示例#1
0
    def __init__(self, security, strategy, buyingRatio):
        ''' constructor '''

        self.__security = security
        self.__strategy = strategy
        self.__startDate = strategy.startDate
        self.__buyingRatio = buyingRatio

        # order id
        self.__stopOrderId = None
        self.__stopOrder = None
        self.__buyOrder = None

        self.__smaShort = Sma(10)
        self.__smaMid = Sma(60)
        self.__smaLong = Sma(200)
        self.__smaVolumeShort = Sma(10)
        self.__smaVolumeMid = Sma(60)
        self.__movingLowShort = MovingLow(10)
        self.__movingLowWeek = MovingLow(3)

        # state of previous day
        self.__previousTick = None
        self.__previousSmaShort = None
        self.__previousMovingLowShort = None
        self.__previousMovingLowWeek = None
        self.__previousSmaMid = None
        self.__previousSmaLong = None
        self.__previousSmaVolumeShort = None
        self.__previousSmaVolumeMid = None
    def __init__(self, security, strategy, buying_ratio):
        ''' constructor '''

        self.__security=security
        self.__strategy=strategy
        self.start_date=strategy.start_date
        self.buying_ratio=buying_ratio

        # order id
        self.__stopOrderId=None
        self.__stopOrder=None
        self.__buyOrder=None

        self.__smaShort=Sma(10)
        self.__smaMid=Sma(60)
        self.__smaLong=Sma(200)
        self.__smaVolumeShort=Sma(10)
        self.__smaVolumeMid=Sma(60)
        self.__movingLowShort=MovingLow(10)
        self.__movingLowWeek=MovingLow(3)

        # state of previous day
        self.__previousTick=None
        self.__previousSmaShort=None
        self.__previousMovingLowShort=None
        self.__previousMovingLowWeek=None
        self.__previousSmaMid=None
        self.__previousSmaLong=None
        self.__previousSmaVolumeShort=None
        self.__previousSmaVolumeMid=None
示例#3
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 def testSma(self):
     period = 3
     sma = Sma(period=period)
     expectedAvgs = [1, 1.3333333333333333, 2, 3, 4]
     for index, number in enumerate([1, 1, 1, 1, 2, 3, 4, 5]):
         result = sma(number)
         if index > period:
             self.assertEqual(expectedAvgs[index - period], result)
示例#4
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    def __init__(self, config, securities):
        super(SMAStrategy, self).__init__("smaStrategy", securities)
        self.config = config

        # order id
        self.stop_orderrId = None
        self.stop_orderr = None
        self.buy_order = None

        self.__smaShort = Sma(10)
        self.__smaMid = Sma(60)
        self.__smaLong = Sma(300)

        # state of privious day
        self.__previousTick = None
        self.__previousSmaShort = None
        self.__previousSmaMid = None
        self.__previousSmaLong = None
class OneTraker(object):
    ''' tracker for one stock '''
    def __init__(self, security, strategy, buying_ratio):
        ''' constructor '''

        self.__security=security
        self.__strategy=strategy
        self.start_date=strategy.start_date
        self.buying_ratio=buying_ratio

        # order id
        self.__stopOrderId=None
        self.__stopOrder=None
        self.__buyOrder=None

        self.__smaShort=Sma(10)
        self.__smaMid=Sma(60)
        self.__smaLong=Sma(200)
        self.__smaVolumeShort=Sma(10)
        self.__smaVolumeMid=Sma(60)
        self.__movingLowShort=MovingLow(10)
        self.__movingLowWeek=MovingLow(3)

