515 lines
261 KiB
Plaintext
515 lines
261 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"id": "initial_id",
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"metadata": {
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"collapsed": true,
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"ExecuteTime": {
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"end_time": "2025-11-05T13:05:13.806965Z",
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"start_time": "2025-11-05T13:05:13.789465Z"
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}
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},
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"source": [
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"from datetime import datetime\n",
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"\n",
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"import sys\n",
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"\n",
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"if '/mnt/d/PyProject/NewQuant/' not in sys.path:\n",
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" sys.path.append('/mnt/d/PyProject/NewQuant/')\n",
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"\n",
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"from src.data_processing import load_raw_data\n",
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"\n",
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"%load_ext autoreload\n",
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"%autoreload 2\n",
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"\n",
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"from turtle import down\n",
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"from src.analysis.result_analyzer import ResultAnalyzer\n",
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"# 导入所有必要的模块\n",
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"from src.data_manager import DataManager\n",
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"from src.backtest_engine import BacktestEngine\n",
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"from src.indicators.indicator_list import INDICATOR_LIST\n",
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"from src.indicators.indicators import RSI, BollingerBandwidth, HistoricalRange, NormalizedATR, RateOfChange, \\\n",
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" StochasticOscillator, ADX, Empty\n",
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"\n",
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"# --- 配置参数 ---\n",
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"# 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",
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"data_file_path = 'D:/PyProject/NewQuant/data/data/KQ_m@CZCE_FG/KQ_m@CZCE_FG_min15.csv'\n",
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"# data_file_path = \"/mnt/d/PyProject/NewQuant/data/data/KQ_m@DCE_m/KQ_m@DCE_m_min60.csv\"\n",
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"# data_file_path = \"/mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_FG/KQ_m@CZCE_FG_min15.csv\"\n",
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"# data_file_path = \"/mnt/d/PyProject/NewQuant/data/data/KQ_m@DCE_m/KQ_m@DCE_m_min60.csv\""
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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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"The autoreload extension is already loaded. To reload it, use:\n",
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" %reload_ext autoreload\n"
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]
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}
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],
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"execution_count": 5
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-11-05T13:05:13.828446Z",
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"start_time": "2025-11-05T13:05:13.810447Z"
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}
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},
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"cell_type": "code",
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"source": [
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"\n",
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"initial_capital = 100000.0\n",
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"slippage_rate = 0.000 # 假设每笔交易0.1%的滑点\n",
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"commission_rate = 0.0000 # 假设每笔交易0.02%的佣金\n",
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"\n",
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"global_config = {\n",
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" 'symbol': 'KQ_m@CZCE_FG', # 确保与数据文件中的 symbol 匹配\n",
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"}\n",
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"\n",
