482 lines
305 KiB
Plaintext
482 lines
305 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"id": "522f09ca7b3fe929",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-25T08:02:54.715319Z",
|
||
"start_time": "2025-09-25T08:02:54.691434Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"from datetime import datetime\n",
|
||
"\n",
|
||
"from src.data_processing import load_raw_data\n",
|
||
"%load_ext autoreload\n",
|
||
"%autoreload 2\n",
|
||
"\n",
|
||
"import sys\n",
|
||
"\n",
|
||
"if '/mnt/d/PyProject/NewQuant/' not in sys.path:\n",
|
||
" sys.path.append('/mnt/d/PyProject/NewQuant/')"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"The autoreload extension is already loaded. To reload it, use:\n",
|
||
" %reload_ext autoreload\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 13
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "4f7e4b438cea750e",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-25T08:02:54.751891Z",
|
||
"start_time": "2025-09-25T08:02:54.727150Z"
|
||
}
|
||
},
|
||
"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 src.strategies.TrendlineBreakoutStrategy.TrendlineHawkesStrategyFast import TrendlineHawkesStrategy\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/KQ_m@CZCE_MA/KQ_m@CZCE_MA_min15.csv'\n"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 14
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-25T08:02:54.788089Z",
|
||
"start_time": "2025-09-25T08:02:54.761976Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"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 = 0.0000 # 假设每笔交易0.02%的佣金\n",
|
||
"\n",
|
||
"global_config = {\n",
|
||
" 'symbol': 'KQ_m@CZCE_MA', # 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(2024, 6, 1)\n",
|
||
"\n",
|
||
"start_time = datetime(2024, 1, 1)\n",
|
||
"end_time = datetime(2025, 8, 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"
|
||
],
|
||
"id": "9ee53c41eaaefabb",
|
||
"outputs": [],
|
||
"execution_count": 15
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-25T08:03:04.123937Z",
|
||
"start_time": "2025-09-25T08:02:54.797173Z"
|
||
}
|
||
},
|
||
"cell_type": "code",
|
||
"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': 'MA', # <-- 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",
|
||
" 'trendline_n': 70,\n",
|
||
" 'hawkes_kappa': 0.1,\n",
|
||
" 'order_direction': ['SELL', 'BUY'],\n",
|
||
" 'reverse_logic': True,\n",
|
||
" # 'indicators': [RateOfChange(10, -2.1, -0.5), ROC_MA(10, 10, -2.7, -0.4)],\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=TrendlineHawkesStrategy, # <--- 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",
|
||
"\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。\")"
|
||
],
|
||
"id": "f903fd2761d446cd",
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"初始化数据管理器...\n",
|
||
"数据加载成功: /mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_MA/KQ_m@CZCE_MA_min15.csv\n",
|
||
"数据范围从 2020-12-31 14:45:00 到 2025-08-21 14:30:00\n",
|
||
"总计 25596 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=0.0\n",
|
||
"\n",
|
||
"--- 回测引擎初始化完成 ---\n",
|
||
" 策略: TrendlineHawkesStrategy\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",
|
||
"TrendlineHawkesStrategy 策略初始化回调被调用。\n",
|
||
"开始将 DataFrame 转换为 Bar 对象流...\n",
|
||
"首次运行，正在初始化霍克斯状态和滚动窗口...\n",
|
||
"状态初始化完成。\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 8698 根K线。\n",
|
||
"总计发生了 142 笔交易。\n",
|
||
"最终总净值: 100105.00\n",
|
||
"总收益率: 0.10%\n",
|
||
"\n",
|
||
"回测运行完毕。\n",
|
||
"\n",
|
||
"--- 结果分析器初始化完成 ---\n",
|
||
"\n",
|
||
"--- 交易明细 ---\n",
|
||
" 2024-01-05 22:00:00 | SELL | CZCE.MA405 | Vol: 1 | Price: 2396.00 | Comm: 0.00\n",
|
||
" 2024-01-08 13:30:00 | CLOSE_SHORT | CZCE.MA405 | Vol: 1 | Price: 2376.00 | Comm: 0.00 | PnL: 20.00\n",
|
||
" 2024-01-09 10:30:00 | SELL | CZCE.MA405 | Vol: 1 | Price: 2396.00 | Comm: 0.00\n",
|
||
" 2024-01-09 13:30:00 | CLOSE_SHORT | CZCE.MA405 | Vol: 1 | Price: 2393.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2024-01-09 21:45:00 | BUY | CZCE.MA405 | Vol: 1 | Price: 2364.00 | Comm: 0.00\n",
|
||
" 2024-01-11 14:00:00 | CLOSE_LONG | CZCE.MA405 | Vol: 1 | Price: 2337.00 | Comm: 0.00 | PnL: -27.00\n",