        # state of previous day
        self.__previousTick=None
        self.__previousSmaShort=None
        self.__previousMovingLowShort=None
        self.__previousMovingLowWeek=None
        self.__previousSmaMid=None
        self.__previousSmaLong=None
        self.__previousSmaVolumeShort=None
        self.__previousSmaVolumeMid=None

    def __buyIfMeet(self, tick):
        ''' place buy order if conditions meet '''
        # place short sell order
        '''
        if (self.__smaShort.getLastValue() < self.__smaLong.getLastValue() or self.__smaMid.getLastValue() < self.__smaLong.getLastValue()):
            if tick.close/self.__previousMovingLowWeek < 0.95:
                return

            if self.__previousSmaShort > self.__previousSmaLong and self.__smaShort.getLastValue() < self.__smaLong.getLastValue() and self.__previousSmaVolumeMid < (self.__previousSmaVolumeShort/1.1):
                # assume no commission fee for now
                self.__placeSellShortOrder(tick)

            elif self.__previousSmaLong > self.__previousSmaShort > self.__previousSmaMid and self.__smaLong.getLastValue() > self.__smaMid.getLastValue() > self.__smaShort.getLastValue():
                # assume no commission fee for now
                self.__placeSellShortOrder(tick)
        '''
        # place buy order
        if (self.__smaShort.getLastValue() > self.__smaLong.getLastValue() or self.__smaMid.getLastValue() > self.__smaLong.getLastValue()):
            if tick.close / self.__previousMovingLowWeek > 1.05:
                return

            if self.__previousSmaShort < self.__previousSmaLong and self.__smaShort.getLastValue() > self.__smaLong.getLastValue() and self.__previousSmaVolumeMid < (self.__previousSmaVolumeShort / 1.1):
                # assume no commission fee for now
                self.__placeBuyOrder(tick)

            elif self.__previousSmaLong < self.__previousSmaShort < self.__previousSmaMid and self.__smaLong.getLastValue() < self.__smaMid.getLastValue() < self.__smaShort.getLastValue() and self.__previousSmaVolumeMid < (self.__previousSmaVolumeShort / 1.1):
                # assume no commission fee for now
                self.__placeBuyOrder(tick)

    def __placeSellShortOrder(self, tick):
        ''' place short sell order'''
        share=math.floor(self.__strategy.getAccountCopy().getCash() / float(tick.close))
        sellShortOrder=Order(accountId=self.__strategy.accountId,
                                  action=Action.SELL_SHORT,
                                  is_market=True,
                                  security=self.__security,
                                  share=share)

        if self.__strategy.placeOrder(sellShortOrder):
            self.__buyOrder=sellShortOrder

            # place stop order
            stopOrder=Order(accountId=self.__strategy.accountId,
                          action=Action.BUY_TO_COVER,
                          is_stop=True,
                          security=self.__security,
                          price=tick.close * 1.05,
                          share=0 - share)
            self.__placeStopOrder(stopOrder)

    def __getCashToBuyStock(self):
        ''' calculate the amount of money to buy stock '''
        account=self.__strategy.getAccountCopy()
        if (account.getCash() >= account.getTotalValue() / self.buying_ratio):
            return account.getTotalValue() / self.buying_ratio
        else:
            return 0

    def __placeBuyOrder(self, tick):
        ''' place buy order'''
        cash=self.__getCashToBuyStock()
        if cash == 0:
            return

        share=math.floor(cash / float(tick.close))
        buyOrder=Order(accountId=self.__strategy.accountId,
                                  action=Action.BUY,
                                  is_market=True,
                                  security=self.__security,
                                  share=share)
        if self.__strategy.placeOrder(buyOrder):
            self.__buyOrder=buyOrder

            # place stop order
            stopOrder=Order(accountId=self.__strategy.accountId,
                          action=Action.SELL,
                          is_stop=True,
                          security=self.__security,
                          price=tick.close * 0.95,
                          share=0 - share)
            self.__placeStopOrder(stopOrder)

    def __placeStopOrder(self, order):
        ''' place stop order '''
        orderId=self.__strategy.placeOrder(order)
        if orderId:
            self.__stopOrderId=orderId
            self.__stopOrder=order
        else:
            LOG.error("Can't place stop order %s" % order)

    def __sellIfMeet(self, tick):
        ''' place sell order if conditions meet '''
        pass

    def orderExecuted(self, orderId):
        ''' call back for executed order '''
        if orderId == self.__stopOrderId:
            LOG.debug("smaStrategy stop order canceled %s" % orderId)
            # stop order executed
            self.__clearStopOrder()

    def __clearStopOrder(self):
        ''' clear stop order status '''
        self.__stopOrderId=None
        self.__stopOrder=None