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"# 回测时间范围\n",
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"start_time = datetime(2021, 1, 1)\n",
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"end_time = datetime(2024, 1, 1)\n",
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"\n",
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"# start_time = datetime(2024, 1, 1)\n",
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"# end_time = datetime(2025, 8, 1)\n",
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"\n",
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"indicators = INDICATOR_LIST\n",
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"indicators = []\n",
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"\n",
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"# 确保 DataManager 能够重置以进行多次回测\n",
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"# data_manager.reset() # 首次运行不需要重置"
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],
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"id": "3686dee30354be0c",
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"outputs": [],
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"execution_count": 6
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-11-05T13:05:48.413024Z",
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"start_time": "2025-11-05T13:05:13.832968Z"
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}
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},
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"cell_type": "code",
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"source": [
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"from src.indicators.indicators import PriceRangeToVolatilityRatio\n",
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"from src.indicators.base_indicators import CompositeIndicator\n",
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"from src.strategies.AreaReversal.AreaReversalStrategy2 import AreaReversalStrategy\n",
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"\n",
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"# --- 1. 初始化数据管理器 ---\n",
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"print(\"初始化数据管理器...\")\n",
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"data_manager = DataManager(file_path=data_file_path, symbol=global_config['symbol'], start_time=start_time,\n",
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" end_time=end_time)\n",
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"\n",
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"strategy_parameters = {\n",
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" 'main_symbol': 'FG', # <-- 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",
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" 'trade_volume': 1,\n",
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" 'order_direction': ['SELL', 'BUY'],\n",
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" 'ma_period': 5,\n",
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" 'area_window': 11,\n",
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" # 'indicators': [BollingerBandwidth(20, 2.0, 1.8, 5), BollingerBandwidth(20, 2.0, 1.8, 5),],\n",
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" 'enable_log': False\n",
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"}\n",
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"\n",
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"# --- 2. 初始化回测引擎并运行 ---\n",
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"print(\"\\n初始化回测引擎...\")\n",
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"engine = BacktestEngine(\n",
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" data_manager=data_manager,\n",
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" strategy_class=AreaReversalStrategy, # <--- 更改为您的 SMC 策略类\n",
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" # current_segment_symbol 参数已从 SMCPureH1LongStrategy 中移除，不需要设置\n",
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" strategy_params=strategy_parameters,\n",
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" initial_capital=initial_capital,\n",
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" slippage_rate=slippage_rate,\n",
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" commission_rate=commission_rate,\n",
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" roll_over_mode=True,\n",
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" start_time=start_time,\n",
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" end_time=end_time,\n",
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" indicators=indicators # 如果您的 SMC 策略不使用这些指标，也可以考虑移除\n",
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")\n",
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"\n",
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"print(\"\\n开始运行回测...\")\n",
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"engine.run_backtest()\n",