|
||
" 2024-01-18 09:30:00 | SELL | CZCE.MA405 | Vol: 1 | Price: 2358.00 | Comm: 0.00\n",
|
||
" 2024-01-18 13:30:00 | CLOSE_SHORT | CZCE.MA405 | Vol: 1 | Price: 2355.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2024-01-22 10:45:00 | SELL | CZCE.MA405 | Vol: 1 | Price: 2395.00 | Comm: 0.00\n",
|
||
" 2024-01-23 09:00:00 | CLOSE_SHORT | CZCE.MA405 | Vol: 1 | Price: 2407.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2024-01-26 22:30:00 | SELL | CZCE.MA405 | Vol: 1 | Price: 2451.00 | Comm: 0.00\n",
|
||
" 2024-01-29 14:30:00 | CLOSE_SHORT | CZCE.MA405 | Vol: 1 | Price: 2467.00 | Comm: 0.00 | PnL: -16.00\n",
|
||
" 2024-01-31 21:15:00 | BUY | CZCE.MA405 | Vol: 1 | Price: 2467.00 | Comm: 0.00\n",
|
||
" 2024-02-01 11:00:00 | CLOSE_LONG | CZCE.MA405 | Vol: 1 | Price: 2466.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2024-02-26 09:15:00 | BUY | CZCE.MA405 | Vol: 1 | Price: 2507.00 | Comm: 0.00\n",
|
||
" 2024-02-28 22:15:00 | CLOSE_LONG | CZCE.MA405 | Vol: 1 | Price: 2528.00 | Comm: 0.00 | PnL: 21.00\n",
|
||
" 2024-03-12 13:45:00 | BUY | CZCE.MA405 | Vol: 1 | Price: 2515.00 | Comm: 0.00\n",
|
||
" 2024-03-12 22:45:00 | CLOSE_LONG | CZCE.MA405 | Vol: 1 | Price: 2514.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2024-03-18 21:15:00 | SELL | CZCE.MA405 | Vol: 1 | Price: 2588.00 | Comm: 0.00\n",
|
||
" 2024-03-18 22:45:00 | CLOSE_SHORT | CZCE.MA405 | Vol: 1 | Price: 2582.00 | Comm: 0.00 | PnL: 6.00\n",
|
||
" 2024-03-28 09:15:00 | BUY | CZCE.MA405 | Vol: 1 | Price: 2463.00 | Comm: 0.00\n",
|
||
" 2024-03-28 14:45:00 | CLOSE_LONG | CZCE.MA405 | Vol: 1 | Price: 2463.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2024-04-01 21:15:00 | SELL | CZCE.MA405 | Vol: 1 | Price: 2534.00 | Comm: 0.00\n",
|
||
" 2024-04-02 10:00:00 | CLOSE_SHORT | CZCE.MA405 | Vol: 1 | Price: 2531.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2024-04-17 21:15:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2545.00 | Comm: 0.00\n",
|
||
" 2024-04-18 22:15:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2553.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2024-04-29 09:15:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2535.00 | Comm: 0.00\n",
|
||
" 2024-04-29 14:00:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2538.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2024-05-13 14:45:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2593.00 | Comm: 0.00\n",
|
||
" 2024-05-14 14:30:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2582.00 | Comm: 0.00 | PnL: 11.00\n",
|
||
" 2024-05-22 21:15:00 | BUY | CZCE.MA409 | Vol: 1 | Price: 2612.00 | Comm: 0.00\n",
|
||
" 2024-05-23 11:00:00 | CLOSE_LONG | CZCE.MA409 | Vol: 1 | Price: 2594.00 | Comm: 0.00 | PnL: -18.00\n",
|
||
" 2024-06-06 21:15:00 | BUY | CZCE.MA409 | Vol: 1 | Price: 2553.00 | Comm: 0.00\n",
|
||
" 2024-06-06 22:45:00 | CLOSE_LONG | CZCE.MA409 | Vol: 1 | Price: 2568.00 | Comm: 0.00 | PnL: 15.00\n",
|
||
" 2024-06-25 10:45:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2518.00 | Comm: 0.00\n",
|
||
" 2024-06-26 10:00:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2496.00 | Comm: 0.00 | PnL: 22.00\n",
|
||
" 2024-06-28 10:45:00 | SELL | CZCE.MA409 | Vol: 1 | Price: 2545.00 | Comm: 0.00\n",
|
||
" 2024-07-01 22:00:00 | CLOSE_SHORT | CZCE.MA409 | Vol: 1 | Price: 2534.00 | Comm: 0.00 | PnL: 11.00\n",
|
||
" 2024-07-05 13:30:00 | BUY | CZCE.MA409 | Vol: 1 | Price: 2549.00 | Comm: 0.00\n",
|
||
" 2024-07-09 11:15:00 | CLOSE_LONG | CZCE.MA409 | Vol: 1 | Price: 2545.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2024-07-17 14:15:00 | BUY | CZCE.MA409 | Vol: 1 | Price: 2536.00 | Comm: 0.00\n",
|
||
" 2024-07-18 09:15:00 | CLOSE_LONG | CZCE.MA409 | Vol: 1 | Price: 2530.00 | Comm: 0.00 | PnL: -6.00\n",
|
||
" 2024-07-25 21:00:00 | BUY | CZCE.MA409 | Vol: 1 | Price: 2488.00 | Comm: 0.00\n",
|
||
" 2024-07-26 13:45:00 | CLOSE_LONG | CZCE.MA409 | Vol: 1 | Price: 2513.00 | Comm: 0.00 | PnL: 25.00\n",
|
||
" 2024-08-08 21:15:00 | BUY | CZCE.MA409 | Vol: 1 | Price: 2449.00 | Comm: 0.00\n",
|
||
" 2024-08-12 13:30:00 | CLOSE_LONG | CZCE.MA409 | Vol: 1 | Price: 2414.00 | Comm: 0.00 | PnL: -35.00\n",
