From 002112c5331e64414ac99c260950bb5f0909af4d Mon Sep 17 00:00:00 2001 From: "vn.py" Date: Fri, 16 Feb 2018 22:17:58 +0800 Subject: [PATCH] [Fix]Close #735 --- .../backtesting_IF-checkpoint.ipynb | 94 ++++++------- examples/CtaBacktesting/backtesting_IF.ipynb | 123 ++++++++---------- vnpy/trader/app/ctaStrategy/ctaBacktesting.py | 3 +- 3 files changed, 98 insertions(+), 122 deletions(-) diff --git a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb index ba2d0e11..89681046 100644 --- a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb +++ b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb @@ -84,13 +84,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "2018-01-09 09:54:42.212000\t开始载入数据\n", - "2018-01-09 09:54:42.331000\t载入完成,数据量:285480\n", - "2018-01-09 09:54:42.331000\t开始回测\n", - "2018-01-09 09:54:42.402000\t策略初始化完成\n", - "2018-01-09 09:54:42.402000\t策略启动完成\n", - "2018-01-09 09:54:42.402000\t开始回放数据\n", - "2018-01-09 09:55:10.816000\t数据回放结束\n" + "2018-02-16 22:10:48.332000\t开始载入数据\n", + "2018-02-16 22:10:48.417000\t载入完成,数据量:91381\n", + "2018-02-16 22:10:48.418000\t开始回测\n", + "2018-02-16 22:10:48.463000\t策略初始化完成\n", + "2018-02-16 22:10:48.463000\t策略启动完成\n", + "2018-02-16 22:10:48.463000\t开始回放数据\n", + "2018-02-16 22:10:56.057000\t数据回放结束\n" ] } ], @@ -103,60 +103,47 @@ "cell_type": "code", "execution_count": 7, "metadata": { - "collapsed": false + "collapsed": false, + "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2018-01-09 09:55:10.822000\t计算按日统计结果\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Github\\vnpy\\vnpy\\vnpy\\trader\\app\\ctaStrategy\\ctaBacktesting.py:971: RuntimeWarning: invalid value encountered in log\n", - " df['return'] = (np.log(df['balance']) - np.log(df['balance'].shift(1))).fillna(0)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2018-01-09 09:55:11.113000\t------------------------------\n", - "2018-01-09 09:55:11.113000\t首个交易日:\t2013-01-11\n", - "2018-01-09 09:55:11.114000\t最后交易日:\t2017-07-14\n", - "2018-01-09 09:55:11.114000\t总交易日:\t1095\n", - "2018-01-09 09:55:11.114000\t盈利交易日\t399\n", - "2018-01-09 09:55:11.114000\t亏损交易日:\t696\n", - "2018-01-09 09:55:11.114000\t起始资金:\t1000000\n", - "2018-01-09 09:55:11.114000\t结束资金:\t-1,583,699.42\n", - "2018-01-09 09:55:11.114000\t总收益率:\t-258.37\n", - "2018-01-09 09:55:11.114000\t年华收益率:\t-56.63\n", - "2018-01-09 09:55:11.114000\t总盈亏:\t-2,583,699.42\n", - "2018-01-09 09:55:11.114000\t最大回撤: \t-2,666,357.75\n", - "2018-01-09 09:55:11.114000\t百分比最大回撤: \t-246.28\n", - "2018-01-09 09:55:11.114000\t总手续费:\t1,772,319.42\n", - "2018-01-09 09:55:11.114000\t总滑点:\t3,900,600.0\n", - "2018-01-09 09:55:11.114000\t总成交金额:\t59,077,313,940.0\n", - "2018-01-09 09:55:11.114000\t总成交笔数:\t50,395.0\n", - "2018-01-09 09:55:11.114000\t日均盈亏:\t-2,359.54\n", - "2018-01-09 09:55:11.114000\t日均手续费:\t1,618.56\n", - "2018-01-09 09:55:11.114000\t日均滑点:\t3,562.19\n", - "2018-01-09 09:55:11.114000\t日均成交金额:\t53,951,884.88\n", - "2018-01-09 