年初学习量化投资，一开始想自己从头写，还是受了C/C++的影响。结果困在了计算回测数据那里，结果老也不对，就暂时放下了。最近试了一下python的各个量化投资框架，发现一个能用的——pyalgotrade，重新开始吧。这是一个事件驱动型量化交易框架。
使用pyalgotrade的一大问题是数据获取，其支持从yahoo，谷歌等途径获得数据，但要获取A股数据比较麻烦。还是用tushare获取数据比较方便。但pyalgotrade并不直接支持tushare数据格式。网上有人介绍了将tushare数据转换成pyalgotrade能接受的数据源的方法，我先按照其方法自己写了一个tsfeed的程序，用于将从tushare获取的数据转化成pyalgotrade可以接受的数据。后来突然发现有个现成的:pyalgotrade_tushare。试用了一下，比我写的好，就用它吧。用pip install pyalgotrade_tushare 安装即可。
现在就开始干活了。先要测试一下pyalgotrade回测数据对不对。我找了个参照标准:在聚宽上开通了个账号，按入门教程写了个策略:2016-2018年每个交易日买入100股平安银行(000001)，回测结果如下:
现在用pyalgotrade来实现一下这个策略。先用tushare下载平安银行及沪深300指数的2016年数据。
首先从csv文件建立数据源。
from pyalgotrade_tushare import tools, barfeed instruments = [""]
feeds = tools.build_feed(instruments, 2016, 2018, "histdata")
如果没有下载过数据，会自动下载以后存到histdata目录里，如果下载过，就自动使用目录里的数据了。feeds是BarFeed类型，就是其中的数据驱动pyalgotrade回测框架运行。
接着就从Pyalgotrade.strategy.BacktestingStrategy继承自己的策略类。
class MyStrategy(strategy.BacktestingStrategy):
def __init__(self, feed, instrument, brk):
super().__init__(feed, brk)
self.__position = None
self.__instrument = instrument
self.getBroker()
self.__cost = 0.0 def onEnterOk(self, position):
execInfo = position.getEntryOrder().getExecutionInfo() def onEnterCanceled(self, position):
self.__position = None def onExitOk(self, position):
execInfo = position.getExitOrder().getExecutionInfo()
self.info("卖出 %.2f" % (execInfo.getPrice()))
self.__position = None def onExitCanceled(self, position):
# If the exit was canceled, re-submit it.
self.__position.exitMarket() def onBars(self, bars):
brk = self.getBroker()
shares = 100
price = bars[self.__instrument].getPrice()
if brk.getCash() < price*shares:
self.info("现金不足")
return
self.__position = self.enterLong(self.__instrument, shares, True)
self.__cost += brk.getCommission().calculate(brk, price, shares)
self.info("可用现金%.2f 股价%.2f 持股数量%d 市值1:%.2f 市值2:%.2f 计算市值:%.2f 交易成本%.2f" % (brk.getCash(), price, brk.getShares(self.__instrument), brk.getEquity(), self.getResult(), (brk.getCash() + brk.getShares(self.__instrument)*price), self.__cost)) # x = input("按任意键继续")
其中onBar是必须重写的，即每次数据更新要执行的操作。
然后设置手续费，滑点等设置。
# 设置手续费
broker_commision = broker.backtesting.TradePercentage(0.0003)
brk = broker.backtesting.Broker(cash, feeds, broker_commision)
Broker对象是进行交易的类。
然后生成策略对象:
myStrategy = MyStrategy(feeds, instruments[0], brk)
接下来生成用于计算回测指标的四个对象，并将其添加进入策略中:
retAnalyzer = returns.Returns()
myStrategy.attachAnalyzer(retAnalyzer)
sharpeAnalyzer = sharpe.SharpeRatio()
myStrategy.attachAnalyzer(sharpeAnalyzer)
drawDownAnalyzer = drawdown.DrawDown()
myStrategy.attachAnalyzer(drawDownAnalyzer)
tradesAnalyzer = trades.Trades()
myStrategy.attachAnalyzer(tradesAnalyzer)
如果要作图，类似的，也要将绘图对象添加进入策略对象。
from pyalgotrade import plotter plter = plotter.StrategyPlotter(myStrategy)
plter.getOrCreateSubplot("return").addDataSeries("retuens", retAnalyzer.getReturns())
plter.getOrCreateSubplot("CumReturn").addDataSeries("CumReturn",retAnalyzer.getCumulativeReturns
准备工作做完，就可以执行回测了，用
myStrategy.run()
执行以后就可以输出回测结果，输出图形了。限于篇幅，就不放代码了。详细代码见:
现在来看看回测结果。
其中年化收益率那里应该是三年的策略收益，这样看两个的回测结果是基本一致的，但并不完全一致。原因呢？
我看了一下每个交易日的情况：
聚宽上面的：
我本地文件里的数据
在本地输出每个交易日的情况：
可以看到2016-01-05，聚宽的股价数据是8.99，tushare下载的数据是9.07。2016-01-06，聚宽的数据是9.10，tushare是9.179。
我在聚宽的论坛里发帖问了，被告知可能是数据复权方法，滑点设置等差异引起的。另外，pyalgotrade貌似是第一天产生交易信号第二天再执行交易。好在差别也不大，就这样吧。还有一些问题，比如pyalgotrade里貌似没有没有直接计算alpha值，beta值，信息比率等数据的函数，用到了再说吧。
最后再总结一下用pyalgotrade进行量化交易回测的一般步骤:
①用数据生成BarFeed对象，作为驱动框架的数据来源。
②用Broker对象设置交易成本，滑点等。
③从strategy.BacktestingStrategy建立Strategy对象，并重写onBars成员函数，其内容为每次交易事件时都要执行的动作。其中可能会用到technical对象，用于计算一些技术指标。
④实例化strategy对象，建立回测指标对象和绘图对象，并将它们与strategy绑定。
⑤执行回测。
⑥输出回测结果，绘图。
下一步，该真正进行量化交易策略的学习研究了。
我发文章的四个地方，欢迎大家在朋友圈等地方分享，欢迎点“在看”。
我的个人博客地址：https://zwdnet.github.io
我的CSDN博客地址：https://blog.csdn.net/zwdnet
我的博客园博客地址： https://www.cnblogs.com/zwdnet/
我的微信个人订阅号：赵瑜敏的口腔医学学习园地
aaarticlea/jpeg;base64,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" alt="" />