|
||
" 2024-08-16 21:15:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2429.00 | Comm: 0.00\n",
|
||
" 2024-08-19 13:30:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2449.00 | Comm: 0.00 | PnL: 20.00\n",
|
||
" 2024-08-26 09:45:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2520.00 | Comm: 0.00\n",
|
||
" 2024-08-26 22:00:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2532.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2024-08-30 22:00:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2509.00 | Comm: 0.00\n",
|
||
" 2024-09-02 14:30:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2476.00 | Comm: 0.00 | PnL: -33.00\n",
|
||
" 2024-09-04 10:30:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2419.00 | Comm: 0.00\n",
|
||
" 2024-09-05 14:15:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2373.00 | Comm: 0.00 | PnL: -46.00\n",
|
||
" 2024-09-10 21:45:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2317.00 | Comm: 0.00\n",
|
||
" 2024-09-11 13:30:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2331.00 | Comm: 0.00 | PnL: 14.00\n",
|
||
" 2024-09-19 10:45:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2389.00 | Comm: 0.00\n",
|
||
" 2024-09-19 14:45:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2411.00 | Comm: 0.00 | PnL: -22.00\n",
|
||
" 2024-09-25 09:15:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2424.00 | Comm: 0.00\n",
|
||
" 2024-09-25 14:30:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2413.00 | Comm: 0.00 | PnL: 11.00\n",
|
||
" 2024-10-08 09:15:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2587.00 | Comm: 0.00\n",
|
||
" 2024-10-08 22:30:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2537.00 | Comm: 0.00 | PnL: 50.00\n",
|
||
" 2024-10-14 21:15:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2476.00 | Comm: 0.00\n",
|
||
" 2024-10-15 11:15:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2473.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2024-10-18 21:15:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2408.00 | Comm: 0.00\n",
|
||
" 2024-10-22 10:45:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2415.00 | Comm: 0.00 | PnL: 7.00\n",
|
||
" 2024-10-24 21:15:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2456.00 | Comm: 0.00\n",
|
||
" 2024-10-25 09:45:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2450.00 | Comm: 0.00 | PnL: 6.00\n",
|
||
" 2024-10-28 09:15:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2474.00 | Comm: 0.00\n",
|
||
" 2024-10-29 09:45:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2472.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2024-11-06 21:15:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2476.00 | Comm: 0.00\n",
|
||
" 2024-11-07 22:45:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2511.00 | Comm: 0.00 | PnL: 35.00\n",
|
||
" 2024-11-11 09:15:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2474.00 | Comm: 0.00\n",
|
||
" 2024-11-11 11:15:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2473.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2024-11-15 10:45:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2521.00 | Comm: 0.00\n",
|
||
" 2024-11-18 22:00:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2534.00 | Comm: 0.00 | PnL: -13.00\n",
|
||
" 2024-11-22 11:15:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2611.00 | Comm: 0.00\n",
|
||
" 2024-11-25 14:15:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2575.00 | Comm: 0.00 | PnL: 36.00\n",
|
||
" 2024-12-02 21:15:00 | BUY | CZCE.MA501 | Vol: 1 | Price: 2534.00 | Comm: 0.00\n",
|
||
" 2024-12-03 10:45:00 | CLOSE_LONG | CZCE.MA501 | Vol: 1 | Price: 2540.00 | Comm: 0.00 | PnL: 6.00\n",
|
||
" 2024-12-09 09:30:00 | SELL | CZCE.MA501 | Vol: 1 | Price: 2553.00 | Comm: 0.00\n",
|
||
" 2024-12-10 10:45:00 | CLOSE_SHORT | CZCE.MA501 | Vol: 1 | Price: 2588.00 | Comm: 0.00 | PnL: -35.00\n",
|
||
" 2024-12-12 21:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2627.00 | Comm: 0.00\n",
|
||
" 2024-12-13 22:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2613.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2024-12-17 22:00:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2597.00 | Comm: 0.00\n",
