561 lines
310 KiB
Plaintext
561 lines
310 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"id": "522f09ca7b3fe929",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-28T08:05:18.621198Z",
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"start_time": "2025-09-28T08:05:18.604793Z"
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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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"from src.data_processing import load_raw_data\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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"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/')"
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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": 13
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},
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{
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"cell_type": "code",
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"id": "4f7e4b438cea750e",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-28T08:05:18.641528Z",
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"start_time": "2025-09-28T08:05:18.627650Z"
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}
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},
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"source": [
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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 *\n",
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"\n",
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"# 导入您自己的 SMC 策略\n",
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"from src.strategies.TrendlineBreakoutStrategy.TrendlineHawkesStrategyFast import TrendlineHawkesStrategy\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 = '/mnt/d/PyProject/NewQuant/data/data/KQ_m@SHFE_fu/KQ_m@SHFE_fu_min15.csv'\n"
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],
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"outputs": [],
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"execution_count": 14
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-28T08:05:18.659347Z",
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"start_time": "2025-09-28T08:05:18.645701Z"
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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@SHFE_fu', # 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, 6, 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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"\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": "9ee53c41eaaefabb",
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"outputs": [],
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"execution_count": 15
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-28T08:05:25.547251Z",
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"start_time": "2025-09-28T08:05:18.665766Z"
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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 ROC_MA\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': 'fu', # <-- 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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" 'trendline_n': 20,\n",
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" 'hawkes_kappa': 0.1,\n",
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" 'hawkes_entry_percent': 0.9,\n",
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" 'order_direction': ['SELL', 'BUY'],\n",
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" 'reverse_logic': True,\n",
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" # 'indicators': [RateOfChange(10, -2.1, -0.5), ROC_MA(10, 10, -2.7, -0.4)],\n",
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" 'enable_log': False\n",
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"}\n",
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"\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=TrendlineHawkesStrategy, # <--- 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\"]\n",