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"print(\"\\n回测运行完毕。\")\n",
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"\n",
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"# --- 3. 获取回测结果 ---\n",
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"results = engine.get_backtest_results()\n",
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"portfolio_snapshots = results[\"portfolio_snapshots\"]\n",
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"trade_history = results[\"trade_history\"]\n",
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"initial_capital_result = results[\"initial_capital\"]\n",
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"bars = results[\"all_bars\"]"
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],
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"id": "5d32105e37d922bd",
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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: D:/PyProject/NewQuant/data/data/KQ_m@CZCE_FG/KQ_m@CZCE_FG_min15.csv\n",
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"数据范围从 2020-12-31 14:45:00 到 2025-10-24 14:30:00\n",
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"总计 26508 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=0.0\n",
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"内存仓储已初始化，管理ID: 'src.strategies.AreaReversal.AreaReversalStrategy2.AreaReversalStrategy_130a92cc4b57b5ef1f26d01ef8c40af3'\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: AreaReversalStrategy\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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"AreaReversalStrategy 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 16561 根K线。\n",
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"总计发生了 146 笔交易。\n",
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"最终总净值: 100643.00\n",
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"总收益率: 0.64%\n",
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"\n",
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"回测运行完毕。\n"
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]
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}
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],
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"execution_count": 7
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-11-05T13:05:48.777717Z",
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"start_time": "2025-11-05T13:05:48.423885Z"
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}
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},
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"cell_type": "code",
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"source": [
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"\n",
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"# --- 4. 结果分析与可视化 ---\n",
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"if portfolio_snapshots:\n",
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" analyzer = ResultAnalyzer(portfolio_snapshots, trade_history, bars, initial_capital_result, INDICATOR_LIST)\n",
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"\n",
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" analyzer.generate_report()\n",
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" analyzer.plot_performance()\n",
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" metrics = analyzer.calculate_all_metrics()\n",
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" print(metrics)\n",
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"\n",
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" analyzer.analyze_indicators()\n",
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"else:\n",
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" print(\"\\n没有生成投资组合快照，无法进行结果分析。\")"
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],
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"id": "bf9f049302f9bfdf",
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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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"\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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" 2021-02-25 09:45:00 | BUY | CZCE.FG105 | Vol: 1 | Price: 2027.00 | Comm: 0.00\n",
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" 2021-02-26 09:15:00 | CLOSE_LONG | CZCE.FG105 | Vol: 1 | Price: 2031.00 | Comm: 0.00 | PnL: 4.00\n",
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" 2021-03-03 09:00:00 | BUY | CZCE.FG105 | Vol: 1 | Price: 2147.00 | Comm: 0.00\n",
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" 2021-03-03 13:45:00 | CLOSE_LONG | CZCE.FG105 | Vol: 1 | Price: 2104.00 | Comm: 0.00 | PnL: -43.00\n",
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" 2021-03-11 09:00:00 | SELL | CZCE.FG105 | Vol: 1 | Price: 1968.00 | Comm: 0.00\n",
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" 2021-03-11 14:00:00 | CLOSE_SHORT | CZCE.FG105 | Vol: 1 | Price: 1968.00 | Comm: 0.00 | PnL: 0.00\n",
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" 2021-03-17 22:15:00 | BUY | CZCE.FG105 | Vol: 1 | Price: 2075.00 | Comm: 0.00\n",
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" 2021-03-19 13:45:00 | CLOSE_LONG | CZCE.FG105 | Vol: 1 | Price: 2068.00 | Comm: 0.00 | PnL: -7.00\n",
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" 2021-03-26 22:30:00 | BUY | CZCE.FG105 | Vol: 1 | Price: 2130.00 | Comm: 0.00\n",
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" 2021-03-29 09:45:00 | CLOSE_LONG | CZCE.FG105 | Vol: 1 | Price: 2114.00 | Comm: 0.00 | PnL: -16.00\n",
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" 2021-04-01 22:45:00 | SELL | CZCE.FG105 | Vol: 1 | Price: 2089.00 | Comm: 0.00\n",
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" 2021-04-02 10:00:00 | CLOSE_SHORT | CZCE.FG105 | Vol: 1 | Price: 2120.00 | Comm: 0.00 | PnL: -31.00\n",
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" 2021-04-09 14:30:00 | SELL | CZCE.FG109 | Vol: 1 | Price: 2096.00 | Comm: 0.00\n",
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" 2021-04-09 22:00:00 | CLOSE_SHORT | CZCE.FG109 | Vol: 1 | Price: 2116.00 | Comm: 0.00 | PnL: -20.00\n",
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" 2021-04-12 21:15:00 | BUY | CZCE.FG109 | Vol: 1 | Price: 2138.00 | Comm: 0.00\n",
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" 2021-05-13 13:30:00 | CLOSE_LONG | CZCE.FG109 | Vol: 1 | Price: 2834.00 | Comm: 0.00 | PnL: 696.00\n",
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" 2021-06-15 10:00:00 | SELL | CZCE.FG109 | Vol: 1 | Price: 2660.00 | Comm: 0.00\n",
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" 2021-06-17 21:30:00 | CLOSE_SHORT | CZCE.FG109 | Vol: 1 | Price: 2654.00 | Comm: 0.00 | PnL: 6.00\n",
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" 2021-06-21 21:15:00 | SELL | CZCE.FG109 | Vol: 1 | Price: 2609.00 | Comm: 0.00\n",
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" 2021-06-22 13:30:00 | CLOSE_SHORT | CZCE.FG109 | Vol: 1 | Price: 2661.00 | Comm: 0.00 | PnL: -52.00\n",
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" 2021-06-23 22:30:00 | BUY | CZCE.FG109 | Vol: 1 | Price: 2747.00 | Comm: 0.00\n",
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" 2021-07-19 21:15:00 | CLOSE_LONG | CZCE.FG109 | Vol: 1 | Price: 3004.00 | Comm: 0.00 | PnL: 257.00\n",
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" 2021-07-19 21:30:00 | SELL | CZCE.FG109 | Vol: 1 | Price: 3019.00 | Comm: 0.00\n",
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" 2021-07-20 21:15:00 | CLOSE_SHORT | CZCE.FG109 | Vol: 1 | Price: 3064.00 | Comm: 0.00 | PnL: -45.00\n",
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" 2021-07-30 22:45:00 | SELL | CZCE.FG201 | Vol: 1 | Price: 2830.00 | Comm: 0.00\n",
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" 2021-08-10 09:15:00 | CLOSE_SHORT | CZCE.FG201 | Vol: 1 | Price: 2824.00 | Comm: 0.00 | PnL: 6.00\n",
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" 2021-08-10 14:00:00 | BUY | CZCE.FG201 | Vol: 1 | Price: 2849.00 | Comm: 0.00\n",
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" 2021-08-11 13:45:00 | CLOSE_LONG | CZCE.FG201 | Vol: 1 | Price: 2849.00 | Comm: 0.00 | PnL: 0.00\n",
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" 2021-08-19 09:15:00 | SELL | CZCE.FG201 | Vol: 1 | Price: 2627.00 | Comm: 0.00\n",
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" 2021-08-19 14:30:00 | CLOSE_SHORT | CZCE.FG201 | Vol: 1 | Price: 2680.00 | Comm: 0.00 | PnL: -53.00\n",
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" 2021-09-03 21:30:00 | BUY | CZCE.FG201 | Vol: 1 | Price: 2747.00 | Comm: 0.00\n",
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" 2021-09-03 22:45:00 | CLOSE_LONG | CZCE.FG201 | Vol: 1 | Price: 2715.00 | Comm: 0.00 | PnL: -32.00\n",
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" 2021-09-09 09:00:00 | SELL | CZCE.FG201 | Vol: 1 | Price: 2536.00 | Comm: 0.00\n",
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" 2021-09-09 13:45:00 | CLOSE_SHORT | CZCE.FG201 | Vol: 1 | Price: 2571.00 | Comm: 0.00 | PnL: -35.00\n",
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" 2021-10-13 14:30:00 | BUY | CZCE.FG201 | Vol: 1 | Price: 2475.00 | Comm: 0.00\n",
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" 2021-10-13 22:00:00 | CLOSE_LONG | CZCE.FG201 | Vol: 1 | Price: 2376.00 | Comm: 0.00 | PnL: -99.00\n",
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" 2021-10-28 09:15:00 | SELL | CZCE.FG201 | Vol: 1 | Price: 1854.00 | Comm: 0.00\n",
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" 2021-11-24 13:45:00 | CLOSE_SHORT | CZCE.FG201 | Vol: 1 | Price: 1787.00 | Comm: 0.00 | PnL: 67.00\n",
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" 2021-11-30 10:00:00 | SELL | CZCE.FG201 | Vol: 1 | Price: 1839.00 | Comm: 0.00\n",
