vnpy/examples/CtaBacktesting/backtesting.ipynb

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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.strategyAtrRsi import AtrRsiStrategy"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"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, 'IF0000') # 设置使用的历史数据库\n",
"engine.setStartDate('20120101') # 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(0.2) # 设置滑点为股指1跳\n",
"engine.setRate(0.3/10000) # 设置手续费万0.3\n",
"engine.setSize(300) # 设置股指合约大小 \n",
"engine.setPriceTick(0.2) # 设置股指最小价格变动 \n",
"engine.setCapital(1000000) # 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 = {'atrLength': 11} # 策略参数配置\n",
"engine.initStrategy(AtrRsiStrategy, d) # 创建策略对象"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017-09-20 15:25:04.452000\t开始载入数据\n",
"2017-09-20 15:25:04.597000\t载入完成数据量351090\n",
"2017-09-20 15:25:04.597000\t开始回测\n",
"2017-09-20 15:25:04.615000\t策略初始化完成\n",
"2017-09-20 15:25:04.615000\t策略启动完成\n",
"2017-09-20 15:25:04.615000\t开始回放数据\n",
"2017-09-20 15:25:28.260000\t数据回放结束\n"
]
}
],
"source": [
"# 运行回测\n",
"engine.runBacktesting() # 运行回测"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017-09-20 15:25:28.265000\t计算按日统计结果\n",
"2017-09-20 15:25:28.375000\t------------------------------\n",
"2017-09-20 15:25:28.375000\t首个交易日\t2012-01-11\n",
"2017-09-20 15:25:28.375000\t最后交易日\t2017-07-14\n",
"2017-09-20 15:25:28.375000\t总交易日\t1338\n",
"2017-09-20 15:25:28.375000\t盈利交易日\t651\n",
"2017-09-20 15:25:28.375000\t亏损交易日\t686\n",
"2017-09-20 15:25:28.375000\t起始资金\t1000000\n",
"2017-09-20 15:25:28.375000\t结束资金\t1,601,119.34\n",
"2017-09-20 15:25:28.375000\t总收益率\t60.11\n",
"2017-09-20 15:25:28.375000\t总盈亏\t601,119.34\n",
"2017-09-20 15:25:28.375000\t最大回撤: \t-185,949.45\n",
"2017-09-20 15:25:28.376000\t总手续费\t220,760.66\n",
"2017-09-20 15:25:28.376000\t总滑点\t457,980.0\n",
"2017-09-20 15:25:28.376000\t总成交金额\t7,358,688,660.0\n",
"2017-09-20 15:25:28.376000\t总成交笔数\t7,632.0\n",
"2017-09-20 15:25:28.376000\t日均盈亏\t449.27\n",
"2017-09-20 15:25:28.376000\t日均手续费\t164.99\n",
"2017-09-20 15:25:28.376000\t日均滑点\t342.29\n",
"2017-09-20 15:25:28.376000\t日均成交金额\t5,499,767.31\n",
"2017-09-20 15:25:28.376000\t日均成交笔数\t5.7\n",
"2017-09-20 15:25:28.376000\t日均收益率\t0.04%\n",
"2017-09-20 15:25:28.376000\t收益标准差\t1.07%\n",
"2017-09-20 15:25:28.376000\tSharpe Ratio\t0.52\n"
]
},
{
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uf/4J58/bWCE3K+jaVSYy1KkjAd0DD8gs3oYNpfxJbOzlJ3JMmFB0ybf//U+y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ujR4/F4HsIS3Nn7MIHfLy7aKbcuvT1gt91GEgp9jgwH33vvvXzwwQd516+pqSvr6yuKw5pqcjqw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FHTt2TJL03HPPaeDAgSouLk563QH0XowEAkiZtrY2TZ48WdLJkaaCggLNnTs3HtTceeeduv32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\nyS1o2gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xc1ef430>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 显示逐日回测结果\n",
"df = 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",
" print engine.tradeDict[str(i+1)].__dict__"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# 优化配置\n",
"setting = OptimizationSetting() # 新建一个优化任务设置对象\n",
"setting.setOptimizeTarget('capital') # 设置优化排序的目标是策略净盈利\n",
"setting.addParameter('atrLength', 12, 20, 2) # 增加第一个优化参数atrLength起始12结束20步进2\n",
"setting.addParameter('atrMa', 20, 30, 5) # 增加第二个优化参数atrMa起始20结束30步进5\n",
"setting.addParameter('rsiLength', 5) # 增加一个固定数值的参数\n",
"\n",
"# 执行多进程优化\n",
"import time\n",
"engine.runParallelOptimization(AtrRsiStrategy, setting)\n",
"print u'耗时:%s' %(time.time()-start)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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
}