09:55:11.114000\t日均成交笔数:\t46.02\n", - "2018-01-09 09:55:11.114000\t日均收益率:\t-0.97%\n", - "2018-01-09 09:55:11.114000\t收益标准差:\t24.5%\n", - "2018-01-09 09:55:11.114000\tSharpe Ratio:\t-0.61\n" + "2018-02-16 22:10:56.062000\t计算按日统计结果\n", + "2018-02-16 22:10:56.304000\t------------------------------\n", + "2018-02-16 22:10:56.305000\t首个交易日:\t2013-01-11\n", + "2018-02-16 22:10:56.305000\t最后交易日:\t2014-06-04\n", + "2018-02-16 22:10:56.305000\t总交易日:\t334\n", + "2018-02-16 22:10:56.305000\t盈利交易日\t167\n", + "2018-02-16 22:10:56.305000\t亏损交易日:\t167\n", + "2018-02-16 22:10:56.305000\t起始资金:\t1000000\n", + "2018-02-16 22:10:56.305000\t结束资金:\t1,283,473.32\n", + "2018-02-16 22:10:56.305000\t总收益率:\t28.35%\n", + "2018-02-16 22:10:56.305000\t年化收益:\t20.37%\n", + "2018-02-16 22:10:56.305000\t总盈亏:\t283,473.32\n", + "2018-02-16 22:10:56.305000\t最大回撤: \t-101,191.41\n", + "2018-02-16 22:10:56.305000\t百分比最大回撤: -9.23%\n", + "2018-02-16 22:10:56.305000\t总手续费:\t33,266.68\n", + "2018-02-16 22:10:56.305000\t总滑点:\t94,260.0\n", + "2018-02-16 22:10:56.305000\t总成交金额:\t1,108,889,460.0\n", + "2018-02-16 22:10:56.305000\t总成交笔数:\t1,571.0\n", + "2018-02-16 22:10:56.305000\t日均盈亏:\t848.72\n", + "2018-02-16 22:10:56.305000\t日均手续费:\t99.6\n", + "2018-02-16 22:10:56.305000\t日均滑点:\t282.22\n", + "2018-02-16 22:10:56.305000\t日均成交金额:\t3,320,028.32\n", + "2018-02-16 22:10:56.305000\t日均成交笔数:\t4.7\n", + "2018-02-16 22:10:56.305000\t日均收益率:\t0.07%\n", + "2018-02-16 22:10:56.305000\t收益标准差:\t0.87%\n", + "2018-02-16 22:10:56.305000\tSharpe Ratio:\t1.3\n" ] }, { "data": { - "image/png": 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wYkXp9FkpVblpcqhUGRo5Uv7wDhwop1vs2ydH/H32mSSBs2bB0aPyR75BA1mv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5Ga+i1MpvO4cOEAAKBXrxkAjkY2MAoIk0MiIiLqEpPJhCNHDuKvfz2KU6dO4ZtvvsGiRVMADEJS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\nAAzCIQAAAAzCIQAAAIz/B/UsfCA7ANAwAAAAAElFTkSuQmCC\n", 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Vqh5PPCGjhb/+KkHmAw/IyGrHjoX7DKWKk10jgYsWLWLt2rW4Xc1Jnz59OhMn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\nAgAAOBAhEAAAwIH+D021Ozi9hJCHAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -206,13 +193,14 @@ "setting = OptimizationSetting() # 新建一个优化任务设置对象\n", "setting.setOptimizeTarget('totalNetPnl') # 设置优化排序的目标是策略净盈利\n", "setting.addParameter('atrLength', 12, 16, 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", + "#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", - "resultList = engine.runParallelOptimization(AtrRsiStrategy, setting)\n", + "#resultList = engine.runParallelOptimization(AtrRsiStrategy, setting)\n", + "resultList = engine.runOptimization(AtrRsiStrategy, setting)\n", "print u'耗时:%s' %(time.time()-start)" ] }, diff --git a/examples/CtaBacktesting/backtesting_IF.ipynb b/examples/CtaBacktesting/backtesting_IF.ipynb index ae37aacc..ff358df6 100644 --- a/examples/CtaBacktesting/backtesting_IF.ipynb +++ b/examples/CtaBacktesting/backtesting_IF.ipynb @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "collapsed": false }, @@ -75,25 +75,11 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2018-01-09 10:00:06.236000\t开始载入数据\n", - "2018-01-09 10:00:06.408000\t载入完成,数据量:285480\n", - "2018-01-09 10:00:06.408000\t开始回测\n", - "2018-01-09 10:00:06.457000\t策略初始化完成\n", - "2018-01-09 10:00:06.458000\t策略启动完成\n", - "2018-01-09 10:00:06.458000\t开始回放数据\n", - "2018-01-09 10:00:33.335000\t数据回放结束\n" - ] - } - ], + "outputs": [], "source": [ "# 运行回测\n", "engine.runBacktesting() # 运行回测" @@ -101,55 +87,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "collapsed": false, - "scrolled": true + "scrolled": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2018-01-09 10:00:33.341000\t计算按日统计结果\n", - "2018-01-09 10:00:33.425000\t------------------------------\n", - "2018-01-09 10:00:33.425000\t首个交易日:\t2013-01-11\n", - "2018-01-09 10:00:33.425000\t最后交易日:\t2017-07-14\n", - "2018-01-09 10:00:33.425000\t总交易日:\t1095\n", - "2018-01-09 10:00:33.425000\t盈利交易日\t541\n", - "2018-01-09 10:00:33.425000\t亏损交易日:\t554\n", - "2018-01-09 10:00:33.425000\t起始资金:\t1000000\n", - "2018-01-09 10:00:33.425000\t结束资金:\t1,696,649.0\n", - "2018-01-09 10:00:33.425000\t总收益率:\t69.66%\n", - "2018-01-09 10:00:33.425000\t年化收益:\t15.27%\n", - "2018-01-09 10:00:33.425000\t总盈亏:\t696,649.0\n", - "2018-01-09 10:00:33.425000\t最大回撤: \t-185,949.45\n", - "2018-01-09 10:00:33.425000\t百分比最大回撤: \t-10.7%\n", - "2018-01-09 10:00:33.425000\t总手续费:\t201,671.0\n", - "2018-01-09 10:00:33.425000\t总滑点:\t406,020.0\n", - "2018-01-09 10:00:33.425000\t总成交金额:\t6,722,366,580.0\n", - "2018-01-09 10:00:33.425000\t总成交笔数:\t6,767.0\n", - "2018-01-09 10:00:33.425000\t日均盈亏:\t636.21\n", - "2018-01-09 10:00:33.425000\t日均手续费:\t184.17\n", - "2018-01-09 10:00:33.425000\t日均滑点:\t370.79\n", - "2018-01-09 10:00:33.425000\t日均成交金额:\t6,139,147.56\n", - "2018-01-09 10:00:33.425000\t日均成交笔数:\t6.18\n", - "2018-01-09 10:00:33.425000\t日均收益率:\t0.05%\n", - "2018-01-09 10:00:33.425000\t收益标准差:\t1.03%\n", - "2018-01-09 10:00:33.425000\tSharpe Ratio:\t0.72\n" - ] - }, - { - "data": { - "image/png": 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Dq1bNtsSIyWRb3qJhQ1lfriBGCDSZrlwJ/PPPvK8LGuemisfPz/Z3oyTdfbdr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egCGP38xowZA5A1XJfL5SGZzHfDEjc3Vc3v8ClKnKqqKqBrncBQyBSBqtqgf1d25uTs2bNJJBJc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\ntw6/38+qVatYs2YNa9eu5cknn6S+vp6NGzfS1tbGu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EIIIYqQhEAhhBBCiCIkIVAIIYQQ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\nDHgZR5zazK6dzdu67V92efbmWnK39otVb8dEt+1iDdTM+5qXsiQyEPUy9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rK7caq/1Ycq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7779fy5cvVyAQ0K233qo777xTnZ2dGjFihCZOnJjsYgIAAKS1lAsCb731Vt166609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\nEQIBAAA8RAgEAADwECEQAADAQy9RZjslfNJPJgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# 显示逐日回测结果\n", "engine.showDailyResult()" @@ -183,23 +126,67 