    def __adjustStopOrder(self, tick):
        ''' update stop order if needed '''
        if not self.__stopOrderId:
            return

        if self.__stopOrder.action == Action.SELL:
            orgStopPrice=self.__buyOrder.price * 0.95
            newStopPrice=max(((tick.close + orgStopPrice) / 2), tick.close * 0.85)
            newStopPrice=min(newStopPrice, tick.close * 0.95)

            if newStopPrice > self.__stopOrder.price:
                self.__strategy.tradingEngine.cancelOrder(self.__security, self.__stopOrderId)
                stopOrder=Order(accountId=self.__strategy.accountId,
                                  action=Action.SELL,
                                  is_stop=True,
                                  security=self.__security,
                                  price=newStopPrice,
                                  share=self.__stopOrder.share)
                self.__placeStopOrder(stopOrder)
        '''
        elif self.__stopOrder.action == Action.BUY_TO_COVER:
            orgStopPrice=self.__buyOrder.price * 1.05
            newStopPrice=min(((orgStopPrice + tick.close) / 2), tick.close * 1.15)
            newStopPrice=max(newStopPrice, tick.close * 1.05)

            if newStopPrice < self.__stopOrder.price:
                self.__strategy.tradingEngine.cancelOrder(self.__security, self.__stopOrderId)
                stopOrder=Order(accountId=self.__strategy.accountId,
                                  action=Action.BUY_TO_COVER,
                                  type=Type.STOP,
                                  security=self.__security,
                                  price=newStopPrice,
                                  share=self.__stopOrder.share)
                self.__placeStopOrder(stopOrder)
        '''

    def __updatePreviousState(self, tick):
        ''' update previous state '''
        self.__previousTick=tick
        self.__previousSmaShort=self.__smaShort.getLastValue()
        self.__previousSmaMid=self.__smaMid.getLastValue()
        self.__previousSmaLong=self.__smaLong.getLastValue()
        self.__previousSmaVolumeShort=self.__smaVolumeShort.getLastValue()
        self.__previousSmaVolumeMid=self.__smaVolumeMid.getLastValue()
        self.__previousMovingLowShort=self.__movingLowShort.getLastValue()
        self.__previousMovingLowWeek=self.__movingLowWeek.getLastValue()

    def tickUpdate(self, tick):
        ''' consume ticks '''
        LOG.debug("tickUpdate %s with tick %s, price %s" % (self.__security, tick.time, tick.close))
        # update sma
        self.__smaShort(tick.close)
        self.__smaMid(tick.close)
        self.__smaLong(tick.close)
        self.__smaVolumeShort(tick.volume)
        self.__smaVolumeMid(tick.volume)
        self.__movingLowShort(tick.close)
        self.__movingLowWeek(tick.close)

        # if not enough data, skip to reduce risk -- SKIP NEWLY IPOs
        if not self.__smaLong.getLastValue() or not self.__smaMid.getLastValue() or not self.__smaShort.getLastValue():
            self.__updatePreviousState(tick)
            return

        # if haven't started, don't do any trading
        if tick.time <= self.start_date:
            return

        # already have some holdings
        if self.__stopOrderId:
            self.__sellIfMeet(tick)
            self.__adjustStopOrder(tick)

        # don't have any holdings
        if not self.__stopOrderId and self.__getCashToBuyStock():
            self.__buyIfMeet(tick)

        self.__updatePreviousState(tick)
示例#6
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class OneTraker(object):
    ''' tracker for one stock '''
    def __init__(self, security, strategy, buyingRatio):
        ''' constructor '''

        self.__security = security
        self.__strategy = strategy
        self.__startDate = strategy.startDate
        self.__buyingRatio = buyingRatio

        # order id
        self.__stopOrderId = None
        self.__stopOrder = None
        self.__buyOrder = None

        self.__smaShort = Sma(10)
        self.__smaMid = Sma(60)
        self.__smaLong = Sma(200)
        self.__smaVolumeShort = Sma(10)
        self.__smaVolumeMid = Sma(60)
        self.__movingLowShort = MovingLow(10)
        self.__movingLowWeek = MovingLow(3)

