Ejemplo n.º 1
0
    def begin_trade(self, kline=None):
        try:  # 异常处理
            if self.indicators.CurrentBar(
                    kline=kline) < self.bollinger_lengths:  # 如果k线数据不够长就返回
                return

            timestamp = ts_to_datetime_str(utctime_str_to_ts(
                kline[-1]
                [0])) if kline else get_localtime()  # 非回测模式下时间戳就是当前本地时间

            if self.indicators.BarUpdate(kline=kline):
                self.counter = 0  # k线更新时还原计数器
                if self.out_day > 10:  # 计算MA的天数最小递减到10。如果达到10,则不再递减。
                    self.out_day -= 1  # 自适应出场ma的长度参数根据持仓周期递减,持有头寸的时间每多一天,计算MA的天数减1

            deviation = float(
                self.indicators.STDDEV(self.bollinger_lengths,
                                       nbdev=2,
                                       kline=kline)[-1])  # 标准差
            middleband = float(
                self.indicators.BOLL(self.bollinger_lengths,
                                     kline=kline)['middleband'][-1])  # 布林通道中轨
            upperband = float(middleband + deviation)  # 布林通道上轨
            lowerband = float(middleband - deviation)  # 布林通道下轨
            filter = float(
                self.market.close(-1, kline=kline) - self.market.close(
                    (self.filter_length * -1) - 1,
                    kline=kline))  # 过滤器:当日收盘价减去30日前的收盘价
            ma = float(self.indicators.MA(self.out_day,
                                          kline=kline)[-1])  # 自适应移动出场平均线

            # 策略主体
            # 若k线数据足够长,且满足过滤条件,且当根k线最高价大于等于布林通道上轨,买入开多。
            # 开仓处也设置计数器过滤,是为了防止没有启用交易助手的情况下挂单未成交,仓位为零时当根k线一直满足开仓条件,会重复挂单。
            if self.indicators.CurrentBar(
                    kline=kline
            ) >= self.bollinger_lengths and filter > 0 and self.market.high(
                    -1, kline=kline) > upperband and self.counter < 1:
                if self.position.amount() == 0:  # 若当前无持仓
                    price = upperband  # 开多价格为布林通道上轨的值
                    amount = round(self.total_asset / upperband /
                                   self.contract_value)  # 合约张数取整
                    info = self.exchange.buy(price,
                                             amount)  # 买入开多,并将返回的信息赋值给变量info
                    push(info)  # 推送信息
                    storage.mysql_save_strategy_run_info(
                        self.database, self.datasheet, timestamp, "买入开多",
                        price, amount, amount * price * self.contract_value,
                        price, "long", amount, 0, self.total_profit,
                        self.total_asset)  # 将信息保存至数据库
                    self.counter += 1  # 此策略是在盘中开仓,而在回测时,每根bar只会运行一次,每根bar上的价格不分时间先后,故此处开仓后计数器加1,也就是当根k线不平仓
                    # 因为实盘时每个ticker进来策略就会运行一次。注意回测和实盘策略运行机制的不同。
                    self.out_day = self.bollinger_lengths  # 开仓后赋值
            # 开空
            if self.indicators.CurrentBar(
                    kline=kline
            ) >= self.bollinger_lengths and filter < 0 and self.market.low(
                    -1, kline=kline) < lowerband and self.counter < 1:
                if self.position.amount() == 0:
                    price = lowerband
                    amount = round(self.total_asset / upperband /
                                   self.contract_value)
                    info = self.exchange.sellshort(price, amount)
                    push(info)
                    storage.mysql_save_strategy_run_info(
                        self.database, self.datasheet, timestamp, "卖出开空",
                        price, amount, amount * price * self.contract_value,
                        price, "short", amount, 0, self.total_profit,
                        self.total_asset)
                    self.counter += 1
                    self.out_day = self.bollinger_lengths  # 开仓后赋值
            # 如果当前持多,且当根k线最低价小于等于中轨值,触发保护性止损,就平多止损
            # 因为回测是一根k线上运行整个策略一次,所以要实现当根k线开仓后当根k线不平仓,需要将self.counter < 1的条件加在平仓的地方
            if self.position.direction() == "long" and self.market.low(
                    -1, kline=kline) < middleband and self.counter < 1:
                profit = self.position.coverlong_profit(
                    last=middleband)  # 此处计算平多利润时,传入最新价last为中轨值,也就是触发止损价格的那个值。
                self.total_profit += profit  # 计算经过本次盈亏后的总利润
                self.total_asset += profit  # 计算经过本次盈亏后的总资金
                price = middleband  # 平多价格为中轨值
                amount = self.position.amount()  # 平仓数量为当前持仓数量
                info = self.exchange.sell(price, amount)
                push(info)
                self.counter += 1
