542 lines
291 KiB
Plaintext
542 lines
291 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": "2025-09-25T11:07:31.309274Z",
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"start_time": "2025-09-25T11:07:31.289156Z"
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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": 29
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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": "2025-09-25T11:07:31.339033Z",
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"start_time": "2025-09-25T11:07:31.320355Z"
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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_hc/KQ_m@SHFE_hc_min15.csv'\n"
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],
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"outputs": [],
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"execution_count": 30
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-25T11:07:31.368248Z",
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"start_time": "2025-09-25T11:07:31.342486Z"
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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_hc', # 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": 31
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-09-25T11:07:42.168994Z",
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"start_time": "2025-09-25T11:07:31.378882Z"
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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': 'hc', # <-- 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': 110,\n",
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" 'hawkes_kappa': 1,\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_hc/KQ_m@SHFE_hc_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 202 笔交易。\n",
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"最终总净值: 100256.00\n",
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"总收益率: 0.26%\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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" 2024-01-10 11:00:00 | BUY | SHFE.hc2405 | Vol: 1 | Price: 4020.00 | Comm: 0.00\n",
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" 2024-01-10 13:30:00 | CLOSE_LONG | SHFE.hc2405 | Vol: 1 | Price: 4020.00 | Comm: 0.00 | PnL: 0.00\n",
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" 2024-01-22 09:30:00 | SELL | SHFE.hc2405 | Vol: 1 | Price: 4043.00 | Comm: 0.00\n",
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" 2024-01-22 10:00:00 | CLOSE_SHORT | SHFE.hc2405 | Vol: 1 | Price: 4042.00 | Comm: 0.00 | PnL: 1.00\n",
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" 2024-01-22 14:30:00 | BUY | SHFE.hc2405 | Vol: 1 | Price: 4019.00 | Comm: 0.00\n",
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" 2024-01-22 21:45:00 | CLOSE_LONG | SHFE.hc2405 | Vol: 1 | Price: 4025.00 | Comm: 0.00 | PnL: 6.00\n",
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" 2024-01-23 09:30:00 | SELL | SHFE.hc2405 | Vol: 1 | Price: 4061.00 | Comm: 0.00\n",
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" 2024-01-23 10:45:00 | CLOSE_SHORT | SHFE.hc2405 | Vol: 1 | Price: 4055.00 | Comm: 0.00 | PnL: 6.00\n",
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" 2024-01-29 13:45:00 | BUY | SHFE.hc2405 | Vol: 1 | Price: 4093.00 | Comm: 0.00\n",
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" 2024-01-29 14:30:00 | CLOSE_LONG | SHFE.hc2405 | Vol: 1 | Price: 4094.00 | Comm: 0.00 | PnL: 1.00\n",