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2018-02-16 22:15:18.251000\t------------------------------\n", + "2018-02-16 22:15:18.251000\tsetting: {'atrLength': 12}\n", + "2018-02-16 22:15:18.256000\t开始载入数据\n", + "2018-02-16 22:15:18.319000\t载入完成,数据量:91381\n", + "2018-02-16 22:15:18.319000\t开始回测\n", + "2018-02-16 22:15:18.361000\t策略初始化完成\n", + "2018-02-16 22:15:18.361000\t策略启动完成\n", + "2018-02-16 22:15:18.361000\t开始回放数据\n", + "2018-02-16 22:15:25.992000\t数据回放结束\n", + "2018-02-16 22:15:25.992000\t计算按日统计结果\n", + "2018-02-16 22:15:26.085000\t------------------------------\n", + "2018-02-16 22:15:26.085000\tsetting: {'atrLength': 14}\n", + "2018-02-16 22:15:26.087000\t开始载入数据\n", + "2018-02-16 22:15:26.142000\t载入完成,数据量:91381\n", + "2018-02-16 22:15:26.142000\t开始回测\n", + "2018-02-16 22:15:26.183000\t策略初始化完成\n", + "2018-02-16 22:15:26.183000\t策略启动完成\n", + "2018-02-16 22:15:26.183000\t开始回放数据\n", + "2018-02-16 22:15:34.799000\t数据回放结束\n", + "2018-02-16 22:15:34.799000\t计算按日统计结果\n", + "2018-02-16 22:15:34.881000\t------------------------------\n", + "2018-02-16 22:15:34.881000\tsetting: {'atrLength': 16}\n", + "2018-02-16 22:15:34.883000\t开始载入数据\n", + "2018-02-16 22:15:34.935000\t载入完成,数据量:91381\n", + "2018-02-16 22:15:34.935000\t开始回测\n", + "2018-02-16 22:15:34.981000\t策略初始化完成\n", + "2018-02-16 22:15:34.981000\t策略启动完成\n", + "2018-02-16 22:15:34.981000\t开始回放数据\n", + "2018-02-16 22:15:43.120000\t数据回放结束\n", + "2018-02-16 22:15:43.120000\t计算按日统计结果\n", + "2018-02-16 22:15:43.151000\t------------------------------\n", + "2018-02-16 22:15:43.151000\t优化结果:\n", + "2018-02-16 22:15:43.151000\t参数:[\"{'atrLength': 16}\"],目标:819765.66\n", + "2018-02-16 22:15:43.151000\t参数:[\"{'atrLength': 14}\"],目标:534310.005\n", + "2018-02-16 22:15:43.151000\t参数:[\"{'atrLength': 12}\"],目标:278612.3988\n", + "耗时:24.9000000954\n" + ] + } + ], "source": [ "# 优化配置\n", "setting = OptimizationSetting() # 新建一个优化任务设置对象\n", "setting.setOptimizeTarget('totalNetPnl') # 设置优化排序的目标是策略净盈利\n", "setting.addParameter('atrLength', 12, 16, 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", + "#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", - "resultList = engine.runParallelOptimization(AtrRsiStrategy, setting)\n", + "#resultList = engine.runParallelOptimization(AtrRsiStrategy, setting)\n", + "resultList = engine.runOptimization(AtrRsiStrategy, setting)\n", "print u'耗时:%s' %(time.time()-start)" ] }, diff --git a/vnpy/trader/app/ctaStrategy/ctaBacktesting.py b/vnpy/trader/app/ctaStrategy/ctaBacktesting.py index 7455d0e9..a7818450 100644 --- a/vnpy/trader/app/ctaStrategy/ctaBacktesting.py +++ b/vnpy/trader/app/ctaStrategy/ctaBacktesting.py @@ -872,7 +872,8 @@ class BacktestingEngine(object): self.output('setting: %s' %str(setting)) self.initStrategy(strategyClass, setting) self.runBacktesting() - d = self.calculateBacktestingResult() + df = self.calculateDailyResult() + df, d = self.calculateDailyStatistics(df) try: targetValue = d[targetName] except KeyError: