コード例 #1
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    def __init__(self, cta_engine, strategy_name, vt_symbol, setting):
        """"""
        super().__init__(cta_engine, strategy_name, vt_symbol, setting)

        self.bg = BarGenerator(self.on_bar)
        self.am = ArrayManager()
        self.bars = []
コード例 #2
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    def __init__(self, fast_window: int, slow_window: int):
        """"""
        super().__init__()

        self.fast_window = fast_window
        self.slow_window = slow_window

        self.bg = BarGenerator(self.on_bar, 5, self.on_5min_bar)
        self.am = ArrayManager()
コード例 #3
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    def __init__(self, cci_window: int, cci_level: float):
        """"""
        super().__init__()

        self.cci_window = cci_window
        self.cci_level = cci_level
        self.cci_long = self.cci_level
        self.cci_short = -self.cci_level

        self.bg = BarGenerator(self.on_bar)
        self.am = ArrayManager()
コード例 #4
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    def __init__(self, rsi_window: int, rsi_level: float):
        """Constructor"""
        super().__init__()

        self.rsi_window = rsi_window
        self.rsi_level = rsi_level
        self.rsi_long = 50 + self.rsi_level
        self.rsi_short = 50 - self.rsi_level

        self.bg = BarGenerator(self.on_bar)
        self.am = ArrayManager()
コード例 #5
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    def __init__(self, cta_engine, strategy_name, vt_symbol, setting):
        """"""
        super().__init__(cta_engine, strategy_name, vt_symbol, setting)

        self.rsi_long = 50 + self.rsi_signal
        self.rsi_short = 50 - self.rsi_signal

        self.bg5 = BarGenerator(self.on_bar, 5, self.on_5min_bar)
        self.am5 = ArrayManager()

        self.bg15 = BarGenerator(self.on_bar, 15, self.on_15min_bar)
        self.am15 = ArrayManager()
コード例 #6
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class MaSignal(CtaSignal):
    """"""
    def __init__(self, fast_window: int, slow_window: int):
        """"""
        super().__init__()

        self.fast_window = fast_window
        self.slow_window = slow_window

        self.bg = BarGenerator(self.on_bar, 5, self.on_5min_bar)
        self.am = ArrayManager()

    def on_tick(self, tick: TickData):
        """
        Callback of new tick data update.
        """
        self.bg.update_tick(tick)

    def on_bar(self, bar: BarData):
        """
        Callback of new bar data update.
        """
        self.bg.update_bar(bar)

    def on_5min_bar(self, bar: BarData):
        """"""
        self.am.update_bar(bar)
        if not self.am.inited:
            self.set_signal_pos(0)

        close = pd.Series(self.am.close_array)
        fast_ma = ta.sma(close, self.fast_window).iloc[-1]
        slow_ma = ta.sma(close, self.slow_window).iloc[-1]

        if fast_ma > slow_ma:
            self.set_signal_pos(1)
        elif fast_ma < slow_ma:
            self.set_signal_pos(-1)
        else:
            self.set_signal_pos(0)
コード例 #7
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class CciSignal(CtaSignal):
    """"""
    def __init__(self, cci_window: int, cci_level: float):
        """"""
        super().__init__()

        self.cci_window = cci_window
        self.cci_level = cci_level
        self.cci_long = self.cci_level
        self.cci_short = -self.cci_level

        self.bg = BarGenerator(self.on_bar)
        self.am = ArrayManager()

    def on_tick(self, tick: TickData):
        """
        Callback of new tick data update.
        """
        self.bg.update_tick(tick)

    def on_bar(self, bar: BarData):
        """
        Callback of new bar data update.
        """
        self.am.update_bar(bar)
        if not self.am.inited:
            self.set_signal_pos(0)

        close = pd.Series(self.am.close_array)
        high = pd.Series(self.am.high_array)
        low = pd.Series(self.am.low_array)

        cci_value = ta.cci(high, low, close, self.cci_window).iloc[-1]

        if cci_value >= self.cci_long:
            self.set_signal_pos(1)
        elif cci_value <= self.cci_short:
            self.set_signal_pos(-1)
        else:
            self.set_signal_pos(0)
コード例 #8
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class RsiSignal(CtaSignal):
    """"""
    def __init__(self, rsi_window: int, rsi_level: float):
        """Constructor"""
        super().__init__()