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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": "f903fd2761d446cd",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"初始化数据管理器...\n",
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"数据加载成功: /mnt/d/PyProject/NewQuant/data/data/KQ_m@SHFE_fu/KQ_m@SHFE_fu_min15.csv\n",
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"数据范围从 2020-12-31 14:45:00 到 2025-09-19 22:30:00\n",
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"总计 26087 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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"\n",
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"--- 回测引擎初始化完成 ---\n",
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" 策略: TrendlineHawkesStrategy\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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"TrendlineHawkesStrategy 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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"首次运行，正在初始化霍克斯状态和滚动窗口...\n",
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"状态初始化完成。\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 8698 根K线。\n",
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"总计发生了 214 笔交易。\n",
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"最终总净值: 100446.00\n",
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"总收益率: 0.45%\n",
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"\n",
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"回测运行完毕。\n",
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"\n",
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"--- 结果分析器初始化完成 ---\n",
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"\n",
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"--- 交易明细 ---\n",
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" 2024-01-04 22:15:00 | BUY | SHFE.fu2403 | Vol: 1 | Price: 3087.00 | Comm: 0.00\n",
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" 2024-01-05 11:00:00 | CLOSE_LONG | SHFE.fu2403 | Vol: 1 | Price: 3064.00 | Comm: 0.00 | PnL: -23.00\n",
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" 2024-01-15 09:15:00 | BUY | SHFE.fu2403 | Vol: 1 | Price: 2921.00 | Comm: 0.00\n",
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" 2024-01-15 11:00:00 | CLOSE_LONG | SHFE.fu2403 | Vol: 1 | Price: 2936.00 | Comm: 0.00 | PnL: 15.00\n",
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" 2024-01-23 09:15:00 | SELL | SHFE.fu2403 | Vol: 1 | Price: 2995.00 | Comm: 0.00\n",
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" 2024-01-23 11:00:00 | CLOSE_SHORT | SHFE.fu2403 | Vol: 1 | Price: 2988.00 | Comm: 0.00 | PnL: 7.00\n",
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" 2024-01-25 21:15:00 | SELL | SHFE.fu2403 | Vol: 1 | Price: 2985.00 | Comm: 0.00\n",
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" 2024-01-26 13:30:00 | CLOSE_SHORT | SHFE.fu2403 | Vol: 1 | Price: 3048.00 | Comm: 0.00 | PnL: -63.00\n",
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" 2024-02-01 09:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3100.00 | Comm: 0.00\n",
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" 2024-02-05 11:00:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 2999.00 | Comm: 0.00 | PnL: -101.00\n",
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" 2024-02-21 21:15:00 | SELL | SHFE.fu2405 | Vol: 1 | Price: 3142.00 | Comm: 0.00\n",
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" 2024-02-22 10:45:00 | CLOSE_SHORT | SHFE.fu2405 | Vol: 1 | Price: 3134.00 | Comm: 0.00 | PnL: 8.00\n",
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" 2024-02-26 09:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3060.00 | Comm: 0.00\n",
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" 2024-02-26 11:15:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3054.00 | Comm: 0.00 | PnL: -6.00\n",
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" 2024-02-29 09:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3101.00 | Comm: 0.00\n",
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" 2024-02-29 13:30:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3108.00 | Comm: 0.00 | PnL: 7.00\n",
