{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "aa2f9c1d", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import talib as ta" ] }, { "cell_type": "code", "execution_count": 3, "id": "78d064ec", "metadata": {}, "outputs": [], "source": [ "df = pd.read_feather(\"/Users/aszer/Documents/vscode/factorhack/ETH_USDT-1h.feather\")\n", "for col in ['datetime', 'time', 'timestamp', 'date']:\n", " if col in df.columns:\n", " df[col] = pd.to_datetime(df[col])\n", " df = df.set_index(col).sort_index()\n", " break\n", "df = df.resample(\"4h\").agg({\n", " \"open\": \"first\",\n", " \"high\": \"max\",\n", " \"low\": \"min\",\n", " \"close\": \"last\",\n", " \"volume\": \"sum\"\n", " }).dropna()" ] }, { "cell_type": "code", "execution_count": 4, "id": "3980e004", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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openhighlowclosevolume
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Z-score（注意：避免未来函数！）\n", " zscore = (factor_series - rolling_mean) / rolling_std\n", " \n", " # 4. 处理 NaN 和无穷大\n", " zscore = zscore.replace([np.inf, -np.inf], np.nan)\n", " return zscore" ] }, { "cell_type": "code", "execution_count": 8, "id": "0165f25e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\"expression\": \"sub(pct_change20(std25(close)), close)\", \"feature_names\": [\"open\", \"high\", \"low\", \"close\", \"volume\"]}\n", "3 sigma 上界: 4.046477165961632\n", "3 sigma 下界: -3.6191007370283717\n" ] } ], "source": [ "from factor_mining.FactorFormula import FactorFormula\n", "line = '{\"expression\": \"sub(pct_change20(std25(close)), close)\", \"feature_names\": [\"open\", \"high\", \"low\", \"close\", \"volume\"]}'\n", "print(line)\n", "formula = FactorFormula.from_dict(eval(line))\n", "df_test['factor'] = formula.compute(df_test)\n", "df_hist['factor'] = formula.compute(df_hist)\n", "# 计算 factor 的 3 sigma 范围\n", "\n", "df_test['factor_zscore'] = rolling_zscore(df_test['factor'], window=60)\n", "df_hist['factor_zscore'] = rolling_zscore(df_hist['factor'], window=60)\n", "factor_mean = df_hist['factor_zscore'].mean()\n", "factor_std = df_hist['factor_zscore'].std()\n", "sigma_3_upper = factor_mean + 3 * factor_std\n", "sigma_3_lower = factor_mean - 3 * factor_std\n", "print(\"3 sigma 上界:\", sigma_3_upper)\n", "print(\"3 sigma 下界:\", sigma_3_lower)" ] }, { "cell_type": "code", "execution_count": 9, "id": "36413947", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 6016.000000\n", "mean -0.101496\n", "std 1.412622\n", "min -5.152384\n", "25% -1.169009\n", "50% -0.090839\n", "75% 0.925900\n", "max 5.156556\n", "Name: factor_zscore, dtype: float64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_test['factor_zscore'].describe()" ] }, { "cell_type": "code", "execution_count": 10, "id": "a15a4157", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "def factor_calc(f):\n", " if f > sigma_3_upper:\n", " return 1\n", " elif f < sigma_3_lower:\n", " return -1\n", " return 0\n", "\n", "df_test['signal'] = df_test['factor_zscore'].apply(lambda x: factor_calc(x))" ] }, { "cell_type": "code", "execution_count": 21, "id": "53aaf4ff", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Start 2023-01-01 00:00:00+00:00\n", "End 2025-10-14 12:00:00+00:00\n", "Period 1017 days 16:00:00\n", "Start Value 100.0\n", "End Value 165.584548\n", "Total Return [%] 65.584548\n", "Benchmark Return [%] 231.236292\n", "Max Gross Exposure [%] 100.0\n", "Total Fees Paid 0.0\n", "Max Drawdown [%] 10.677974\n", "Max Drawdown Duration 25 days 16:00:00\n", "Total Trades 10\n", "Total Closed Trades 10\n", "Total Open Trades 0\n", "Open Trade PnL 0.0\n", "Win Rate [%] 90.0\n", "Best Trade [%] 6.873736\n", "Worst Trade [%] -1.370958\n", "Avg Winning Trade [%] 5.926729\n", "Avg Losing Trade [%] -1.370958\n", "Avg Winning Trade Duration 4 days 17:20:00\n", "Avg Losing Trade Duration 12 days 00:00:00\n", "Profit Factor 48.838497\n", "Expectancy 6.558455\n", "Sharpe Ratio 1.269835\n", "Calmar Ratio 1.856806\n", "Omega Ratio 1.518443\n", "Sortino Ratio 2.429317\n", "dtype: object\n" ] }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "showlegend": false, "type": "scatter", "uid": "cc353fd8-3af7-43e0-a655-5887311f7457", "x": [ "2023-01-01T00:00:00+00:00", "2023-01-01T04:00:00+00:00", "2023-01-01T08:00:00+00:00", "2023-01-01T12:00:00+00:00", "2023-01-01T16:00:00+00:00", "2023-01-01T20:00:00+00:00", "2023-01-02T00:00:00+00:00", "2023-01-02T04:00:00+00:00", "2023-01-02T08:00:00+00:00", "2023-01-02T12:00:00+00:00", "2023-01-02T16:00:00+00:00", "2023-01-02T20:00:00+00:00", "2023-01-03T00:00:00+00:00", "2023-01-03T04:00:00+00:00", "2023-01-03T08:00:00+00:00", "2023-01-03T12:00:00+00:00", "2023-01-03T16:00:00+00:00", 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entries.cumsum().where(~entries).ffill().fillna(0)) \n", "time_based_exits = position_age >= 7 \n", " \n", "# Combine with your original exits \n", "combined_exits = exits | time_based_exits \n", "\n", "# 以signal为策略信号，收盘价为价格进行简单多空回测\n", "portfolio = vbt.Portfolio.from_signals( \n", " close=df_test['close'], \n", " entries=entries, \n", " exits=combined_exits, \n", " tp_stop=0.05, \n", " # sl_stop=0.1, \n", " sl_trail=True, \n", " freq='4h' \n", ")\n", "# 打印回测收益等统计信息\n", "print(portfolio.stats())\n", "\n", "# 可视化收益曲线\n", "portfolio.value().vbt.plot(title=\"Signal策略回测\").show()" ] }, { "cell_type": "code", "execution_count": null, "id": "9c90cd2c", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "cfefe1e8", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "b03c5e21", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "5c62a74a", 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