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" 2021-11-30 22:00:00 | CLOSE_SHORT | CZCE.FG201 | Vol: 1 | Price: 1867.00 | Comm: 0.00 | PnL: -28.00\n",
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" 2021-12-02 14:15:00 | BUY | CZCE.FG201 | Vol: 1 | Price: 1942.00 | Comm: 0.00\n",
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" 2021-12-03 14:30:00 | CLOSE_LONG | CZCE.FG201 | Vol: 1 | Price: 1938.00 | Comm: 0.00 | PnL: -4.00\n",
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" 2021-12-20 09:00:00 | BUY | CZCE.FG205 | Vol: 1 | Price: 1876.00 | Comm: 0.00\n",
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" 2021-12-20 09:30:00 | CLOSE_LONG | CZCE.FG205 | Vol: 1 | Price: 1839.00 | Comm: 0.00 | PnL: -37.00\n",
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" 2021-12-20 10:30:00 | SELL | CZCE.FG205 | Vol: 1 | Price: 1814.00 | Comm: 0.00\n",
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" 2021-12-21 14:30:00 | CLOSE_SHORT | CZCE.FG205 | Vol: 1 | Price: 1826.00 | Comm: 0.00 | PnL: -12.00\n",
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" 2021-12-31 10:45:00 | SELL | CZCE.FG205 | Vol: 1 | Price: 1690.00 | Comm: 0.00\n",
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" 2021-12-31 14:30:00 | CLOSE_SHORT | CZCE.FG205 | Vol: 1 | Price: 1720.00 | Comm: 0.00 | PnL: -30.00\n",
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" 2022-01-13 22:15:00 | BUY | CZCE.FG205 | Vol: 1 | Price: 2034.00 | Comm: 0.00\n",
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" 2022-01-24 22:30:00 | CLOSE_LONG | CZCE.FG205 | Vol: 1 | Price: 2066.00 | Comm: 0.00 | PnL: 32.00\n",
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" 2022-02-11 13:30:00 | SELL | CZCE.FG205 | Vol: 1 | Price: 2271.00 | Comm: 0.00\n",
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" 2022-02-14 09:15:00 | CLOSE_SHORT | CZCE.FG205 | Vol: 1 | Price: 2265.00 | Comm: 0.00 | PnL: 6.00\n",
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" 2022-02-17 09:15:00 | SELL | CZCE.FG205 | Vol: 1 | Price: 2100.00 | Comm: 0.00\n",
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" 2022-02-18 13:45:00 | CLOSE_SHORT | CZCE.FG205 | Vol: 1 | Price: 2102.00 | Comm: 0.00 | PnL: -2.00\n",
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" 2022-02-25 11:00:00 | SELL | CZCE.FG205 | Vol: 1 | Price: 1918.00 | Comm: 0.00\n",
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" 2022-02-25 21:15:00 | CLOSE_SHORT | CZCE.FG205 | Vol: 1 | Price: 1915.00 | Comm: 0.00 | PnL: 3.00\n",
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" 2022-03-02 14:15:00 | SELL | CZCE.FG205 | Vol: 1 | Price: 1919.00 | Comm: 0.00\n",
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" 2022-03-03 22:15:00 | CLOSE_SHORT | CZCE.FG205 | Vol: 1 | Price: 1941.00 | Comm: 0.00 | PnL: -22.00\n",
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" 2022-04-07 09:15:00 | SELL | CZCE.FG209 | Vol: 1 | Price: 2014.00 | Comm: 0.00\n",
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" 2022-04-08 14:30:00 | CLOSE_SHORT | CZCE.FG209 | Vol: 1 | Price: 2041.00 | Comm: 0.00 | PnL: -27.00\n",
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" 2022-04-12 11:15:00 | BUY | CZCE.FG209 | Vol: 1 | Price: 2076.00 | Comm: 0.00\n",
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" 2022-04-13 09:30:00 | CLOSE_LONG | CZCE.FG209 | Vol: 1 | Price: 2046.00 | Comm: 0.00 | PnL: -30.00\n",
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" 2022-04-20 14:30:00 | SELL | CZCE.FG209 | Vol: 1 | Price: 2065.00 | Comm: 0.00\n",
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" 2022-04-20 22:00:00 | CLOSE_SHORT | CZCE.FG209 | Vol: 1 | Price: 2091.00 | Comm: 0.00 | PnL: -26.00\n",
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" 2022-06-23 14:30:00 | BUY | CZCE.FG209 | Vol: 1 | Price: 1656.00 | Comm: 0.00\n",
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" 2022-06-24 09:15:00 | CLOSE_LONG | CZCE.FG209 | Vol: 1 | Price: 1638.00 | Comm: 0.00 | PnL: -18.00\n",
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" 2022-06-28 11:00:00 | SELL | CZCE.FG209 | Vol: 1 | Price: 1634.00 | Comm: 0.00\n",
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" 2022-06-28 14:15:00 | CLOSE_SHORT | CZCE.FG209 | Vol: 1 | Price: 1653.00 | Comm: 0.00 | PnL: -19.00\n",
|
||
" 2022-06-28 14:45:00 | BUY | CZCE.FG209 | Vol: 1 | Price: 1654.00 | Comm: 0.00\n",
|
||
" 2022-06-30 14:45:00 | CLOSE_LONG | CZCE.FG209 | Vol: 1 | Price: 1659.00 | Comm: 0.00 | PnL: 5.00\n",
|
||
" 2022-07-22 22:45:00 | BUY | CZCE.FG209 | Vol: 1 | Price: 1437.00 | Comm: 0.00\n",
|
||
" 2022-08-09 14:45:00 | CLOSE_LONG | CZCE.FG209 | Vol: 1 | Price: 1579.00 | Comm: 0.00 | PnL: 142.00\n",
|
||
" 2022-08-11 21:15:00 | BUY | CZCE.FG301 | Vol: 1 | Price: 1591.00 | Comm: 0.00\n",
|
||
" 2022-08-12 10:30:00 | CLOSE_LONG | CZCE.FG301 | Vol: 1 | Price: 1566.00 | Comm: 0.00 | PnL: -25.00\n",
|
||
" 2022-08-15 14:15:00 | SELL | CZCE.FG301 | Vol: 1 | Price: 1533.00 | Comm: 0.00\n",
|
||
" 2022-09-07 22:30:00 | CLOSE_SHORT | CZCE.FG301 | Vol: 1 | Price: 1491.00 | Comm: 0.00 | PnL: 42.00\n",