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" 2024-03-04 09:15:00 | SELL | SHFE.fu2405 | Vol: 1 | Price: 3177.00 | Comm: 0.00\n",
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" 2024-03-04 14:00:00 | CLOSE_SHORT | SHFE.fu2405 | Vol: 1 | Price: 3153.00 | Comm: 0.00 | PnL: 24.00\n",
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" 2024-03-08 21:15:00 | BUY | SHFE.fu2405 | Vol: 1 | Price: 3183.00 | Comm: 0.00\n",
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" 2024-03-11 11:15:00 | CLOSE_LONG | SHFE.fu2405 | Vol: 1 | Price: 3165.00 | Comm: 0.00 | PnL: -18.00\n",
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" 2024-03-13 21:15:00 | SELL | SHFE.fu2405 | Vol: 1 | Price: 3291.00 | Comm: 0.00\n",
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" 2024-03-14 13:30:00 | CLOSE_SHORT | SHFE.fu2405 | Vol: 1 | Price: 3300.00 | Comm: 0.00 | PnL: -9.00\n",
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" 2024-03-25 21:15:00 | SELL | SHFE.fu2405 | Vol: 1 | Price: 3408.00 | Comm: 0.00\n",
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" 2024-03-26 13:30:00 | CLOSE_SHORT | SHFE.fu2405 | Vol: 1 | Price: 3442.00 | Comm: 0.00 | PnL: -34.00\n",
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" 2024-04-08 22:00:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3499.00 | Comm: 0.00\n",
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" 2024-04-09 10:30:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3516.00 | Comm: 0.00 | PnL: 17.00\n",
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" 2024-04-10 22:45:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3453.00 | Comm: 0.00\n",
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" 2024-04-11 14:45:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3486.00 | Comm: 0.00 | PnL: 33.00\n",
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" 2024-04-12 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3514.00 | Comm: 0.00\n",
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" 2024-04-12 11:15:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3516.00 | Comm: 0.00 | PnL: -2.00\n",
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" 2024-04-12 21:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3581.00 | Comm: 0.00\n",
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" 2024-04-15 14:15:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3540.00 | Comm: 0.00 | PnL: 41.00\n",
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" 2024-04-18 09:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3498.00 | Comm: 0.00\n",
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" 2024-04-18 13:45:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3498.00 | Comm: 0.00 | PnL: 0.00\n",
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" 2024-04-19 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3536.00 | Comm: 0.00\n",
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" 2024-04-22 11:00:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3459.00 | Comm: 0.00 | PnL: 77.00\n",
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" 2024-04-26 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3566.00 | Comm: 0.00\n",
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" 2024-04-26 14:30:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3566.00 | Comm: 0.00 | PnL: 0.00\n",
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" 2024-05-06 09:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3369.00 | Comm: 0.00\n",
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" 2024-05-07 10:00:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3415.00 | Comm: 0.00 | PnL: 46.00\n",
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" 2024-05-10 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3419.00 | Comm: 0.00\n",
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" 2024-05-10 11:00:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3419.00 | Comm: 0.00 | PnL: 0.00\n",
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" 2024-05-16 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3353.00 | Comm: 0.00\n",
