444 lines
1.3 MiB
Plaintext
444 lines
1.3 MiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "initial_id",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-07-05T16:56:41.480753Z",
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"start_time": "2025-07-05T16:56:41.457887Z"
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},
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"from datetime import datetime\n",
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"%load_ext autoreload\n",
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"%autoreload 2\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "a559dfcf",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-07-05T16:56:42.438942Z",
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"start_time": "2025-07-05T16:56:41.494423Z"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"初始化数据管理器...\n",
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"数据加载成功: /mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_MA/KQ_m@CZCE_MA_min60.csv\n",
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"数据范围从 2021-12-31 14:00:00 到 2025-07-10 09:00:00\n",
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"总计 5904 条记录。\n",
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"\n",
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"初始化回测引擎...\n",
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"模拟器初始化：初始资金=100000.00, 滑点率=0.0, 佣金率=0.0001\n",
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"\n",
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"--- 回测引擎初始化完成 ---\n",
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" 策略: SimpleLimitBuyStrategy\n",
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" 初始资金: 100000.00\n",
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" 换月模式: 启用\n",
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"\n",
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"开始运行回测...\n",
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"\n",
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"--- 回测开始 ---\n",
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"SimpleLimitBuyStrategy 策略初始化回调被调用。\n",
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"开始将 DataFrame 转换为 Bar 对象流...\n",
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"Bar 对象流生成完毕。\n",
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"\n",
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"--- 回测结束，检查并平仓所有剩余持仓 ---\n",
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"--- 回测结束 ---\n",
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"总计处理了 1671 根K线。\n",
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"总计发生了 63 笔交易。\n",
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"最终总净值: 100744.27\n",
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"总收益率: 0.74%\n",
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"\n",
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"回测运行完毕。\n",
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"\n",
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"--- 结果分析器初始化完成 ---\n",
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"\n",
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"--- 交易明细 ---\n",
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" 2024-07-16 10:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2567.00 | Comm: 0.26\n",
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" 2024-07-17 13:00:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2552.00 | Comm: 0.26 | Indicators:{'rsi_5': 54.065209557879136, 'rsi_10': 51.72603048892884, 'rsi_15': 52.22722830612864, 'rsi_20': 52.625794911978794, 'rsi_25': 52.851674338136746, 'rsi_30': 52.95626095916324, 'rsi_35': 52.968417399930075, 'rsi_40': 52.90742632028734, 'range_1': 22.0, 'range_8': 19.0, 'range_15': 14.0, 'range_21': 29.0} | PnL: 15.00\n",
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" 2024-07-25 21:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2502.00 | Comm: 0.25\n",
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" 2024-07-29 11:00:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2479.00 | Comm: 0.25 | Indicators:{'rsi_5': 53.626004698586804, 'rsi_10': 49.848310790366334, 'rsi_15': 47.850622400930654, 'rsi_20': 46.475977387482295, 'rsi_25': 45.70586632706525, 'rsi_30': 45.35361862329593, 'rsi_35': 45.25035857868273, 'rsi_40': 45.281578636217695, 'range_1': 16.0, 'range_8': 15.0, 'range_15': 14.0, 'range_21': 9.0} | PnL: 23.00\n",
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" 2024-07-29 13:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2496.00 | Comm: 0.25\n",
