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('20160101') # 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": [
"2017-07-14 20:10:59.807000\t开始载入数据\n",
"2017-07-14 20:10:59.859000\t载入完成数据量69994\n",
"2017-07-14 20:10:59.859000\t开始回测\n",
"2017-07-14 20:10:59.872000\t策略初始化完成\n",
"2017-07-14 20:10:59.872000\t策略启动完成\n",
"2017-07-14 20:10:59.872000\t开始回放数据\n",
"2017-07-14 20:11:04.727000\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": [
"2017-07-14 20:11:05.963000\t计算按日统计结果\n",
"2017-07-14 20:11:05.981000\t------------------------------\n",
"2017-07-14 20:11:05.981000\t首个交易日\t2016-01-11\n",
"2017-07-14 20:11:05.982000\t最后交易日\t2017-03-20\n",
"2017-07-14 20:11:05.982000\t总交易日\t289\n",
"2017-07-14 20:11:05.982000\t盈利交易日\t146\n",
"2017-07-14 20:11:05.982000\t亏损交易日\t143\n",
"2017-07-14 20:11:05.982000\t起始资金\t1000000\n",
"2017-07-14 20:11:05.982000\t结束资金\t973,109.83\n",
"2017-07-14 20:11:05.982000\t总收益率\t-2.69\n",
"2017-07-14 20:11:05.982000\t总盈亏\t-26,890.17\n",
"2017-07-14 20:11:05.982000\t最大回撤: \t-162,300.57\n",
"2017-07-14 20:11:05.982000\t总手续费\t28,270.17\n",
"2017-07-14 20:11:05.982000\t总滑点\t60,300.0\n",
"2017-07-14 20:11:05.982000\t总成交金额\t942,339,000.0\n",
"2017-07-14 20:11:05.982000\t总成交笔数\t1,004.0\n",
"2017-07-14 20:11:05.982000\t日均盈亏\t-93.05\n",
"2017-07-14 20:11:05.982000\t日均手续费\t97.82\n",
"2017-07-14 20:11:05.982000\t日均滑点\t208.65\n",
"2017-07-14 20:11:05.982000\t日均成交金额\t3,260,688.58\n",
"2017-07-14 20:11:05.982000\t日均成交笔数\t3.47\n",
"2017-07-14 20:11:05.982000\t日均收益率\t-0.02%\n",
"2017-07-14 20:11:05.982000\t收益标准差\t1.11%\n",
"2017-07-14 20:11:05.982000\tSharpe Ratio\t-0.27\n"
]
},
{
"data": {
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NqKiohr6NBqP/sV2nbecabbfa0fZzjbab67TtnFcfbdWQucWlMYBKKaWUUqrp0gColFJK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CgYC++OILZWdna+/evZLc2XNXnwews7NTK1eu1OHDhyVJK1eu1JgxY7R//35VVFSo\nq6tLkyZN0qJFiySdmx1ZV1cnY4xKSko0YcIEtbW1qbi4WKdPn9bQoUO1ceNGDRo0SO+//75efPFF\nGWOUl5en2bNnO/lSXeknP/mJduzYobi4OH388cdau3YtPe8Hjz/+uA4dOqS0tDQZY5ScnKyqqirG\nucMMJ5/vE2vXrtWOHTs0cuRIGWPk8/lUWlqq8vJyhcNhjRo1SuXl5fL5fHrjjTf0+uuvyxij+fPn\nKzc3V2fOnFFxcbFaW1sVFxenjRs36tprr+3xOwkXmjt3rlatWiWfz6fly5fT8360YcMGffjhhzLG\n6KmnnlJaWpqWLVvm2p67OgACAACg77n6J2AAAAD0PQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkC\nIAAAgGUIgAAAAJYhAAIAAFjm/wPJYqGvSjZ2XQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x119e6350>"
]
},
"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": [
"2017-07-14 20:11:13.701000\t计算回测结果\n",
"2017-07-14 20:11:13.722000\t------------------------------\n",
"2017-07-14 20:11:13.722000\t第一笔交易\t2016-01-11 09:33:00\n",
"2017-07-14 20:11:13.722000\t最后一笔交易\t2017-03-20 15:00:00\n",
"2017-07-14 20:11:13.722000\t总交易次数\t503.0\n",
"2017-07-14 20:11:13.722000\t总盈亏\t-26,980.93\n",
"2017-07-14 20:11:13.722000\t最大回撤: \t-160,499.28\n",
"2017-07-14 20:11:13.722000\t平均每笔盈利\t-53.64\n",
"2017-07-14 20:11:13.722000\t平均每笔滑点\t120.0\n",
"2017-07-14 20:11:13.722000\t平均每笔佣金\t56.26\n",
"2017-07-14 20:11:13.722000\t胜率\t\t38.17%\n",
"2017-07-14 20:11:13.722000\t盈利交易平均值\t7,882.85\n",
"2017-07-14 20:11:13.722000\t亏损交易平均值\t-4,953.34\n",
"2017-07-14 20:11:13.722000\t盈亏比\t1.59\n"
]
},
{
"data": {
"image/png": 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qtbrv/RqNBgkJCZDL5dBoNH23q9VqxMfH9wXl5OTkvmCsUCj6PUa8eGGclSbr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\n5gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x123c1670>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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": []
}
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