|
||
" 2024-12-18 09:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2608.00 | Comm: 0.00 | PnL: 11.00\n",
|
||
" 2024-12-18 21:15:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2606.00 | Comm: 0.00\n",
|
||
" 2024-12-20 22:00:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2585.00 | Comm: 0.00 | PnL: 21.00\n",
|
||
" 2024-12-30 10:45:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2677.00 | Comm: 0.00\n",
|
||
" 2024-12-30 14:30:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2675.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2025-01-13 09:15:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2648.00 | Comm: 0.00\n",
|
||
" 2025-01-13 14:15:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2639.00 | Comm: 0.00 | PnL: 9.00\n",
|
||
" 2025-01-15 21:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2640.00 | Comm: 0.00\n",
|
||
" 2025-01-17 11:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2607.00 | Comm: 0.00 | PnL: -33.00\n",
|
||
" 2025-02-05 21:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2543.00 | Comm: 0.00\n",
|
||
" 2025-02-06 22:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2589.00 | Comm: 0.00 | PnL: 46.00\n",
|
||
" 2025-02-13 21:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2527.00 | Comm: 0.00\n",
|
||
" 2025-02-14 13:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2549.00 | Comm: 0.00 | PnL: 22.00\n",
|
||
" 2025-02-21 21:15:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2563.00 | Comm: 0.00\n",
|
||
" 2025-02-24 21:45:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2565.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-02-26 14:45:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2554.00 | Comm: 0.00\n",
|
||
" 2025-02-27 09:30:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2555.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-03-04 21:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2593.00 | Comm: 0.00\n",
|
||
" 2025-03-04 22:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2590.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2025-03-05 21:30:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2577.00 | Comm: 0.00\n",
|
||
" 2025-03-06 13:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2579.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2025-03-11 09:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2565.00 | Comm: 0.00\n",
|
||
" 2025-03-11 14:30:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2588.00 | Comm: 0.00 | PnL: 23.00\n",
|
||
" 2025-03-12 11:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2547.00 | Comm: 0.00\n",
|
||
" 2025-03-13 09:00:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2538.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 2025-03-24 09:15:00 | SELL | CZCE.MA505 | Vol: 1 | Price: 2577.00 | Comm: 0.00\n",
|
||
" 2025-03-24 14:15:00 | CLOSE_SHORT | CZCE.MA505 | Vol: 1 | Price: 2586.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 2025-03-28 11:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2529.00 | Comm: 0.00\n",
|
||
" 2025-03-28 22:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2533.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-04-07 09:15:00 | BUY | CZCE.MA505 | Vol: 1 | Price: 2379.00 | Comm: 0.00\n",
|
||
" 2025-04-08 09:45:00 | CLOSE_LONG | CZCE.MA505 | Vol: 1 | Price: 2388.00 | Comm: 0.00 | PnL: 9.00\n",
|
||
" 2025-04-28 09:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2303.00 | Comm: 0.00\n",
|
||
" 2025-04-29 10:00:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2285.00 | Comm: 0.00 | PnL: 18.00\n",
|
||
" 2025-05-06 10:00:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2243.00 | Comm: 0.00\n",
|
||
" 2025-05-06 22:45:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2242.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-05-07 09:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2277.00 | Comm: 0.00\n",
|
||
" 2025-05-07 14:45:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2242.00 | Comm: 0.00 | PnL: 35.00\n",
|
||