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" 2024-07-29 22:00:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2475.00 | Comm: 0.25 | Indicators:{'rsi_5': 50.645899849238816, 'rsi_10': 47.42882538080237, 'rsi_15': 46.99004216028481, 'rsi_20': 46.53180163606193, 'rsi_25': 46.16167989599333, 'rsi_30': 45.937258392101185, 'rsi_35': 45.83789458816951, 'rsi_40': 45.82391062634012, 'range_1': 13.0, 'range_8': 6.0, 'range_15': 12.0, 'range_21': 7.0} | PnL: 21.00\n",
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" 2024-08-01 22:00:00 | BUY | CZCE.MA409 | Vol: 1 | Price: 2503.00 | Comm: 0.25\n",
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" 2024-08-05 11:00:00 | CLOSE_LONG | CZCE.MA409 | Vol: 1 | Price: 2478.00 | Comm: 0.25 | Indicators:{'rsi_5': 49.68521813080819, 'rsi_10': 53.73287059979439, 'rsi_15': 52.947437517474185, 'rsi_20': 51.76183528051731, 'rsi_25': 50.75060255158634, 'rsi_30': 49.967701546210364, 'rsi_35': 49.38244637287542, 'rsi_40': 48.95053059030809, 'range_1': 23.0, 'range_8': 17.0, 'range_15': 18.0, 'range_21': 11.0} | PnL: -25.00\n",
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" 2024-08-05 13:00:00 | BUY | CZCE.MA409 | Vol: 1 | Price: 2470.00 | Comm: 0.25\n",
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" 2024-08-08 22:00:00 | CLOSE_LONG | CZCE.MA409 | Vol: 1 | Price: 2443.00 | Comm: 0.24 | Indicators:{'rsi_5': 23.71627174125895, 'rsi_10': 33.966374741210345, 'rsi_15': 38.98603286683697, 'rsi_20': 41.356804983837534, 'rsi_25': 42.574698683454606, 'rsi_30': 43.271867848920046, 'rsi_35': 43.72184839236377, 'rsi_40': 44.04661546935425, 'range_1': 7.0, 'range_8': 11.0, 'range_15': 7.0, 'range_21': 15.0} | PnL: -27.00\n",
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" 2024-08-09 09:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2460.00 | Comm: 0.25\n",
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" 2024-08-09 22:00:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2422.00 | Comm: 0.24 | Indicators:{'rsi_5': 48.038616310559995, 'rsi_10': 44.386184452710744, 'rsi_15': 43.564832680996304, 'rsi_20': 43.519493945686975, 'rsi_25': 43.662363125683825, 'rsi_30': 43.82984184947362, 'rsi_35': 43.989308797798934, 'rsi_40': 44.138636641902224, 'range_1': 11.0, 'range_8': 9.0, 'range_15': 16.0, 'range_21': 12.0} | PnL: 38.00\n",
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" 2024-08-15 10:00:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2423.00 | Comm: 0.24\n",
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" 2024-09-09 14:00:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2370.00 | Comm: 0.24\n",
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" 2024-09-10 21:00:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2321.00 | Comm: 0.23 | Indicators:{'rsi_5': 53.51801883734878, 'rsi_10': 44.23955062416102, 'rsi_15': 39.939749224050566, 'rsi_20': 37.87111017414301, 'rsi_25': 37.060643961674, 'rsi_30': 36.947943506771125, 'rsi_35': 37.20337934009921, 'rsi_40': 37.63748256395828, 'range_1': 23.0, 'range_8': 13.0, 'range_15': 14.0, 'range_21': 17.0} | PnL: 49.00\n",
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" 2024-09-10 22:00:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2294.00 | Comm: 0.23\n",
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" 2024-09-11 13:00:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2330.00 | Comm: 0.23 | Indicators:{'rsi_5': 21.914909697071973, 'rsi_10': 27.12490098762447, 'rsi_15': 28.70165763675733, 'rsi_20': 29.395264461287557, 'rsi_25': 30.06580448249775, 'rsi_30': 30.84456133921035, 'rsi_35': 31.69538054775901, 'rsi_40': 32.56424990138594, 'range_1': 21.0, 'range_8': 12.0, 'range_15': 13.0, 'range_21': 19.0} | PnL: 36.00\n",
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" 2024-09-18 09:00:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2368.00 | Comm: 0.24\n",
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" 2024-09-19 21:00:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2410.00 | Comm: 0.24 | Indicators:{'rsi_5': 50.813709622785865, 'rsi_10': 56.794984662450474, 'rsi_15': 54.524920882407635, 'rsi_20': 51.93622143757284, 'rsi_25': 49.91901821190163, 'rsi_30': 48.47343815715233, 'rsi_35': 47.4676044732338, 'rsi_40': 46.7768995894759, 'range_1': 8.0, 'range_8': 14.0, 'range_15': 22.0, 'range_21': 21.0} | PnL: 42.00\n",
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" 2024-09-20 11:00:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2402.00 | Comm: 0.24\n",