        # state of previous day
        self.__previousTick = None
        self.__previousSmaShort = None
        self.__previousMovingLowShort = None
        self.__previousMovingLowWeek = None
        self.__previousSmaMid = None
        self.__previousSmaLong = None
        self.__previousSmaVolumeShort = None
        self.__previousSmaVolumeMid = None

    def __buyIfMeet(self, tick):
        ''' place buy order if conditions meet '''
        # place short sell order
        '''
        if (self.__smaShort.getLastValue() < self.__smaLong.getLastValue() or self.__smaMid.getLastValue() < self.__smaLong.getLastValue()):
            if tick.close/self.__previousMovingLowWeek < 0.95:
                return

            if self.__previousSmaShort > self.__previousSmaLong and self.__smaShort.getLastValue() < self.__smaLong.getLastValue() and self.__previousSmaVolumeMid < (self.__previousSmaVolumeShort/1.1):
                # assume no commission fee for now
                self.__placeSellShortOrder(tick)

            elif self.__previousSmaLong > self.__previousSmaShort > self.__previousSmaMid and self.__smaLong.getLastValue() > self.__smaMid.getLastValue() > self.__smaShort.getLastValue():
                # assume no commission fee for now
                self.__placeSellShortOrder(tick)
        '''
        # place buy order
        if (self.__smaShort.getLastValue() > self.__smaLong.getLastValue() or
                self.__smaMid.getLastValue() > self.__smaLong.getLastValue()):
            if tick.close / self.__previousMovingLowWeek > 1.05:
                return

            if self.__previousSmaShort < self.__previousSmaLong and self.__smaShort.getLastValue(
            ) > self.__smaLong.getLastValue(
            ) and self.__previousSmaVolumeMid < (
                    self.__previousSmaVolumeShort / 1.1):
                # assume no commission fee for now
                self.__placeBuyOrder(tick)

            elif self.__previousSmaLong < self.__previousSmaShort < self.__previousSmaMid and self.__smaLong.getLastValue(
            ) < self.__smaMid.getLastValue() < self.__smaShort.getLastValue(
            ) and self.__previousSmaVolumeMid < (
                    self.__previousSmaVolumeShort / 1.1):
                # assume no commission fee for now
                self.__placeBuyOrder(tick)

    def __placeSellShortOrder(self, tick):
        ''' place short sell order'''
        share = math.floor(self.__strategy.getAccountCopy().getCash() /
                           float(tick.close))
        sellShortOrder = Order(accountId=self.__strategy.accountId,
                               action=Action.SELL_SHORT,
                               is_market=True,
                               security=self.__security,
                               share=share)

        if self.__strategy.placeOrder(sellShortOrder):
            self.__buyOrder = sellShortOrder

            # place stop order
            stopOrder = Order(accountId=self.__strategy.accountId,
                              action=Action.BUY_TO_COVER,
                              is_stop=True,
                              security=self.__security,
                              price=tick.close * 1.05,
                              share=0 - share)
            self.__placeStopOrder(stopOrder)

    def __getCashToBuyStock(self):
        ''' calculate the amount of money to buy stock '''
        account = self.__strategy.getAccountCopy()
        if (account.getCash() >= account.getTotalValue() / self.__buyingRatio):
            return account.getTotalValue() / self.__buyingRatio
        else:
            return 0

    def __placeBuyOrder(self, tick):
        ''' place buy order'''
        cash = self.__getCashToBuyStock()
        if cash == 0:
            return

        share = math.floor(cash / float(tick.close))
        buyOrder = Order(accountId=self.__strategy.accountId,
                         action=Action.BUY,
                         is_market=True,
                         security=self.__security,
                         share=share)
        if self.__strategy.placeOrder(buyOrder):
            self.__buyOrder = buyOrder

