{ "cells": [ { "cell_type": "code", "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { "end_time": "2025-09-22T08:43:09.591953Z", "start_time": "2025-09-22T08:43:09.395755Z" } }, "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import talib as ta # Make sure TA-Lib is installed: pip install TA-Lib\n", "import statsmodels.api as sm\n", "\n", "import warnings\n", "\n", "# 忽略所有警告\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "# --- 0. Configure your file path ---\n", "# Please replace 'your_futures_data.csv' with the actual path to your CSV file\n", "file_path = '/mnt/d/PyProject/NewQuant/data/data/KQ_m@CZCE_SA/KQ_m@CZCE_SA_min15.csv'\n", "\n", "sns.set(style='whitegrid')\n", "plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签\n", "plt.rcParams['axes.unicode_minus'] = False # 用来正常显示负号" ], "outputs": [], "execution_count": 1 }, { "metadata": { "ExecuteTime": { "end_time": "2025-09-22T08:43:09.779342Z", "start_time": "2025-09-22T08:43:09.701965Z" } }, "cell_type": "code", "source": [ "\n", "# --- 1. Data Loading and Preprocessing ---\n", "def load_and_preprocess_data(file_path):\n", " \"\"\"\n", " Loads historical futures data and performs basic preprocessing.\n", " Assumes data contains 'datetime', 'open', 'high', 'low', 'close', 'volume' columns.\n", " \"\"\"\n", " try:\n", " df = pd.read_csv(file_path, parse_dates=['datetime'], index_col='datetime')\n", " # Ensure data is sorted by time\n", " df = df.sort_index()\n", " # Check and handle missing values\n", " initial_rows = len(df)\n", " df.dropna(inplace=True)\n", " if len(df) < initial_rows:\n", " print(f\"Warning: Missing values found in data, deleted {initial_rows - len(df)} rows.\")\n", "\n", " # Check if necessary columns exist\n", " required_columns = ['open', 'high', 'low', 'close', 'volume']\n", " if not all(col in df.columns for col in required_columns):\n", " raise ValueError(f\"CSV file is missing required columns. Please ensure it contains: {required_columns}\")\n", "\n", " print(f\"Successfully loaded {len(df)} rows of data.\")\n", " print(\"First 5 rows of data:\")\n", " print(df.head())\n", " return df\n", " except FileNotFoundError:\n", " print(f\"Error: File '{file_path}' not found. Please check the path.\")\n", " return None\n", " except Exception as e:\n", " print(f\"Error during data loading or preprocessing: {e}\")\n", " return None\n", "\n", "\n", "df_raw = load_and_preprocess_data(file_path)\n", "# df_raw = df_raw[df_raw.index <= '2024-01-01']" ], "id": "548c68daa68af8c1", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Successfully loaded 25662 rows of data.\n", "First 5 rows of data:\n", " open high low close volume open_oi \\\n", "datetime \n", "2020-12-31 14:45:00 1607.0 1611.0 1603.0 1611.0 19480.0 148833.0 \n", "2021-01-04 09:00:00 1610.0 1636.0 1601.0 1620.0 55486.0 146448.0 \n", "2021-01-04 09:15:00 1620.0 1620.0 1601.0 1604.0 30314.0 153373.0 \n", "2021-01-04 09:30:00 1604.0 1606.0 1590.0 1595.0 30803.0 157091.0 \n", "2021-01-04 09:45:00 1595.0 1601.0 1594.0 1600.0 10031.0 158730.0 \n", "\n", " close_oi underlying_symbol \n", "datetime \n", "2020-12-31 14:45:00 146448.0 CZCE.SA105 \n", "2021-01-04 09:00:00 153373.0 CZCE.SA105 \n", "2021-01-04 09:15:00 157091.0 CZCE.SA105 \n", "2021-01-04 09:30:00 158730.0 CZCE.SA105 \n", "2021-01-04 09:45:00 160031.0 CZCE.SA105 \n" ] } ], "execution_count": 2 }, { "metadata": { "ExecuteTime": { "end_time": "2025-09-22T08:43:10.130550Z", "start_time": "2025-09-22T08:43:09.791034Z" } }, "cell_type": "code", "source": [ "import pandas as pd\n", "import numpy as np\n", "import talib\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "# ================= 1. 