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" 2024-09-20 22:00:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2360.00 | Comm: 0.24 | Indicators:{'rsi_5': 43.3368978800008, 'rsi_10': 50.094914860269256, 'rsi_15': 51.62401353096898, 'rsi_20': 51.40316440554111, 'rsi_25': 50.66915786259084, 'rsi_30': 49.88612348342257, 'rsi_35': 49.20165775821443, 'rsi_40': 48.64515399188845, 'range_1': 20.0, 'range_8': 27.0, 'range_15': 21.0, 'range_21': 24.0} | PnL: 42.00\n",
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" 2024-10-08 10:00:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2576.00 | Comm: 0.26\n",
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" 2024-10-08 22:00:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2546.00 | Comm: 0.25 | Indicators:{'rsi_5': 73.37545567079853, 'rsi_10': 76.58148895884459, 'rsi_15': 75.8472216656552, 'rsi_20': 74.21116688164746, 'rsi_25': 72.3770291684878, 'rsi_30': 70.58524893848391, 'rsi_35': 68.92643402883294, 'rsi_40': 67.42865982847792, 'range_1': 48.0, 'range_8': 27.0, 'range_15': 17.0, 'range_21': 12.0} | PnL: -30.00\n",
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" 2024-10-14 13:00:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2489.00 | Comm: 0.25\n",
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" 2024-10-15 14:00:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2463.00 | Comm: 0.25 | Indicators:{'rsi_5': 36.53301698412939, 'rsi_10': 43.03208737978571, 'rsi_15': 46.51576454060912, 'rsi_20': 48.9180136557997, 'rsi_25': 50.510654289057754, 'rsi_30': 51.53833757112618, 'rsi_35': 52.184247151091355, 'rsi_40': 52.57527832983704, 'range_1': 8.0, 'range_8': 13.0, 'range_15': 14.0, 'range_21': 17.0} | PnL: -26.00\n",
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" 2024-10-21 09:00:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2394.00 | Comm: 0.24\n",
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" 2024-10-23 13:00:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2422.00 | Comm: 0.24 | Indicators:{'rsi_5': 11.424435366775088, 'rsi_10': 22.35499857458316, 'rsi_15': 28.066846213345936, 'rsi_20': 32.20791821085964, 'rsi_25': 35.40426982454629, 'rsi_30': 37.87297727438685, 'rsi_35': 39.77883407002768, 'rsi_40': 41.2570561446261, 'range_1': 9.0, 'range_8': 9.0, 'range_15': 11.0, 'range_21': 20.0} | PnL: 28.00\n",
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" 2024-11-01 14:00:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2477.00 | Comm: 0.25\n",
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" 2024-11-05 13:00:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2498.00 | Comm: 0.25 | Indicators:{'rsi_5': 40.6937685480552, 'rsi_10': 50.07679900516268, 'rsi_15': 52.26149195246074, 'rsi_20': 52.97826374705008, 'rsi_25': 53.1478233042013, 'rsi_30': 53.089850263416885, 'rsi_35': 52.948805612563646, 'rsi_40': 52.78790324868395, 'range_1': 11.0, 'range_8': 11.0, 'range_15': 7.0, 'range_21': 13.0} | PnL: 21.00\n",
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" 2024-11-06 14:00:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2476.00 | Comm: 0.25\n",
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" 2024-11-07 13:00:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2498.00 | Comm: 0.25 | Indicators:{'rsi_5': 19.072656605871835, 'rsi_10': 37.95975194737454, 'rsi_15': 45.157729976309234, 'rsi_20': 48.257078153097, 'rsi_25': 49.76895520868274, 'rsi_30': 50.55825878192998, 'rsi_35': 50.98747265335422, 'rsi_40': 51.22671727954064, 'range_1': 8.0, 'range_8': 9.0, 'range_15': 7.0, 'range_21': 21.0} | PnL: 22.00\n",
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" 2024-12-04 11:00:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2523.00 | Comm: 0.25\n",
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" 2024-12-09 11:00:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2552.00 | Comm: 0.26 | Indicators:{'rsi_5': 21.37855896704723, 'rsi_10': 31.072430011821066, 'rsi_15': 34.69492350992181, 'rsi_20': 37.07479938391539, 'rsi_25': 39.03307971838543, 'rsi_30': 40.71871639886908, 'rsi_35': 42.17025085579484, 'rsi_40': 43.41344520900014, 'range_1': 14.0, 'range_8': 8.0, 'range_15': 7.0, 'range_21': 11.0} | PnL: 29.00\n",
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" 2024-12-18 13:00:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2613.00 | Comm: 0.26\n",