|
||
" 2022-10-13 21:15:00 | SELL | CZCE.FG301 | Vol: 1 | Price: 1508.00 | Comm: 0.00\n",
|
||
" 2022-10-14 09:45:00 | CLOSE_SHORT | CZCE.FG301 | Vol: 1 | Price: 1523.00 | Comm: 0.00 | PnL: -15.00\n",
|
||
" 2022-10-19 21:15:00 | SELL | CZCE.FG301 | Vol: 1 | Price: 1458.00 | Comm: 0.00\n",
|
||
" 2022-10-21 10:30:00 | CLOSE_SHORT | CZCE.FG301 | Vol: 1 | Price: 1467.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 2022-10-24 10:00:00 | SELL | CZCE.FG301 | Vol: 1 | Price: 1452.00 | Comm: 0.00\n",
|
||
" 2022-11-04 11:15:00 | CLOSE_SHORT | CZCE.FG301 | Vol: 1 | Price: 1395.00 | Comm: 0.00 | PnL: 57.00\n",
|
||
" 2022-11-28 09:45:00 | SELL | CZCE.FG301 | Vol: 1 | Price: 1400.00 | Comm: 0.00\n",
|
||
" 2022-12-01 09:30:00 | CLOSE_SHORT | CZCE.FG301 | Vol: 1 | Price: 1405.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2022-12-09 09:30:00 | BUY | CZCE.FG301 | Vol: 1 | Price: 1420.00 | Comm: 0.00\n",
|
||
" 2022-12-09 14:45:00 | CLOSE_LONG | CZCE.FG301 | Vol: 1 | Price: 1442.00 | Comm: 0.00 | PnL: 22.00\n",
|
||
" 2022-12-27 10:30:00 | BUY | CZCE.FG305 | Vol: 1 | Price: 1630.00 | Comm: 0.00\n",
|
||
" 2022-12-28 09:00:00 | CLOSE_LONG | CZCE.FG305 | Vol: 1 | Price: 1620.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2023-01-18 21:30:00 | BUY | CZCE.FG305 | Vol: 1 | Price: 1732.00 | Comm: 0.00\n",
|
||
" 2023-01-19 14:00:00 | CLOSE_LONG | CZCE.FG305 | Vol: 1 | Price: 1732.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2023-02-20 22:30:00 | BUY | CZCE.FG305 | Vol: 1 | Price: 1554.00 | Comm: 0.00\n",
|
||
" 2023-02-21 21:15:00 | CLOSE_LONG | CZCE.FG305 | Vol: 1 | Price: 1550.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2023-02-22 22:30:00 | BUY | CZCE.FG305 | Vol: 1 | Price: 1548.00 | Comm: 0.00\n",
|
||
" 2023-02-23 21:15:00 | CLOSE_LONG | CZCE.FG305 | Vol: 1 | Price: 1543.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2023-02-28 22:45:00 | SELL | CZCE.FG305 | Vol: 1 | Price: 1508.00 | Comm: 0.00\n",
|
||
" 2023-03-01 10:00:00 | CLOSE_SHORT | CZCE.FG305 | Vol: 1 | Price: 1519.00 | Comm: 0.00 | PnL: -11.00\n",
|
||
" 2023-03-01 11:00:00 | BUY | CZCE.FG305 | Vol: 1 | Price: 1528.00 | Comm: 0.00\n",
|
||
" 2023-03-09 09:30:00 | CLOSE_LONG | CZCE.FG305 | Vol: 1 | Price: 1559.00 | Comm: 0.00 | PnL: 31.00\n",
|
||
" 2023-03-10 09:00:00 | BUY | CZCE.FG305 | Vol: 1 | Price: 1597.00 | Comm: 0.00\n",
|
||
" 2023-03-10 10:30:00 | CLOSE_LONG | CZCE.FG305 | Vol: 1 | Price: 1584.00 | Comm: 0.00 | PnL: -13.00\n",
|
||
" 2023-03-15 21:45:00 | SELL | CZCE.FG305 | Vol: 1 | Price: 1613.00 | Comm: 0.00\n",
|
||
" 2023-03-22 21:15:00 | CLOSE_SHORT | CZCE.FG305 | Vol: 1 | Price: 1603.00 | Comm: 0.00 | PnL: 10.00\n",
|
||
" 2023-04-14 10:00:00 | BUY | CZCE.FG309 | Vol: 1 | Price: 1701.00 | Comm: 0.00\n",
|
||
" 2023-04-21 11:15:00 | CLOSE_LONG | CZCE.FG309 | Vol: 1 | Price: 1826.00 | Comm: 0.00 | PnL: 125.00\n",
|
||
" 2023-04-26 22:30:00 | SELL | CZCE.FG309 | Vol: 1 | Price: 1777.00 | Comm: 0.00\n",
|
||
" 2023-04-28 10:45:00 | CLOSE_SHORT | CZCE.FG309 | Vol: 1 | Price: 1776.00 | Comm: 0.00 | PnL: 1.00\n",
|
||
" 2023-05-04 13:45:00 | SELL | CZCE.FG309 | Vol: 1 | Price: 1742.00 | Comm: 0.00\n",
|
||
" 2023-05-05 21:00:00 | CLOSE_SHORT | CZCE.FG309 | Vol: 1 | Price: 1757.00 | Comm: 0.00 | PnL: -15.00\n",
|
||
" 2023-05-08 10:45:00 | SELL | CZCE.FG309 | Vol: 1 | Price: 1716.00 | Comm: 0.00\n",
|
||
" 2023-06-02 13:45:00 | CLOSE_SHORT | CZCE.FG309 | Vol: 1 | Price: 1521.00 | Comm: 0.00 | PnL: 195.00\n",
|
||
" 2023-06-12 14:30:00 | SELL | CZCE.FG309 | Vol: 1 | Price: 1557.00 | Comm: 0.00\n",
|
||
" 2023-06-13 09:30:00 | CLOSE_SHORT | CZCE.FG309 | Vol: 1 | Price: 1597.00 | Comm: 0.00 | PnL: -40.00\n",
|
||
" 2023-06-19 10:00:00 | SELL | CZCE.FG309 | Vol: 1 | Price: 1529.00 | Comm: 0.00\n",
|
||
" 2023-06-29 21:30:00 | CLOSE_SHORT | CZCE.FG309 | Vol: 1 | Price: 1530.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2023-07-20 11:00:00 | SELL | CZCE.FG309 | Vol: 1 | Price: 1700.00 | Comm: 0.00\n",
|
||
" 2023-07-26 09:15:00 | CLOSE_SHORT | CZCE.FG309 | Vol: 1 | Price: 1713.00 | Comm: 0.00 | PnL: -13.00\n",
|
||
" 2023-08-04 09:15:00 | BUY | CZCE.FG309 | Vol: 1 | Price: 1855.00 | Comm: 0.00\n",
|
||
" 2023-08-04 21:15:00 | CLOSE_LONG | CZCE.FG309 | Vol: 1 | Price: 1825.00 | Comm: 0.00 | PnL: -30.00\n",
|
||
" 2023-08-16 10:30:00 | SELL | CZCE.FG401 | Vol: 1 | Price: 1533.00 | Comm: 0.00\n",
|
||
" 2023-08-16 14:30:00 | CLOSE_SHORT | CZCE.FG401 | Vol: 1 | Price: 1560.00 | Comm: 0.00 | PnL: -27.00\n",
|
||
" 2023-08-21 14:45:00 | BUY | CZCE.FG401 | Vol: 1 | Price: 1667.00 | Comm: 0.00\n",
|
||
" 2023-08-21 21:45:00 | CLOSE_LONG | CZCE.FG401 | Vol: 1 | Price: 1624.00 | Comm: 0.00 | PnL: -43.00\n",
|
||
" 2023-08-24 22:30:00 | SELL | CZCE.FG401 | Vol: 1 | Price: 1597.00 | Comm: 0.00\n",
|
||
" 2023-08-25 09:45:00 | CLOSE_SHORT | CZCE.FG401 | Vol: 1 | Price: 1629.00 | Comm: 0.00 | PnL: -32.00\n",
|
||
" 2023-08-30 09:00:00 | BUY | CZCE.FG401 | Vol: 1 | Price: 1666.00 | Comm: 0.00\n",
|
||