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" 2024-05-16 13:30:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3358.00 | Comm: 0.00 | PnL: -5.00\n",
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" 2024-05-23 09:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3378.00 | Comm: 0.00\n",
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" 2024-05-23 14:15:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3358.00 | Comm: 0.00 | PnL: -20.00\n",
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" 2024-05-31 09:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3473.00 | Comm: 0.00\n",
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" 2024-05-31 14:00:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3479.00 | Comm: 0.00 | PnL: 6.00\n",
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" 2024-06-03 22:30:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3364.00 | Comm: 0.00\n",
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" 2024-06-04 13:30:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3322.00 | Comm: 0.00 | PnL: -42.00\n",
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" 2024-06-11 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3414.00 | Comm: 0.00\n",
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" 2024-06-11 14:15:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3390.00 | Comm: 0.00 | PnL: 24.00\n",
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" 2024-06-14 09:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3414.00 | Comm: 0.00\n",
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" 2024-06-14 10:45:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3421.00 | Comm: 0.00 | PnL: 7.00\n",
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" 2024-06-14 21:45:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3437.00 | Comm: 0.00\n",
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" 2024-06-17 13:30:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3390.00 | Comm: 0.00 | PnL: 47.00\n",
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" 2024-06-18 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3451.00 | Comm: 0.00\n",
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" 2024-06-18 11:00:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3447.00 | Comm: 0.00 | PnL: 4.00\n",
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" 2024-06-18 22:00:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3500.00 | Comm: 0.00\n",
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" 2024-06-19 11:00:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3523.00 | Comm: 0.00 | PnL: -23.00\n",
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" 2024-06-24 09:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3512.00 | Comm: 0.00\n",
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" 2024-06-24 13:30:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3516.00 | Comm: 0.00 | PnL: 4.00\n",
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" 2024-06-26 22:45:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3511.00 | Comm: 0.00\n",
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" 2024-06-27 11:15:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3530.00 | Comm: 0.00 | PnL: 19.00\n",
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" 2024-07-02 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3598.00 | Comm: 0.00\n",
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" 2024-07-02 11:00:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3593.00 | Comm: 0.00 | PnL: 5.00\n",
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" 2024-07-08 09:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3592.00 | Comm: 0.00\n",
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" 2024-07-08 13:30:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3581.00 | Comm: 0.00 | PnL: -11.00\n",
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" 2024-07-11 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3566.00 | Comm: 0.00\n",
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" 2024-07-11 13:30:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3566.00 | Comm: 0.00 | PnL: 0.00\n",
