 0.0 \n", "2022-12-27 0 0.0 0.0 0.0 0.0 \n", "2022-12-28 0 0.0 0.0 0.0 0.0 \n", "2022-12-29 0 0.0 0.0 0.0 0.0 \n", "2022-12-30 0 0.0 0.0 0.0 0.0 \n", "\n", " holding_pnl total_pnl net_pnl \n", "date \n", "2021-01-04 0.0 900.0 748.0 \n", "2021-01-05 -500.0 -500.0 -500.0 \n", "2021-01-06 -1100.0 -1100.0 -1100.0 \n", "2021-01-07 -3860.0 -3860.0 -3860.0 \n", "2021-01-08 1560.0 1560.0 1560.0 \n", "... ... ... ... \n", "2022-12-26 720.0 720.0 720.0 \n", "2022-12-27 1780.0 1780.0 1780.0 \n", "2022-12-28 -20.0 -20.0 -20.0 \n", "2022-12-29 -200.0 -200.0 -200.0 \n", "2022-12-30 800.0 800.0 800.0 \n", "\n", "[485 rows x 8 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 计算每日盈亏\n", "engine.calculate_result()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2024-02-19 14:16:16.948352\t开始计算策略统计指标\n", "2024-02-19 14:16:16.970616\t------------------------------\n", "2024-02-19 14:16:16.970616\t首个交易日：\t2021-01-04 00:00:00\n", "2024-02-19 14:16:16.970616\t最后交易日：\t2022-12-30 00:00:00\n", "2024-02-19 14:16:16.970616\t总交易日：\t485\n", "2024-02-19 14:16:16.970616\t盈利交易日：\t320\n", "2024-02-19 14:16:16.970616\t亏损交易日：\t158\n", "2024-02-19 14:16:16.970616\t起始资金：\t1,000,000.00\n", "2024-02-19 14:16:16.970616\t结束资金：\t1,043,280.00\n", "2024-02-19 14:16:16.970616\t总收益率：\t4.33%\n", "2024-02-19 14:16:16.970616\t年化收益：\t2.14%\n", "2024-02-19 14:16:16.970616\t最大回撤: \t-48,000.00\n", "2024-02-19 14:16:16.970616\t最大回撤%: \t-4.73%\n", "2024-02-19 14:16:16.970616\t总盈亏：\t43,280.00\n", "2024-02-19 14:16:16.970616\t总手续费：\t0.00\n", "2024-02-19 14:16:16.970616\t总滑点：\t3,800.00\n", "2024-02-19 14:16:16.970616\t总成交金额：\t128,700.00\n", "2024-02-19 14:16:16.970616\t总成交笔数：\t50\n", "2024-02-19 14:16:16.970616\t日均盈亏：\t89.24\n", "2024-02-19 14:16:16.970616\t日均手续费：\t0.00\n", "2024-02-19 14:16:16.970616\t日均滑点：\t7.84\n", "2024-02-19 14:16:16.970616\t日均成交金额：\t265.36\n", "2024-02-19 14:16:16.970616\t日均成交笔数：\t0.10309278350515463\n", "2024-02-19 14:16:16.970616\t日均收益率：\t0.01%\n", "2024-02-19 14:16:16.970616\t收益标准差：\t0.28%\n", "2024-02-19 14:16:16.970616\tSharpe Ratio：\t0.48\n", "2024-02-19 14:16:16.970616\t收益回撤比：\t0.90\n", "2024-02-19 14:16:16.971651\t策略统计指标计算完成\n" ] } ], "source": [ "# 统计绩效结果\n", "result = engine.calculate_statistics()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "mode": "lines", "name": "Balance", "type": "scatter", "x": [ "2021-01-04T00:00:00", "2021-01-05T00:00:00", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 显示资金图表\n", "engine.show_chart()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# 打印逐笔成交\n", "for trade in engine.all_trades.values():\n", " print(trade.datetime, trade.vt_symbol, trade.direction.value, trade.offset.value, trade.volume, \"@\", trade.price)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" }, "vscode": { "interpreter": { "hash": "1b43cb0bd93d5abbadd54afed8252f711d4681fe6223ad6b67ffaee289648f85" } } }, "nbformat": 4, "nbformat_minor": 4 }