        self.rsi_window = rsi_window
        self.rsi_level = rsi_level
        self.rsi_long = 50 + self.rsi_level
        self.rsi_short = 50 - self.rsi_level

        self.bg = BarGenerator(self.on_bar)
        self.am = ArrayManager()

    def on_tick(self, tick: TickData):
        """
        Callback of new tick data update.
        """
        self.bg.update_tick(tick)

    def on_bar(self, bar: BarData):
        """
        Callback of new bar data update.
        """
        self.am.update_bar(bar)
        if not self.am.inited:
            self.set_signal_pos(0)

        close = pd.Series(self.am.close_array)

        rsi_value = ta.rsi(close, self.rsi_window).iloc[-1]

        if rsi_value >= self.rsi_long:
            self.set_signal_pos(1)
        elif rsi_value <= self.rsi_short:
            self.set_signal_pos(-1)
        else:
            self.set_signal_pos(0)
コード例 #9
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class DoubleMaStrategy(CtaTemplate):
    author = "用Python的交易员"

    fast_window = 10
    slow_window = 20

    fast_ma0 = 0.0
    fast_ma1 = 0.0

    slow_ma0 = 0.0
    slow_ma1 = 0.0

    parameters = ["fast_window", "slow_window"]
    variables = ["fast_ma0", "fast_ma1", "slow_ma0", "slow_ma1"]

    def __init__(self, cta_engine, strategy_name, vt_symbol, setting):
        """"""
        super().__init__(cta_engine, strategy_name, vt_symbol, setting)

        self.bg = BarGenerator(self.on_bar)
        self.am = ArrayManager()

    def on_init(self):
        """
        Callback when strategy is inited.
        """
        self.write_log("策略初始化")
        self.load_bar(10)

    def on_start(self):
        """
        Callback when strategy is started.
        """
        self.write_log("策略启动")
        self.put_event()

    def on_stop(self):
        """
        Callback when strategy is stopped.
        """
        self.write_log("策略停止")

        self.put_event()

    def on_tick(self, tick: TickData):
        """
        Callback of new tick data update.
        """
        self.bg.update_tick(tick)

    def on_bar(self, bar: BarData):
        """
        Callback of new bar data update.
        """

        am = self.am
        am.update_bar(bar)
        if not am.inited:
            return

        close = pd.Series(am.close_array)

        fast_ma = ta.sma(close, self.fast_window)
        self.fast_ma0 = fast_ma.iloc[-1]
        self.fast_ma1 = fast_ma.iloc[-2]

        slow_ma = ta.sma(close, self.slow_window)
        self.slow_ma0 = slow_ma.iloc[-1]
        self.slow_ma1 = slow_ma.iloc[-2]

        cross_over = self.fast_ma0 > self.slow_ma0 and self.fast_ma1 < self.slow_ma1
        cross_below = self.fast_ma0 < self.slow_ma0 and self.fast_ma1 > self.slow_ma1

        if cross_over:
            if self.pos == 0:
                self.buy(bar.close_price, 1)
            elif self.pos < 0:
                self.cover(bar.close_price, 1)
                self.buy(bar.close_price, 1)

        elif cross_below:
            if self.pos == 0:
                self.short(bar.close_price, 1)
            elif self.pos > 0:
                self.sell(bar.close_price, 1)
                self.short(bar.close_price, 1)

        self.put_event()

    def on_order(self, order: OrderData):
        """
        Callback of new order data update.
        """
        pass

    def on_trade(self, trade: TradeData):
        """
        Callback of new trade data update.
        """
        self.put_event()

    def on_stop_order(self, stop_order: StopOrder):
        """
        Callback of stop order update.
        """
        pass
コード例 #10
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class MultiTimeframeStrategy(CtaTemplate):
    """"""
    author = "用Python的交易员"

    rsi_signal = 20
    rsi_window = 14
    fast_window = 5
    slow_window = 20
    fixed_size = 1

    rsi_value = 0
    rsi_long = 0
    rsi_short = 0
    fast_ma = 0
    slow_ma = 0
    ma_trend = 0

    parameters = [
        "rsi_signal", "rsi_window", "fast_window", "slow_window", "fixed_size"
    ]