                storage.mysql_save_strategy_run_info(
                    self.database, self.datasheet, timestamp, "卖出止损", price,
                    amount, price * amount * self.contract_value, 0, "none", 0,
                    profit, self.total_profit, self.total_asset)
            if self.position.direction() == "short" and self.market.high(
                    -1, kline=kline) > middleband and self.counter < 1:
                profit = self.position.covershort_profit(last=middleband)
                self.total_profit += profit
                self.total_asset += profit
                price = middleband
                amount = self.position.amount()
                info = self.exchange.buytocover(price, amount)
                push(info)
                self.counter += 1
                storage.mysql_save_strategy_run_info(
                    self.database, self.datasheet, timestamp, "买入止损", price,
                    amount, amount * price * self.contract_value, 0, "none", 0,
                    profit, self.total_profit, self.total_asset)
            # 平多
            if self.position.direction(
            ) == "long" and upperband > ma > self.market.low(
                    -1, kline=kline) and self.counter < 1:
                profit = self.position.coverlong_profit(last=ma)
                self.total_profit += profit
                self.total_asset += profit
                price = ma  # 平仓价格为自适应出场均线的值
                amount = self.position.amount()
                info = self.exchange.sell(price, amount)
                push(info)
                self.counter += 1
                storage.mysql_save_strategy_run_info(
                    self.database, self.datasheet, timestamp, "卖出平多", price,
                    amount, price * amount * self.contract_value, 0, "none", 0,
                    profit, self.total_profit, self.total_asset)
            # 平空
            if self.position.direction(
            ) == "short" and lowerband < ma < self.market.high(
                    -1, kline=kline) and self.counter < 1:
                profit = self.position.covershort_profit(last=ma)
                self.total_profit += profit
                self.total_asset += profit
                price = ma
                amount = self.position.amount()
                info = self.exchange.buytocover(price, amount)
                push(info)
                self.counter += 1
                storage.mysql_save_strategy_run_info(
                    self.database, self.datasheet, timestamp, "买入平空", price,
                    amount, amount * price * self.contract_value, 0, "none", 0,
                    profit, self.total_profit, self.total_asset)
        except:
            logger.error()
    def begin_trade(self, kline=None):
        try:
            if self.indicators.CurrentBar(
                    kline=kline) < self.slow_length:  # 如果k线数据不够长就返回
                return
            # 非回测模式下时间戳就是当前本地时间
            timestamp = ts_to_datetime_str(utctime_str_to_ts(
                kline[-1][0])) if kline else get_localtime()
            # 计算策略信号
            ma = self.indicators.MA(self.fast_length,
                                    self.slow_length,
                                    kline=kline)
            fast_ma = ma[0]
            slow_ma = ma[1]
            cross_over = fast_ma[-2] >= slow_ma[-2] and fast_ma[-3] < slow_ma[
                -3]  # 不用当根k线上的ma来计算信号,防止信号闪烁
            cross_below = slow_ma[-2] >= fast_ma[-2] and slow_ma[-3] < fast_ma[
                -3]
            if self.indicators.BarUpdate(kline=kline):  # 如果k线更新,计数器归零
                self.counter = 0
            if self.counter < 1:
                # 按照策略信号开平仓
                if cross_over:  # 金叉时
                    if self.hold_amount == 0:  # 若当前无持仓,则买入开多并推送下单结果
                        price = self.market.open(-1,
                                                 kline=kline)  # 下单价格=此根k线收盘价
                        amount = round(self.total_asset / price /
                                       self.contract_value)  # 数量=总资金/价格/合约面值
                        info = self.exchange.buy(price, amount)
                        push(info)
                        self.hold_direction = "long"
                        self.hold_amount = amount
                        self.hold_price = price
                        storage.mysql_save_strategy_run_info(
                            self.database, self.datasheet, timestamp, "买入开多",
                            price, amount,
                            amount * price * self.contract_value, price,