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" 2024-01-30 21:00:00 | BUY | SHFE.hc2405 | Vol: 1 | Price: 4045.00 | Comm: 0.00\n",
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" 2024-01-30 22:30:00 | CLOSE_LONG | SHFE.hc2405 | Vol: 1 | Price: 4030.00 | Comm: 0.00 | PnL: -15.00\n",
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" 2024-02-02 13:45:00 | BUY | SHFE.hc2405 | Vol: 1 | Price: 3951.00 | Comm: 0.00\n",
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" 2024-02-02 21:45:00 | CLOSE_LONG | SHFE.hc2405 | Vol: 1 | Price: 3972.00 | Comm: 0.00 | PnL: 21.00\n",
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" 2024-02-19 09:15:00 | SELL | SHFE.hc2405 | Vol: 1 | Price: 4004.00 | Comm: 0.00\n",
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" 2024-02-19 14:15:00 | CLOSE_SHORT | SHFE.hc2405 | Vol: 1 | Price: 3956.00 | Comm: 0.00 | PnL: 48.00\n",
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" 2024-02-19 21:15:00 | BUY | SHFE.hc2405 | Vol: 1 | Price: 3927.00 | Comm: 0.00\n",
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" 2024-02-19 22:15:00 | CLOSE_LONG | SHFE.hc2405 | Vol: 1 | Price: 3941.00 | Comm: 0.00 | PnL: 14.00\n",
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" 2024-03-08 21:15:00 | BUY | SHFE.hc2405 | Vol: 1 | Price: 3829.00 | Comm: 0.00\n",
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" 2024-03-08 21:45:00 | CLOSE_LONG | SHFE.hc2405 | Vol: 1 | Price: 3839.00 | Comm: 0.00 | PnL: 10.00\n",
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" 2024-03-11 09:00:00 | BUY | SHFE.hc2405 | Vol: 1 | Price: 3806.00 | Comm: 0.00\n",
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" 2024-03-11 10:30:00 | CLOSE_LONG | SHFE.hc2405 | Vol: 1 | Price: 3788.00 | Comm: 0.00 | PnL: -18.00\n",
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" 2024-03-15 21:15:00 | BUY | SHFE.hc2405 | Vol: 1 | Price: 3675.00 | Comm: 0.00\n",
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" 2024-03-18 10:45:00 | CLOSE_LONG | SHFE.hc2405 | Vol: 1 | Price: 3692.00 | Comm: 0.00 | PnL: 17.00\n",
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" 2024-04-12 21:15:00 | SELL | SHFE.hc2410 | Vol: 1 | Price: 3782.00 | Comm: 0.00\n",
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" 2024-04-12 21:45:00 | CLOSE_SHORT | SHFE.hc2410 | Vol: 1 | Price: 3788.00 | Comm: 0.00 | PnL: -6.00\n",
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" 2024-04-17 13:45:00 | SELL | SHFE.hc2410 | Vol: 1 | Price: 3810.00 | Comm: 0.00\n",
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" 2024-04-17 22:15:00 | CLOSE_SHORT | SHFE.hc2410 | Vol: 1 | Price: 3845.00 | Comm: 0.00 | PnL: -35.00\n",
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" 2024-04-23 14:45:00 | BUY | SHFE.hc2410 | Vol: 1 | Price: 3804.00 | Comm: 0.00\n",
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" 2024-04-23 22:15:00 | CLOSE_LONG | SHFE.hc2410 | Vol: 1 | Price: 3812.00 | Comm: 0.00 | PnL: 8.00\n",
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" 2024-04-26 22:45:00 | BUY | SHFE.hc2410 | Vol: 1 | Price: 3809.00 | Comm: 0.00\n",
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" 2024-04-29 10:00:00 | CLOSE_LONG | SHFE.hc2410 | Vol: 1 | Price: 3809.00 | Comm: 0.00 | PnL: 0.00\n",
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" 2024-04-29 21:15:00 | SELL | SHFE.hc2410 | Vol: 1 | Price: 3835.00 | Comm: 0.00\n",
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" 2024-04-29 22:00:00 | CLOSE_SHORT | SHFE.hc2410 | Vol: 1 | Price: 3830.00 | Comm: 0.00 | PnL: 5.00\n",
