From 83052b0db13814daf051476e90473265db994438 Mon Sep 17 00:00:00 2001 From: "vn.py" Date: Fri, 14 Jul 2017 20:12:42 +0800 Subject: [PATCH] =?UTF-8?q?CTA=E5=9B=9E=E6=B5=8B=E5=A2=9E=E5=8A=A0?= =?UTF-8?q?=E5=9F=BA=E4=BA=8E=E6=97=A5=E7=BA=BF=E7=9A=84=E7=BB=9F=E8=AE=A1?= =?UTF-8?q?=E5=8A=9F=E8=83=BD?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../backtesting-checkpoint.ipynb | 113 ++++++--- examples/CtaBacktesting/backtesting.ipynb | 111 ++++++--- vnpy/trader/app/ctaStrategy/ctaBacktesting.py | 218 ++++++++++++++++-- 3 files changed, 350 insertions(+), 92 deletions(-) diff --git a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting-checkpoint.ipynb b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting-checkpoint.ipynb index 8d9213ad..ffdd16f0 100644 --- a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting-checkpoint.ipynb +++ b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting-checkpoint.ipynb @@ -37,7 +37,7 @@ "# 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" + "engine.setStartDate('20160101') # 设置回测用的数据起始日期" ] }, { @@ -52,7 +52,8 @@ "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 " + "engine.setPriceTick(0.2) # 设置股指最小价格变动 \n", + "engine.setCapital(1000000) # 设置回测本金" ] }, { @@ -79,13 +80,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "2017-06-02 16:07:31.265000\t开始载入数据\n", - "2017-06-02 16:07:31.423000\t载入完成,数据量:331890\n", - "2017-06-02 16:07:31.423000\t开始回测\n", - "2017-06-02 16:07:31.441000\t策略初始化完成\n", - "2017-06-02 16:07:31.441000\t策略启动完成\n", - "2017-06-02 16:07:31.442000\t开始回放数据\n", - "2017-06-02 16:07:54.738000\t数据回放结束\n" + "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" ] } ], @@ -105,27 +106,37 @@ "name": "stdout", "output_type": "stream", "text": [ - "2017-06-02 16:09:14.068000\t计算回测结果\n", - "2017-06-02 16:09:14.134000\t------------------------------\n", - "2017-06-02 16:09:14.134000\t第一笔交易:\t2012-01-11 10:18:00\n", - "2017-06-02 16:09:14.134000\t最后一笔交易:\t2017-03-20 09:31:00\n", - "2017-06-02 16:09:14.134000\t总交易次数:\t3,749.0\n", - "2017-06-02 16:09:14.134000\t总盈亏:\t683,717.31\n", - "2017-06-02 16:09:14.134000\t最大回撤: \t-215,542.46\n", - "2017-06-02 16:09:14.134000\t平均每笔盈利:\t182.37\n", - "2017-06-02 16:09:14.134000\t平均每笔滑点:\t120.0\n", - "2017-06-02 16:09:14.134000\t平均每笔佣金:\t57.75\n", - "2017-06-02 16:09:14.134000\t胜率\t\t37.24%\n", - "2017-06-02 16:09:14.134000\t盈利交易平均值\t8,539.01\n", - "2017-06-02 16:09:14.134000\t亏损交易平均值\t-4,775.5\n", - "2017-06-02 16:09:14.134000\t盈亏比:\t1.79\n" + "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": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAE/CAYAAAD8EzwFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAOlCAYAAAD921YSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIAAAgGUIgAAAAJYhAAIAAFjm/wPJYqGvSjZ2XQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -133,8 +144,8 @@ } ], "source": [ - "# 显示回测结果\n", - "engine.showBacktestingResult()" + "# 显示逐日回测结果\n", + "df = engine.showDailyResult()" ] }, { @@ -148,19 +159,45 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'orderID': '1', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '1', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 09:18:00', 'rawData': None, 'vtTradeID': '1', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '1', 'dt': datetime.datetime(2012, 1, 11, 9, 18), 'price': 2464.4, 'vtSymbol': ''}\n", - "{'orderID': '2', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '2', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 10:18:00', 'rawData': None, 