                            "long", amount, 0, self.total_profit,
                            self.total_asset)  # 将信息保存至数据库
                    if self.hold_direction == 'short':  # 若当前持空头,先平空再开多
                        profit = self.position.covershort_profit(
                            last=self.market.open(
                                -1, kline=kline))  # 在平空前先计算逻辑盈亏,当前最新成交价为开盘价
                        self.total_profit += profit
                        self.total_asset += profit  # 计算此次盈亏后的总资金
                        cover_short_price = self.market.open(-1, kline=kline)
                        cover_short_amount = self.hold_amount
                        open_long_price = self.market.open(-1, kline=kline)
                        open_long_amount = round(
                            self.total_asset /
                            self.market.open(-1, kline=kline) /
                            self.contract_value)
                        info = self.exchange.BUY(cover_short_price,
                                                 cover_short_amount,
                                                 open_long_price,
                                                 open_long_amount)
                        push("此次盈亏:{} 当前总资金:{}".format(
                            profit, self.total_asset) + info)
                        self.hold_direction = "long"
                        self.hold_amount = open_long_amount
                        self.hold_price = open_long_price
                        storage.mysql_save_strategy_run_info(
                            self.database, self.datasheet, timestamp, "平空开多",
                            open_long_price, open_long_amount,
                            open_long_amount * open_long_price *
                            self.contract_value, open_long_price, "long",
                            open_long_amount, profit, self.total_profit,
                            self.total_asset)
                if cross_below:  # 死叉时
                    if self.hold_amount == 0:
                        price = self.market.open(-1, kline=kline)
                        amount = round(self.total_asset / price /
                                       self.contract_value)
                        info = self.exchange.sellshort(price, amount)
                        push(info)
                        self.hold_direction = "short"
                        self.hold_amount = amount
                        self.hold_price = price
                        storage.mysql_save_strategy_run_info(
                            self.database, self.datasheet, timestamp, "卖出开空",
                            price, amount,
                            amount * price * self.contract_value, price,
                            "short", amount, 0, self.total_profit,
                            self.total_asset)
                    if self.hold_direction == 'long':
                        profit = self.position.coverlong_profit(
                            last=self.market.open(
                                -1, kline=kline))  # 在平多前先计算逻辑盈亏,当前最新成交价为开盘价
                        self.total_profit += profit
                        self.total_asset += profit
                        cover_long_price = self.market.open(-1, kline=kline)
                        cover_long_amount = self.hold_amount
                        open_short_price = self.market.open(-1, kline=kline)
                        open_short_amount = round(
                            self.total_asset /
                            self.market.open(-1, kline=kline) /
                            self.contract_value)
                        info = self.exchange.SELL(cover_long_price,
                                                  cover_long_amount,
                                                  open_short_price,
                                                  open_short_amount)
                        push("此次盈亏:{} 当前总资金:{}".format(
                            profit, self.total_asset) + info)
                        self.hold_direction = "short"
                        self.hold_amount = open_short_amount
                        self.hold_price = open_short_price
                        storage.mysql_save_strategy_run_info(
                            self.database, self.datasheet, timestamp, "平多开空",
                            open_short_price, open_short_amount,
                            open_short_price * open_short_amount *
                            self.contract_value, open_short_price, "short",