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" 2024-12-19 11:00:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2595.00 | Comm: 0.26 | Indicators:{'rsi_5': 52.542308524852054, 'rsi_10': 48.30789741922741, 'rsi_15': 50.14369298385598, 'rsi_20': 51.9130494813197, 'rsi_25': 52.99905686297577, 'rsi_30': 53.608044860672045, 'rsi_35': 53.94461881067085, 'rsi_40': 54.13157125559083, 'range_1': 8.0, 'range_8': 6.0, 'range_15': 7.0, 'range_21': 10.0} | PnL: 18.00\n",
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" 2025-01-16 22:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2586.00 | Comm: 0.26\n",
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" 2025-01-21 14:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2603.00 | Comm: 0.26 | Indicators:{'rsi_5': 12.850250317050941, 'rsi_10': 24.838868746087027, 'rsi_15': 32.48594943070964, 'rsi_20': 36.89274308454256, 'rsi_25': 39.5388756934466, 'rsi_30': 41.27730050281178, 'rsi_35': 42.52412676241828, 'rsi_40': 43.48236916300353, 'range_1': 20.0, 'range_8': 15.0, 'range_15': 17.0, 'range_21': 12.0} | PnL: 17.00\n",
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" 2025-01-27 11:00:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2561.00 | Comm: 0.26\n",
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" 2025-02-06 21:00:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2598.00 | Comm: 0.26 | Indicators:{'rsi_5': 52.70045069342063, 'rsi_10': 47.19299820265871, 'rsi_15': 45.08976297426874, 'rsi_20': 44.255005499531165, 'rsi_25': 43.988968128416644, 'rsi_30': 43.986217365513816, 'rsi_35': 44.113431381685906, 'rsi_40': 44.30826032300437, 'range_1': 9.0, 'range_8': 11.0, 'range_15': 17.0, 'range_21': 11.0} | PnL: -37.00\n",
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" 2025-02-26 09:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2523.00 | Comm: 0.25\n",
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" 2025-02-26 22:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2548.00 | Comm: 0.25 | Indicators:{'rsi_5': 9.088019383650645, 'rsi_10': 23.031068059686227, 'rsi_15': 30.818118205430086, 'rsi_20': 35.01389250612135, 'rsi_25': 37.53099139538857, 'rsi_30': 39.192141162360386, 'rsi_35': 40.369423435833475, 'rsi_40': 41.24974083125059, 'range_1': 6.0, 'range_8': 4.0, 'range_15': 28.0, 'range_21': 11.0} | PnL: 25.00\n",
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" 2025-03-04 13:00:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2606.00 | Comm: 0.26\n",
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" 2025-03-04 22:00:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2595.00 | Comm: 0.26 | Indicators:{'rsi_5': 54.572595655406985, 'rsi_10': 57.938804884474884, 'rsi_15': 59.14335482399375, 'rsi_20': 59.07331811330352, 'rsi_25': 58.5807249771136, 'rsi_30': 57.95889703788967, 'rsi_35': 57.31583164195256, 'rsi_40': 56.69519162505904, 'range_1': 15.0, 'range_8': 7.0, 'range_15': 10.0, 'range_21': 17.0} | PnL: 11.00\n",
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" 2025-03-10 13:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2594.00 | Comm: 0.26\n",
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" 2025-03-12 11:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2557.00 | Comm: 0.26 | Indicators:{'rsi_5': 38.7290417255922, 'rsi_10': 47.75429908486068, 'rsi_15': 49.720026988032174, 'rsi_20': 50.637583511561125, 'rsi_25': 51.18438448033351, 'rsi_30': 51.508589248106695, 'rsi_35': 51.68305525061263, 'rsi_40': 51.75599632331427, 'range_1': 12.0, 'range_8': 12.0, 'range_15': 10.0, 'range_21': 11.0} | PnL: -37.00\n",
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" 2025-03-12 14:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2529.00 | Comm: 0.25\n",
|
|||
|
|
" 2025-03-14 11:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2561.00 | Comm: 0.26 | Indicators:{'rsi_5': 5.824223475184294, 'rsi_10': 17.0744314663323, 'rsi_15': 24.93895077039436, 'rsi_20': 30.23528460992869, 'rsi_25': 33.931050898588396, 'rsi_30': 36.59500232816152, 'rsi_35': 38.56950438387562, 'rsi_40': 40.06902047466147, 'range_1': 12.0, 'range_8': 11.0, 'range_15': 23.0, 'range_21': 11.0} | PnL: 32.00\n",
|
|||
|
|
" 2025-03-18 13:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2522.00 | Comm: 0.25\n",
|
|||
|
|
" 2025-03-19 22:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2544.00 | Comm: 0.25 | Indicators:{'rsi_5': 11.02722534094745, 'rsi_10': 25.10573730917448, 'rsi_15': 31.837203765057165, 'rsi_20': 35.45887308868638, 'rsi_25': 37.80098720634075, 'rsi_30': 39.488587053314326, 'rsi_35': 40.77565919514872, 'rsi_40': 41.789232480950915, 'range_1': 10.0, 'range_8': 13.0, 'range_15': 16.0, 'range_21': 13.0} | PnL: 22.00\n",
