505 lines
273 KiB
Plaintext
505 lines
273 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"id": "522f09ca7b3fe929",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-29T09:09:02.312723Z",
|
||
"start_time": "2025-09-29T09:09:02.296165Z"
|
||
}
|
||
},
|
||
"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": 21
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "4f7e4b438cea750e",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-29T09:09:02.333268Z",
|
||
"start_time": "2025-09-29T09:09:02.319997Z"
|
||
}
|
||
},
|
||
"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.AtrVol.TrendlineHawkesStrategy 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_SA/KQ_m@CZCE_SA_min15.csv'\n"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 22
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-29T09:09:02.352750Z",
|
||
"start_time": "2025-09-29T09:09:02.337550Z"
|
||
}
|
||
},
|
||
"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_SA', # 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": 23
|
||
},
|
||
{
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-09-29T09:09:13.383380Z",
|
||
"start_time": "2025-09-29T09:09:02.358231Z"
|
||
}
|
||
},
|
||
"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': 'SA', # <-- 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': 60,\n",
|
||
" 'hawkes_kappa': 1.1,\n",
|
||
" 'order_direction': ['SELL', 'BUY'],\n",
|
||
" 'reverse_logic': False,\n",
|
||
" 'indicators': [RSI(7, 65, 85), Empty()],\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_SA/KQ_m@CZCE_SA_min15.csv\n",
|
||
"数据范围从 2020-12-31 14:45:00 到 2025-08-26 13:45:00\n",
|
||
"总计 25662 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，正在以增量方式初始化所有状态...\n",
|
||
"正在基于标准化的交易量初始化霍克斯过程...\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 158 笔交易。\n",
|
||
"最终总净值: 100284.00\n",
|
||
"总收益率: 0.28%\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",
|
||
" 2024-01-15 21:15:00 | BUY | CZCE.SA405 | Vol: 1 | Price: 1873.00 | Comm: 0.00\n",
|
||
" 2024-01-16 22:45:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 1943.00 | Comm: 0.00 | PnL: 70.00\n",
|
||
" 2024-01-26 21:00:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1987.00 | Comm: 0.00\n",
|
||
" 2024-01-26 22:45:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1990.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2024-01-30 14:00:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1954.00 | Comm: 0.00\n",
|
||
" 2024-01-30 22:30:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1944.00 | Comm: 0.00 | PnL: 10.00\n",
|
||
" 2024-02-19 09:15:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1866.00 | Comm: 0.00\n",
|
||
" 2024-02-19 11:15:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1842.00 | Comm: 0.00 | PnL: 24.00\n",
|
||
" 2024-02-26 09:15:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1792.00 | Comm: 0.00\n",
|
||
" 2024-02-27 09:45:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1778.00 | Comm: 0.00 | PnL: 14.00\n",
|
||
" 2024-02-29 11:15:00 | BUY | CZCE.SA405 | Vol: 1 | Price: 1786.00 | Comm: 0.00\n",
|
||
" 2024-02-29 14:15:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 1774.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2024-03-04 21:00:00 | BUY | CZCE.SA405 | Vol: 1 | Price: 1833.00 | Comm: 0.00\n",
|
||
" 2024-03-05 13:30:00 | CLOSE_LONG | CZCE.SA405 | Vol: 1 | Price: 1888.00 | Comm: 0.00 | PnL: 55.00\n",
|
||
" 2024-03-13 21:30:00 | SELL | CZCE.SA405 | Vol: 1 | Price: 1849.00 | Comm: 0.00\n",
|
||
" 2024-03-14 09:45:00 | CLOSE_SHORT | CZCE.SA405 | Vol: 1 | Price: 1838.00 | Comm: 0.00 | PnL: 11.00\n",
|
||
" 2024-03-29 21:00:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 1784.00 | Comm: 0.00\n",
|
||
" 2024-04-01 09:30:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 1770.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2024-04-17 09:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1872.00 | Comm: 0.00\n",
|
||
" 2024-04-17 10:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1887.00 | Comm: 0.00 | PnL: -15.00\n",
|
||
" 2024-04-17 21:00:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 1938.00 | Comm: 0.00\n",
|
||
" 2024-04-18 22:00:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2073.00 | Comm: 0.00 | PnL: 135.00\n",
|
||
" 2024-04-24 09:15:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 2171.00 | Comm: 0.00\n",
|
||
" 2024-04-24 10:45:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2169.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2024-04-24 21:15:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 2184.00 | Comm: 0.00\n",
|
||
" 2024-04-25 14:30:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2248.00 | Comm: 0.00 | PnL: 64.00\n",
|
||
" 2024-04-29 21:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2208.00 | Comm: 0.00\n",
|
||
" 2024-04-29 21:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2226.00 | Comm: 0.00 | PnL: -18.00\n",
|
||
" 2024-05-08 22:00:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 2214.00 | Comm: 0.00\n",
|
||
" 2024-05-08 22:45:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2216.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2024-05-14 14:45:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2136.00 | Comm: 0.00\n",
|
||