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" 2024-07-16 22:45:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3504.00 | Comm: 0.00\n",
|
||
" 2024-07-17 14:15:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3486.00 | Comm: 0.00 | PnL: 18.00\n",
|
||
" 2024-07-18 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3535.00 | Comm: 0.00\n",
|
||
" 2024-07-18 11:00:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3540.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2024-07-18 21:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3541.00 | Comm: 0.00\n",
|
||
" 2024-07-19 10:30:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3503.00 | Comm: 0.00 | PnL: -38.00\n",
|
||
" 2024-07-25 09:00:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3384.00 | Comm: 0.00\n",
|
||
" 2024-07-25 11:15:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3367.00 | Comm: 0.00 | PnL: -17.00\n",
|
||
" 2024-07-25 21:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3307.00 | Comm: 0.00\n",
|
||
" 2024-07-26 14:00:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3366.00 | Comm: 0.00 | PnL: 59.00\n",
|
||
" 2024-08-02 21:15:00 | BUY | SHFE.fu2409 | Vol: 1 | Price: 3231.00 | Comm: 0.00\n",
|
||
" 2024-08-05 21:00:00 | CLOSE_LONG | SHFE.fu2409 | Vol: 1 | Price: 3125.00 | Comm: 0.00 | PnL: -106.00\n",
|
||
" 2024-08-09 09:15:00 | SELL | SHFE.fu2409 | Vol: 1 | Price: 3279.00 | Comm: 0.00\n",
|
||
" 2024-08-09 10:45:00 | CLOSE_SHORT | SHFE.fu2409 | Vol: 1 | Price: 3293.00 | Comm: 0.00 | PnL: -14.00\n",
|
||
" 2024-08-13 22:00:00 | BUY | SHFE.fu2411 | Vol: 1 | Price: 3173.00 | Comm: 0.00\n",
|
||
" 2024-08-14 14:00:00 | CLOSE_LONG | SHFE.fu2411 | Vol: 1 | Price: 3160.00 | Comm: 0.00 | PnL: -13.00\n",
|
||
" 2024-08-14 22:45:00 | BUY | SHFE.fu2411 | Vol: 1 | Price: 3111.00 | Comm: 0.00\n",
|
||
" 2024-08-15 11:00:00 | CLOSE_LONG | SHFE.fu2411 | Vol: 1 | Price: 3101.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2024-08-15 22:45:00 | SELL | SHFE.fu2411 | Vol: 1 | Price: 3165.00 | Comm: 0.00\n",
|
||
" 2024-08-16 10:00:00 | CLOSE_SHORT | SHFE.fu2411 | Vol: 1 | Price: 3155.00 | Comm: 0.00 | PnL: 10.00\n",
|
||
" 2024-08-20 09:15:00 | BUY | SHFE.fu2411 | Vol: 1 | Price: 3021.00 | Comm: 0.00\n",
|
||
" 2024-08-20 11:00:00 | CLOSE_LONG | SHFE.fu2411 | Vol: 1 | Price: 3009.00 | Comm: 0.00 | PnL: -12.00\n",
|
||
" 2024-08-22 09:15:00 | BUY | SHFE.fu2411 | Vol: 1 | Price: 2947.00 | Comm: 0.00\n",
|
||
" 2024-08-22 14:00:00 | CLOSE_LONG | SHFE.fu2411 | Vol: 1 | Price: 2949.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2024-08-26 21:45:00 | SELL | SHFE.fu2411 | Vol: 1 | Price: 3131.00 | Comm: 0.00\n",
|
||
" 2024-08-27 10:30:00 | CLOSE_SHORT | SHFE.fu2411 | Vol: 1 | Price: 3101.00 | Comm: 0.00 | PnL: 30.00\n",
|
||
" 2024-08-29 22:00:00 | SELL | SHFE.fu2411 | Vol: 1 | Price: 3045.00 | Comm: 0.00\n",
|
||
" 2024-08-30 10:30:00 | CLOSE_SHORT | SHFE.fu2411 | Vol: 1 | Price: 3031.00 | Comm: 0.00 | PnL: 14.00\n",
|
||
" 2024-08-30 21:15:00 | BUY | SHFE.fu2411 | Vol: 1 | Price: 2945.00 | Comm: 0.00\n",
|
||
" 2024-09-02 14:00:00 | CLOSE_LONG | SHFE.fu2411 | Vol: 1 | Price: 2894.00 | Comm: 0.00 | PnL: -51.00\n",
|
||
" 2024-09-10 22:15:00 | BUY | SHFE.fu2411 | Vol: 1 | Price: 2665.00 | Comm: 0.00\n",
|
||
" 2024-09-11 14:15:00 | CLOSE_LONG | SHFE.fu2411 | Vol: 1 | Price: 2718.00 | Comm: 0.00 | PnL: 53.00\n",
|
||
" 2024-09-20 10:00:00 | SELL | SHFE.fu2411 | Vol: 1 | Price: 2922.00 | Comm: 0.00\n",
|
||
" 2024-09-20 11:00:00 | CLOSE_SHORT | SHFE.fu2411 | Vol: 1 | Price: 2925.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2024-09-20 22:00:00 | BUY | SHFE.fu2411 | Vol: 1 | Price: 2911.00 | Comm: 0.00\n",
|
||
" 2024-09-20 22:45:00 | CLOSE_LONG | SHFE.fu2411 | Vol: 1 | Price: 2924.00 | Comm: 0.00 | PnL: 13.00\n",
|
||
" 2024-09-24 22:45:00 | BUY | SHFE.fu2411 | Vol: 1 | Price: 2883.00 | Comm: 0.00\n",
|
||
" 2024-09-26 13:30:00 | CLOSE_LONG | SHFE.fu2411 | Vol: 1 | Price: 2802.00 | Comm: 0.00 | PnL: -81.00\n",
|
||
" 2024-09-26 21:45:00 | BUY | SHFE.fu2411 | Vol: 1 | Price: 2711.00 | Comm: 0.00\n",
|
||