            # place stop order
            stopOrder = Order(accountId=self.__strategy.accountId,
                              action=Action.SELL,
                              is_stop=True,
                              security=self.__security,
                              price=tick.close * 0.95,
                              share=0 - share)
            self.__placeStopOrder(stopOrder)

    def __placeStopOrder(self, order):
        ''' place stop order '''
        orderId = self.__strategy.placeOrder(order)
        if orderId:
            self.__stopOrderId = orderId
            self.__stopOrder = order
        else:
            LOG.error("Can't place stop order %s" % order)

    def __sellIfMeet(self, tick):
        ''' place sell order if conditions meet '''
        pass

    def orderExecuted(self, orderId):
        ''' call back for executed order '''
        if orderId == self.__stopOrderId:
            LOG.debug("smaStrategy stop order canceled %s" % orderId)
            # stop order executed
            self.__clearStopOrder()

    def __clearStopOrder(self):
        ''' clear stop order status '''
        self.__stopOrderId = None
        self.__stopOrder = None

    def __adjustStopOrder(self, tick):
        ''' update stop order if needed '''
        if not self.__stopOrderId:
            return

        if self.__stopOrder.action == Action.SELL:
            orgStopPrice = self.__buyOrder.price * 0.95
            newStopPrice = max(((tick.close + orgStopPrice) / 2),
                               tick.close * 0.85)
            newStopPrice = min(newStopPrice, tick.close * 0.95)

            if newStopPrice > self.__stopOrder.price:
                self.__strategy.tradingEngine.cancelOrder(
                    self.__security, self.__stopOrderId)
                stopOrder = Order(accountId=self.__strategy.accountId,
                                  action=Action.SELL,
                                  is_stop=True,
                                  security=self.__security,
                                  price=newStopPrice,
                                  share=self.__stopOrder.share)
                self.__placeStopOrder(stopOrder)
        '''
        elif self.__stopOrder.action == Action.BUY_TO_COVER:
            orgStopPrice=self.__buyOrder.price * 1.05
            newStopPrice=min(((orgStopPrice + tick.close) / 2), tick.close * 1.15)
            newStopPrice=max(newStopPrice, tick.close * 1.05)

            if newStopPrice < self.__stopOrder.price:
                self.__strategy.tradingEngine.cancelOrder(self.__security, self.__stopOrderId)
                stopOrder=Order(accountId=self.__strategy.accountId,
                                  action=Action.BUY_TO_COVER,
                                  type=Type.STOP,
                                  security=self.__security,
                                  price=newStopPrice,
                                  share=self.__stopOrder.share)
                self.__placeStopOrder(stopOrder)
        '''

    def __updatePreviousState(self, tick):
        ''' update previous state '''
        self.__previousTick = tick
        self.__previousSmaShort = self.__smaShort.getLastValue()
        self.__previousSmaMid = self.__smaMid.getLastValue()
        self.__previousSmaLong = self.__smaLong.getLastValue()
        self.__previousSmaVolumeShort = self.__smaVolumeShort.getLastValue()
        self.__previousSmaVolumeMid = self.__smaVolumeMid.getLastValue()
        self.__previousMovingLowShort = self.__movingLowShort.getLastValue()
        self.__previousMovingLowWeek = self.__movingLowWeek.getLastValue()

    def tickUpdate(self, tick):
        ''' consume ticks '''
        LOG.debug("tickUpdate %s with tick %s, price %s" %
                  (self.__security, tick.time, tick.close))
        # update sma
        self.__smaShort(tick.close)
        self.__smaMid(tick.close)
        self.__smaLong(tick.close)
        self.__smaVolumeShort(tick.volume)
        self.__smaVolumeMid(tick.volume)
        self.__movingLowShort(tick.close)
        self.__movingLowWeek(tick.close)

        # if not enough data, skip to reduce risk -- SKIP NEWLY IPOs
        if not self.__smaLong.getLastValue() or not self.__smaMid.getLastValue(
        ) or not self.__smaShort.getLastValue():
            self.__updatePreviousState(tick)
            return

        # if haven't started, don't do any trading
        if tick.time <= self.__startDate:
            return

        # already have some holdings
        if self.__stopOrderId:
            self.__sellIfMeet(tick)
            self.__adjustStopOrder(tick)

        # don't have any holdings
        if not self.__stopOrderId and self.__getCashToBuyStock():
            self.__buyIfMeet(tick)

        self.__updatePreviousState(tick)
示例#7
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class SMAStrategy(BaseStrategy):
    def __init__(self, config, securities):
        super(SMAStrategy, self).__init__("smaStrategy", securities)
        self.config = config