" 2024-05-15 09:00:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2115.00 | Comm: 0.00 | PnL: 21.00\n",
|
||
" 2024-05-21 10:00:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2324.00 | Comm: 0.00\n",
|
||
" 2024-05-21 11:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2348.00 | Comm: 0.00 | PnL: -24.00\n",
|
||
" 2024-05-28 22:00:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2341.00 | Comm: 0.00\n",
|
||
" 2024-05-29 09:30:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2363.00 | Comm: 0.00 | PnL: -22.00\n",
|
||
" 2024-06-04 21:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2185.00 | Comm: 0.00\n",
|
||
" 2024-06-04 22:30:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2206.00 | Comm: 0.00 | PnL: -21.00\n",
|
||
" 2024-06-06 22:30:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 2260.00 | Comm: 0.00\n",
|
||
" 2024-06-07 10:30:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2246.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2024-06-12 21:45:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2144.00 | Comm: 0.00\n",
|
||
" 2024-06-13 10:45:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2143.00 | Comm: 0.00 | PnL: 1.00\n",
|
||
" 2024-06-18 21:00:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2071.00 | Comm: 0.00\n",
|
||
" 2024-06-18 22:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2068.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2024-06-20 21:00:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 2125.00 | Comm: 0.00\n",
|
||
" 2024-06-21 14:00:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 2136.00 | Comm: 0.00 | PnL: 11.00\n",
|
||
" 2024-06-24 09:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2063.00 | Comm: 0.00\n",
|
||
" 2024-06-24 10:00:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2067.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2024-07-05 09:00:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 2159.00 | Comm: 0.00\n",
|
||
" 2024-07-05 10:30:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 2159.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2024-07-10 11:15:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1989.00 | Comm: 0.00\n",
|
||
" 2024-07-10 22:30:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1954.00 | Comm: 0.00 | PnL: 35.00\n",
|
||
" 2024-07-15 09:00:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 1977.00 | Comm: 0.00\n",
|
||
" 2024-07-15 09:15:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 1949.00 | Comm: 0.00 | PnL: -28.00\n",
|
||
" 2024-07-18 21:30:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 1964.00 | Comm: 0.00\n",
|
||
" 2024-07-18 22:30:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 1952.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2024-07-26 14:45:00 | SELL | CZCE.SA409 | Vol: 1 | Price: 1849.00 | Comm: 0.00\n",
|
||
" 2024-07-26 22:15:00 | CLOSE_SHORT | CZCE.SA409 | Vol: 1 | Price: 1822.00 | Comm: 0.00 | PnL: 27.00\n",
|
||
" 2024-08-02 21:00:00 | BUY | CZCE.SA409 | Vol: 1 | Price: 1808.00 | Comm: 0.00\n",
|
||
" 2024-08-02 22:00:00 | CLOSE_LONG | CZCE.SA409 | Vol: 1 | Price: 1805.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2024-09-04 13:30:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1497.00 | Comm: 0.00\n",
|
||
" 2024-09-04 22:00:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1491.00 | Comm: 0.00 | PnL: 6.00\n",
|
||
" 2024-09-05 09:15:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1464.00 | Comm: 0.00\n",
|
||
" 2024-09-05 10:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1452.00 | Comm: 0.00 | PnL: 12.00\n",
|
||
" 2024-09-19 10:30:00 | BUY | CZCE.SA501 | Vol: 1 | Price: 1378.00 | Comm: 0.00\n",
|
||
" 2024-09-19 14:00:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1380.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2024-09-23 22:15:00 | BUY | CZCE.SA501 | Vol: 1 | Price: 1390.00 | Comm: 0.00\n",
|
||
" 2024-09-23 22:45:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1378.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2024-10-17 10:30:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1496.00 | Comm: 0.00\n",
|
||
" 2024-10-17 22:45:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1425.00 | Comm: 0.00 | PnL: 71.00\n",
|
||
" 2024-10-24 14:30:00 | BUY | CZCE.SA501 | Vol: 1 | Price: 1542.00 | Comm: 0.00\n",
|
||
" 2024-10-25 09:15:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1527.00 | Comm: 0.00 | PnL: -15.00\n",
|
||
" 2024-11-06 14:45:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1499.00 | Comm: 0.00\n",
|
||
" 2024-11-06 21:00:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1508.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 2024-11-08 09:00:00 | BUY | CZCE.SA501 | Vol: 1 | Price: 1561.00 | Comm: 0.00\n",
|
||
" 2024-11-08 10:00:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1550.00 | Comm: 0.00 | PnL: -11.00\n",
|
||
" 2024-11-15 09:00:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1500.00 | Comm: 0.00\n",
|
||
" 2024-11-15 10:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1500.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2024-11-22 22:15:00 | BUY | CZCE.SA501 | Vol: 1 | Price: 1521.00 | Comm: 0.00\n",
|
||
" 2024-11-25 09:15:00 | CLOSE_LONG | CZCE.SA501 | Vol: 1 | Price: 1505.00 | Comm: 0.00 | PnL: -16.00\n",
|
||