" 2024-09-27 09:45:00 | CLOSE_LONG | SHFE.fu2411 | Vol: 1 | Price: 2715.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2024-10-16 09:15:00 | SELL | SHFE.fu2501 | Vol: 1 | Price: 2984.00 | Comm: 0.00\n",
|
||
" 2024-10-16 11:00:00 | CLOSE_SHORT | SHFE.fu2501 | Vol: 1 | Price: 2981.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2024-10-17 22:00:00 | SELL | SHFE.fu2501 | Vol: 1 | Price: 3012.00 | Comm: 0.00\n",
|
||
" 2024-10-18 14:00:00 | CLOSE_SHORT | SHFE.fu2501 | Vol: 1 | Price: 3009.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2024-10-18 22:15:00 | BUY | SHFE.fu2501 | Vol: 1 | Price: 2959.00 | Comm: 0.00\n",
|
||
" 2024-10-21 11:15:00 | CLOSE_LONG | SHFE.fu2501 | Vol: 1 | Price: 2959.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2024-11-01 09:15:00 | SELL | SHFE.fu2501 | Vol: 1 | Price: 3039.00 | Comm: 0.00\n",
|
||
" 2024-11-01 13:45:00 | CLOSE_SHORT | SHFE.fu2501 | Vol: 1 | Price: 3040.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2024-11-05 21:15:00 | SELL | SHFE.fu2501 | Vol: 1 | Price: 3094.00 | Comm: 0.00\n",
|
||
" 2024-11-07 13:30:00 | CLOSE_SHORT | SHFE.fu2501 | Vol: 1 | Price: 3113.00 | Comm: 0.00 | PnL: -19.00\n",
|
||
" 2024-11-14 09:15:00 | SELL | SHFE.fu2501 | Vol: 1 | Price: 3113.00 | Comm: 0.00\n",
|
||
" 2024-11-14 11:15:00 | CLOSE_SHORT | SHFE.fu2501 | Vol: 1 | Price: 3117.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2024-11-14 21:15:00 | SELL | SHFE.fu2501 | Vol: 1 | Price: 3161.00 | Comm: 0.00\n",
|
||
" 2024-11-15 14:45:00 | CLOSE_SHORT | SHFE.fu2501 | Vol: 1 | Price: 3035.00 | Comm: 0.00 | PnL: 126.00\n",
|
||
" 2024-11-22 09:15:00 | SELL | SHFE.fu2501 | Vol: 1 | Price: 3156.00 | Comm: 0.00\n",
|
||
" 2024-11-22 11:00:00 | CLOSE_SHORT | SHFE.fu2501 | Vol: 1 | Price: 3156.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2024-11-22 22:15:00 | SELL | SHFE.fu2501 | Vol: 1 | Price: 3133.00 | Comm: 0.00\n",
|
||
" 2024-11-25 10:30:00 | CLOSE_SHORT | SHFE.fu2501 | Vol: 1 | Price: 3144.00 | Comm: 0.00 | PnL: -11.00\n",
|
||
" 2024-11-26 09:15:00 | BUY | SHFE.fu2501 | Vol: 1 | Price: 3089.00 | Comm: 0.00\n",
|
||
" 2024-11-26 11:15:00 | CLOSE_LONG | SHFE.fu2501 | Vol: 1 | Price: 3115.00 | Comm: 0.00 | PnL: 26.00\n",
|
||
" 2024-12-03 21:15:00 | SELL | SHFE.fu2503 | Vol: 1 | Price: 3140.00 | Comm: 0.00\n",
|
||
" 2024-12-04 13:30:00 | CLOSE_SHORT | SHFE.fu2503 | Vol: 1 | Price: 3149.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 2024-12-05 09:15:00 | BUY | SHFE.fu2503 | Vol: 1 | Price: 3058.00 | Comm: 0.00\n",
|
||
" 2024-12-06 11:00:00 | CLOSE_LONG | SHFE.fu2503 | Vol: 1 | Price: 3056.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2024-12-12 09:15:00 | SELL | SHFE.fu2503 | Vol: 1 | Price: 3136.00 | Comm: 0.00\n",
|
||
" 2024-12-13 13:30:00 | CLOSE_SHORT | SHFE.fu2503 | Vol: 1 | Price: 3191.00 | Comm: 0.00 | PnL: -55.00\n",
|
||
" 2024-12-18 22:45:00 | SELL | SHFE.fu2503 | Vol: 1 | Price: 3245.00 | Comm: 0.00\n",
|
||
" 2024-12-19 11:15:00 | CLOSE_SHORT | SHFE.fu2503 | Vol: 1 | Price: 3230.00 | Comm: 0.00 | PnL: 15.00\n",
|
||
" 2024-12-20 09:15:00 | BUY | SHFE.fu2503 | Vol: 1 | Price: 3243.00 | Comm: 0.00\n",
|
||
" 2024-12-20 14:30:00 | CLOSE_LONG | SHFE.fu2503 | Vol: 1 | Price: 3238.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2024-12-26 21:15:00 | SELL | SHFE.fu2503 | Vol: 1 | Price: 3290.00 | Comm: 0.00\n",
|
||
" 2024-12-30 09:00:00 | CLOSE_SHORT | SHFE.fu2503 | Vol: 1 | Price: 3273.00 | Comm: 0.00 | PnL: 17.00\n",
|
||
" 2025-01-02 09:15:00 | SELL | SHFE.fu2503 | Vol: 1 | Price: 3337.00 | Comm: 0.00\n",
|
||
" 2025-01-02 10:45:00 | CLOSE_SHORT | SHFE.fu2503 | Vol: 1 | Price: 3333.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-01-08 21:45:00 | SELL | SHFE.fu2503 | Vol: 1 | Price: 3365.00 | Comm: 0.00\n",
|
||
" 2025-01-09 14:30:00 | CLOSE_SHORT | SHFE.fu2503 | Vol: 1 | Price: 3334.00 | Comm: 0.00 | PnL: 31.00\n",
|
||
" 2025-01-13 09:15:00 | SELL | SHFE.fu2503 | Vol: 1 | Price: 3624.00 | Comm: 0.00\n",
|
||
" 2025-01-13 11:00:00 | CLOSE_SHORT | SHFE.fu2503 | Vol: 1 | Price: 3625.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-01-20 09:15:00 | BUY | SHFE.fu2503 | Vol: 1 | Price: 3662.00 | Comm: 0.00\n",
|
||
" 2025-01-20 11:00:00 | CLOSE_LONG | SHFE.fu2503 | Vol: 1 | Price: 3641.00 | Comm: 0.00 | PnL: -21.00\n",
|
||
" 2025-01-24 09:15:00 | BUY | SHFE.fu2503 | Vol: 1 | Price: 3579.00 | Comm: 0.00\n",
|
||
" 2025-01-24 13:30:00 | CLOSE_LONG | SHFE.fu2503 | Vol: 1 | Price: 3594.00 | Comm: 0.00 | PnL: 15.00\n",
|
||
" 2025-02-10 09:15:00 | SELL | SHFE.fu2503 | Vol: 1 | Price: 3742.00 | Comm: 0.00\n",
|
||
" 2025-02-10 21:00:00 | CLOSE_SHORT | SHFE.fu2503 | Vol: 1 | Price: 3759.00 | Comm: 0.00 | PnL: -17.00\n",
|
||
" 2025-02-13 10:30:00 | BUY | SHFE.fu2505 | Vol: 1 | Price: 3466.00 | Comm: 0.00\n",
|
||
" 2025-02-14 11:00:00 | CLOSE_LONG | SHFE.fu2505 | Vol: 1 | Price: 3437.00 | Comm: 0.00 | PnL: -29.00\n",
|
||
" 2025-02-17 09:15:00 | BUY | SHFE.fu2505 | Vol: 1 | Price: 3386.00 | Comm: 0.00\n",
|
||
" 2025-02-17 10:45:00 | CLOSE_LONG | SHFE.fu2505 | Vol: 1 | Price: 3404.00 | Comm: 0.00 | PnL: 18.00\n",
|
||
" 2025-02-21 21:15:00 | SELL | SHFE.fu2505 | Vol: 1 | Price: 3426.00 | Comm: 0.00\n",
|
||
" 2025-02-25 11:00:00 | CLOSE_SHORT | SHFE.fu2505 | Vol: 1 | Price: 3339.00 | Comm: 0.00 | PnL: 87.00\n",
|
||
" 2025-03-03 09:15:00 | SELL | SHFE.fu2505 | Vol: 1 | Price: 3297.00 | Comm: 0.00\n",
|
||
" 2025-03-03 13:30:00 | CLOSE_SHORT | SHFE.fu2505 | Vol: 1 | Price: 3278.00 | Comm: 0.00 | PnL: 19.00\n",
|
||
" 2025-03-03 22:30:00 | BUY | SHFE.fu2505 | Vol: 1 | Price: 3240.00 | Comm: 0.00\n",
|
||
" 2025-03-05 11:00:00 | CLOSE_LONG | SHFE.fu2505 | Vol: 1 | Price: 3075.00 | Comm: 0.00 | PnL: -165.00\n",
|
||
" 2025-03-17 09:15:00 | SELL | SHFE.fu2505 | Vol: 1 | Price: 3157.00 | Comm: 0.00\n",
|
||
" 2025-03-18 09:45:00 | CLOSE_SHORT | SHFE.fu2505 | Vol: 1 | Price: 3151.00 | Comm: 0.00 | PnL: 6.00\n",
|
||
" 2025-03-21 09:15:00 | SELL | SHFE.fu2505 | Vol: 1 | Price: 3174.00 | Comm: 0.00\n",
|
||
" 2025-03-21 11:15:00 | CLOSE_SHORT | SHFE.fu2505 | Vol: 1 | Price: 3165.00 | Comm: 0.00 | PnL: 9.00\n",
|
||
" 2025-03-31 09:15:00 | BUY | SHFE.fu2505 | Vol: 1 | Price: 3191.00 | Comm: 0.00\n",
|
||
" 2025-03-31 11:15:00 | CLOSE_LONG | SHFE.fu2505 | Vol: 1 | Price: 3193.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2025-04-07 22:15:00 | SELL | SHFE.fu2505 | Vol: 1 | Price: 2999.00 | Comm: 0.00\n",
|
||
" 2025-04-08 14:15:00 | CLOSE_SHORT | SHFE.fu2505 | Vol: 1 | Price: 2958.00 | Comm: 0.00 | PnL: 41.00\n",
|
||
" 2025-04-09 21:15:00 | BUY | SHFE.fu2507 | Vol: 1 | Price: 2744.00 | Comm: 0.00\n",
|
||
" 2025-04-10 14:30:00 | CLOSE_LONG | SHFE.fu2507 | Vol: 1 | Price: 2895.00 | Comm: 0.00 | PnL: 151.00\n",
|
||
" 2025-04-16 21:15:00 | SELL | SHFE.fu2507 | Vol: 1 | Price: 2927.00 | Comm: 0.00\n",
|
||
" 2025-04-17 11:00:00 | CLOSE_SHORT | SHFE.fu2507 | Vol: 1 | Price: 2970.00 | Comm: 0.00 | PnL: -43.00\n",
|
||
" 2025-04-22 22:15:00 | SELL | SHFE.fu2507 | Vol: 1 | Price: 3017.00 | Comm: 0.00\n",
|
||
" 2025-04-23 11:00:00 | CLOSE_SHORT | SHFE.fu2507 | Vol: 1 | Price: 3041.00 | Comm: 0.00 | PnL: -24.00\n",
|
||
" 2025-04-23 22:15:00 | BUY | SHFE.fu2507 | Vol: 1 | Price: 2980.00 | Comm: 0.00\n",
|
||
" 2025-04-24 11:15:00 | CLOSE_LONG | SHFE.fu2507 | Vol: 1 | Price: 2978.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-04-29 09:00:00 | BUY | SHFE.fu2507 | Vol: 1 | Price: 2969.00 | Comm: 0.00\n",
|
||
" 2025-04-29 10:00:00 | CLOSE_LONG | SHFE.fu2507 | Vol: 1 | Price: 2977.00 | Comm: 0.00 | PnL: 8.00\n",
|
||
" 2025-05-16 09:15:00 | SELL | SHFE.fu2507 | Vol: 1 | Price: 3010.00 | Comm: 0.00\n",
|
||
" 2025-05-16 13:45:00 | CLOSE_SHORT | SHFE.fu2507 | Vol: 1 | Price: 3006.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-05-21 09:15:00 | SELL | SHFE.fu2507 | Vol: 1 | Price: 3084.00 | Comm: 0.00\n",
|
||
" 2025-05-22 11:00:00 | CLOSE_SHORT | SHFE.fu2507 | Vol: 1 | Price: 3036.00 | Comm: 0.00 | PnL: 48.00\n",
|
||
" 2025-05-28 09:15:00 | SELL | SHFE.fu2507 | Vol: 1 | Price: 3009.00 | Comm: 0.00\n",
|
||
" 2025-05-28 13:30:00 | CLOSE_SHORT | SHFE.fu2507 | Vol: 1 | Price: 2994.00 | Comm: 0.00 | PnL: 15.00\n",
|
||
" 2025-05-29 09:15:00 | SELL | SHFE.fu2507 | Vol: 1 | Price: 3077.00 | Comm: 0.00\n",
|
||
" 2025-05-29 13:30:00 | CLOSE_SHORT | SHFE.fu2507 | Vol: 1 | Price: 3060.00 | Comm: 0.00 | PnL: 17.00\n",