        # order id
        self.stop_orderrId = None
        self.stop_orderr = None
        self.buy_order = None

        self.__smaShort = Sma(10)
        self.__smaMid = Sma(60)
        self.__smaLong = Sma(300)

        # state of privious day
        self.__previousTick = None
        self.__previousSmaShort = None
        self.__previousSmaMid = None
        self.__previousSmaLong = None

    def __buyIfMeet(self, tick, security):
        ''' place buy order if conditions meet '''
        # place short sell order
        if (self.__smaShort.getLastValue() < self.__smaLong.getLastValue() or
                self.__smaMid.getLastValue() < self.__smaLong.getLastValue()):
            if tick.close / self.__previousTick.close < 0.9:
                return

            if self.__previousSmaShort > self.__previousSmaLong and self.__smaShort.getLastValue(
            ) < self.__smaLong.getLastValue():
                # assume no commission fee for now
                self.__placeSellShortOrder(tick, security)

            elif self.__previousSmaLong > self.__previousSmaShort > self.__previousSmaMid and self.__smaLong.getLastValue(
            ) > self.__smaMid.getLastValue() > self.__smaShort.getLastValue():
                # assume no commission fee for now
                self.__placeSellShortOrder(tick, security)

        # place buy order
        if (self.__smaShort.getLastValue() > self.__smaLong.getLastValue() or
                self.__smaMid.getLastValue() > self.__smaLong.getLastValue()):
            if tick.close / self.__previousTick.close > 1.1:
                return

            if self.__previousSmaShort < self.__previousSmaLong and self.__smaShort.getLastValue(
            ) > self.__smaLong.getLastValue():
                # assume no commission fee for now
                self.__placeBuyOrder(tick, security)

            elif self.__previousSmaLong < self.__previousSmaShort < self.__previousSmaMid and self.__smaLong.getLastValue(
            ) < self.__smaMid.getLastValue() < self.__smaShort.getLastValue():
                # assume no commission fee for now
                self.__placeBuyOrder(tick, security)

    def __placeSellShortOrder(self, tick, security):
        ''' place short sell order'''
        share = math.floor(self.getAccountCopy().getCash() / float(tick.close))
        sellShortOrder = Order(accountId=self.accountId,
                               action=Action.SELL_SHORT,
                               is_market=True,
                               security=symbol,
                               share=share)
        if self.placeOrder(sellShortOrder):
            self.buy_order = sellShortOrder

            # place stop order
            stopOrder = Order(accountId=self.accountId,
                              action=Action.BUY_TO_COVER,
                              is_stop=True,
                              security=symbol,
                              price=tick.close * 1.05,
                              share=share)
            self.__placeStopOrder(stopOrder)

    def __placeBuyOrder(self, tick, security):
        ''' place buy order'''
        share = math.floor(self.getAccountCopy().getCash() / float(tick.close))
        buyOrder = Order(accountId=self.accountId,
                         action=Action.BUY,
                         is_market=True,
                         security=symbol,
                         share=share)
        if self.placeOrder(buyOrder):
            self.buy_order = buyOrder

            # place stop order
            stopOrder = Order(accountId=self.accountId,
                              action=Action.SELL,
                              is_stop=True,
                              security=symbol,
                              price=tick.close * 0.95,
                              share=share)
            self.__placeStopOrder(stopOrder)

    def __placeStopOrder(self, order):
        ''' place stop order '''
        orderId = self.placeOrder(order)
        if orderId:
            self.stop_orderrId = orderId
            self.stop_orderr = order
        else:
            LOG.error("Can't place stop order %s" % order)

    def __sellIfMeet(self, tick, security):
        ''' place sell order if conditions meet '''
        if self.stop_orderr.action == Action.BUY_TO_COVER and self.__previousSmaShort < self.__previousSmaMid and self.__previousSmaShort < self.__previousSmaLong\
                and (self.__smaShort.getLastValue() > self.__smaLong.getLastValue() or self.__smaShort.getLastValue() > self.__smaMid.getLastValue()):
            self.placeOrder(
                Order(accountId=self.accountId,
                      action=Action.BUY_TO_COVER,
                      is_market=True,
                      security=symbol,
                      share=self.stop_orderr.share))
            self.tradingEngine.cancelOrder(security, self.stop_orderrId)
            self.__clearStopOrder()