" 2024-11-28 22:30:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1465.00 | Comm: 0.00\n",
|
||
" 2024-11-28 22:45:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1477.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2024-12-03 21:15:00 | SELL | CZCE.SA501 | Vol: 1 | Price: 1454.00 | Comm: 0.00\n",
|
||
" 2024-12-03 21:30:00 | CLOSE_SHORT | CZCE.SA501 | Vol: 1 | Price: 1464.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2024-12-24 09:15:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1458.00 | Comm: 0.00\n",
|
||
" 2024-12-24 13:30:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1463.00 | Comm: 0.00 | PnL: 5.00\n",
|
||
" 2025-01-08 14:45:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1391.00 | Comm: 0.00\n",
|
||
" 2025-01-09 10:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1387.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-01-10 21:30:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1417.00 | Comm: 0.00\n",
|
||
" 2025-01-13 11:00:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1422.00 | Comm: 0.00 | PnL: 5.00\n",
|
||
" 2025-01-22 13:45:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1491.00 | Comm: 0.00\n",
|
||
" 2025-01-22 14:00:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1483.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-01-24 21:15:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1493.00 | Comm: 0.00\n",
|
||
" 2025-01-24 22:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1491.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2025-02-07 10:30:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1450.00 | Comm: 0.00\n",
|
||
" 2025-02-07 22:00:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1454.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-02-12 14:45:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1472.00 | Comm: 0.00\n",
|
||
" 2025-02-12 22:00:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1465.00 | Comm: 0.00 | PnL: -7.00\n",
|
||
" 2025-02-19 21:15:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1526.00 | Comm: 0.00\n",
|
||
" 2025-02-20 09:15:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1516.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2025-02-20 13:45:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1537.00 | Comm: 0.00\n",
|
||
" 2025-02-20 22:15:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1533.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2025-03-04 21:15:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1505.00 | Comm: 0.00\n",
|
||
" 2025-03-04 21:45:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1513.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-03-05 09:30:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1482.00 | Comm: 0.00\n",
|
||
" 2025-03-05 22:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1461.00 | Comm: 0.00 | PnL: 21.00\n",
|
||
" 2025-03-07 14:00:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1443.00 | Comm: 0.00\n",
|
||
" 2025-03-07 22:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1443.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2025-03-11 21:15:00 | BUY | CZCE.SA505 | Vol: 1 | Price: 1443.00 | Comm: 0.00\n",
|
||
" 2025-03-11 22:00:00 | CLOSE_LONG | CZCE.SA505 | Vol: 1 | Price: 1433.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2025-03-11 22:15:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1426.00 | Comm: 0.00\n",
|
||
" 2025-03-12 10:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1431.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2025-03-21 10:00:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1406.00 | Comm: 0.00\n",
|
||
" 2025-03-21 14:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1415.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 2025-03-28 10:45:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1401.00 | Comm: 0.00\n",
|
||
" 2025-03-28 21:45:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1389.00 | Comm: 0.00 | PnL: 12.00\n",
|
||
" 2025-04-07 09:15:00 | SELL | CZCE.SA505 | Vol: 1 | Price: 1366.00 | Comm: 0.00\n",
|
||
" 2025-04-07 22:00:00 | CLOSE_SHORT | CZCE.SA505 | Vol: 1 | Price: 1368.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-04-15 21:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1361.00 | Comm: 0.00\n",
|
||
" 2025-04-16 14:15:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1353.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-04-22 22:45:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1356.00 | Comm: 0.00\n",
|
||
" 2025-04-23 22:15:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1369.00 | Comm: 0.00 | PnL: 13.00\n",
|
||
" 2025-04-28 09:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1381.00 | Comm: 0.00\n",
|
||
" 2025-04-28 11:00:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1378.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2025-04-29 14:00:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1378.00 | Comm: 0.00\n",
|
||
" 2025-04-29 21:15:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1369.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 2025-05-07 21:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1312.00 | Comm: 0.00\n",
|
||
" 2025-05-08 10:00:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1304.00 | Comm: 0.00 | PnL: 8.00\n",
|
||
