vnpy/examples/CtaBacktesting/.ipynb_checkpoints/backtesting-checkpoint.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": [
"2017-09-23 19:05:15.863000\t开始载入数据\n",
"2017-09-23 19:05:16.009000\t载入完成数据量351090\n",
"2017-09-23 19:05:16.009000\t开始回测\n",
"2017-09-23 19:05:16.027000\t策略初始化完成\n",
"2017-09-23 19:05:16.027000\t策略启动完成\n",
"2017-09-23 19:05:16.027000\t开始回放数据\n",
"2017-09-23 19:05:39.203000\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
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017-09-23 19:05:39.209000\t计算按日统计结果\n",
"2017-09-23 19:05:39.282000\t------------------------------\n",
"2017-09-23 19:05:39.282000\t首个交易日\t2012-01-11\n",
"2017-09-23 19:05:39.282000\t最后交易日\t2017-07-14\n",
"2017-09-23 19:05:39.282000\t总交易日\t1338\n",
"2017-09-23 19:05:39.282000\t盈利交易日\t651\n",
"2017-09-23 19:05:39.282000\t亏损交易日\t686\n",
"2017-09-23 19:05:39.282000\t起始资金\t1000000\n",
"2017-09-23 19:05:39.282000\t结束资金\t1,601,119.34\n",
"2017-09-23 19:05:39.282000\t总收益率\t60.11\n",
"2017-09-23 19:05:39.282000\t总盈亏\t601,119.34\n",
"2017-09-23 19:05:39.282000\t最大回撤: \t-185,949.45\n",
"2017-09-23 19:05:39.282000\t总手续费\t220,760.66\n",
"2017-09-23 19:05:39.282000\t总滑点\t457,980.0\n",
"2017-09-23 19:05:39.282000\t总成交金额\t7,358,688,660.0\n",
"2017-09-23 19:05:39.282000\t总成交笔数\t7,632.0\n",
"2017-09-23 19:05:39.282000\t日均盈亏\t449.27\n",
"2017-09-23 19:05:39.282000\t日均手续费\t164.99\n",
"2017-09-23 19:05:39.282000\t日均滑点\t342.29\n",
"2017-09-23 19:05:39.282000\t日均成交金额\t5,499,767.31\n",
"2017-09-23 19:05:39.282000\t日均成交笔数\t5.7\n",
"2017-09-23 19:05:39.282000\t日均收益率\t0.04%\n",
"2017-09-23 19:05:39.282000\t收益标准差\t1.07%\n",
"2017-09-23 19:05:39.282000\tSharpe Ratio\t0.52\n"
]
},
{
"data": {
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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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\nAUQQCAAAEEA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"text/plain": [
"<matplotlib.figure.Figure at 0xcf3a810>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 显示逐日回测结果\n",
"df = engine.showDailyResult()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017-09-23 19:09:02.702000\t计算回测结果\n",
"2017-09-23 19:09:02.824000\t------------------------------\n",
"2017-09-23 19:09:02.824000\t第一笔交易\t2012-01-11 10:18:00\n",
"2017-09-23 19:09:02.824000\t最后一笔交易\t2017-07-14 15:00:00\n",
"2017-09-23 19:09:02.824000\t总交易次数\t3,817.0\n",
"2017-09-23 19:09:02.824000\t总盈亏\t601,026.05\n",
"2017-09-23 19:09:02.824000\t最大回撤: \t-215,542.46\n",
"2017-09-23 19:09:02.824000\t平均每笔盈利\t157.46\n",
"2017-09-23 19:09:02.824000\t平均每笔滑点\t120.0\n",
"2017-09-23 19:09:02.824000\t平均每笔佣金\t57.84\n",
"2017-09-23 19:09:02.824000\t胜率\t\t37.1%\n",
"2017-09-23 19:09:02.824000\t盈利交易平均值\t8,540.18\n",
"2017-09-23 19:09:02.824000\t亏损交易平均值\t-4,786.29\n",
"2017-09-23 19:09:02.824000\t盈亏比\t1.78\n"
]
},
{
"data": {
"image/png": 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TDm/IzpZGJQ8/rNWUDQmRDwI2m3xo6NjR+Bh9cKdmWnfu9I8AuTyxsRIgX3qp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\nYIFw4cIFQRAE4c9//rOwePFi4cyZM6Yc3jVjOG/vuece4fTp04IgCMLu3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"text/plain": [
"<matplotlib.figure.Figure at 0x11504410>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 显示逐笔回测结果\n",
"engine.showBacktestingResult()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TradeID: 1, Time: 2012-01-11 09:18:00, Direction: 多, Price: 2464.4, Volume: 1\n",
"TradeID: 2, Time: 2012-01-11 10:18:00, Direction: 空, Price: 2448.8, Volume: 1\n",
"TradeID: 3, Time: 2012-01-11 10:19:00, Direction: 空, Price: 2448.4, Volume: 1\n",
"TradeID: 4, Time: 2012-01-11 14:21:00, Direction: 多, Price: 2456.2, Volume: 1\n",
"TradeID: 5, Time: 2012-01-11 14:22:00, Direction: 多, Price: 2455.6, Volume: 1\n",
"TradeID: 6, Time: 2012-01-11 14:57:00, Direction: 空, Price: 2444.0, Volume: 1\n",
"TradeID: 7, Time: 2012-01-11 14:58:00, Direction: 空, Price: 2445.8, Volume: 1\n",
"TradeID: 8, Time: 2012-01-12 09:51:00, Direction: 多, Price: 2452.8, Volume: 1\n",
"TradeID: 9, Time: 2012-01-12 09:52:00, Direction: 多, Price: 2452.0, Volume: 1\n",
"TradeID: 10, Time: 2012-01-12 10:31:00, Direction: 空, Price: 2455.2, Volume: 1\n"
]
}
],
"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'])"
]
},
{
"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",
"start = time.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": []
}
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