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" 2024-04-30 13:45:00 | BUY | SHFE.hc2410 | Vol: 1 | Price: 3796.00 | Comm: 0.00\n",
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" 2024-05-06 11:15:00 | CLOSE_LONG | SHFE.hc2410 | Vol: 1 | Price: 3874.00 | Comm: 0.00 | PnL: 78.00\n",
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" 2024-05-08 14:15:00 | BUY | SHFE.hc2410 | Vol: 1 | Price: 3815.00 | Comm: 0.00\n",
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" 2024-05-08 22:30:00 | CLOSE_LONG | SHFE.hc2410 | Vol: 1 | Price: 3806.00 | Comm: 0.00 | PnL: -9.00\n",
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" 2024-05-20 09:15:00 | SELL | SHFE.hc2410 | Vol: 1 | Price: 3878.00 | Comm: 0.00\n",
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" 2024-05-20 10:00:00 | CLOSE_SHORT | SHFE.hc2410 | Vol: 1 | Price: 3876.00 | Comm: 0.00 | PnL: 2.00\n",
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" 2024-05-27 09:15:00 | BUY | SHFE.hc2410 | Vol: 1 | Price: 3881.00 | Comm: 0.00\n",
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" 2024-05-27 10:30:00 | CLOSE_LONG | SHFE.hc2410 | Vol: 1 | Price: 3886.00 | Comm: 0.00 | PnL: 5.00\n",
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" 2024-05-29 21:30:00 | SELL | SHFE.hc2410 | Vol: 1 | Price: 3930.00 | Comm: 0.00\n",
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" 2024-05-30 09:00:00 | CLOSE_SHORT | SHFE.hc2410 | Vol: 1 | Price: 3925.00 | Comm: 0.00 | PnL: 5.00\n",
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" 2024-05-30 21:15:00 | BUY | SHFE.hc2410 | Vol: 1 | Price: 3846.00 | Comm: 0.00\n",
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" 2024-05-30 22:00:00 | CLOSE_LONG | SHFE.hc2410 | Vol: 1 | Price: 3849.00 | Comm: 0.00 | PnL: 3.00\n",
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" 2024-06-04 21:15:00 | BUY | SHFE.hc2410 | Vol: 1 | Price: 3782.00 | Comm: 0.00\n",
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" 2024-06-04 21:45:00 | CLOSE_LONG | SHFE.hc2410 | Vol: 1 | Price: 3791.00 | Comm: 0.00 | PnL: 9.00\n",
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" 2024-06-06 13:45:00 | SELL | SHFE.hc2410 | Vol: 1 | Price: 3800.00 | Comm: 0.00\n",
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" 2024-06-06 22:15:00 | CLOSE_SHORT | SHFE.hc2410 | Vol: 1 | Price: 3833.00 | Comm: 0.00 | PnL: -33.00\n",
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" 2024-06-28 21:15:00 | SELL | SHFE.hc2410 | Vol: 1 | Price: 3758.00 | Comm: 0.00\n",
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" 2024-06-28 22:00:00 | CLOSE_SHORT | SHFE.hc2410 | Vol: 1 | Price: 3748.00 | Comm: 0.00 | PnL: 10.00\n",
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" 2024-07-03 13:30:00 | SELL | SHFE.hc2410 | Vol: 1 | Price: 3776.00 | Comm: 0.00\n",
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" 2024-07-03 22:00:00 | CLOSE_SHORT | SHFE.hc2410 | Vol: 1 | Price: 3810.00 | Comm: 0.00 | PnL: -34.00\n",
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" 2024-07-05 13:30:00 | BUY | SHFE.hc2410 | Vol: 1 | Price: 3758.00 | Comm: 0.00\n",
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" 2024-07-05 21:45:00 | CLOSE_LONG | SHFE.hc2410 | Vol: 1 | Price: 3763.00 | Comm: 0.00 | PnL: 5.00\n",
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" 2024-07-08 13:45:00 | BUY | SHFE.hc2410 | Vol: 1 | Price: 3712.00 | Comm: 0.00\n",
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" 2024-07-08 21:45:00 | CLOSE_LONG | SHFE.hc2410 | Vol: 1 | Price: 3711.00 | Comm: 0.00 | PnL: -1.00\n",
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" 2024-07-15 09:00:00 | SELL | SHFE.hc2410 | Vol: 1 | Price: 3718.00 | Comm: 0.00\n",
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" 2024-07-15 13:30:00 | CLOSE_SHORT | SHFE.hc2410 | Vol: 1 | Price: 3745.00 | Comm: 0.00 | PnL: -27.00\n",
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" 2024-07-17 13:45:00 | BUY | SHFE.hc2410 | Vol: 1 | Price: 3699.00 | Comm: 0.00\n",
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" 2024-07-17 22:45:00 | CLOSE_LONG | SHFE.hc2410 | Vol: 1 | Price: 3661.00 | Comm: 0.00 | PnL: -38.00\n",
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" 2024-08-07 13:45:00 | BUY | SHFE.hc2410 | Vol: 1 | Price: 3476.00 | Comm: 0.00\n",
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" 2024-08-07 14:45:00 | CLOSE_LONG | SHFE.hc2410 | Vol: 1 | Price: 3473.00 | Comm: 0.00 | PnL: -3.00\n",
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" 2024-08-15 13:45:00 | BUY | SHFE.hc2410 | Vol: 1 | Price: 3179.00 | Comm: 0.00\n",
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" 2024-08-15 22:00:00 | CLOSE_LONG | SHFE.hc2410 | Vol: 1 | Price: 3230.00 | Comm: 0.00 | PnL: 51.00\n",
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" 2024-08-29 09:30:00 | BUY | SHFE.hc2501 | Vol: 1 | Price: 3313.00 | Comm: 0.00\n",
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" 2024-08-29 11:00:00 | CLOSE_LONG | SHFE.hc2501 | Vol: 1 | Price: 3348.00 | Comm: 0.00 | PnL: 35.00\n",
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" 2024-09-02 09:15:00 | BUY | SHFE.hc2501 | Vol: 1 | Price: 3319.00 | Comm: 0.00\n",
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" 2024-09-02 11:15:00 | CLOSE_LONG | SHFE.hc2501 | Vol: 1 | Price: 3288.00 | Comm: 0.00 | PnL: -31.00\n",
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" 2024-09-03 21:00:00 | BUY | SHFE.hc2501 | Vol: 1 | Price: 3209.00 | Comm: 0.00\n",
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" 2024-09-04 10:00:00 | CLOSE_LONG | SHFE.hc2501 | Vol: 1 | Price: 3207.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2024-09-12 13:45:00 | SELL | SHFE.hc2501 | Vol: 1 | Price: 3239.00 | Comm: 0.00\n",
|
||
" 2024-09-12 14:30:00 | CLOSE_SHORT | SHFE.hc2501 | Vol: 1 | Price: 3244.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2024-09-19 09:15:00 | BUY | SHFE.hc2501 | Vol: 1 | Price: 3202.00 | Comm: 0.00\n",
|
||
" 2024-09-19 13:30:00 | CLOSE_LONG | SHFE.hc2501 | Vol: 1 | Price: 3239.00 | Comm: 0.00 | PnL: 37.00\n",
|
||
" 2024-09-27 21:15:00 | SELL | SHFE.hc2501 | Vol: 1 | Price: 3451.00 | Comm: 0.00\n",
|
||
" 2024-09-27 22:00:00 | CLOSE_SHORT | SHFE.hc2501 | Vol: 1 | Price: 3466.00 | Comm: 0.00 | PnL: -15.00\n",
|
||
" 2024-10-08 09:15:00 | SELL | SHFE.hc2501 | Vol: 1 | Price: 3764.00 | Comm: 0.00\n",
|
||
" 2024-10-08 14:30:00 | CLOSE_SHORT | SHFE.hc2501 | Vol: 1 | Price: 3604.00 | Comm: 0.00 | PnL: 160.00\n",
|
||
" 2024-10-17 10:30:00 | BUY | SHFE.hc2501 | Vol: 1 | Price: 3583.00 | Comm: 0.00\n",
|
||
" 2024-10-17 22:00:00 | CLOSE_LONG | SHFE.hc2501 | Vol: 1 | Price: 3470.00 | Comm: 0.00 | PnL: -113.00\n",
|
||
" 2024-10-23 14:45:00 | BUY | SHFE.hc2501 | Vol: 1 | Price: 3471.00 | Comm: 0.00\n",
|
||
" 2024-10-23 22:00:00 | CLOSE_LONG | SHFE.hc2501 | Vol: 1 | Price: 3473.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2024-10-24 21:45:00 | SELL | SHFE.hc2501 | Vol: 1 | Price: 3526.00 | Comm: 0.00\n",
|
||
" 2024-10-25 09:30:00 | CLOSE_SHORT | SHFE.hc2501 | Vol: 1 | Price: 3513.00 | Comm: 0.00 | PnL: 13.00\n",
|
||
" 2024-10-25 21:15:00 | SELL | SHFE.hc2501 | Vol: 1 | Price: 3565.00 | Comm: 0.00\n",
|
||
" 2024-10-25 22:15:00 | CLOSE_SHORT | SHFE.hc2501 | Vol: 1 | Price: 3590.00 | Comm: 0.00 | PnL: -25.00\n",
|
||
" 2024-11-01 22:30:00 | BUY | SHFE.hc2501 | Vol: 1 | Price: 3518.00 | Comm: 0.00\n",
|
||
" 2024-11-04 10:00:00 | CLOSE_LONG | SHFE.hc2501 | Vol: 1 | Price: 3533.00 | Comm: 0.00 | PnL: 15.00\n",
|
||
" 2024-11-06 11:15:00 | BUY | SHFE.hc2501 | Vol: 1 | Price: 3527.00 | Comm: 0.00\n",
|
||
" 2024-11-06 21:45:00 | CLOSE_LONG | SHFE.hc2501 | Vol: 1 | Price: 3542.00 | Comm: 0.00 | PnL: 15.00\n",
|
||
" 2024-11-07 21:15:00 | SELL | SHFE.hc2501 | Vol: 1 | Price: 3610.00 | Comm: 0.00\n",
|
||
" 2024-11-07 22:00:00 | CLOSE_SHORT | SHFE.hc2501 | Vol: 1 | Price: 3601.00 | Comm: 0.00 | PnL: 9.00\n",
|
||
" 2024-11-13 14:00:00 | SELL | SHFE.hc2501 | Vol: 1 | Price: 3537.00 | Comm: 0.00\n",
|
||
" 2024-11-13 21:30:00 | CLOSE_SHORT | SHFE.hc2501 | Vol: 1 | Price: 3515.00 | Comm: 0.00 | PnL: 22.00\n",
|
||
" 2024-11-18 09:15:00 | SELL | SHFE.hc2501 | Vol: 1 | Price: 3447.00 | Comm: 0.00\n",
|
||
" 2024-11-18 11:00:00 | CLOSE_SHORT | SHFE.hc2501 | Vol: 1 | Price: 3475.00 | Comm: 0.00 | PnL: -28.00\n",
|
||
" 2024-12-04 10:30:00 | BUY | SHFE.hc2501 | Vol: 1 | Price: 3502.00 | Comm: 0.00\n",
|
||
" 2024-12-04 13:30:00 | CLOSE_LONG | SHFE.hc2501 | Vol: 1 | Price: 3506.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2024-12-05 21:15:00 | BUY | SHFE.hc2501 | Vol: 1 | Price: 3458.00 | Comm: 0.00\n",
|
||
" 2024-12-05 22:15:00 | CLOSE_LONG | SHFE.hc2501 | Vol: 1 | Price: 3460.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2024-12-09 21:15:00 | SELL | SHFE.hc2505 | Vol: 1 | Price: 3565.00 | Comm: 0.00\n",
|
||
" 2024-12-09 22:30:00 | CLOSE_SHORT | SHFE.hc2505 | Vol: 1 | Price: 3563.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2024-12-12 21:15:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3522.00 | Comm: 0.00\n",
|
||
" 2024-12-12 22:15:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3523.00 | Comm: 0.00 | PnL: 1.00\n",
|
||
" 2024-12-13 09:15:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3513.00 | Comm: 0.00\n",
|
||
" 2024-12-13 14:30:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3486.00 | Comm: 0.00 | PnL: -27.00\n",
|
||
" 2024-12-18 21:15:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3439.00 | Comm: 0.00\n",
|
||
" 2024-12-18 22:00:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3438.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2024-12-26 09:30:00 | SELL | SHFE.hc2505 | Vol: 1 | Price: 3431.00 | Comm: 0.00\n",
|
||
" 2024-12-26 22:00:00 | CLOSE_SHORT | SHFE.hc2505 | Vol: 1 | Price: 3428.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2025-01-08 14:45:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3315.00 | Comm: 0.00\n",
|
||
" 2025-01-08 22:00:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3310.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2025-01-10 21:15:00 | SELL | SHFE.hc2505 | Vol: 1 | Price: 3320.00 | Comm: 0.00\n",
|
||
" 2025-01-10 21:45:00 | CLOSE_SHORT | SHFE.hc2505 | Vol: 1 | Price: 3316.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-01-21 21:15:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3444.00 | Comm: 0.00\n",
|
||
" 2025-01-21 22:00:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3439.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2025-01-24 14:30:00 | SELL | SHFE.hc2505 | Vol: 1 | Price: 3479.00 | Comm: 0.00\n",
|
||
" 2025-01-24 21:45:00 | CLOSE_SHORT | SHFE.hc2505 | Vol: 1 | Price: 3463.00 | Comm: 0.00 | PnL: 16.00\n",
|
||
" 2025-02-05 09:45:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3437.00 | Comm: 0.00\n",
|
||
" 2025-02-05 14:00:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3408.00 | Comm: 0.00 | PnL: -29.00\n",
|
||
" 2025-02-10 10:45:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3423.00 | Comm: 0.00\n",
|
||
" 2025-02-10 14:00:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3414.00 | Comm: 0.00 | PnL: -9.00\n",
|
||
" 2025-02-11 10:45:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3412.00 | Comm: 0.00\n",
|
||
" 2025-02-11 14:30:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3389.00 | Comm: 0.00 | PnL: -23.00\n",
|
||
" 2025-02-14 14:30:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3374.00 | Comm: 0.00\n",
|
||
" 2025-02-14 22:00:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3372.00 | Comm: 0.00 | PnL: -2.00\n",
|
||
" 2025-02-17 21:00:00 | SELL | SHFE.hc2505 | Vol: 1 | Price: 3404.00 | Comm: 0.00\n",
|
||
" 2025-02-17 22:00:00 | CLOSE_SHORT | SHFE.hc2505 | Vol: 1 | Price: 3411.00 | Comm: 0.00 | PnL: -7.00\n",
|
||
" 2025-02-18 13:45:00 | SELL | SHFE.hc2505 | Vol: 1 | Price: 3439.00 | Comm: 0.00\n",
|
||
" 2025-02-18 21:30:00 | CLOSE_SHORT | SHFE.hc2505 | Vol: 1 | Price: 3428.00 | Comm: 0.00 | PnL: 11.00\n",
|
||
" 2025-02-24 09:15:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3419.00 | Comm: 0.00\n",
|
||
" 2025-02-24 11:00:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3426.00 | Comm: 0.00 | PnL: 7.00\n",
|
||
" 2025-03-04 09:45:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3378.00 | Comm: 0.00\n",
|
||
" 2025-03-04 10:45:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3382.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-03-12 21:15:00 | SELL | SHFE.hc2505 | Vol: 1 | Price: 3377.00 | Comm: 0.00\n",
|
||
" 2025-03-12 22:00:00 | CLOSE_SHORT | SHFE.hc2505 | Vol: 1 | Price: 3378.00 | Comm: 0.00 | PnL: -1.00\n",
|
||
" 2025-03-19 09:15:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3346.00 | Comm: 0.00\n",
|
||
" 2025-03-19 10:00:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3350.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-03-19 21:15:00 | SELL | SHFE.hc2505 | Vol: 1 | Price: 3352.00 | Comm: 0.00\n",
|
||
" 2025-03-19 22:00:00 | CLOSE_SHORT | SHFE.hc2505 | Vol: 1 | Price: 3348.00 | Comm: 0.00 | PnL: 4.00\n",
|
||
" 2025-03-27 21:15:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3367.00 | Comm: 0.00\n",
|
||
" 2025-03-27 22:00:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3368.00 | Comm: 0.00 | PnL: 1.00\n",
|
||
" 2025-03-31 09:15:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3352.00 | Comm: 0.00\n",
|
||
" 2025-03-31 10:30:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3349.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2025-03-31 21:15:00 | BUY | SHFE.hc2505 | Vol: 1 | Price: 3336.00 | Comm: 0.00\n",
|
||
" 2025-03-31 22:15:00 | CLOSE_LONG | SHFE.hc2505 | Vol: 1 | Price: 3332.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2025-04-03 09:45:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3385.00 | Comm: 0.00\n",
|
||
" 2025-04-03 14:30:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3357.00 | Comm: 0.00 | PnL: 28.00\n",
|
||
" 2025-04-07 09:15:00 | BUY | SHFE.hc2510 | Vol: 1 | Price: 3258.00 | Comm: 0.00\n",
|
||
" 2025-04-07 22:00:00 | CLOSE_LONG | SHFE.hc2510 | Vol: 1 | Price: 3272.00 | Comm: 0.00 | PnL: 14.00\n",
|
||
" 2025-04-09 09:15:00 | BUY | SHFE.hc2510 | Vol: 1 | Price: 3165.00 | Comm: 0.00\n",
|
||
" 2025-04-09 13:30:00 | CLOSE_LONG | SHFE.hc2510 | Vol: 1 | Price: 3202.00 | Comm: 0.00 | PnL: 37.00\n",