" 2025-05-09 21:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1292.00 | Comm: 0.00\n",
|
||
" 2025-05-09 22:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1290.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2025-05-12 21:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1335.00 | Comm: 0.00\n",
|
||
" 2025-05-12 21:30:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1325.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2025-05-19 09:15:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1278.00 | Comm: 0.00\n",
|
||
" 2025-05-19 10:30:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1278.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2025-05-21 14:45:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1288.00 | Comm: 0.00\n",
|
||
" 2025-05-21 22:45:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1286.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-05-23 10:45:00 | SELL | CZCE.SA509 | Vol: 1 | Price: 1265.00 | Comm: 0.00\n",
|
||
" 2025-05-23 14:15:00 | CLOSE_SHORT | CZCE.SA509 | Vol: 1 | Price: 1263.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2025-06-04 14:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1221.00 | Comm: 0.00\n",
|
||
" 2025-06-04 21:15:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1210.00 | Comm: 0.00 | PnL: -11.00\n",
|
||
" 2025-06-06 21:45:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1230.00 | Comm: 0.00\n",
|
||
" 2025-06-06 22:15:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1222.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-06-18 09:30:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1176.00 | Comm: 0.00\n",
|
||
" 2025-06-18 10:00:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1169.00 | Comm: 0.00 | PnL: -7.00\n",
|
||
" 2025-06-18 21:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1178.00 | Comm: 0.00\n",
|
||
" 2025-06-19 09:30:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1176.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-06-26 21:45:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1190.00 | Comm: 0.00\n",
|
||
" 2025-06-27 10:00:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1195.00 | Comm: 0.00 | PnL: 5.00\n",
|
||
" 2025-07-02 11:00:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1188.00 | Comm: 0.00\n",
|
||
" 2025-07-03 10:45:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1179.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 2025-07-09 21:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1200.00 | Comm: 0.00\n",
|
||
" 2025-07-10 13:30:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1213.00 | Comm: 0.00 | PnL: 13.00\n",
|
||
" 2025-07-10 21:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1236.00 | Comm: 0.00\n",
|
||
" 2025-07-10 21:45:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1224.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2025-07-17 21:30:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1227.00 | Comm: 0.00\n",
|
||
" 2025-07-18 11:15:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1218.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 2025-07-18 21:15:00 | BUY | CZCE.SA509 | Vol: 1 | Price: 1244.00 | Comm: 0.00\n",
|
||
" 2025-07-21 10:45:00 | CLOSE_LONG | CZCE.SA509 | Vol: 1 | Price: 1288.00 | Comm: 0.00 | PnL: 44.00\n",
|
||
"正在计算绩效指标...\n",
|
||
"total_return: 0.0028399999999999537, annualized_return:0.001241509018453879, 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 : 100284.00\n",
|
||
"总收益率 : 0.28%\n",
|
||
"年化收益率 : 0.12%\n",
|
||
"最大回撤 : 0.15%\n",
|
||
"夏普比率 : 0.26\n",
|
||
"卡玛比率 : 0.83\n",
|
||
"总交易次数 : 158\n",
|
||
"总实现盈亏 : 284.00\n",
|
||
"交易成本 : 0.00\n",
|
||
"\n",
|
||
"--- 交易详情 ---\n",
|
||
"盈利交易次数 : 33\n",
|
||
"亏损交易次数 : 42\n",
|
||
"胜率 : 44.00%\n",
|
||
"盈亏比 : 2.11\n",
|
||
"平均每次盈利 : 21.64\n",
|
||
"平均每次亏损 : -10.24\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",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x700 with 1 Axes>"
|
||
],
|
||
"image/png": "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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
},
|
||
{
|
||
"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(100284.0), '总收益率': np.float64(0.0028399999999999537), '年化收益率': np.float64(0.001241509018453879), '最大回撤': np.float64(0.0015041338778762825), '夏普比率': np.float64(0.25731948851127845), '卡玛比率': np.float64(0.8253979494210922), '总交易次数': 158, '交易成本': 0.0, '总实现盈亏': 284.0, '胜率': 0.44, '盈亏比': 2.1133192389006346, '盈利交易次数': 33, '亏损交易次数': 42, '平均每次盈利': 21.636363636363637, '平均每次亏损': -10.238095238095237, 'initial_capital': 100000.0, 'final_capital': np.float64(100284.0), 'total_return': np.float64(0.0028399999999999537), 'annualized_return': np.float64(0.001241509018453879), 'max_drawdown': np.float64(0.0015041338778762825), 'sharpe_ratio': np.float64(0.25731948851127845), 'calmar_ratio': np.float64(0.8253979494210922), 'sortino_ratio': np.float64(0.13443261397381054), 'total_trades': 158, 'transaction_costs': 0.0, 'total_realized_pnl': 284.0, 'win_rate': 0.44, 'profit_loss_ratio': 2.1133192389006346, 'winning_trades_count': 33, 'losing_trades_count': 42, 'avg_profit_per_trade': 21.636363636363637, 'avg_loss_per_trade': -10.238095238095237}\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": 24
|
||
}
|
||
],
|
||
"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
|
||
}
|