|
|||
|
|
" 2025-03-28 10:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2533.00 | Comm: 0.25\n",
|
|||
|
|
" 2025-03-31 10:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2495.00 | Comm: 0.25 | Indicators:{'rsi_5': 15.397474574614503, 'rsi_10': 28.425447473923477, 'rsi_15': 34.85183554423606, 'rsi_20': 38.44465598780541, 'rsi_25': 40.64843906574204, 'rsi_30': 42.11153926571917, 'rsi_35': 43.1501235019396, 'rsi_40': 43.927208444256095, 'range_1': 24.0, 'range_8': 16.0, 'range_15': 10.0, 'range_21': 21.0} | PnL: -38.00\n",
|
|||
|
|
" 2025-04-07 21:00:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2411.00 | Comm: 0.24\n",
|
|||
|
|
" 2025-04-08 11:00:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2390.00 | Comm: 0.24 | Indicators:{'rsi_5': 33.81994863460485, 'rsi_10': 28.106735015532657, 'rsi_15': 27.47506128021215, 'rsi_20': 27.969431894568654, 'rsi_25': 28.85958221340823, 'rsi_30': 29.879083745491947, 'rsi_35': 30.913039105329194, 'rsi_40': 31.910201447241104, 'range_1': 25.0, 'range_8': 8.0, 'range_15': 8.0, 'range_21': 17.0} | PnL: 21.00\n",
|
|||
|
|
" 2025-04-09 09:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2324.00 | Comm: 0.23\n",
|
|||
|
|
" 2025-04-10 11:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2415.00 | Comm: 0.24 | Indicators:{'rsi_5': 16.98128552873005, 'rsi_10': 20.79387361780216, 'rsi_15': 22.369400068959983, 'rsi_20': 23.62571178208281, 'rsi_25': 24.831551542229384, 'rsi_30': 26.008111790726595, 'rsi_35': 27.141258200134715, 'rsi_40': 28.21800531894512, 'range_1': 22.0, 'range_8': 18.0, 'range_15': 13.0, 'range_21': 15.0} | PnL: 91.00\n",
|
|||
|
|
" 2025-04-11 14:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2379.00 | Comm: 0.24\n",
|
|||
|
|
" 2025-04-15 10:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2356.00 | Comm: 0.24 | Indicators:{'rsi_5': 44.82815896442343, 'rsi_10': 48.47159863353117, 'rsi_15': 47.27548169077328, 'rsi_20': 45.781322280125195, 'rsi_25': 44.607096320901135, 'rsi_30': 43.76561289312478, 'rsi_35': 43.18581442077558, 'rsi_40': 42.79996933933156, 'range_1': 13.0, 'range_8': 20.0, 'range_15': 19.0, 'range_21': 16.0} | PnL: -23.00\n",
|
|||
|
|
" 2025-05-06 21:00:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2244.00 | Comm: 0.22\n",
|
|||
|
|
" 2025-05-07 22:00:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2228.00 | Comm: 0.22 | Indicators:{'rsi_5': 53.54512492012308, 'rsi_10': 41.84846206383418, 'rsi_15': 40.371797754903696, 'rsi_20': 40.66540362809689, 'rsi_25': 41.089178502795534, 'rsi_30': 41.371832460535636, 'rsi_35': 41.52163072391532, 'rsi_40': 41.586321661479055, 'range_1': 17.0, 'range_8': 7.0, 'range_15': 12.0, 'range_21': 9.0} | PnL: 16.00\n",
|
|||
|
|
" 2025-05-21 11:00:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2266.00 | Comm: 0.23\n",
|
|||
|
|
" 2025-05-22 13:00:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2242.00 | Comm: 0.22 | Indicators:{'rsi_5': 49.88923947665141, 'rsi_10': 45.50579024283407, 'rsi_15': 44.66608253871823, 'rsi_20': 45.30687476308752, 'rsi_25': 46.08522283925901, 'rsi_30': 46.68333667263876, 'rsi_35': 47.072500953046465, 'rsi_40': 47.29010271608558, 'range_1': 16.0, 'range_8': 15.0, 'range_15': 17.0, 'range_21': 16.0} | PnL: -24.00\n",
|
|||
|
|
" 2025-05-23 21:00:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2241.00 | Comm: 0.22\n",
|
|||
|
|
" 2025-05-26 13:00:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2223.00 | Comm: 0.22 | Indicators:{'rsi_5': 55.697553590587255, 'rsi_10': 47.96940681796906, 'rsi_15': 45.422577087334176, 'rsi_20': 44.81162193144032, 'rsi_25': 44.90912152506967, 'rsi_30': 45.19866668086927, 'rsi_35': 45.4881295684009, 'rsi_40': 45.71667462590743, 'range_1': 17.0, 'range_8': 9.0, 'range_15': 12.0, 'range_21': 8.0} | PnL: 18.00\n",
|
|||
|
|
"正在计算绩效指标...\n",
|
|||
|
|
"total_return: 0.007442666000000431, annualized_return:0.0051896155406649935, 252 / total_days:0.6980609418282548\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 : 100744.27\n",
|
|||
|
|
"总收益率 : 0.74%\n",
|
|||
|
|
"年化收益率 : 0.52%\n",
|
|||
|
|
"最大回撤 : 0.14%\n",
|
|||
|
|
"夏普比率 : 0.94\n",
|
|||
|
|
"卡玛比率 : 3.67\n",
|
|||
|
|
"总交易次数 : 63\n",
|
|||
|
|
"总实现盈亏 : 370.00\n",
|
|||
|
|
"交易成本 : 15.49\n",
|
|||
|
|
"\n",
|
|||
|
|
"--- 交易详情 ---\n",
|
|||
|
|
"盈利交易次数 : 22\n",
|
|||
|
|
"亏损交易次数 : 9\n",
|
|||
|
|
"胜率 : 70.97%\n",
|
|||
|
|
"盈亏比 : 0.98\n",
|
|||
|
|
"平均每次盈利 : 28.95\n",
|
|||
|
|
"平均每次亏损 : -29.67\n",
|
|||
|
|