'vtTradeID': '2', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '2', 'dt': datetime.datetime(2012, 1, 11, 10, 18), 'price': 2448.8, 'vtSymbol': ''}\n", - "{'orderID': '3', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '3', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 10:19:00', 'rawData': None, 'vtTradeID': '3', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '3', 'dt': datetime.datetime(2012, 1, 11, 10, 19), 'price': 2448.4, 'vtSymbol': ''}\n", - "{'orderID': '4', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '4', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 14:21:00', 'rawData': None, 'vtTradeID': '4', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '4', 'dt': datetime.datetime(2012, 1, 11, 14, 21), 'price': 2456.2000000000003, 'vtSymbol': ''}\n", - "{'orderID': '5', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '5', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 14:22:00', 'rawData': None, 'vtTradeID': '5', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '5', 'dt': datetime.datetime(2012, 1, 11, 14, 22), 'price': 2455.6, 'vtSymbol': ''}\n", - "{'orderID': '6', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '6', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 14:57:00', 'rawData': None, 'vtTradeID': '6', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '6', 'dt': datetime.datetime(2012, 1, 11, 14, 57), 'price': 2444.0, 'vtSymbol': ''}\n", - "{'orderID': '7', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '7', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 14:58:00', 'rawData': None, 'vtTradeID': '7', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '7', 'dt': datetime.datetime(2012, 1, 11, 14, 58), 'price': 2445.8, 'vtSymbol': ''}\n", - "{'orderID': '8', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '8', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-12 09:51:00', 'rawData': None, 'vtTradeID': '8', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '8', 'dt': datetime.datetime(2012, 1, 12, 9, 51), 'price': 2452.8, 'vtSymbol': ''}\n", - "{'orderID': '9', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '9', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-12 09:52:00', 'rawData': None, 'vtTradeID': '9', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '9', 'dt': datetime.datetime(2012, 1, 12, 9, 52), 'price': 2452.0, 'vtSymbol': ''}\n", - "{'orderID': '10', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '10', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-12 10:31:00', 'rawData': None, 'vtTradeID': '10', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '10', 'dt': datetime.datetime(2012, 1, 12, 10, 31), 'price': 2455.2000000000003, 'vtSymbol': ''}\n" + "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": "iVBORw0KGgoAAAANSUhEUgAAAsgAAASZCAYAAADGqegeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "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", @@ -171,7 +208,7 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], "source": [ diff --git a/examples/CtaBacktesting/backtesting.ipynb b/examples/CtaBacktesting/backtesting.ipynb index d4f7a29b..ffdd16f0 100644 --- a/examples/CtaBacktesting/backtesting.ipynb +++ b/examples/CtaBacktesting/backtesting.ipynb @@ -37,7 +37,7 @@ "# 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" + "engine.setStartDate('20160101') # 设置回测用的数据起始日期" ] }, { @@ -52,7 +52,8 @@ "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 " + "engine.setPriceTick(0.2) # 设置股指最小价格变动 \n", + "engine.setCapital(1000000) # 设置回测本金" ] }, { @@ -79,13 +80,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "2017-07-10 22:55:05.124000\t开始载入数据\n", - "2017-07-10 22:55:05.288000\t载入完成,数据量:331890\n", - "2017-07-10 22:55:05.288000\t开始回测\n", - "2017-07-10 22:55:05.310000\t策略初始化完成\n", - "2017-07-10 22:55:05.310000\t策略启动完成\n", - "2017-07-10 22:55:05.310000\t开始回放数据\n", - "2017-07-10 22:55:29.343000\t数据回放结束\n" + "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" ] } ], @@ -105,27 +106,37 @@ "name": "stdout", "output_type": "stream", "text": [ - "2017-07-10 22:59:09.996000\t计算回测结果\n", - "2017-07-10 22:59:10.061000\t------------------------------\n", - "2017-07-10 22:59:10.061000\t第一笔交易:\t2012-01-11 10:18:00\n", - "2017-07-10 22:59:10.061000\t最后一笔交易:\t2017-03-20 09:31:00\n", - "2017-07-10 22:59:10.061000\t总交易次数:\t3,749.0\n", - "2017-07-10 22:59:10.061000\t总盈亏:\t683,717.31\n", - "2017-07-10 22:59:10.061000\t最大回撤: \t-215,542.46\n", - "2017-07-10 22:59:10.061000\t平均每笔盈利:\t182.37\n", - "2017-07-10 22:59:10.061000\t平均每笔滑点:\t120.0\n", - "2017-07-10 22:59:10.061000\t平均每笔佣金:\t57.75\n", - "2017-07-10 22:59:10.061000\t胜率\t\t37.24%\n", - "2017-07-10 22:59:10.061000\t盈利交易平均值\t8,539.01\n", - "2017-07-10 22:59:10.061000\t亏损交易平均值\t-4,775.5\n", - "2017-07-10 22:59:10.061000\t盈亏比:\t1.79\n" + "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": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAE/CAYAAAD8EzwFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAOlCAYAAAD921YSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIAAAgGUIgAAAAJYhAAIAAFjm/wPJYqGvSjZ2XQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -133,8 +144,8 @@ } ], "source": [ - "# 显示回测结果\n", - "engine.showBacktestingResult()" + "# 显示逐日回测结果\n", + "df = engine.showDailyResult()" ] }, { @@ -148,19 +159,45 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'orderID': '1', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '1', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 09:18:00', 'rawData': None, 'vtTradeID': '1', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '1', 'dt': datetime.datetime(2012, 1, 11, 9, 18), 'price': 2464.4, 'vtSymbol': ''}\n", - "{'orderID': '2', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '2', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 10:18:00', 'rawData': None, 'vtTradeID': '2', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '2', 'dt': datetime.datetime(2012, 1, 11, 10, 18), 'price': 2448.8, 'vtSymbol': ''}\n", - "{'orderID': '3', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '3', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 10:19:00', 'rawData': None, 'vtTradeID': '3', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '3', 'dt': datetime.datetime(2012, 1, 11, 10, 19), 'price': 2448.4, 'vtSymbol': ''}\n", - "{'orderID': '4', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '4', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 14:21:00', 'rawData': None, 'vtTradeID': '4', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '4', 'dt': datetime.datetime(2012, 1, 11, 14, 21), 'price': 2456.2000000000003, 'vtSymbol': ''}\n", - "{'orderID': '5', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '5', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 14:22:00', 'rawData': None, 'vtTradeID': '5', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '5', 'dt': datetime.datetime(2012, 1, 11, 14, 22), 'price': 2455.6, 'vtSymbol': ''}\n", - "{'orderID': '6', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '6', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 