构造未来 5 根收益率 label =================\n", "df = df_raw.copy()\n", "df['ret5'] = df['close'].shift(-5) / df['close'] - 1\n", "df = df.dropna(subset=['ret5'])\n", "\n", "# ================= 2. 构造 RSI 2‒24 特征 =================\n", "for i in range(2, 25):\n", " df[f'rsi{i}'] = talib.RSI(df['close'], timeperiod=i)\n", "\n", "df = df.dropna() # 去掉 RSI 产生的 NaN\n", "\n", "# ================= 3. 划分训练 / 验证 =================\n", "train = df[df.index < '2024-01-01']\n", "valid = df[df.index >= '2024-01-01']\n", "\n", "X_train = train[[c for c in df.columns if c.startswith('rsi')]]\n", "y_train = train['ret5']\n", "X_valid = valid[[c for c in df.columns if c.startswith('rsi')]]\n", "y_valid = valid['ret5']\n", "\n", "# ================= 4. 标准化 → PCA → 线性回归 =================\n", "scaler = StandardScaler()\n", "pca = PCA(n_components=0.95) # 保留 95% 方差\n", "lr = LinearRegression()\n", "\n", "# 管道:fit 只在训练集\n", "X_train_std = scaler.fit_transform(X_train)\n", "X_train_pca = pca.fit_transform(X_train_std)\n", "lr.fit(X_train_pca, y_train)\n", "\n", "# 验证集变换\n", "X_valid_std = scaler.transform(X_valid)\n", "X_valid_pca = pca.transform(X_valid_std)\n", "pred = lr.predict(X_valid_pca)\n", "\n", "# ================= 5. 评估:极端值效果 =================\n", "valid = valid.copy()\n", "valid['pred'] = pred\n", "sigma = pred.std()\n", "valid['z'] = valid['pred'] / sigma\n", "\n", "# ================= 期货双向版本(固定 1 手) =================\n", "# 参数\n", "COST = 0.0000 # 2 bp 双边手续费\n", "SLIP = 1 # 1 tick = 5 元(螺纹)\n", "PT_VAL = 10 # 1 点价值 10 元\n", "ATR_KP = talib.ATR(valid['high'], valid['low'], valid['close'], 20)\n", "\n", "# 信号\n", "valid['sig'] = 0\n", "long_mask = valid['z'] > -2.0\n", "short_mask = valid['z'] < 2.0\n", "valid.loc[long_mask, 'sig'] = 1\n", "valid.loc[short_mask, 'sig'] = -1\n", "valid['pos'] = valid['sig'].replace(0, method='ffill').fillna(0)\n", "\n", "# 逐根收益:价格变化 + 滑点 & 手续费\n", "valid['chg'] = valid['close'].diff()\n", "valid['turn'] = np.abs(valid['pos'].diff()) # 换手\n", "valid['ret_hand'] = (\n", " valid['pos'] * valid['chg']\n", ") * PT_VAL # 折合 1 手价值\n", "\n", "# 夏普(按日汇总,15 min × 96 ≈ 1 日)\n", "daily_ret = valid['ret_hand'].resample('D').sum()\n", "sharpe = daily_ret.mean() / daily_ret.std() * np.sqrt(252)\n", "\n", "# 统计\n", "def stats(mask, name):\n", " if mask.sum() == 0:\n", " return\n", " trades = valid.loc[mask, 'ret_hand']\n", " print(f'{name} 信号数: {mask.sum()}')\n", " print(f'命中率 (>0): {(trades > 0).mean():.2%}')\n", " print(f'平均单手收益: {trades.mean():.2f} 元')\n", " print(f'盈亏比: {trades[trades>0].mean()/-trades[trades<0].mean():.2f}')\n", " print()\n", "\n", "print('=== 扣成本+滑点后的单手表现 ===')\n", "stats(long_mask, '极端多头(1手)')\n", "stats(short_mask, '极端空头(1手)')\n", "print(f'整体日夏普: {sharpe:.2f}')\n", "print(f'最大回撤: {valid[\"ret_hand\"].cumsum().cummax().sub(valid[\"ret_hand\"].cumsum()).max():.0f} 元')\n", "\n", "# 累计收益图\n", "valid['cum'] = valid['ret_hand'].cumsum()\n", "valid['cum'].plot(figsize=(12, 3), title='RSI-PCA 极端信号 单手累计盈亏(期货双向)')\n", "plt.ylabel('元')\n", "plt.show()\n", "# ================= 6. 