diff --git a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb index 89681046..631c60be 100644 --- a/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb +++ b/examples/CtaBacktesting/.ipynb_checkpoints/backtesting_IF-checkpoint.ipynb @@ -3,9 +3,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -19,9 +17,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# 创建回测引擎对象\n", @@ -30,24 +26,30 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ - "# 设置回测使用的数据\n", + "# 使用历史数据缓存服务器,请先运行startHds.py\n", + "engine.initHdsClient() # 受限于机器内存,超出上限会报错" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "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('20130101') # 设置回测用的数据起始日期" + "engine.setStartDate('20150101') # 设置回测用的数据起始日期" ] }, { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# 配置回测引擎参数\n", @@ -61,9 +63,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# 在引擎中创建策略对象\n", @@ -76,21 +76,19 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "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" + "2018-08-06 15:01:09.708000\t开始载入数据\n", + "2018-08-06 15:01:28.454000\t载入完成,数据量:155070\n", + "2018-08-06 15:01:28.454000\t开始回测\n", + "2018-08-06 15:01:28.504000\t策略初始化完成\n", + "2018-08-06 15:01:28.504000\t策略启动完成\n", + "2018-08-06 15:01:28.504000\t开始回放数据\n", + "2018-08-06 15:01:39.480000\t数据回放结束\n" ] } ], @@ -103,7 +101,6 @@ "cell_type": "code", "execution_count": 7, "metadata": { - "collapsed": false, "scrolled": false }, "outputs": [ @@ -111,39 +108,39 @@ "name": "stdout", "output_type": "stream", "text": [ - "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" + "2018-08-06 15:02:11.279000\t计算按日统计结果\n", + "2018-08-06 15:02:11.334000\t------------------------------\n", + "2018-08-06 15:02:11.334000\t首个交易日:\t2015-01-12\n", + "2018-08-06 15:02:11.334000\t最后交易日:\t2017-07-14\n", + "2018-08-06 15:02:11.334000\t总交易日:\t612\n", + "2018-08-06 15:02:11.334000\t盈利交易日\t297\n", + "2018-08-06 15:02:11.334000\t亏损交易日:\t315\n", + "2018-08-06 15:02:11.334000\t起始资金:\t1000000\n", + "2018-08-06 15:02:11.334000\t结束资金:\t1,133,650.64\n", + "2018-08-06 15:02:11.335000\t总收益率:\t13.37%\n", + "2018-08-06 15:02:11.335000\t年化收益:\t5.24%\n", + "2018-08-06 15:02:11.335000\t总盈亏:\t133,650.64\n", + "2018-08-06 15:02:11.335000\t最大回撤: \t-185,949.45\n", + "2018-08-06 15:02:11.335000\t百分比最大回撤: -16.31%\n", + "2018-08-06 15:02:11.335000\t总手续费:\t148,769.36\n", + "2018-08-06 15:02:11.335000\t总滑点:\t267,420.0\n", + "2018-08-06 15:02:11.335000\t总成交金额:\t4,958,978,520.0\n", + "2018-08-06 15:02:11.335000\t总成交笔数:\t4,457.0\n", + "2018-08-06 15:02:11.336000\t日均盈亏:\t218.38\n", + "2018-08-06 15:02:11.336000\t日均手续费:\t243.09\n", + "2018-08-06 15:02:11.336000\t日均滑点:\t436.96\n", + "2018-08-06 15:02:11.336000\t日均成交金额:\t8,102,906.08\n", + "2018-08-06 15:02:11.336000\t日均成交笔数:\t7.28\n", + "2018-08-06 15:02:11.336000\t日均收益率:\t0.02%\n", + "2018-08-06 15:02:11.336000\t收益标准差:\t1.72%\n", + "2018-08-06 15:02:11.336000\tSharpe Ratio:\t0.18\n" ] }, { "data": { - "image/png": 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Vqh5PPCGjhb/+KkHmAw/IyGrHjoX7DKWKk10jgYsWLWLt2rW4Xc1Jnz59OhMn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\nAgAAOBAhEAAAwIH+D021Ozi9hJCHAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -158,9 +155,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# 显示逐笔回测结果\n", @@ -170,9 +165,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# 显示前10条成交记录\n", @@ -184,9 +177,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# 优化配置\n", @@ -207,9 +198,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# 显示优化的所有统计数据\n", @@ -224,9 +213,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -247,9 +234,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.13" + "version": "2.7.14" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/examples/CtaBacktesting/backtesting_IF.ipynb b/examples/CtaBacktesting/backtesting_IF.ipynb index ff358df6..631c60be 100644 --- a/examples/CtaBacktesting/backtesting_IF.ipynb +++ b/examples/CtaBacktesting/backtesting_IF.ipynb @@ -3,9 +3,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -19,9 +17,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# 创建回测引擎对象\n", @@ -30,24 +26,30 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ - "# 设置回测使用的数据\n", + "# 使用历史数据缓存服务器,请先运行startHds.py\n", + "engine.initHdsClient() # 受限于机器内存,超出上限会报错" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "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('20130101') # 设置回测用的数据起始日期" + "engine.setStartDate('20150101') # 设置回测用的数据起始日期" ] }, { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# 配置回测引擎参数\n", @@ -60,10 +62,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [], "source": [ "# 在引擎中创建策略对象\n", @@ -75,11 +75,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2018-08-06 15:01:09.708000\t开始载入数据\n", + "2018-08-06 15:01:28.454000\t载入完成,数据量:155070\n", + "2018-08-06 15:01:28.454000\t开始回测\n", + "2018-08-06 15:01:28.504000\t策略初始化完成\n", + "2018-08-06 15:01:28.504000\t策略启动完成\n", + "2018-08-06 15:01:28.504000\t开始回放数据\n", + "2018-08-06 15:01:39.480000\t数据回放结束\n" + ] + } + ], "source": [ "# 运行回测\n", "engine.runBacktesting() # 运行回测" @@ -87,12 +99,54 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { - "collapsed": false, "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2018-08-06 15:02:11.279000\t计算按日统计结果\n", + "2018-08-06 15:02:11.334000\t------------------------------\n", + "2018-08-06 15:02:11.334000\t首个交易日:\t2015-01-12\n", + "2018-08-06 15:02:11.334000\t最后交易日:\t2017-07-14\n", + "2018-08-06 15:02:11.334000\t总交易日:\t612\n", + "2018-08-06 15:02:11.334000\t盈利交易日\t297\n", + "2018-08-06 15:02:11.334000\t亏损交易日:\t315\n", + "2018-08-06 15:02:11.334000\t起始资金:\t1000000\n", + "2018-08-06 15:02:11.334000\t结束资金:\t1,133,650.64\n", + "2018-08-06 15:02:11.335000\t总收益率:\t13.37%\n", + "2018-08-06 15:02:11.335000\t年化收益:\t5.24%\n", + "2018-08-06 15:02:11.335000\t总盈亏:\t133,650.64\n", + "2018-08-06 15:02:11.335000\t最大回撤: \t-185,949.45\n", + "2018-08-06 15:02:11.335000\t百分比最大回撤: -16.31%\n", + "2018-08-06 15:02:11.335000\t总手续费:\t148,769.36\n", + "2018-08-06 15:02:11.335000\t总滑点:\t267,420.0\n", + "2018-08-06 15:02:11.335000\t总成交金额:\t4,958,978,520.0\n", + "2018-08-06 15:02:11.335000\t总成交笔数:\t4,457.0\n", + "2018-08-06 15:02:11.336000\t日均盈亏:\t218.38\n", + "2018-08-06 15:02:11.336000\t日均手续费:\t243.09\n", + "2018-08-06 15:02:11.336000\t日均滑点:\t436.96\n", + "2018-08-06 15:02:11.336000\t日均成交金额:\t8,102,906.08\n", + "2018-08-06 15:02:11.336000\t日均成交笔数:\t7.28\n", + "2018-08-06 15:02:11.336000\t日均收益率:\t0.02%\n", + "2018-08-06 15:02:11.336000\t收益标准差:\t1.72%\n", + "2018-08-06 15:02:11.336000\tSharpe Ratio:\t0.18\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# 显示逐日回测结果\n", "engine.showDailyResult()" @@ -101,9 +155,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# 显示逐笔回测结果\n", @@ -113,9 +165,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# 显示前10条成交记录\n", @@ -126,54 +176,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "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" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# 优化配置\n", "setting = OptimizationSetting() # 新建一个优化任务设置对象\n", @@ -193,9 +198,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# 显示优化的所有统计数据\n", @@ -210,9 +213,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -233,9 +234,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.13" + "version": "2.7.14" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/examples/CtaBacktesting/startHds.py b/examples/CtaBacktesting/startHds.py new file mode 100644 index 00000000..ea6bc44f --- /dev/null +++ b/examples/CtaBacktesting/startHds.py @@ -0,0 +1,3 @@ +from vnpy.trader.app.ctaStrategy.ctaBacktesting import runHistoryDataServer + +runHistoryDataServer() \ No newline at end of file diff --git a/vnpy/trader/app/ctaStrategy/ctaBacktesting.py b/vnpy/trader/app/ctaStrategy/ctaBacktesting.py index a0565c52..6273e92b 100644 --- a/vnpy/trader/app/ctaStrategy/ctaBacktesting.py +++ b/vnpy/trader/app/ctaStrategy/ctaBacktesting.py @@ -18,6 +18,9 @@ import pandas as pd import numpy as np import matplotlib.pyplot as plt +from vnpy.rpc import RpcClient, RpcServer, RemoteException + + # 如果安装了seaborn则设置为白色风格 try: import seaborn as sns @@ -71,6 +74,7 @@ class BacktestingEngine(object): self.dbClient = None # 数据库客户端 self.dbCursor = None # 数据库指针 + self.hdsClient = None # 历史数据服务器客户端 self.initData = [] # 初始化用的数据 self.dbName = '' # 回测数据库名 @@ -181,6 +185,15 @@ class BacktestingEngine(object): # 数据回放相关 #------------------------------------------------ + #---------------------------------------------------------------------- + def initHdsClient(self): + """初始化历史数据服务器客户端""" + reqAddress = 'tcp://localhost:5555' + subAddress = 'tcp://localhost:7777' + + self.hdsClient = RpcClient(reqAddress, subAddress) + self.hdsClient.start() + #---------------------------------------------------------------------- def loadHistoryData(self): """载入历史数据""" @@ -188,7 +201,7 @@ class BacktestingEngine(object): collection = self.dbClient[self.dbName][self.symbol] self.output(u'开始载入数据') - + # 首先根据回测模式,确认要使用的数据类 if self.mode == self.BAR_MODE: dataClass = VtBarData @@ -197,10 +210,16 @@ class BacktestingEngine(object): dataClass = VtTickData func = self.newTick - # 载入初始化需要用的数据 - flt = {'datetime':{'$gte':self.dataStartDate, - '$lt':self.strategyStartDate}} - initCursor = collection.find(flt).sort('datetime') + # 载入初始化需要用的数据 + if self.hdsClient: + initCursor = self.hdsClient.loadHistoryData(self.dbName, + self.symbol, + self.dataStartDate, + self.strategyStartDate) + else: + flt = {'datetime':{'$gte':self.dataStartDate, + '$lt':self.strategyStartDate}} + initCursor = collection.find(flt).sort('datetime') # 将数据从查询指针中读取出,并生成列表 self.initData = [] # 清空initData列表 @@ -210,14 +229,24 @@ class BacktestingEngine(object): self.initData.append(data) # 载入回测数据 - if not self.dataEndDate: - flt = {'datetime':{'$gte':self.strategyStartDate}} # 数据过滤条件 + if self.hdsClient: + self.dbCursor = self.hdsClient.loadHistoryData(self.dbName, + self.symbol, + self.strategyStartDate, + self.dataEndDate) else: - flt = {'datetime':{'$gte':self.strategyStartDate, - '$lte':self.dataEndDate}} - self.dbCursor = collection.find(flt).sort('datetime') + if not self.dataEndDate: + flt = {'datetime':{'$gte':self.strategyStartDate}} # 数据过滤条件 + else: + flt = {'datetime':{'$gte':self.strategyStartDate, + '$lte':self.dataEndDate}} + self.dbCursor = collection.find(flt).sort('datetime') - self.output(u'载入完成,数据量:%s' %(initCursor.count() + self.dbCursor.count())) + if isinstance(self.dbCursor, list): + count = len(initCursor) + len(self.dbCursor) + else: + count = initCursor.count() + self.dbCursor.count() + self.output(u'载入完成,数据量:%s' %count) #---------------------------------------------------------------------- def runBacktesting(self): @@ -1254,6 +1283,58 @@ class OptimizationSetting(object): self.optimizeTarget = target +######################################################################## +class HistoryDataServer(RpcServer): + """历史数据缓存服务器""" + + #---------------------------------------------------------------------- + def __init__(self, repAddress, pubAddress): + """Constructor""" + super(HistoryDataServer, self).__init__(repAddress, pubAddress) + + self.dbClient = pymongo.MongoClient(globalSetting['mongoHost'], + globalSetting['mongoPort']) + + self.historyDict = {} + + self.register(self.loadHistoryData) + + #---------------------------------------------------------------------- + def loadHistoryData(self, dbName, symbol, start, end): + """""" + # 首先检查是否有缓存,如果有则直接返回 + history = self.historyDict.get((dbName, symbol, start, end), None) + if history: + print(u'找到内存缓存:%s %s %s %s' %(dbName, symbol, start, end)) + return history + + # 否则从数据库加载 + collection = self.dbClient[dbName][symbol] + + if end: + flt = {'datetime':{'$gte':start, '$lt':end}} + else: + flt = {'datetime':{'$gte':start}} + + cx = collection.find(flt).sort('datetime') + history = [d for d in cx] + + self.historyDict[(dbName, symbol, start, end)] = history + print(u'从数据库加载:%s %s %s %s' %(dbName, symbol, start, end)) + return history + +#---------------------------------------------------------------------- +def runHistoryDataServer(): + """""" + repAddress = 'tcp://*:5555' + pubAddress = 'tcp://*:7777' + + hds = HistoryDataServer(repAddress, pubAddress) + hds.start() + + print(u'按任意键退出') + raw_input() + #---------------------------------------------------------------------- def formatNumber(n): """格式化数字到字符串"""