14:57:00', 'rawData': None, 'vtTradeID': '6', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '6', 'dt': datetime.datetime(2012, 1, 11, 14, 57), 'price': 2444.0, 'vtSymbol': ''}\n", - "{'orderID': '7', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '7', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-11 14:58:00', 'rawData': None, 'vtTradeID': '7', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '7', 'dt': datetime.datetime(2012, 1, 11, 14, 58), 'price': 2445.8, 'vtSymbol': ''}\n", - "{'orderID': '8', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '8', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-12 09:51:00', 'rawData': None, 'vtTradeID': '8', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '8', 'dt': datetime.datetime(2012, 1, 12, 9, 51), 'price': 2452.8, 'vtSymbol': ''}\n", - "{'orderID': '9', 'direction': u'\\u591a', 'gatewayName': '', 'tradeID': '9', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-12 09:52:00', 'rawData': None, 'vtTradeID': '9', 'offset': u'\\u5f00\\u4ed3', 'vtOrderID': '9', 'dt': datetime.datetime(2012, 1, 12, 9, 52), 'price': 2452.0, 'vtSymbol': ''}\n", - "{'orderID': '10', 'direction': u'\\u7a7a', 'gatewayName': '', 'tradeID': '10', 'exchange': '', 'symbol': '', 'volume': 0, 'tradeTime': '2012-01-12 10:31:00', 'rawData': None, 'vtTradeID': '10', 'offset': u'\\u5e73\\u4ed3', 'vtOrderID': '10', 'dt': datetime.datetime(2012, 1, 12, 10, 31), 'price': 2455.2000000000003, 'vtSymbol': ''}\n" + "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": "iVBORw0KGgoAAAANSUhEUgAAAsgAAASZCAYAAADGqegeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "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", diff --git a/vnpy/trader/app/ctaStrategy/ctaBacktesting.py b/vnpy/trader/app/ctaStrategy/ctaBacktesting.py index b2216a71..003e3779 100644 --- a/vnpy/trader/app/ctaStrategy/ctaBacktesting.py +++ b/vnpy/trader/app/ctaStrategy/ctaBacktesting.py @@ -10,9 +10,20 @@ from datetime import datetime, timedelta from collections import OrderedDict from itertools import product import multiprocessing -import pymongo import copy +import pymongo +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt + +# 如果安装了seaborn则设置为白色风格 +try: + import seaborn as sns + sns.set_style('whitegrid') +except ImportError: + pass + from vnpy.trader.vtGlobal import globalSetting from vnpy.trader.vtObject import VtTickData, VtBarData from vnpy.trader.vtConstant import * @@ -51,6 +62,7 @@ class BacktestingEngine(object): self.initDays = 0 self.endDate = '' + self.capital = 1000000 # 回测时的起始本金(默认100万) self.slippage = 0 # 回测时假设的滑点 self.rate = 0 # 回测时假设的佣金比例(适用于百分比佣金) self.size = 1 # 合约大小,默认为1 @@ -139,6 +151,11 @@ class BacktestingEngine(object): self.dbName = dbName self.symbol = symbol + #---------------------------------------------------------------------- + def setCapital(self, capital): + """设置资本金""" + self.capital = capital + #---------------------------------------------------------------------- def setSlippage(self, slippage): """设置滑点点数""" @@ -244,7 +261,7 @@ class BacktestingEngine(object): self.crossStopOrder() # 再撮合停止单 self.strategy.onBar(bar) # 推送K线到策略中 - self.updateDailyClose(bar.datetime, bar.closePrice) + self.updateDailyClose(bar.datetime, bar.close) #---------------------------------------------------------------------- def newTick(self, tick): @@ -644,7 +661,23 @@ class BacktestingEngine(object): # 如果开仓交易还有剩余,则进入下一轮循环 else: pass - + + # 到最后交易日尚未平仓的交易,则以最后价格平仓 + if self.mode == self.BAR_MODE: + endPrice = self.bar.close + else: + endPrice = self.tick.lastPrice + + for trade in longTrade: + result = TradingResult(trade.price, trade.dt, endPrice, self.dt, + trade.volume, self.rate, self.slippage, self.size) + resultList.append(result) + + for trade in shortTrade: + result = TradingResult(trade.price, trade.dt, endPrice, self.dt, + -trade.volume, self.rate, self.slippage, self.size) + resultList.append(result) + # 检查是否有交易 if not resultList: self.output(u'无交易结果') @@ -752,15 +785,8 @@ class BacktestingEngine(object): self.output(u'盈亏比:\t%s' %formatNumber(d['profitLossRatio'])) # 绘图 - import matplotlib.pyplot as plt - import numpy as np + fig = plt.figure(figsize=(10, 16)) - try: - import seaborn as sns # 如果安装了seaborn则设置为白色风格 - sns.set_style('whitegrid') - except ImportError: - pass - pCapital = plt.subplot(4, 1, 1) pCapital.set_ylabel("capital") pCapital.plot(d['capitalList'], color='r', lw=0.8) @@ -881,7 +907,139 @@ class BacktestingEngine(object): else: self.dailyResultDict[date].closePrice = price + #---------------------------------------------------------------------- + def calculateDailyResult(self): + """计算按日统计的交易结果""" + self.output(u'计算按日统计结果') + + # 将成交添加到每日交易结果中 + for trade in self.tradeDict.values(): + date = trade.dt.date() + dailyResult = self.dailyResultDict[date] + dailyResult.addTrade(trade) + + # 遍历计算每日结果 + previousClose = 0 + openPosition = 0 + for dailyResult in self.dailyResultDict.values(): + dailyResult.previousClose = previousClose + previousClose = dailyResult.closePrice + + dailyResult.calculatePnl(openPosition, self.size, self.rate, self.slippage ) + openPosition = dailyResult.closePosition + + # 生成DataFrame + resultDict = {k:[] for k in dailyResult.__dict__.keys()} + for dailyResult in self.dailyResultDict.values(): + for k, v in dailyResult.__dict__.items(): + resultDict[k].append(v) + + resultDf = pd.DataFrame.from_dict(resultDict) + + # 计算衍生数据 + resultDf = resultDf.set_index('date') + + return resultDf + + #---------------------------------------------------------------------- + def showDailyResult(self, df=None): + """显示按日统计的交易结果""" + if not df: + df = self.calculateDailyResult() + df['balance'] = df['netPnl'].cumsum() + self.capital + df['return'] = (np.log(df['balance']) - np.log(df['balance'].shift(1))).fillna(0) + df['highlevel'] = df['balance'].rolling(min_periods=1,window=len(df),center=False).max() + df['drawdown'] = df['balance'] - df['highlevel'] + + # 计算统计结果 + startDate = df.index[0] + endDate = df.index[-1] + + totalDays = len(df) + profitDays = len(df[df['netPnl']>0]) + lossDays = len(df[df['netPnl']<0]) + + endBalance = df['balance'].iloc[-1] + maxDrawdown = df['drawdown'].min() + + totalNetPnl = df['netPnl'].sum() + dailyNetPnl = totalNetPnl / totalDays + + totalCommission = df['commission'].sum() + dailyCommission = totalCommission / totalDays + + totalSlippage = df['slippage'].sum() + dailySlippage = totalSlippage / totalDays + + totalTurnover = df['turnover'].sum() + dailyTurnover = totalTurnover / totalDays + + totalTradeCount = df['tradeCount'].sum() + dailyTradeCount = totalTradeCount / totalDays + + totalReturn = (endBalance/self.capital - 1) * 100 + dailyReturn = df['return'].mean() * 100 + returnStd = df['return'].std() * 100 + + if returnStd: + sharpeRatio = dailyReturn / returnStd * np.sqrt(240) + else: + sharpeRatio = 0 + + # 输出统计结果 + self.output('-' * 30) + self.output(u'首个交易日:\t%s' % startDate) + self.output(u'最后交易日:\t%s' % endDate) + + self.output(u'总交易日:\t%s' % totalDays) + self.output(u'盈利交易日\t%s' % profitDays) + self.output(u'亏损交易日:\t%s' % lossDays) + + self.output(u'起始资金:\t%s' % self.capital) + self.output(u'结束资金:\t%s' % formatNumber(endBalance)) + + self.output(u'总收益率:\t%s' % formatNumber(totalReturn)) + self.output(u'总盈亏:\t%s' % formatNumber(totalNetPnl)) + self.output(u'最大回撤: \t%s' % formatNumber(maxDrawdown)) + + self.output(u'总手续费:\t%s' % formatNumber(totalCommission)) + self.output(u'总滑点:\t%s' % formatNumber(totalSlippage)) + self.output(u'总成交金额:\t%s' % formatNumber(totalTurnover)) + self.output(u'总成交笔数:\t%s' % formatNumber(totalTradeCount)) + + self.output(u'日均盈亏:\t%s' % formatNumber(dailyNetPnl)) + self.output(u'日均手续费:\t%s' % formatNumber(dailyCommission)) + self.output(u'日均滑点:\t%s' % formatNumber(dailySlippage)) + self.output(u'日均成交金额:\t%s' % formatNumber(dailyTurnover)) + self.output(u'日均成交笔数:\t%s' % formatNumber(dailyTradeCount)) + + self.output(u'日均收益率:\t%s%%' % formatNumber(dailyReturn)) + self.output(u'收益标准差:\t%s%%' % formatNumber(returnStd)) + self.output(u'Sharpe Ratio:\t%s' % formatNumber(sharpeRatio)) + + # 绘图 + fig = plt.figure(figsize=(10, 16)) + + pBalance = plt.subplot(4, 1, 1) + pBalance.set_title('Balance') + df['balance'].plot(legend=True) + + pDrawdown = plt.subplot(4, 1, 2) + pDrawdown.set_title('Drawdown') + pDrawdown.fill_between(range(len(df)), df['drawdown'].values) + + pPnl = plt.subplot(4, 1, 3) + pPnl.set_title('Daily Pnl') + df['netPnl'].plot(kind='bar', legend=False, grid=False, xticks=[]) + + pKDE = plt.subplot(4, 1, 4) + pKDE.set_title('Daily Pnl Distribution') + df['netPnl'].hist(bins=50) + + plt.show() + + ######################################################################## class TradingResult(object): """每笔交易的结果""" @@ -914,33 +1072,59 @@ class DailyResult(object): """Constructor""" self.date = date # 日期 self.closePrice = closePrice # 当日收盘价 - self.previousCloase = 0 # 昨日收盘价 + self.previousClose = 0 # 昨日收盘价 self.tradeList = [] # 成交列表 + self.tradeCount = 0 # 成交数量 self.openPosition = 0 # 开盘时的持仓 self.closePosition = 0 # 收盘时的持仓 self.tradingPnl = 0 # 交易盈亏 self.positionPnl = 0 # 持仓盈亏 + self.totalPnl = 0 # 总盈亏 + + self.turnover = 0 # 成交量 + self.commission = 0 # 手续费 + self.slippage = 0 # 滑点 + self.netPnl = 0 # 净盈亏 + + #---------------------------------------------------------------------- + def addTrade(self, trade): + """添加交易""" + self.tradeList.append(trade) #---------------------------------------------------------------------- - def calculatePnl(self): - """计算盈亏""" + def calculatePnl(self, openPosition=0, size=1, rate=0, slippage=0): + """ + 计算盈亏 + size: 合约乘数 + rate:手续费率 + slippage:滑点点数 + """ # 持仓部分 - self.positionPnl = self.openPosition * (self.closePrice - self.previousCloase) + self.openPosition = openPosition + self.positionPnl = self.openPosition * (self.closePrice - self.previousClose) * size self.closePosition = self.openPosition # 交易部分 + self.tradeCount = len(self.tradeList) + for trade in self.tradeList: if trade.direction == DIRECTION_LONG: posChange = trade.volume else: posChange = -trade.volume - self.tradingPnl += posChange * (self.closePrice - trade.price) + self.tradingPnl += posChange * (self.closePrice - trade.price) * size self.closePosition += posChange - + self.turnover += trade.price * trade.volume * size + self.commission += trade.price * trade.volume * size * rate + self.slippage += trade.volume * size * slippage + + # 汇总 + self.totalPnl = self.tradingPnl + self.positionPnl + self.netPnl = self.totalPnl - self.commission - self.slippage