|
||
" 2025-04-10 09:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3247.00 | Comm: 0.00\n",
|
||
" 2025-04-10 10:00:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3271.00 | Comm: 0.00 | PnL: -24.00\n",
|
||
" 2025-04-16 21:15:00 | BUY | SHFE.hc2510 | Vol: 1 | Price: 3191.00 | Comm: 0.00\n",
|
||
" 2025-04-16 22:30:00 | CLOSE_LONG | SHFE.hc2510 | Vol: 1 | Price: 3208.00 | Comm: 0.00 | PnL: 17.00\n",
|
||
" 2025-04-21 09:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3208.00 | Comm: 0.00\n",
|
||
" 2025-04-21 10:30:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3206.00 | Comm: 0.00 | PnL: 2.00\n",
|
||
" 2025-04-23 13:45:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3226.00 | Comm: 0.00\n",
|
||
" 2025-04-23 21:45:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3232.00 | Comm: 0.00 | PnL: -6.00\n",
|
||
" 2025-05-06 09:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3223.00 | Comm: 0.00\n",
|
||
" 2025-05-06 11:15:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3199.00 | Comm: 0.00 | PnL: 24.00\n",
|
||
" 2025-05-06 21:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3229.00 | Comm: 0.00\n",
|
||
" 2025-05-06 22:15:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3233.00 | Comm: 0.00 | PnL: -4.00\n",
|
||
" 2025-05-07 09:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3253.00 | Comm: 0.00\n",
|
||
" 2025-05-07 14:00:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3209.00 | Comm: 0.00 | PnL: 44.00\n",
|
||
" 2025-05-22 10:45:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3219.00 | Comm: 0.00\n",
|
||
" 2025-05-22 11:15:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3219.00 | Comm: 0.00 | PnL: 0.00\n",
|
||
" 2025-05-23 13:30:00 | BUY | SHFE.hc2510 | Vol: 1 | Price: 3198.00 | Comm: 0.00\n",
|
||
" 2025-05-23 22:15:00 | CLOSE_LONG | SHFE.hc2510 | Vol: 1 | Price: 3179.00 | Comm: 0.00 | PnL: -19.00\n",
|
||
" 2025-06-03 09:15:00 | BUY | SHFE.hc2510 | Vol: 1 | Price: 3035.00 | Comm: 0.00\n",
|
||
" 2025-06-03 14:00:00 | CLOSE_LONG | SHFE.hc2510 | Vol: 1 | Price: 3055.00 | Comm: 0.00 | PnL: 20.00\n",
|
||
" 2025-06-11 14:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3123.00 | Comm: 0.00\n",
|
||
" 2025-06-11 22:00:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3097.00 | Comm: 0.00 | PnL: 26.00\n",
|
||
" 2025-06-12 21:15:00 | BUY | SHFE.hc2510 | Vol: 1 | Price: 3066.00 | Comm: 0.00\n",
|
||
" 2025-06-12 22:45:00 | CLOSE_LONG | SHFE.hc2510 | Vol: 1 | Price: 3061.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2025-06-18 21:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3117.00 | Comm: 0.00\n",
|
||
" 2025-06-18 22:15:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3104.00 | Comm: 0.00 | PnL: 13.00\n",
|
||
" 2025-06-24 21:15:00 | BUY | SHFE.hc2510 | Vol: 1 | Price: 3085.00 | Comm: 0.00\n",
|
||
" 2025-06-24 22:15:00 | CLOSE_LONG | SHFE.hc2510 | Vol: 1 | Price: 3091.00 | Comm: 0.00 | PnL: 6.00\n",
|
||
" 2025-06-27 09:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3132.00 | Comm: 0.00\n",
|
||
" 2025-06-27 10:00:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3123.00 | Comm: 0.00 | PnL: 9.00\n",
|
||
" 2025-06-27 21:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3136.00 | Comm: 0.00\n",
|
||
" 2025-06-27 22:00:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3146.00 | Comm: 0.00 | PnL: -10.00\n",
|
||
" 2025-07-02 13:45:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3178.00 | Comm: 0.00\n",
|
||
" 2025-07-02 21:45:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3186.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-07-08 21:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3199.00 | Comm: 0.00\n",
|
||
" 2025-07-08 22:00:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3202.00 | Comm: 0.00 | PnL: -3.00\n",
|
||
" 2025-07-09 21:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3216.00 | Comm: 0.00\n",
|
||
" 2025-07-09 22:45:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3221.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2025-07-10 21:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3272.00 | Comm: 0.00\n",
|
||
" 2025-07-10 22:15:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3269.00 | Comm: 0.00 | PnL: 3.00\n",
|
||
" 2025-07-15 13:45:00 | BUY | SHFE.hc2510 | Vol: 1 | Price: 3251.00 | Comm: 0.00\n",
|
||
" 2025-07-15 14:30:00 | CLOSE_LONG | SHFE.hc2510 | Vol: 1 | Price: 3257.00 | Comm: 0.00 | PnL: 6.00\n",
|
||
" 2025-07-16 21:30:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3272.00 | Comm: 0.00\n",
|
||
" 2025-07-17 09:45:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3277.00 | Comm: 0.00 | PnL: -5.00\n",
|
||
" 2025-07-17 21:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3324.00 | Comm: 0.00\n",
|
||
" 2025-07-17 22:45:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3332.00 | Comm: 0.00 | PnL: -8.00\n",
|
||
" 2025-07-18 21:15:00 | SELL | SHFE.hc2510 | Vol: 1 | Price: 3351.00 | Comm: 0.00\n",
|
||
" 2025-07-18 22:45:00 | CLOSE_SHORT | SHFE.hc2510 | Vol: 1 | Price: 3369.00 | Comm: 0.00 | PnL: -18.00\n",
|
||
"正在计算绩效指标...\n",
|
||
"total_return: 0.0025599999999998957, annualized_return:0.001119194673439905, 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 : 100256.00\n",
|
||
"总收益率 : 0.26%\n",
|
||
"年化收益率 : 0.11%\n",
|
||
"最大回撤 : 0.19%\n",
|
||
"夏普比率 : 0.18\n",
|
||
"卡玛比率 : 0.60\n",
|
||
"总交易次数 : 202\n",
|
||
"总实现盈亏 : 256.00\n",
|
||
"交易成本 : 0.00\n",
|
||
"\n",
|
||
"--- 交易详情 ---\n",
|
||
"盈利交易次数 : 56\n",
|
||
"亏损交易次数 : 42\n",
|
||
"胜率 : 57.14%\n",
|
||
"盈亏比 : 1.04\n",
|
||
"平均每次盈利 : 16.52\n",
|
||
"平均每次亏损 : -15.93\n",
|
||
"正在绘制绩效图表...\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x1000 with 2 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1400x700 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"图表绘制完成。\n",
|
||
"{'初始资金': 100000.0, '最终资金': np.float64(100256.0), '总收益率': np.float64(0.0025599999999998957), '年化收益率': np.float64(0.001119194673439905), '最大回撤': np.float64(0.001864704239958518), '夏普比率': np.float64(0.18363931761113766), '卡玛比率': np.float64(0.6001995648729809), '总交易次数': 202, '交易成本': 0.0, '总实现盈亏': 256.0, '胜率': 0.5714285714285714, '盈亏比': 1.0369955156950672, '盈利交易次数': 56, '亏损交易次数': 42, '平均每次盈利': 16.517857142857142, '平均每次亏损': -15.928571428571429, 'initial_capital': 100000.0, 'final_capital': np.float64(100256.0), 'total_return': np.float64(0.0025599999999998957), 'annualized_return': np.float64(0.001119194673439905), 'max_drawdown': np.float64(0.001864704239958518), 'sharpe_ratio': np.float64(0.18363931761113766), 'calmar_ratio': np.float64(0.6001995648729809), 'sortino_ratio': np.float64(0.08513212504758963), 'total_trades': 202, 'transaction_costs': 0.0, 'total_realized_pnl': 256.0, 'win_rate': 0.5714285714285714, 'profit_loss_ratio': 1.0369955156950672, 'winning_trades_count': 56, 'losing_trades_count': 42, 'avg_profit_per_trade': 16.517857142857142, 'avg_loss_per_trade': -15.928571428571429}\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": 32
|
||
}
|
||
],
|
||
"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
|
||
}
|