可视化:预测 vs 真实 =================\n", "plt.figure(figsize=(12, 4))\n", "plt.scatter(valid['pred'], valid['ret5'], alpha=0.3, s=10)\n", "plt.axvline(-2 * sigma, color='g', linestyle='--', label='-2σ')\n", "plt.axvline(2 * sigma, color='r', linestyle='--', label='+2σ')\n", "plt.xlabel('预测 ret5')\n", "plt.ylabel('真实 ret5')\n", "plt.title('PCA-LR 预测 vs 真实收益(验证集)')\n", "plt.legend()\n", "plt.show()\n" ], "id": "3c70d0726c8e024", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== 扣成本+滑点后的单手表现 ===\n", "极端多头(1手) 信号数: 9095\n", "命中率 (>0): 49.11%\n", "平均单手收益: 8.68 元\n", "盈亏比: 1.23\n", "\n", "极端空头(1手) 信号数: 7838\n", "命中率 (>0): 47.86%\n", "平均单手收益: 5.49 元\n", "盈亏比: 1.15\n", "\n", "整体日夏普: 7.62\n", "最大回撤: 970 元\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 3 }, { "metadata": { "ExecuteTime": { "end_time": "2025-09-22T08:43:10.408026Z", "start_time": "2025-09-22T08:43:10.163442Z" } }, "cell_type": "code", "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.decomposition import PCA\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "# --- 1. 数据准备与特征工程 ---\n", "\n", "def calculate_rsi_features(df, periods=range(2, 25)):\n", " \"\"\"计算一系列RSI作为特征\"\"\"\n", " df_features = pd.DataFrame(index=df.index)\n", " for period in periods:\n", " delta = df['close'].diff()\n", " gain = (delta.where(delta > 0, 0)).rolling(window=period).mean()\n", " loss = (-delta.where(delta < 0, 0)).rolling(window=period).mean()\n", " rs = gain / loss\n", " df_features[f'rsi_{period}'] = 100 - (100 / (1 + rs))\n", " return df_features\n", " # df_features = pd.DataFrame(index=df.index)\n", " # for period in periods:\n", " # df_features[f'rsi_{period}'] = talib.RSI(df['close'], timeperiod=period)\n", " # return df_features\n", "\n", "def calculate_future_returns_label(df, n_periods=5):\n", " \"\"\"计算未来N期收益率作为标签\"\"\"\n", " return df['close'].shift(-n_periods) / df['close'] - 1\n", "\n", "\n", "print(\"\\n步骤1: 构建特征 (RSI 2-24) 和标签 (未来5周期收益率)...\")\n", "X_features = calculate_rsi_features(df_raw)\n", "y_label = calculate_future_returns_label(df_raw, n_periods=5)\n", "\n", "# 合并并清理数据\n", "full_data = pd.concat([X_features, y_label], axis=1)\n", "full_data.columns = [*X_features.columns, 'future_return']\n", "full_data.dropna(inplace=True)\n", "\n", "print(f\"数据构建完成,清理后剩余 {len(full_data)} 条记录。\")\n", "\n", "\n", "# --- 2. 训练集 / 测试集 分割 ---\n", "print(\"\\n步骤2: 按时间分割训练集 (< 2024年) 和测试集 (>= 2024年)...\")\n", "train_df = full_data[full_data.index.year < 2024]\n", "test_df = full_data[full_data.index.year >= 2024]\n", "\n", "if len(train_df) == 0 or len(test_df) == 0:\n", " print(\"错误: 数据不足以进行训练和测试分割。请确保您的数据包含2024年前后的数据。\")\n", " exit()\n", "\n", "X_train, y_train = train_df.iloc[:, :-1], train_df.iloc[:, -1]\n", "X_test, y_test = test_df.iloc[:, :-1], test_df.iloc[:, -1]\n", "print(f\"训练集大小: {len(X_train)} | 测试集大小: {len(X_test)}\")\n", "\n", "\n", "# --- 3. 模型训练 (在训练集上) ---\n", "print(\"\\n步骤3: 在训练集上训练PCA线性回归模型...