                            open_short_amount, profit, self.total_profit,
                            self.total_asset)
                # 止损
                if self.hold_amount > 0:
                    if self.hold_direction == 'long' and self.market.low(
                            -1, kline=kline
                    ) <= self.hold_price * self.long_stop:  # 多单止损
                        profit = self.position.coverlong_profit(
                            last=self.hold_price *
                            self.long_stop)  # 在平多前先计算逻辑盈亏,当前最新成交价为止损价
                        self.total_profit += profit
                        self.total_asset += profit
                        price = self.hold_price * self.long_stop
                        amount = self.hold_amount
                        info = self.exchange.sell(price, amount)
                        push("此次盈亏:{} 当前总资金:{}".format(
                            profit, self.total_asset) + info)
                        self.hold_direction = "none"
                        self.hold_amount = 0
                        self.hold_price = 0
                        storage.mysql_save_strategy_run_info(
                            self.database, self.datasheet, timestamp, "卖出止损",
                            price, amount,
                            amount * price * self.contract_value, 0, "none", 0,
                            profit, self.total_profit, self.total_asset)
                        self.counter += 1  # 计数器加1,控制此根k线上不再下单

                    if self.hold_direction == 'short' and self.market.high(
                            -1, kline=kline
                    ) >= self.hold_price * self.short_stop:  # 空头止损
                        profit = self.position.covershort_profit(
                            last=self.hold_price * self.short_stop)
                        self.total_profit += profit
                        self.total_asset += profit
                        price = self.hold_price * self.short_stop
                        amount = self.hold_amount
                        info = self.exchange.buytocover(price, amount)
                        push("此次盈亏:{} 当前总资金:{}".format(
                            profit, self.total_asset) + info)
                        self.hold_direction = "none"
                        self.hold_amount = 0
                        self.hold_price = 0
                        storage.mysql_save_strategy_run_info(
                            self.database, self.datasheet, timestamp, "买入止损",
                            price, amount,
                            amount * price * self.contract_value, 0, "none", 0,
                            profit, self.total_profit, self.total_asset)
                        self.counter += 1
        except:
            logger.info()
Ejemplo n.º 3
0
 def begin_trade(self, kline=None):
     try:
         if self.indicators.CurrentBar(
                 kline=kline) < self.slow_length:  # 如果k线数据不够长就返回
             return
         timestamp = ts_to_datetime_str(utctime_str_to_ts(
             kline[-1]
             [0])) if kline else get_localtime()  # 非回测模式下时间戳就是当前本地时间
         # 计算策略信号
         ma = self.indicators.MA(self.fast_length,
                                 self.slow_length,
                                 kline=kline)
         fast_ma = ma[0]
         slow_ma = ma[1]
         cross_over = fast_ma[-2] >= slow_ma[-2] and fast_ma[-3] < slow_ma[
             -3]  # 不用当根k线上的ma来计算信号,防止信号闪烁
         cross_below = slow_ma[-2] >= fast_ma[-2] and slow_ma[-3] < fast_ma[
             -3]
         if self.indicators.BarUpdate(kline=kline):  # 如果k线更新,计数器归零
             self.counter = 0
         if self.counter < 1:
             # 按照策略信号开平仓
             if cross_over and round(
                     self.position.amount()
             ) < self.precision:  # 金叉时,若当前无持仓,则买入开多并推送下单结果。0.1这个数值根据每个币对的最小交易数量决定
                 price = float(self.market.open(
                     -1, kline=kline))  # 下单价格=此根k线开盘价
                 self.hold_price = price  # 记录开仓价格
                 amount = float(self.total_asset / price)  # 数量=总资金/价格
                 info = self.exchange.buy(price, amount)
                 push(info)
                 storage.mysql_save_strategy_run_info(
                     self.database, self.datasheet, timestamp, "买入开多",
                     price, amount, amount * price, price, "long", amount,
                     0, self.total_profit, self.total_asset)  # 将信息保存至数据库
             if cross_below and round(
                     self.position.amount(), 1
             ) >= self.precision:  # 死叉时,如果当前持多就卖出平多。当前持仓数量根据币对的最小交易数量取小数
                 price = float(self.market.open(-1, kline=kline))
                 amount = float(self.position.amount())
                 profit = (price - self.hold_price) * amount  # 计算逻辑盈亏
                 self.total_profit += profit
                 self.total_asset += profit
                 info = self.exchange.sell(price, amount)
                 push(info)
                 self.hold_price = 0  # 平多后记录持仓价格为0
                 storage.mysql_save_strategy_run_info(
                     self.database, self.datasheet, timestamp, "卖出平多",
                     price, amount, amount * price, 0, "none", 0, profit,
                     self.total_profit, self.total_asset)
             # 如果当前持多且最低价小于等于持仓均价*止损幅度,触发止损,卖出平多止损
             if round(self.position.amount(),
                      1) >= self.precision and self.market.low(
                          -1,
                          kline=kline) <= self.hold_price * self.long_stop:
                 price = float(self.hold_price * self.long_stop)
                 amount = float(self.position.amount())
                 profit = (price - self.hold_price) * amount  # 计算逻辑盈亏
                 self.total_profit += profit
                 self.total_asset += profit
                 info = self.exchange.sell(price, amount)
                 push("此次盈亏:{} 当前总资金:{}".format(profit, self.total_asset) +
                      str(info))
                 self.hold_price = 0  # 平多后记录持仓价格为0
                 storage.mysql_save_strategy_run_info(
                     self.database, self.datasheet, timestamp, "卖出止损",
                     price, amount, amount * price, 0, "none", 0, profit,
                     self.total_profit, self.total_asset)
                 self.counter += 1  # 计数器加1,控制此根k线上不再下单
     except Exception as e:
         logger.info()
Ejemplo n.º 4
0
 def begin_trade(self, kline=None):  # 实盘时从交易所实时获取k线数据,回测时传入自定义的kline
     try:
         # 如果k线数据不够长就返回
         if self.indicators.CurrentBar(kline=kline) < self.fsLength:
             return
         # 非回测模式下时间戳就是当前本地时间
         timestamp = ts_to_datetime_str(utctime_str_to_ts(
             kline[-1][0])) if kline else get_localtime()
         # k线更新时计数器归零
         if self.indicators.BarUpdate(kline=kline):
             self.counter = 0
         AvgTR = self.indicators.ATR(self.ATRLength, kline=kline)  # 计算真实波幅
         N = float(
             AvgTR[-2]
         )  # N值为前一根bar上的ATR值,需将numpy.float64数据类型转换为float类型,下面的转换同理
         Units = int(self.total_asset / self.contract_value /
                     5)  # 每一份头寸大小为总资金的20%
         """计算短周期唐奇安通道"""
         # 唐奇安通道上轨,延后1个Bar
         DonchianHi = float(
             self.indicators.HIGHEST(self.boLength, kline=kline)[-2])
         # 唐奇安通道下轨,延后1个Bar
         DonchianLo = float(
             self.indicators.LOWEST(self.boLength, kline=kline)[-2])
         """计算长周期唐奇安通道"""
         # 唐奇安通道上轨,延后1个Bar,长周期
         fsDonchianHi = float(
             self.indicators.HIGHEST(self.fsLength, kline=kline)[-2])
         # 唐奇安通道下轨,延后1个Bar,长周期
         fsDonchianLo = float(
             self.indicators.LOWEST(self.fsLength, kline=kline)[-2])
         """计算止盈唐奇安通道"""
         # 离市时判断需要的N周期最低价
         ExitLowestPrice = float(
             self.indicators.LOWEST(self.teLength, kline=kline)[-2])
         # 离市时判断需要的N周期最高价
         ExitHighestPrice = float(
             self.indicators.HIGHEST(self.teLength, kline=kline)[-2])
         # 当不使用过滤条件,或者使用过滤条件且条件PreBreakoutFailure为True时,短周期开仓
         if self.indicators.CurrentBar(
                 kline=kline) >= self.boLength and self.position.amount(
                 ) == 0 and (self.LastProfitableTradeFilter != 1
                             or self.PreBreakoutFailure
                             == False) and self.counter < 1:
             if self.market.high(
                     -1, kline=kline) >= DonchianHi:  # 突破了短周期唐奇安通道上轨
                 price = DonchianHi  # 开多价格为短周期唐奇安通道上轨
                 amount = Units  # 开多数量为Units
                 receipt = self.exchange.buy(price, amount)  # 开多
                 push(receipt)  # 推送下单结果
                 self.CurrentEntries += 1  # 记录一次开仓次数
                 self.PreBreakoutFailure = False  # 将标识重置为默认值,根据离场时的盈亏情况再修改
                 storage.mysql_save_strategy_run_info(
                     self.database, self.datasheet, timestamp, "买入开多",
                     price, amount, amount * self.contract_value, price,
                     "long", amount, 0, self.total_profit,
                     self.total_asset)  # 将信息保存至数据库
                 self.counter += 1  # 计数器加1
             if self.market.low(-1,
                                kline=kline) <= DonchianLo:  # 突破了短周期唐奇安通道下轨
                 price = DonchianLo  # 开空价格为DonchianLo
                 amount = Units  # 开空数量为Units
                 receipt = self.exchange.sellshort(price, amount)  # 开空
                 push(receipt)  # 推送下单结果
                 self.CurrentEntries += 1  # 记录一次开仓次数
                 self.PreBreakoutFailure = False  # 将标识重置为默认值,根据离场时的盈亏情况再修改
                 storage.mysql_save_strategy_run_info(
                     self.database, self.datasheet, timestamp, "卖出开空",
                     price, amount, amount * self.contract_value, price,
                     "short", amount, 0, self.total_profit,
                     self.total_asset)  # 保存信息至数据库
                 self.counter += 1  # 计数器加1
         # 长周期突破开仓,其他逻辑和短周期突破开仓一样。
         if self.indicators.CurrentBar(
                 kline=kline) >= self.fsLength and self.position.amount(
                 ) == 0 and self.counter < 1:
             if self.market.high(
                     -1, kline=kline) >= fsDonchianHi:  # 突破了长周期唐奇安通道上轨
                 price = fsDonchianHi  # 开多价格为长周期唐奇安通道上轨值
                 amount = Units  # 数量为Units
                 receipt = self.exchange.buy(price, amount)  # 下单并返回下单结果
                 push(receipt)  # 推送下单结果
                 self.CurrentEntries += 1  # 记录一次开仓次数
                 self.PreBreakoutFailure = False  # 将标识重置为默认值
                 storage.mysql_save_strategy_run_info(
                     self.database, self.datasheet, timestamp, "买入开多",
                     price, amount, amount * self.contract_value, price,
                     "long", amount, 0, self.total_profit,
                     self.total_asset)  # 将信息保存至数据库
                 self.counter += 1  # 计数器加1
             if self.market.low(
                     -1, kline=kline) <= fsDonchianLo:  # 突破长周期唐奇安通道下轨
                 price = fsDonchianLo  # 开空价格为长周期唐奇安通道下轨值
                 amount = Units  # 开空数量为Units
                 receipt = self.exchange.sellshort(price,
                                                   amount)  # 下单并返回下单结果
                 push(receipt)  # 推送下单结果
                 self.CurrentEntries += 1  # 记录一次开仓次数
                 self.PreBreakoutFailure = False  # 将标识重置为默认值
                 storage.mysql_save_strategy_run_info(
                     self.database, self.datasheet, timestamp, "卖出开空",
                     price, amount, amount * self.contract_value, price,
                     "short", amount, 0, self.total_profit,
                     self.total_asset)
                 self.counter += 1  # 计数器加1
         # 止盈、加仓和止损
         if self.position.direction(
         ) == "long" and self.counter < 1:  # 持多仓的情况。回测时是一根k线上整个策略从上至下运行一次,所以在此处设置计数器过滤
             if self.market.low(-1,
                                kline=kline) <= ExitLowestPrice:  # 跌破止盈价
                 profit = self.position.coverlong_profit(
                     last=ExitLowestPrice,
                     market_type="usd_contract")  # 平仓前计算利润,传入最新价以及计算盈利的合约类型
                 self.total_profit += profit  # 计算经过本次盈亏后的总利润
                 self.total_asset += profit  # 计算经过本次盈亏后的总资金
                 price = ExitLowestPrice  # 平多价格为ExitLowestPrice
                 amount = self.position.amount()  # 数量为当前持仓数量
                 receipt = self.exchange.sell(price, amount)  # 平所有多单仓位
                 push(receipt)  # 推送下单结果
                 storage.mysql_save_strategy_run_info(
                     self.database, self.datasheet, timestamp, "卖出平多",
                     price, amount, amount * self.contract_value, 0, "none",
                     0, profit, self.total_profit, self.total_asset)
                 self.counter += 1  # 计数器加1
                 self.CurrentEntries = 0  # 平仓后将开仓次数还原为0
             else:
                 # 加仓指令
                 '''以最高价为标准,判断是否能加仓,并限制最大加仓次数
                    如果价格过前次开仓价格1/2N,则直接加仓
                 '''
                 while self.market.high(-1, kline=kline) >= (
                         self.position.price() + 0.5 * N) and (
                             self.CurrentEntries <= 4):
                     price = self.position.price(
                     ) + 0.5 * N  # 加仓的开仓价格为持仓价格+0.5 * N
                     amount = Units  # 数量为Units
                     storage.mysql_save_strategy_run_info(
                         self.database, self.datasheet, timestamp, "多头加仓",
                         price, amount, amount * self.contract_value,
                         (self.position.price() + price) / 2, "long",
                         self.position.amount() + amount, 0,
                         self.total_profit, self.total_asset)
                     receipt = self.exchange.buy(price, amount)
                     push(receipt)
                     self.CurrentEntries += 1
                 # 止损指令
                 if self.market.low(
                         -1, kline=kline) <= (self.position.price() -
                                              2 * N):  # 如果回落大于最后下单价格-2n,就止损
                     profit = self.position.coverlong_profit(
                         last=self.position.price() - 2 * N,
                         market_type="usd_contract")
                     self.total_profit += profit  # 计算经过本次盈亏后的总利润
                     self.total_asset += profit  # 计算经过本次盈亏后的总资金
                     price = self.position.price() - 2 * N
                     amount = self.position.amount()
                     receipt = self.exchange.sell(price, amount)  # 全部止损平仓
                     push(receipt)
                     self.PreBreakoutFailure = True  # 记录为突破失败,下次交易将使用长周期开仓
                     storage.mysql_save_strategy_run_info(
                         self.database, self.datasheet, timestamp, "卖出止损",
                         price, amount, amount * self.contract_value, 0,
                         "none", 0, profit, self.total_profit,
                         self.total_asset)
                     self.counter += 1
                     self.CurrentEntries = 0  # 平仓后将开仓次数还原为0
         elif self.position.direction(
         ) == "short" and self.counter < 1:  # 持空头的情况,除方向以外,其他逻辑和上面持多仓的一致
             if self.market.high(-1, kline=kline) >= ExitHighestPrice:
                 profit = self.position.covershort_profit(
                     last=ExitHighestPrice, market_type="usd_contract")
                 self.total_profit += profit
                 self.total_asset += profit
                 price = ExitHighestPrice
                 amount = self.position.amount()
                 receipt = self.exchange.buytocover(price, amount)
                 push(receipt)
                 storage.mysql_save_strategy_run_info(
                     self.database, self.datasheet, timestamp, "买入平空",
                     price, amount, amount * self.contract_value, 0, "none",
                     0, profit, self.total_profit, self.total_asset)
                 self.counter += 1
                 self.CurrentEntries = 0  # 平仓后将开仓次数还原为0
             else:
                 while self.market.low(-1, kline=kline) <= (
                         self.position.price() - 0.5 * N) and (
                             self.CurrentEntries <= 4):
                     price = self.position.price() - 0.5 * N
                     amount = Units
                     storage.mysql_save_strategy_run_info(
                         self.database, self.datasheet, timestamp, "空头加仓",
                         price, amount, amount * self.contract_value,
                         (self.position.price() + price) / 2, "short",
                         self.position.amount() + amount, 0,
                         self.total_profit, self.total_asset)
                     receipt = self.exchange.sellshort(
                         self.position.price() - 0.5 * N, Units)
                     push(receipt)
                     self.CurrentEntries += 1
                 if self.market.high(
                         -1,
                         kline=kline) >= (self.position.price() + 2 * N):
                     profit = self.position.covershort_profit(
                         last=self.position.price() + 2 * N,
                         market_type="usd_contract")
                     self.total_profit += profit
                     self.total_asset += profit
                     price = self.position.price() + 2 * N
                     amount = self.position.amount()
                     receipt = self.exchange.buytocover(price, amount)
                     push(receipt)
                     self.PreBreakoutFailure = True
                     storage.mysql_save_strategy_run_info(
                         self.database, self.datasheet, timestamp, "买入止损",
                         price, amount, amount * self.contract_value, 0,
                         "none", 0, profit, self.total_profit,
                         self.total_asset)
                     self.counter += 1
                     self.CurrentEntries = 0  # 平仓后将开仓次数还原为0
     except:
         logger.error()