vnpy/examples/CtaBacktesting/backtesting_rb.ipynb
2017-10-08 22:32:07 +08:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, OptimizationSetting, MINUTE_DB_NAME\n",
"from vnpy.trader.app.ctaStrategy.strategy.strategyBollChannel import BollChannelStrategy"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# 创建回测引擎对象\n",
"engine = BacktestingEngine()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# 设置回测使用的数据\n",
"engine.setBacktestingMode(engine.BAR_MODE) # 设置引擎的回测模式为K线\n",
"engine.setDatabase(MINUTE_DB_NAME, 'rb0000') # 设置使用的历史数据库\n",
"engine.setStartDate('20110101') # 设置回测用的数据起始日期"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# 配置回测引擎参数\n",
"engine.setSlippage(1) # 设置滑点为1跳\n",
"engine.setRate(1/10000) # 设置手续费万1\n",
"engine.setSize(10) # 设置合约大小 \n",
"engine.setPriceTick(1) # 设置最小价格变动 \n",
"engine.setCapital(30000) # 设置回测本金"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# 在引擎中创建策略对象\n",
"d = {} # 策略参数配置\n",
"engine.initStrategy(BollChannelStrategy, d) # 创建策略对象"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017-10-08 22:23:52.427000\t开始载入数据\n",
"2017-10-08 22:23:52.548000\t载入完成数据量332899\n",
"2017-10-08 22:23:52.548000\t开始回测\n",
"2017-10-08 22:23:52.548000\t策略初始化完成\n",
"2017-10-08 22:23:52.548000\t策略启动完成\n",
"2017-10-08 22:23:52.548000\t开始回放数据\n",
"2017-10-08 22:24:07.417000\t数据回放结束\n"
]
}
],
"source": [
"# 运行回测\n",
"engine.runBacktesting()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017-10-08 22:24:07.423000\t计算按日统计结果\n",
"2017-10-08 22:24:07.451000\t------------------------------\n",
"2017-10-08 22:24:07.451000\t首个交易日\t2011-09-02\n",
"2017-10-08 22:24:07.451000\t最后交易日\t2017-09-29\n",
"2017-10-08 22:24:07.451000\t总交易日\t1478\n",
"2017-10-08 22:24:07.451000\t盈利交易日\t640\n",
"2017-10-08 22:24:07.451000\t亏损交易日\t601\n",
"2017-10-08 22:24:07.451000\t起始资金\t30000\n",
"2017-10-08 22:24:07.451000\t结束资金\t82,010.0\n",
"2017-10-08 22:24:07.451000\t总收益率\t173.37\n",
"2017-10-08 22:24:07.451000\t总盈亏\t52,010.0\n",
"2017-10-08 22:24:07.451000\t最大回撤: \t-3,790.0\n",
"2017-10-08 22:24:07.451000\t总手续费\t0.0\n",
"2017-10-08 22:24:07.451000\t总滑点\t5,890.0\n",
"2017-10-08 22:24:07.451000\t总成交金额\t18,246,990.0\n",
"2017-10-08 22:24:07.451000\t总成交笔数\t589.0\n",
"2017-10-08 22:24:07.451000\t日均盈亏\t35.19\n",
"2017-10-08 22:24:07.451000\t日均手续费\t0.0\n",
"2017-10-08 22:24:07.451000\t日均滑点\t3.99\n",
"2017-10-08 22:24:07.451000\t日均成交金额\t12,345.73\n",
"2017-10-08 22:24:07.451000\t日均成交笔数\t0.4\n",
"2017-10-08 22:24:07.451000\t日均收益率\t0.07%\n",
"2017-10-08 22:24:07.451000\t收益标准差\t0.73%\n",
"2017-10-08 22:24:07.451000\tSharpe Ratio\t1.45\n"
]
},
{
"data": {
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i9NitXLmS77//noULFxIbG8uuXbsYP348kZGRzJ07l+zsbJYuXcq+ffuIjY0l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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11af54b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 显示逐日回测结果\n",
"engine.showDailyResult()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# 显示逐笔回测结果\n",
"engine.showBacktestingResult()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# 显示前10条成交记录\n",
"for i in range(10):\n",
" d = engine.tradeDict[str(i+1)].__dict__\n",
" print 'TradeID: %s, Time: %s, Direction: %s, Price: %s, Volume: %s' %(d['tradeID'], d['dt'], d['direction'], d['price'], d['volume'])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 0
}