\")\n", "\n", "# 数据中心化\n", "# train_means = X_train.mean()\n", "# X_train_centered = X_train - train_means\n", "scaler = StandardScaler()\n", "X_train_centered = scaler.fit_transform(X_train)\n", "\n", "# PCA降维\n", "N_COMPONENTS = 5 # 这是一个超参数,可以调整\n", "pca = PCA(n_components=N_COMPONENTS, random_state=42)\n", "X_train_pca = pca.fit_transform(X_train_centered)\n", "\n", "# 线性回归\n", "model = LinearRegression()\n", "model.fit(X_train_pca, y_train)\n", "\n", "# 对训练集本身进行预测,以找到阈值\n", "train_predictions = model.predict(X_train_pca)\n", "\n", "# 找到极端值阈值\n", "long_threshold = np.quantile(train_predictions, 0.99)\n", "short_threshold = np.quantile(train_predictions, 0.01)\n", "\n", "print(f\"模型训练完成。PCA保留 {N_COMPONENTS} 个主成分。\")\n", "print(f\"根据训练集预测,极端值阈值确定为:\")\n", "print(f\" - 做多阈值 (99%分位): {long_threshold:.6f}\")\n", "print(f\" - 做空阈值 (1%分位): {short_threshold:.6f}\")\n", "\n", "\n", "# --- 4. 样本外预测与分析 ---\n", "print(\"\\n步骤4: 在测试集上进行样本外预测与分析...\")\n", "\n", "# 使用训练集的均值来中心化测试集 (防止未来数据泄露)\n", "# X_test_centered = X_test - train_means\n", "X_test_centered = scaler.transform(X_test)\n", "\n", "# 使用训练集训练好的PCA模型来转换测试集\n", "X_test_pca = pca.transform(X_test_centered)\n", "\n", "# 使用训练集训练好的线性模型进行预测\n", "test_predictions = model.predict(X_test_pca)\n", "\n", "# 将预测结果合并到测试数据中\n", "results = test_df.copy()\n", "results['prediction'] = test_predictions\n", "\n", "# 根据阈值生成交易信号 (-1: 做空, 1: 做多, 0: 无操作)\n", "results['signal'] = 0\n", "results.loc[results['prediction'] > long_threshold, 'signal'] = 1\n", "results.loc[results['prediction'] < short_threshold, 'signal'] = -1\n", "\n", "\n", "# --- 5. 结果分析与可视化 ---\n", "print(\"\\n步骤5: 分析策略在测试集上的表现...\")\n", "\n", "# 核心分析: 检查极端信号的预测能力\n", "signal_groups = results.groupby('signal')['future_return']\n", "signal_performance = signal_groups.agg(['mean', 'std', 'count'])\n", "signal_performance['sharpe_ratio'] = (signal_performance['mean'] / signal_performance['std']) * np.sqrt(252 * 96) # 年化夏普率 (粗略估计)\n", "\n", "print(\"\\n--- 核心分析:不同信号下的未来平均收益 ---\")\n", "print(signal_performance)\n", "\n", "# 可视化核心分析\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "signal_performance['mean'].plot(kind='bar', ax=ax, color=['red', 'gray', 'green'])\n", "ax.set_title('Out-of-Sample: Average Future Return per Signal', fontsize=16)\n", "ax.set_ylabel('Average Return over next 5 periods (1.25 hours)')\n", "ax.set_xlabel('Signal Generated by Model')\n", "ax.set_xticklabels(['Short (-1)', 'No Signal (0)', 'Long (1)'], rotation=0)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# 可视化预测值与真实值的关系 (散点图)\n", "plt.figure(figsize=(12, 8))\n", "# 只绘制一部分点以避免过于密集\n", "sample_results = results.sample(min(len(results), 5000))\n", "sns.scatterplot(x='prediction', y='future_return', data=sample_results, hue='signal', palette={-1:'red', 0:'gray', 1:'green'}, alpha=0.6)\n", "plt.axvline(long_threshold, color='green', linestyle='--', label='Long Threshold')\n", "plt.axvline(short_threshold, color='red', linestyle='--', label='Short Threshold')\n", "plt.title('Out-of-Sample: Predictions vs. Actual Future Returns', fontsize=16)\n", "plt.xlabel('Model Prediction (Signal Strength)')\n", "plt.ylabel('Actual Future Return')\n", "plt.legend()\n", "plt.show()" ], "id": "2f4c19c01fa250fe", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "步骤1: 构建特征 (RSI 2-24) 和标签 (未来5周期收益率)...