        elif self.stop_orderr.action == Action.SELL and self.__previousSmaShort > self.__previousSmaMid and self.__previousSmaShort > self.__previousSmaLong\
                and (self.__smaShort.getLastValue() < self.__smaLong.getLastValue() or self.__smaShort.getLastValue() < self.__smaMid.getLastValue()):
            self.placeOrder(
                Order(accountId=self.accountId,
                      action=Action.SELL,
                      is_market=True,
                      security=symbol,
                      share=self.stop_orderr.share))
            self.tradingEngine.cancelOrder(security, self.stop_orderrId)
            self.__clearStopOrder()

    def order_executed(self, order):
        ''' call back for executed order '''
        for orderId in order.keys():
            if orderId == self.stop_orderrId:
                LOG.debug("smaStrategy stop order canceled %s" % orderId)
                # stop order executed
                self.__clearStopOrder()
                break

    def __clearStopOrder(self):
        ''' clear stop order status '''
        self.stop_orderrId = None
        self.stop_orderr = None

    def __adjustStopOrder(self, tick, security):
        ''' update stop order if needed '''
        if not self.stop_orderrId:
            return

        if self.stop_orderr.action == Action.SELL:
            orgStopPrice = self.buy_order.price * 0.95
            newStopPrice = max(((tick.close + orgStopPrice) / 2),
                               tick.close * 0.85)
            newStopPrice = min(newStopPrice, tick.close * 0.95)

            if newStopPrice > self.stop_orderr.price:
                self.tradingEngine.cancelOrder(security, self.stop_orderrId)
                stopOrder = Order(accountId=self.accountId,
                                  action=Action.SELL,
                                  is_stop=True,
                                  security=symbol,
                                  price=newStopPrice,
                                  share=self.stop_orderr.share)
                self.__placeStopOrder(stopOrder)

        elif self.stop_orderr.action == Action.BUY_TO_COVER:
            orgStopPrice = self.buy_order.price * 1.05
            newStopPrice = min(((orgStopPrice + tick.close) / 2),
                               tick.close * 1.15)
            newStopPrice = max(newStopPrice, tick.close * 1.05)

            if newStopPrice < self.stop_orderr.price:
                self.tradingEngine.cancelOrder(security, self.stop_orderrId)
                stopOrder = Order(accountId=self.accountId,
                                  action=Action.BUY_TO_COVER,
                                  is_stop=True,
                                  security=symbol,
                                  price=newStopPrice,
                                  share=self.stop_orderr.share)
                self.__placeStopOrder(stopOrder)

    def update_previous_state(self, tick):
        ''' update privous state '''
        self.__previousTick = tick
        self.__previousSmaShort = self.__smaShort.getLastValue()
        self.__previousSmaMid = self.__smaMid.getLastValue()
        self.__previousSmaLong = self.__smaLong.getLastValue()

    def update(self, tick):
        ''' consume ticks '''
        assert self.securities
        #        assert self.securitys[0] in tickDict.keys()
        security = self.securities[0]
        #        tick=tickDict[security]

        LOG.debug("tickUpdate security %s with tick %s, price %s" %
                  (security.symbol, tick.time, tick.close))
        # update sma
        self.__smaShort(tick.close)
        self.__smaMid(tick.close)
        self.__smaLong(tick.close)

        # if not enough data, skip to reduce risk -- SKIP NEWLY IPOs
        if not self.__smaLong.getLastValue() or not self.__smaMid.getLastValue(
        ) or not self.__smaShort.getLastValue():
            self.updatePreviousState(tick)
            return

        # don't have any holdings
        if not self.stop_orderrId:
            self.__buyIfMeet(tick, security)

        # already have some holdings
        else:
            self.__sellIfMeet(tick, security)
            self.__adjustStopOrder(tick, security)

        self.updatePreviousState(tick)