" 2025-05-23 21:45:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2241.00 | Comm: 0.00\n",
|
||
" 2025-05-26 21:00:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2222.00 | Comm: 0.00 | PnL: 19.00\n",
|
||
" 2025-05-26 21:15:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2205.00 | Comm: 0.00\n",
|
||
" 2025-05-27 22:00:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2211.00 | Comm: 0.00 | PnL: 6.00\n",
|
||
" 2025-05-29 10:45:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2211.00 | Comm: 0.00\n",
|
||
" 2025-05-30 11:15:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2213.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-06-03 11:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2224.00 | Comm: 0.00\n",
|
||
" 2025-06-04 14:00:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2250.00 | Comm: 0.00 | PnL: -26.00\n",
|
||
" 2025-06-12 09:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2301.00 | Comm: 0.00\n",
|
||
" 2025-06-12 13:30:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2293.00 | Comm: 0.00 | PnL: 8.00\n",
|
||
" 2025-06-13 09:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2398.00 | Comm: 0.00\n",
|
||
" 2025-06-17 11:00:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2448.00 | Comm: 0.00 | PnL: -50.00\n",
|
||
" 2025-06-24 09:15:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2385.00 | Comm: 0.00\n",
|
||
" 2025-06-24 14:15:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2372.00 | Comm: 0.00 | PnL: -13.00\n",
|
||
" 2025-07-03 09:15:00 | BUY | CZCE.MA509 | Vol: 1 | Price: 2403.00 | Comm: 0.00\n",
|
||
" 2025-07-03 10:30:00 | CLOSE_LONG | CZCE.MA509 | Vol: 1 | Price: 2400.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2025-07-18 09:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2389.00 | Comm: 0.00\n",
|
||
" 2025-07-21 14:45:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2413.00 | Comm: 0.00 | PnL: -24.00\n",
|
||
" 2025-07-22 14:15:00 | SELL | CZCE.MA509 | Vol: 1 | Price: 2434.00 | Comm: 0.00\n",
|
||
" 2025-07-23 14:15:00 | CLOSE_SHORT | CZCE.MA509 | Vol: 1 | Price: 2405.00 | Comm: 0.00 | PnL: 29.00\n",
|
||
"正在计算绩效指标...\n",
|
||
"total_return: 0.0010499999999999954, annualized_return:0.00045923941495895626, 252 / total_days:0.4375\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 : 100105.00\n",
|
||
"总收益率 : 0.10%\n",
|
||
"年化收益率 : 0.05%\n",
|
||
"最大回撤 : 0.15%\n",
|
||
"夏普比率 : 0.08\n",
|
||
"卡玛比率 : 0.31\n",
|
||
"总交易次数 : 142\n",
|
||
"总实现盈亏 : 105.00\n",
|
||
"交易成本 : 0.00\n",
|
||
"\n",
|
||
"--- 交易详情 ---\n",
|
||
"盈利交易次数 : 37\n",
|
||
"亏损交易次数 : 33\n",
|
||
"胜率 : 52.86%\n",
|
||
"盈亏比 : 1.08\n",
|
||
"平均每次盈利 : 15.97\n",
|
||
"平均每次亏损 : -14.73\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"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x700 with 1 Axes>"
|
||
],
|
||
"image/png": "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"
|
||
},
|
||
"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(100105.0), '总收益率': np.float64(0.0010499999999999954), '年化收益率': np.float64(0.00045923941495895626), '最大回撤': np.float64(0.0014670512270336623), '夏普比率': np.float64(0.07892052381569917), '卡玛比率': np.float64(0.31303570488641075), '总交易次数': 142, '交易成本': 0.0, '总实现盈亏': 105.0, '胜率': 0.5285714285714286, '盈亏比': 1.0845845845845847, '盈利交易次数': 37, '亏损交易次数': 33, '平均每次盈利': 15.972972972972974, '平均每次亏损': -14.727272727272727, 'initial_capital': 100000.0, 'final_capital': np.float64(100105.0), 'total_return': np.float64(0.0010499999999999954), 'annualized_return': np.float64(0.00045923941495895626), 'max_drawdown': np.float64(0.0014670512270336623), 'sharpe_ratio': np.float64(0.07892052381569917), 'calmar_ratio': np.float64(0.31303570488641075), 'sortino_ratio': np.float64(0.04445334916655476), 'total_trades': 142, 'transaction_costs': 0.0, 'total_realized_pnl': 105.0, 'win_rate': 0.5285714285714286, 'profit_loss_ratio': 1.0845845845845847, 'winning_trades_count': 37, 'losing_trades_count': 33, 'avg_profit_per_trade': 15.972972972972974, 'avg_loss_per_trade': -14.727272727272727}\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": 16
|
||
}
|
||
],
|
||
"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
|
||
}
|