\n", "数据构建完成,清理后剩余 25448 条记录。\n", "\n", "步骤2: 按时间分割训练集 (< 2024年) 和测试集 (>= 2024年)...\n", "训练集大小: 16423 | 测试集大小: 9025\n", "\n", "步骤3: 在训练集上训练PCA线性回归模型...\n", "模型训练完成。PCA保留 5 个主成分。\n", "根据训练集预测,极端值阈值确定为:\n", " - 做多阈值 (99%分位): 0.001107\n", " - 做空阈值 (1%分位): -0.000767\n", "\n", "步骤4: 在测试集上进行样本外预测与分析...\n", "\n", "步骤5: 分析策略在测试集上的表现...\n", "\n", "--- 核心分析:不同信号下的未来平均收益 ---\n", " mean std count sharpe_ratio\n", "signal \n", "-1 -0.001367 0.007883 102 -26.976471\n", " 0 -0.000165 0.010078 8852 -2.549084\n", " 1 0.001000 0.007690 71 20.216590\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 4 }, { "metadata": { "ExecuteTime": { "end_time": "2025-09-22T08:43:10.725801Z", "start_time": "2025-09-22T08:43:10.454896Z" } }, "cell_type": "code", "source": [ "# ==============================================================================\n", "# 强烈建议:在您的Jupyter Notebook的第一个代码单元格中运行此魔法命令\n", "# %matplotlib inline\n", "# ==============================================================================\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import talib\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA\n", "from sklearn.linear_model import LinearRegression\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# --- 1. 特征与标签工程 ---\n", "\n", "def build_features_and_label(df_raw, rsi_method='talib', rsi_periods=range(2, 25), future_n=5):\n", " \"\"\"\n", " 在给定的DataFrame上构建特征和标签。\n", " \"\"\"\n", " df = df_raw.copy()\n", "\n", " feature_names = [f'rsi_{i}' for i in rsi_periods]\n", "\n", " if rsi_method == 'talib':\n", " # print(\"正在使用 'talib' (EMA) 方法计算RSI特征...\")\n", " for i in rsi_periods:\n", " df[f'rsi_{i}'] = talib.RSI(df['close'], timeperiod=i)\n", " elif rsi_method == 'manual':\n", " # print(\"正在使用 'manual' (SMA) 方法计算RSI特征...\")\n", " delta = df['close'].diff()\n", " gain = delta.where(delta > 0, 0)\n", " loss = -delta.where(delta < 0, 0)\n", " for i in rsi_periods:\n", " avg_gain = gain.rolling(window=i).mean()\n", " avg_loss = loss.rolling(window=i).mean()\n", " rs = avg_gain / avg_loss\n", " df[f'rsi_{i}'] = 100 - (100 / (1 + rs))\n", " else:\n", " raise ValueError(f\"未知的 rsi_method: '{rsi_method}'. 请选择 'talib' 或 'manual'.\")\n", "\n", " df['future_return'] = df['close'].shift(-future_n) / df['close'] - 1\n", " df['forward_return_1p'] = df['close'].shift(-1) / df['close'] - 1\n", "\n", " df.dropna(inplace=True)\n", "\n", " return df, feature_names\n", "\n", "# --- 2. 模型训练与策略诊断 --- (不再需要分割函数)\n", "\n", "def train_model_and_diagnose(train_df, features, label, n_components=0.95):\n", " \"\"\"\n", " 在纯净的训练集上训练模型,并返回所有需要的组件。\n", " \"\"\"\n", " X_train = train_df[features]\n", " y_train = train_df[label]\n", "\n", " if len(X_train) < 100:\n", " raise ValueError(f\"训练样本不足100条,仅剩 {len(X_train)} 条!\")\n", "\n", " scaler = StandardScaler()\n", " pca = PCA(n_components=n_components, random_state=42)\n", " model = LinearRegression()\n", "\n", " X_train_scaled = scaler.fit_transform(X_train)\n", " X_train_pca = pca.fit_transform(X_train_scaled)\n", " model.fit(X_train_pca, y_train)\n", "\n", " train_predictions = model.predict(X_train_pca)\n", " correlation = np.corrcoef(train_predictions, y_train)[0, 1]\n", "\n", " print(\"\\n--- 策略性质诊断 (基于训练集) ---\")\n", " print(f\"训练样本数: {len(X_train)}\")\n", " print(f\"模型预测与未来收益的相关系数: {correlation:.4f}\")\n", "\n", " if correlation > 0.01:\n", " strategy_type = 'momentum'\n", " print(\"诊断结果: 呈正相关 -> 这是一个'趋势跟随'策略。