"正在绘制绩效图表...\n"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
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|
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"data": {
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"text/plain": [
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|||
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"<Figure size 1400x1000 with 2 Axes>"
|
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]
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},
|
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"metadata": {},
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|
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"output_type": "display_data"
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},
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{
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"data": {
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1400x700 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"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(100744.26660000005), '总收益率': np.float64(0.007442666000000431), '年化收益率': np.float64(0.0051896155406649935), '最大回撤': np.float64(0.0014133567992828994), '夏普比率': np.float64(0.9369977135224267), '卡玛比率': np.float64(3.6718368237221273), '总交易次数': 63, '交易成本': 15.4921, '总实现盈亏': 370.0, '胜率': 0.7096774193548387, '盈亏比': 0.9759959141981613, '盈利交易次数': 22, '亏损交易次数': 9, '平均每次盈利': 28.954545454545453, '平均每次亏损': -29.666666666666668, 'initial_capital': 100000.0, 'final_capital': np.float64(100744.26660000005), 'total_return': np.float64(0.007442666000000431), 'annualized_return': np.float64(0.0051896155406649935), 'max_drawdown': np.float64(0.0014133567992828994), 'sharpe_ratio': np.float64(0.9369977135224267), 'calmar_ratio': np.float64(3.6718368237221273), 'total_trades': 63, 'transaction_costs': 15.4921, 'total_realized_pnl': 370.0, 'win_rate': 0.7096774193548387, 'profit_loss_ratio': 0.9759959141981613, 'winning_trades_count': 22, 'losing_trades_count': 9, 'avg_profit_per_trade': 28.954545454545453, 'avg_loss_per_trade': -29.666666666666668}\n"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
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"text/plain": [
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|||
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"<Figure size 1200x700 with 1 Axes>"
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]
|
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},
|
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|
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"metadata": {},
|
|||
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
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]
|
|||
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|
},
|
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|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
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},
|
|||
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{
|
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|
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"data": {
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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]
|
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},
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|
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"metadata": {},
|
|||
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": "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|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
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]
|
|||
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|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
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},
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{
|
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"data": {
|
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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]
|
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},
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|
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"metadata": {},
|
|||
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": "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|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
]
|
|||
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|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
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{