" 2023-09-08 13:30:00 | CLOSE_LONG | CZCE.FG401 | Vol: 1 | Price: 1726.00 | Comm: 0.00 | PnL: 60.00\n",
|
||
" 2023-09-13 14:30:00 | SELL | CZCE.FG401 | Vol: 1 | Price: 1685.00 | Comm: 0.00\n",
|
||
" 2023-09-13 21:15:00 | CLOSE_SHORT | CZCE.FG401 | Vol: 1 | Price: 1715.00 | Comm: 0.00 | PnL: -30.00\n",
|
||
" 2023-09-22 10:00:00 | BUY | CZCE.FG401 | Vol: 1 | Price: 1737.00 | Comm: 0.00\n",
|
||
" 2023-09-22 22:30:00 | CLOSE_LONG | CZCE.FG401 | Vol: 1 | Price: 1717.00 | Comm: 0.00 | PnL: -20.00\n",
|
||
" 2023-09-25 10:30:00 | SELL | CZCE.FG401 | Vol: 1 | Price: 1690.00 | Comm: 0.00\n",
|
||
" 2023-09-27 11:00:00 | CLOSE_SHORT | CZCE.FG401 | Vol: 1 | Price: 1702.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2023-10-26 21:00:00 | BUY | CZCE.FG401 | Vol: 1 | Price: 1620.00 | Comm: 0.00\n",
|
||
" 2023-10-27 09:30:00 | CLOSE_LONG | CZCE.FG401 | Vol: 1 | Price: 1607.00 | Comm: 0.00 | PnL: -13.00\n",
|
||
" 2023-11-09 22:45:00 | BUY | CZCE.FG401 | Vol: 1 | Price: 1760.00 | Comm: 0.00\n",
|
||
" 2023-11-10 10:45:00 | CLOSE_LONG | CZCE.FG401 | Vol: 1 | Price: 1736.00 | Comm: 0.00 | PnL: -24.00\n",
|
||
" 2023-11-21 14:30:00 | SELL | CZCE.FG401 | Vol: 1 | Price: 1745.00 | Comm: 0.00\n",
|
||
" 2023-11-21 21:30:00 | CLOSE_SHORT | CZCE.FG401 | Vol: 1 | Price: 1773.00 | Comm: 0.00 | PnL: -28.00\n",
|
||
" 2023-12-01 14:30:00 | BUY | CZCE.FG401 | Vol: 1 | Price: 1886.00 | Comm: 0.00\n",
|
||
" 2023-12-04 09:45:00 | CLOSE_LONG | CZCE.FG401 | Vol: 1 | Price: 1908.00 | Comm: 0.00 | PnL: 22.00\n",
|
||
" 2023-12-13 13:45:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1816.00 | Comm: 0.00\n",
|
||
" 2023-12-13 21:45:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1839.00 | Comm: 0.00 | PnL: -23.00\n",
|
||
" 2023-12-15 22:45:00 | SELL | CZCE.FG405 | Vol: 1 | Price: 1781.00 | Comm: 0.00\n",
|
||
" 2023-12-19 10:30:00 | CLOSE_SHORT | CZCE.FG405 | Vol: 1 | Price: 1803.00 | Comm: 0.00 | PnL: -22.00\n",
|
||
" 2023-12-21 14:00:00 | BUY | CZCE.FG405 | Vol: 1 | Price: 1865.00 | Comm: 0.00\n",
|
||
" 2023-12-22 22:00:00 | CLOSE_LONG | CZCE.FG405 | Vol: 1 | Price: 1877.00 | Comm: 0.00 | PnL: 12.00\n",
|
||
"正在计算绩效指标...\n",
|
||
"total_return: 0.006429999999999936, annualized_return:0.0014842710261055991, 252 / total_days:0.23140495867768596\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 : 100643.00\n",
|
||
"总收益率 : 0.64%\n",
|
||
"年化收益率 : 0.15%\n",
|
||
"最大回撤 : 0.55%\n",
|
||
"夏普比率 : 0.13\n",
|
||
"卡玛比率 : 0.27\n",
|
||
"总交易次数 : 146\n",
|
||
"总实现盈亏 : 643.00\n",
|
||
"交易成本 : 0.00\n",
|
||
"\n",
|
||
"--- 交易详情 ---\n",
|
||
"盈利交易次数 : 22\n",
|
||
"亏损交易次数 : 48\n",
|
||
"胜率 : 31.43%\n",
|
||
"盈亏比 : 3.39\n",
|
||
"平均每次盈利 : 81.86\n",
|
||
"平均每次亏损 : -24.12\n",
|
||
"正在绘制绩效图表...\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[autoreload of src.strategies.AreaReversal.AreaReversalStrategy2 failed: Traceback (most recent call last):\n",
|
||
" File \"D:\\Python\\conda\\envs\\quant\\Lib\\site-packages\\IPython\\extensions\\autoreload.py\", line 322, in check\n",
|
||
" elif self.deduper_reloader.maybe_reload_module(m):\n",
|
||
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
|
||
" File \"D:\\Python\\conda\\envs\\quant\\Lib\\site-packages\\IPython\\extensions\\deduperreload\\deduperreload.py\", line 545, in maybe_reload_module\n",
|
||
" new_source_code = f.read()\n",
|
||
" ^^^^^^^^\n",
|
||
"UnicodeDecodeError: 'gbk' codec can't decode byte 0x80 in position 348: illegal multibyte sequence\n",
|
||
"]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x1000 with 2 Axes>"
|
||
],
|
||
"image/png": 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t02lu35VWje66667GOqjLKdYasnwa8vmj66K2wDGvwlCnnXaaUWmrVe2RtHTQdjpaWat0PdavzZs3G21xxo4da1SoWun7TrcTWh1r/h9dRtpeQadL24RopbT180a3HWaP63Dmp38VrK6LWq1r9pH3pxX21m0JAAANQUALAEAMBmzRoMD6pcGbXn6soYsGODrQjBku/fTTT1JWVmb0DzQPUK30Nr00Ww+krb00lV4maj04jpZe8qz0YDgQ83Jh/0u/62M+Xi8JNi+bt9IejXrwr5eq1heQWOkls6G+rCGVXm6qwYgOQqWXRwd7bYmkYWLr1q2N+a6XmZveeOMN47sZKoai0609dK0jw+t6pC0b/ve//9UGRoH6jGpg5E+nR5m9KXV91UuJ9XYzeLAKdZl3Q4XqCxpoWrTVg4b8GtSaNMDT+WuGeNb1y1w/rG0ONKzVdcSc93o5tNlKQkM1vU/fh9b3iwaF/vRx2m7CKpr3uIbggabR7IdpnUZtlaGX1etz6P+30qDfGsb7L2/dXtXHfO/Go+9wKMG2b+YJGGufZV2+2udVQzlz3dSgTXuk6m2B3vvmuq19qOtrdaLPpeul9p7VbVYgup5oGwq9fN5/EEbzpEw8Br9ryPJpyOePnniznvBSGs5qiK78+9yGEuh9rfNRPyut22hdzr///rvRLsLsP2u+t/W16Pqsy1pbjvj7z3/+Y7SQ0bYHoWifbrNP7dSpU43PMV32+trOPvvs2vemP/MEgJ7MBACgoehBCwBAA2k1ova8DJce0Jt/F4we+Gn1lvlYk//BcbTqmwbzwNOsLIr0ea2Va/7hkVZs6fNqRaB/qBGMHjSHS3vNqmDPHawaLp404NEKO+3rqBV3OpCTTqeGiTo92vcwHBrMaXWwBkPam1TnowaK1ipS/d2ftRrWP+QxQw8NaFWgoCPUMo0FDVeDrd/WENZKe0RqlZ9WnGr/WvM5zHlhnQ/aa1KfRyvd9HYNkvQkgVZU631aVWmeXNAKcF02GrCZz2Wu16HmjdnPNtr3uIa/ehLHrPLV16SD9ekJiN69exu36TRqVeAXX3xhVMNqFaI/DScD9SU1l3eg9cOfhr4aYup7NJGCbd/0dery0+2sLjvdjmhPYJ1GXU5mD15zcENzIMBQ9LGBTlyYzCrNQP2FTebgWFqV7D/In1l9qtXY+r9CDTIWqYYsn4Z8/gTajgTaloQj2Ptag2E9caVV61oxruGn+bz+723z86mh81aDXD2pp+8rrcDWLz1RoCdG9OSAVrAHYq4b8RoMDgCQXghoAQBIsHACErMyyn+QlvoGhInVNAT7/w19XmUebEf63LESqLK3PrGoJNSWFxrQarWrBrRvv/22EbLVNziYSavIzjrrLCMM0Io1vYRXL/vVIEqragNd6h7JelPfY6KZb+GGzmY7gkChWqA2HjrvrrnmGmP+acWfVsjtsssuRrWproM6Grt/QK5VzPp3v/76qxE8aYWczjcNYvTvtFpQp8Vsb2ANP+ubN/4VltG8x/XEhVbianCsYbMZ1Oo07rzzzrUV2IFaMMR6G6EViVqJqtOiA7CFokH5a6+9ZkxnfY+t770UbNp1HmkrCm3B8fHHHxstQXRZKmt7E/O5Nei1tm4JxL/y2J+uW6FCRw1HdVqUVsVbK+OtdJpeeuklo+1NrDRk+djh8yfY+1rflzrApFbya/ip2zitjtbtgrbd0WpWvULCfzobSk9qPPHEE0ZFrgbD+t7Tgenef/9940uvNNHKXn/mvDTXFQAAGoKAFgCABDMvNQ52QG8eVCv/PnyxnAYNxXQadttttzr3m4FZpD0OzdcWrBeqBmAabGigFatqYH9m5Wyw+WtWigYKC4KFMdobsaH08mCthNSQTcNWHSFc54N//9xgtC+shrPaD1F7NFpDQbN6tCHM6lBrAGLlX00XK5988okx37VXZDjrm1Yman9jDUcefPDBOtVtetl7IHqZsoZ62kLArHjT0EdpeKWju2s1roafWpFpHbXdnDfB1in/eRPte1ynUadDK321nYFW9prV1TqN2j5Fqwq1glr7ZQa6TDwWjjzySON/6Tqq/YtDBXNa7fjQQw8ZwZbZE9Z8fKAATSs/o6HvEw1oZ8+ebcwnXW+0CtSsLraGrrr8Iqm6D1XhGagvstITLRry6+X4d999d8DH6LRqMKuX5+tJg1id5GjI8rHD508w2v9Ww1mtGp84cWJtZXSw7bC5vANt083KZn1Pa8uG+iqqlT5Ov6644gpjPX333XeN6dD5rBXyZisEk1nBHKwaGACASNCDFgCABNNqPb1EV3sgmgfCVsuXLzfu08o+swdmfSKtbDJDDT3wDEQPTJW132kkz6s9eANVFen/02BND3SjHeCsPhpAdOrUyTh4tl52btJgx5/Z9zLQpaoapobTtzOc5WD2pdSgSS8h1hAw2GXz/vTx6qKLLqpTsamX5poiuczYf77pwEY6D6wDVYWabw2lvSSnT5/uM9BZfXR5aEirgW6gS4/NHrT+lYJaUanzTQNafX36erUyVZlViBruaiWt/m4dtM3sYRko/NUgx39+Rfset/bK1efU5zHXTfO9+MwzzxiBVKiK6YbS6mFtvaHtHjRcDEZf27PPPmv8rK0Xwnk/metxpDSo1pMcunx1OWgfVQ3yrO85vTRfg2udP0uWLKnzHNoeQQcU02kNdhLJpJXZGqjqawi0LdOqVGUdNM6fVjhreKcBvm4T7bB84vH5E0g01bZ6ckLpSSj/cFarhfUEn3Ubp5XEWuWr1a6B1jVtQaED5pnV6IGmSQN47UOt65J/Ve2pp55a2/85UJ9Z88SMuR0BAKAhCGgBAEgwPTjWAz89yLzyyit9+gjqz1odqffppe95eXlhPad5Kap5AFsfvYxUwyrttWcdGV1DrQceeMCo8tTgMFjvvWC0IlEHn9EqqFtvvdVn8Cc9iNaRts3/H0/nnnuu8f3666/3ObDWg/xHHnmkzuP1AFvnoQYW1n7CWrF1yy23hP1/61sOeqmsXrqrvVN1GYczOJjJHG3dP+jRZaXz2hTJ4Gv+9BJidcMNN/hUpWnQ/eSTT0osaZ9XXde15YAGLfqeiGQ+aHWcXuZtXXd1QCa9nNzsZWmlbSG0hYC+Fl0XzepZZfah1QGFtOrTv7erBm06gJUGp0899ZTPvNZ1zD/Aj/Y93qVLF6MCfNasWUb4Yz1BYobIZt/TQP1nY0XX45tvvtnYRtx0001GiO4/AJQGoBdccIH8+++/xvwzTz4os7JXT0RY10etKA1W4RwODVc1nNdKS/N3f9oGRF199dVG2GjS6dDXpOubLq/6eirrPND1Uv/Of0AxvRRen6e+Vgr6HNqOwZwXsdKQ5ROPz59g0xhpxXSwbdxvv/1m9Ik1me/twsJCo7e3fs5cd911PvNAl5GG0/oazMEwzdDXun3W7YK+5/V/WN/bSkN8HYxPTyZqsB0sUA63hzgAAKHQ4gAAgCTQg2A96NdwTUNQMyzSQYA0gNBg5qqrrgr7+cyBr15++WUjkNTquiFDhgR9vB5sjhs3zrh887zzzjMGy9FgSA/qdXAiDR40BAk1QE4gWqGkl/tqSKKBhFZdaiimIYEGY3ogrKGBDs4UiXDmhVbNXnzxxcbPGkZoBaJWuWnvSp2fGrToZeNaOWkO4GPSajGtMNMQUi9F1uWhQYYuH62A09/NQaQashz0OfWSaB3oS+exOfp8OM455xyZNGmS0XtV/14v79UA6pdffjGeS3/XQXP0K9LlZtL5ppfXayuAY445xqgc1TBLX7v2gzQDiUhoYKrBpjVc0fBX138NVjSU1NA83Mu/NSjVwFSD9BNPPNFYNhq86PNpewatAtY2AOZgcVa6PDRwUdbenRri6HvA7PHqH36al8xrZZ8uA71sXKdDq2011NKTEv4hXrTvcb18X5evsga0WtGp1aH6GnV9Daffa0PosteTNfo67rrrLiME1MBSAy1d77R6U2k1vD7Ouvw0AJw5c6axvuh7XdcdPfmh80MDNQ3Co21zoP9L31u6DdP3vL8zzzzTOBGjIbdWt2oVqL4/dFlp6K1tNIK1JPCn64E+ly5DfQ0mMyTX16bBfij6evXEgVZx6okrrQJO9vKJ9edPqG2htlfQ9SDUYFvWE0S63dZ+rxrSaoiu2wpdBvoe1d81NLW+tzWI1xMu+lmj2wV9vdryxfy8ufPOO2sHETPnvT525MiRRnCtVyToSTgd5E3f27q90vVKQ1ydFt1e6WdWoMEldf5peBvPkyUAgPRBBS0AAEmgB5s6KImGpHrgp6GYHuxpP1jtNaqVPJFUL+mBrx7canCjPTQDXaLuTw9ItcJID2o1lNXASyunNFx98803pVevXlG9Nq1G1QBGA0WtotLn1cBMK830NUdz4K+9E+v7soaA6vbbbzcCaJ2/2gJAp0HD6GAVsXqgr1VYenCuIZ5WYGm4q2FruL0Yw1kOZrWVhkeRDJSmz6tBjAZOWu2lAxRpxZguR+2HqYGqMgcuioYG7BpE6jzSMEPnm1apakWyzs9oaDhjXU46fRoyagh02223GfPX7IsZLj15cOmllxqBjYZKuuw1hNOKQA3ltf2BhnEa3PiHnyZrBa01DNWw1exjbKUnGjS80UuhNQTX5as9UPW9Gqi/ZbTvcXMaNfjTACnQNGprjEQMsqfbhnfeecd43+i81veEDpqky08v/Z4yZYrMmDHDCAWtNEjWEzRauajr6Ny5c41qT11uGnZFS0Nq8/0TrHezBmYawGowp+8VPemkVwnoJeu6TdJwPdxL0jVc1eVgbQWjgZ3Ok/raG1jXGx3ATiu8Y1lF25DlE+vPn0C0ZYmeQFH6XvF/Lwaigffjjz9utMrRHrn62aHvNV0O+r42r7ywbuP0ZJSeDLj88suN8F3DV50P+v7W5zKnQWmArdsIPZml2zbzM0NPzuhVDbq+6lUT+n814NZ17b///W/Azyz9zNTtsM5nMwAGAKAhXO5whvIEAAB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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(100643.0), '总收益率': np.float64(0.006429999999999936), '年化收益率': np.float64(0.0014842710261055991), '最大回撤': np.float64(0.0054687035606015575), '夏普比率': np.float64(0.13319589849531982), '卡玛比率': np.float64(0.2714118638279836), '总交易次数': 146, '交易成本': 0.0, '总实现盈亏': 643.0, '胜率': 0.3142857142857143, '盈亏比': 3.3933113518605746, '盈利交易次数': 22, '亏损交易次数': 48, '平均每次盈利': 81.86363636363636, '平均每次亏损': -24.125, 'initial_capital': 100000.0, 'final_capital': np.float64(100643.0), 'total_return': np.float64(0.006429999999999936), 'annualized_return': np.float64(0.0014842710261055991), 'max_drawdown': np.float64(0.0054687035606015575), 'sharpe_ratio': np.float64(0.13319589849531982), 'calmar_ratio': np.float64(0.2714118638279836), 'sortino_ratio': np.float64(0.09299374998590813), 'total_trades': 146, 'transaction_costs': 0.0, 'total_realized_pnl': 643.0, 'win_rate': 0.3142857142857143, 'profit_loss_ratio': 3.3933113518605746, 'winning_trades_count': 22, 'losing_trades_count': 48, 'avg_profit_per_trade': 81.86363636363636, 'avg_loss_per_trade': -24.125}\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": 8
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 2
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython2",
|
||
"version": "2.7.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|