\")\n", " elif correlation < -0.01:\n", " strategy_type = 'reversion'\n", " print(\"诊断结果: 呈负相关 -> 这是一个'均值回归'策略。\")\n", " else:\n", " strategy_type = 'none'\n", " print(\"诊断结果: 相关性不显著,策略可能无效。\")\n", "\n", " thresholds = {\n", " 'quantile': {'high': np.quantile(train_predictions, 0.99), 'low': np.quantile(train_predictions, 0.01)},\n", " 'sigma': {'high': train_predictions.mean() + 2 * train_predictions.std(), 'low': train_predictions.mean() - 2 * train_predictions.std()}\n", " }\n", "\n", " print(\"\\n模型训练完成。交易阈值已确定:\")\n", " print(f\" - 分位数阈值 (99%/1%): {thresholds['quantile']['high']:.6f} / {thresholds['quantile']['low']:.6f}\")\n", " print(f\" - Sigma阈值 (±2σ): {thresholds['sigma']['high']:.6f} / {thresholds['sigma']['low']:.6f}\")\n", "\n", " return scaler, pca, model, strategy_type, thresholds\n", "\n", "# --- 3. 样本外回测计算 ---\n", "\n", "def run_backtest_for_threshold(test_df, features, pipeline, strategy_info, threshold_type):\n", " \"\"\"为指定的阈值类型运行回测\"\"\"\n", " scaler, pca, model = pipeline\n", " strategy_type, thresholds = strategy_info\n", "\n", " if strategy_type == 'none': return None\n", "\n", " high_thresh = thresholds[threshold_type]['high']\n", " low_thresh = thresholds[threshold_type]['low']\n", "\n", " X_test = test_df[features]\n", " X_test_scaled = scaler.transform(X_test)\n", " X_test_pca = pca.transform(X_test_scaled)\n", " test_predictions = model.predict(X_test_pca)\n", "\n", " results = test_df.copy()\n", " results['prediction'] = test_predictions\n", " results['signal'] = 0\n", "\n", " if strategy_type == 'momentum':\n", " results.loc[results['prediction'] > high_thresh, 'signal'] = 1\n", " results.loc[results['prediction'] < low_thresh, 'signal'] = -1\n", " elif strategy_type == 'reversion':\n", " results.loc[results['prediction'] > high_thresh, 'signal'] = -1\n", " results.loc[results['prediction'] < low_thresh, 'signal'] = 1\n", "\n", " results['position'] = results['signal'].shift(1).fillna(0)\n", " results['strategy_return'] = results['position'] * results['forward_return_1p']\n", " results[f'pnl_{threshold_type}'] = results['strategy_return'].cumsum()\n", "\n", " return results\n", "\n", "# --- 4. 结果可视化与交易明细打印 ---\n", "\n", "def print_trade_details(results_df, top_n=10):\n", " \"\"\"提取并打印交易明细\"\"\"\n", " trades = results_df[results_df['position'] != results_df['position'].shift(1)].copy()\n", " trades = trades[trades['position'] != 0]\n", "\n", " if len(trades) == 0:\n", " print(\"在测试期间没有发生任何交易。\")\n", " return\n", "\n", " print(f\"\\n--- 前 {top_n} 笔交易明细 ---\")\n", " trade_list = []\n", " for i in range(len(trades)):\n", " entry_trade = trades.iloc[i]\n", " entry_time = entry_trade.name\n", " entry_price = entry_trade['open']\n", " direction = 'Long' if entry_trade['position'] > 0 else 'Short'\n", "\n", " exit_time_index = results_df.index.get_loc(entry_time) + 5\n", " if exit_time_index < len(results_df):\n", " exit_time = results_df.index[exit_time_index]\n", " exit_price = results_df.iloc[exit_time_index]['open']\n", " pnl = (exit_price - entry_price) * entry_trade['position']\n", " else:\n", " exit_time, exit_price, pnl = 'N/A', np.nan, np.nan\n", "\n", " trade_list.append({\n", " 'EntryTime': entry_time, 'Direction': direction, 'EntryPrice': entry_price,\n", " 'ExitTime': exit_time, 'ExitPrice': exit_price, 'PNL_Points': pnl\n", " })\n", "\n", " trade_details_df = pd.DataFrame(trade_list)\n", " print(trade_details_df.head(top_n).to_string())\n", "\n", "\n", "def plot_results(results_df, threshold_type, label):\n", " if results_df is None: return\n", "\n", " print(f\"\\n--- 核心分析 ({threshold_type} 阈值) ---\")\n", " signal_groups = results_df.groupby('signal')[label]\n", " signal_performance = signal_groups.agg(['mean', 'std', 'count'])\n", " print(signal_performance)\n", "\n", " fig, ax = plt.subplots(figsize=(10, 6))\n", " signal_performance['mean'].plot(kind='bar', ax=ax, color=['red', 'gray', 'green'])\n", " ax.set_title(f'Out-of-Sample: Average Future Return per Signal ({threshold_type} Threshold)', fontsize=16)\n", " plt.show()\n", "\n", "# ==============================================================================\n", "# --- 主流程 ---\n", "# ==============================================================================\n", "\n", "# !!! 1. 配置参数 !!!\n", "RSI_METHOD = 'talib' # 可选: 'talib' 或 'manual'\n", "SPLIT_DATE = '2024-01-01'\n", "\n", "try:\n", " df_raw = pd.read_csv(file_path, index_col=0, parse_dates=True).sort_index()\n", "except FileNotFoundError:\n", " print(f\"错误: 文件 '{file_path}' 未找到。\")\n", " exit()\n", "\n", "# --- MODIFICATION START: 先分割,再计算 ---\n", "# 2. 首先按时间分割原始数据\n", "train_raw = df_raw[df_raw.index < SPLIT_DATE]\n", "test_raw = df_raw[df_raw.index >= SPLIT_DATE]\n", "print(f\"原始数据分割完成: 训练集 {len(train_raw)} 条 | 测试集 {len(test_raw)} 条\")\n", "\n", "# 3. 分别在“纯净”的数据集上构建特征和标签\n", "print(\"\\n--- 正在处理训练集 ---\")\n", "train_set, train_features = build_features_and_label(train_raw, rsi_method=RSI_METHOD)\n", "print(\"\\n--- 正在处理测试集 ---\")\n", "test_set, test_features = build_features_and_label(test_raw, rsi_method=RSI_METHOD)\n", "# --- MODIFICATION END ---\n", "\n", "# 4. 在纯净的训练集上训练模型并诊断\n", "scaler, pca, model, strategy_type, thresholds = train_model_and_diagnose(\n", " train_set, train_features, 'future_return'\n", ")\n", "\n", "# 5. 在纯净的测试集上运行两种回测\n", "pipeline = (scaler, pca, model)\n", "strategy_info = (strategy_type, thresholds)\n", "results_quantile = run_backtest_for_threshold(test_set, test_features, pipeline, strategy_info, 'quantile')\n", "results_sigma = run_backtest_for_threshold(test_set, test_features, pipeline, strategy_info, 'sigma')\n", "\n", "# 6. 可视化与打印交易明细\n", "print(\"\\n\" + \"=\"*50)\n", "print(\" 评估结果: 1%/99% 分位数阈值\")\n", "print(\"=\"*50)\n", "plot_results(results_quantile, 'Quantile', 'future_return')\n", "print_trade_details(results_quantile)\n", "\n", "print(\"\\n\" + \"=\"*50)\n", "print(\" 评估结果: ±2 Sigma 阈值\")\n", "print(\"=\"*50)\n", "plot_results(results_sigma, 'Sigma', 'future_return')\n", "print_trade_details(results_sigma)\n", "\n", "# 7. PNL曲线对比图\n", "print(\"\\n\" + \"=\"*50)\n", "print(\" PNL 曲线对比\")\n", "print(\"=\"*50)\n", "if results_quantile is not None and results_sigma is not None:\n", " plt.figure(figsize=(15, 7))\n", " results_quantile['pnl_quantile'].plot(label='PNL Curve (Quantile