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"data": {
|
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"text/plain": [
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"<Figure size 1200x700 with 1 Axes>"
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]
|
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},
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"metadata": {},
|
|||
|
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"output_type": "display_data"
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},
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{
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"data": {
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"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
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]
|
|||
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},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
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},
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{
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"data": {
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"text/plain": [
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"metadata": {},
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"data": {
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|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1200x700 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"\n",
|
|||
|
|
"所有指标的分析图表已生成。\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"\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.strategies.OpenTwoFactorStrategy import SimpleLimitBuyStrategyLong, SimpleLimitBuyStrategyShort, SimpleLimitBuyStrategy\n",
|
|||
|
|
"\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 = '/mnt/d/PyProject/NewQuant/data/data/SHFE_rb2510/SHFE_rb2510_min60.csv'\n",
|
|||
|
|
"data_file_path = \"/mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_MA/KQ_m@CZCE_MA_min60.csv\"\n",
|
|||
|
|
"\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@CZCE_MA',\n",
|
|||
|
|
"}\n",
|
|||
|
|
"\n",
|
|||
|
|
"strategy_parameters = {\n",
|
|||
|
|
" # 'symbol': \"SHFE_rb2501\", # 根据您的数据文件中的品种名称调整\n",
|
|||
|
|
" 'trade_volume': 1,\n",
|
|||
|
|
" # 'range_factor': 1.8, # 示例值，需要通过网格搜索优化\n",
|
|||
|
|
" # 'profit_factor': 2.8, # 示例值\n",
|
|||
|
|
" # 'range_factor': 1.6, # 示例值，需要通过网格搜索优化\n",
|
|||
|
|
" # 'profit_factor': 2.1, # 示例值\n",
|
|||
|
|
" 'range_factor_l': 1.8, # 示例值，需要通过网格搜索优化\n",
|
|||
|
|
" 'profit_factor_l': 2.8, # 示例值\n",
|
|||
|
|
" 'range_factor_s': 1.6, # 示例值，需要通过网格搜索优化\n",
|
|||
|
|
" 'profit_factor_s': 2.1, # 示例值\n",
|
|||
|
|
" 'max_position': 10,\n",
|
|||
|
|
" 'enable_log': False,\n",
|
|||
|
|
" 'stop_loss_points': 20,\n",
|
|||
|
|
" 'use_indicator': True\n",
|
|||
|
|
"}\n",
|
|||
|
|
"# start_time = datetime(2022, 1, 1)\n",
|
|||
|
|
"# end_time = datetime(2024, 6, 1)\n",
|
|||
|
|
"\n",
|
|||
|
|
"start_time = datetime(2024, 6, 1)\n",
|
|||
|
|
"end_time = datetime(2025, 6, 1)\n",
|
|||
|
|
"\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, end_time=end_time)\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\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=SimpleLimitBuyStrategy,\n",
|
|||
|
|
" # current_segment_symbol=strategy_parameters['symbol'],\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=INDICATOR_LIST\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",
|
|||
|
|
"\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()\n",
|
|||
|
|
"else:\n",
|
|||
|
|
" print(\"\\n没有生成投资组合快照，无法进行结果分析。\")\n",
|
|||
|
|
"\n",
|
|||
|
|
"# --- 4. 结果分析与可视化 (待实现) ---\n",
|
|||
|
|
"# if portfolio_snapshots:\n",
|
|||
|
|
"# analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, initial_capital_result)\n",
|
|||
|
|
"# metrics = analyzer.calculate_all_metrics()\n",
|
|||
|
|
"# print(\"\\n--- 绩效指标 ---\")\n",
|
|||
|
|
"# for key, value in metrics.items():\n",
|
|||
|
|
"# print(f\" {key}: {value:.4f}\")\n",
|
|||
|
|
"#\n",
|
|||
|
|
"# print(\"\\n--- 绘制绩效图表 ---\")\n",
|
|||
|
|
"# analyzer.plot_performance()\n",
|
|||
|
|
"# else:\n",
|
|||
|
|
"# print(\"\\n没有生成投资组合快照，无法进行结果分析。\")\n",
|
|||
|
|
"\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"metadata": {
|
|||
|
|
"kernelspec": {
|
|||
|
|
"display_name": "quant",
|
|||
|
|
"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": "3.12.11"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"nbformat": 4,
|
|||
|
|
"nbformat_minor": 5
|
|||
|
|
}
|