|
||
" 2025-05-29 21:15:00 | BUY | SHFE.fu2507 | Vol: 1 | Price: 2971.00 | Comm: 0.00\n",
|
||
" 2025-05-30 10:45:00 | CLOSE_LONG | SHFE.fu2507 | Vol: 1 | Price: 2925.00 | Comm: 0.00 | PnL: -46.00\n",
|
||
" 2025-06-11 09:15:00 | BUY | SHFE.fu2509 | Vol: 1 | Price: 2905.00 | Comm: 0.00\n",
|
||
" 2025-06-16 11:15:00 | CLOSE_LONG | SHFE.fu2509 | Vol: 1 | Price: 3271.00 | Comm: 0.00 | PnL: 366.00\n",
|
||
" 2025-06-16 22:00:00 | BUY | SHFE.fu2509 | Vol: 1 | Price: 3216.00 | Comm: 0.00\n",
|
||
" 2025-06-17 14:15:00 | CLOSE_LONG | SHFE.fu2509 | Vol: 1 | Price: 3262.00 | Comm: 0.00 | PnL: 46.00\n",
|
||
" 2025-06-18 22:30:00 | BUY | SHFE.fu2509 | Vol: 1 | Price: 3312.00 | Comm: 0.00\n",
|
||
" 2025-06-19 10:45:00 | CLOSE_LONG | SHFE.fu2509 | Vol: 1 | Price: 3337.00 | Comm: 0.00 | PnL: 25.00\n",
|
||
" 2025-06-24 09:15:00 | BUY | SHFE.fu2509 | Vol: 1 | Price: 3100.00 | Comm: 0.00\n",
|
||
" 2025-06-24 14:30:00 | CLOSE_LONG | SHFE.fu2509 | Vol: 1 | Price: 3065.00 | Comm: 0.00 | PnL: -35.00\n",
|
||
" 2025-07-01 22:15:00 | BUY | SHFE.fu2509 | Vol: 1 | Price: 2946.00 | Comm: 0.00\n",
|
||
" 2025-07-02 10:45:00 | CLOSE_LONG | SHFE.fu2509 | Vol: 1 | Price: 2959.00 | Comm: 0.00 | PnL: 13.00\n",
|
||
" 2025-07-02 21:15:00 | SELL | SHFE.fu2509 | Vol: 1 | Price: 2975.00 | Comm: 0.00\n",
|
||
" 2025-07-03 11:00:00 | CLOSE_SHORT | SHFE.fu2509 | Vol: 1 | Price: 2978.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2025-07-10 21:15:00 | BUY | SHFE.fu2509 | Vol: 1 | Price: 2917.00 | Comm: 0.00\n",
|
||
" 2025-07-11 21:00:00 | CLOSE_LONG | SHFE.fu2509 | Vol: 1 | Price: 2911.00 | Comm: 0.00 | PnL: -6.00\n",
|
||
" 2025-07-15 21:15:00 | SELL | SHFE.fu2509 | Vol: 1 | Price: 2873.00 | Comm: 0.00\n",
|
||
" 2025-07-16 10:00:00 | CLOSE_SHORT | SHFE.fu2509 | Vol: 1 | Price: 2880.00 | Comm: 0.00 | PnL: -7.00\n",
|
||
" 2025-07-18 09:45:00 | SELL | SHFE.fu2509 | Vol: 1 | Price: 2908.00 | Comm: 0.00\n",
|
||
" 2025-07-21 10:30:00 | CLOSE_SHORT | SHFE.fu2509 | Vol: 1 | Price: 2918.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2025-07-22 21:15:00 | BUY | SHFE.fu2509 | Vol: 1 | Price: 2872.00 | Comm: 0.00\n",
|
||
" 2025-07-23 14:30:00 | CLOSE_LONG | SHFE.fu2509 | Vol: 1 | Price: 2868.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2025-07-25 21:15:00 | BUY | SHFE.fu2509 | Vol: 1 | Price: 2893.00 | Comm: 0.00\n",
|
||
" 2025-07-28 13:30:00 | CLOSE_LONG | SHFE.fu2509 | Vol: 1 | Price: 2856.00 | Comm: 0.00 | PnL: -37.00\n",
|
||
"正在计算绩效指标...\n",
|
||
"total_return: 0.0044599999999999085, annualized_return:0.0019488080701568489, 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 : 100446.00\n",
|
||
"总收益率 : 0.45%\n",
|
||
"年化收益率 : 0.19%\n",
|
||
"最大回撤 : 0.23%\n",
|
||
"夏普比率 : 0.16\n",
|
||
"卡玛比率 : 0.83\n",
|
||
"总交易次数 : 214\n",
|
||
"总实现盈亏 : 446.00\n",
|
||
"交易成本 : 0.00\n",
|
||
"\n",
|
||
"--- 交易详情 ---\n",
|
||
"盈利交易次数 : 53\n",
|
||
"亏损交易次数 : 48\n",
|
||
"胜率 : 52.48%\n",
|
||
"盈亏比 : 1.23\n",
|
||
"平均每次盈利 : 32.25\n",
|
||
"平均每次亏损 : -26.31\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(100446.0), '总收益率': np.float64(0.0044599999999999085), '年化收益率': np.float64(0.0019488080701568489), '最大回撤': np.float64(0.00234), '夏普比率': np.float64(0.16031741377507766), '卡玛比率': np.float64(0.832823961605491), '总交易次数': 214, '交易成本': 0.0, '总实现盈亏': 446.0, '胜率': 0.5247524752475248, '盈亏比': 1.225473938959351, '盈利交易次数': 53, '亏损交易次数': 48, '平均每次盈利': 32.24528301886792, '平均每次亏损': -26.3125, 'initial_capital': 100000.0, 'final_capital': np.float64(100446.0), 'total_return': np.float64(0.0044599999999999085), 'annualized_return': np.float64(0.0019488080701568489), 'max_drawdown': np.float64(0.00234), 'sharpe_ratio': np.float64(0.16031741377507766), 'calmar_ratio': np.float64(0.832823961605491), 'sortino_ratio': np.float64(0.10839128635753237), 'total_trades': 214, 'transaction_costs': 0.0, 'total_realized_pnl': 446.0, 'win_rate': 0.5247524752475248, 'profit_loss_ratio': 1.225473938959351, 'winning_trades_count': 53, 'losing_trades_count': 48, 'avg_profit_per_trade': 32.24528301886792, 'avg_loss_per_trade': -26.3125}\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
|
||
}
|