Threshold)')\n", " results_sigma['pnl_sigma'].plot(label='PNL Curve (Sigma Threshold)', linestyle='--')\n", " plt.title('PNL Curve Comparison (Out-of-Sample)', fontsize=16)\n", " plt.xlabel('Date')\n", " plt.ylabel('Cumulative Return')\n", " plt.legend()\n", " plt.grid(True)\n", " plt.show()" ], "id": "75a6f3218fbb45b", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "原始数据分割完成: 训练集 16562 条 | 测试集 9100 条\n", "\n", "--- 正在处理训练集 ---\n", "\n", "--- 正在处理测试集 ---\n", "\n", "--- 策略性质诊断 (基于训练集) ---\n", "训练样本数: 16533\n", "模型预测与未来收益的相关系数: 0.0113\n", "诊断结果: 呈正相关 -> 这是一个'趋势跟随'策略。\n", "\n", "模型训练完成。交易阈值已确定:\n", " - 分位数阈值 (99%/1%): 0.000495 / -0.000209\n", " - Sigma阈值 (±2σ): 0.000449 / -0.000130\n", "\n", "==================================================\n", " 评估结果: 1%/99% 分位数阈值\n", "==================================================\n", "\n", "--- 核心分析 (Quantile 阈值) ---\n", " mean std count\n", "signal \n", "-1 -0.000026 0.006193 24\n", " 0 -0.000230 0.010009 8954\n", " 1 0.003313 0.011496 93\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- 前 10 笔交易明细 ---\n", " EntryTime Direction EntryPrice ExitTime ExitPrice PNL_Points\n", "0 2024-01-22 09:15:00 Long 1994.0 2024-01-22 10:45:00 2077.0 83.0\n", "1 2024-01-22 10:30:00 Long 2019.0 2024-01-22 13:45:00 2071.0 52.0\n", "2 2024-02-19 09:45:00 Short 1833.0 2024-02-19 11:15:00 1842.0 -9.0\n", "3 2024-03-05 09:00:00 Long 1883.0 2024-03-05 10:30:00 1890.0 7.0\n", "4 2024-03-05 09:45:00 Long 1916.0 2024-03-05 11:15:00 1884.0 -32.0\n", "5 2024-04-17 21:30:00 Long 2010.0 2024-04-17 22:45:00 2026.0 16.0\n", "6 2024-05-17 09:15:00 Long 2255.0 2024-05-17 10:45:00 2252.0 -3.0\n", "7 2024-05-17 14:30:00 Long 2281.0 2024-05-17 21:45:00 2311.0 30.0\n", "8 2024-06-28 21:30:00 Long 2125.0 2024-06-28 22:45:00 2125.0 0.0\n", "9 2024-07-29 10:00:00 Short 1783.0 2024-07-29 13:30:00 1778.0 5.0\n", "\n", "==================================================\n", " 评估结果: ±2 Sigma 阈值\n", "==================================================\n", "\n", "--- 核心分析 (Sigma 阈值) ---\n", " mean std count\n", "signal \n", "-1 -0.000699 0.007173 238\n", " 0 -0.000230 0.010019 8646\n", " 1 0.002156 0.012699 187\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- 前 10 笔交易明细 ---\n", " EntryTime Direction EntryPrice ExitTime ExitPrice PNL_Points\n", "0 2024-01-04 22:15:00 Short 1960.0 2024-01-05 09:30:00 1946.0 14.0\n", "1 2024-01-10 09:30:00 Short 1865.0 2024-01-10 11:00:00 1873.0 -8.0\n", "2 2024-01-22 09:15:00 Long 1994.0 2024-01-22 10:45:00 2077.0 83.0\n", "3 2024-01-23 09:30:00 Long 2143.0 2024-01-23 11:00:00 2123.0 -20.0\n", "4 2024-01-30 21:00:00 Short 1936.0 2024-01-30 22:15:00 1946.0 -10.0\n", "5 2024-02-19 09:15:00 Short 1867.0 2024-02-19 10:45:00 1845.0 22.0\n", "6 2024-02-20 11:00:00 Short 1814.0 2024-02-20 14:15:00 1846.0 -32.0\n", "7 2024-02-26 09:15:00 Short 1793.0 2024-02-26 10:45:00 1792.0 1.0\n", "8 2024-02-26 21:00:00 Short 1767.0 2024-02-26 22:15:00 1772.0 -5.0\n", "9 2024-02-26 22:00:00 Short 1770.0 2024-02-27 09:15:00 1777.0 -7.0\n", "\n", "==================================================\n", " PNL 曲线对比\n", "==================================================\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 5 } ], "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 }