    variables = [
        "rsi_value", "rsi_long", "rsi_short", "fast_ma", "slow_ma", "ma_trend"
    ]

    def __init__(self, cta_engine, strategy_name, vt_symbol, setting):
        """"""
        super().__init__(cta_engine, strategy_name, vt_symbol, setting)

        self.rsi_long = 50 + self.rsi_signal
        self.rsi_short = 50 - self.rsi_signal

        self.bg5 = BarGenerator(self.on_bar, 5, self.on_5min_bar)
        self.am5 = ArrayManager()

        self.bg15 = BarGenerator(self.on_bar, 15, self.on_15min_bar)
        self.am15 = ArrayManager()

    def on_init(self):
        """
        Callback when strategy is inited.
        """
        self.write_log("策略初始化")
        self.load_bar(10)

    def on_start(self):
        """
        Callback when strategy is started.
        """
        self.write_log("策略启动")

    def on_stop(self):
        """
        Callback when strategy is stopped.
        """
        self.write_log("策略停止")

    def on_tick(self, tick: TickData):
        """
        Callback of new tick data update.
        """
        self.bg5.update_tick(tick)

    def on_bar(self, bar: BarData):
        """
        Callback of new bar data update.
        """
        self.bg5.update_bar(bar)
        self.bg15.update_bar(bar)

    def on_5min_bar(self, bar: BarData):
        """"""
        self.cancel_all()

        self.am5.update_bar(bar)
        if not self.am5.inited:
            return

        if not self.ma_trend:
            return

        close_5 = pd.Series(self.am5.close_array)
        self.rsi_value = ta.rsi(close_5, self.rsi_window).iloc[-1]

        if self.pos == 0:
            if self.ma_trend > 0 and self.rsi_value >= self.rsi_long:
                self.buy(bar.close_price + 5, self.fixed_size)
            elif self.ma_trend < 0 and self.rsi_value <= self.rsi_short:
                self.short(bar.close_price - 5, self.fixed_size)

        elif self.pos > 0:
            if self.ma_trend < 0 or self.rsi_value < 50:
                self.sell(bar.close_price - 5, abs(self.pos))

        elif self.pos < 0:
            if self.ma_trend > 0 or self.rsi_value > 50:
                self.cover(bar.close_price + 5, abs(self.pos))

        self.put_event()

    def on_15min_bar(self, bar: BarData):
        """"""
        self.am15.update_bar(bar)
        if not self.am15.inited:
            return

        close_15 = pd.Series(self.am15.close_array)

        self.fast_ma = ta.sma(close_15, self.fast_window).iloc[-1]
        self.slow_ma = ta.sma(close_15, self.slow_window).iloc[-1]

        if self.fast_ma > self.slow_ma:
            self.ma_trend = 1
        else:
            self.ma_trend = -1

    def on_order(self, order: OrderData):
        """
        Callback of new order data update.
        """
        pass

    def on_trade(self, trade: TradeData):
        """
        Callback of new trade data update.
        """
        self.put_event()

    def on_stop_order(self, stop_order: StopOrder):
        """
        Callback of stop order update.
        """
        pass
コード例 #11
0
class KingKeltnerStrategy(CtaTemplate):
    """"""

    author = "用Python的交易员"

    kk_length = 11
    kk_dev = 1.6
    trailing_percent = 0.8
    fixed_size = 1

    kk_up = 0
    kk_down = 0
    intra_trade_high = 0
    intra_trade_low = 0

    long_vt_orderids = []
    short_vt_orderids = []
    vt_orderids = []

    parameters = ["kk_length", "kk_dev", "trailing_percent", "fixed_size"]
    variables = ["kk_up", "kk_down"]

    def __init__(self, cta_engine, strategy_name, vt_symbol, setting):
        """"""
        super().__init__(cta_engine, strategy_name, vt_symbol, setting)

        self.bg = BarGenerator(self.on_bar, 5, self.on_5min_bar)
        self.am = ArrayManager()

    def on_init(self):
        """
        Callback when strategy is inited.
        """
        self.write_log("策略初始化")
        self.load_bar(10)

    def on_start(self):
        """
        Callback when strategy is started.
        """
        self.write_log("策略启动")

    def on_stop(self):
        """
        Callback when strategy is stopped.
        """
        self.write_log("策略停止")

    def on_tick(self, tick: TickData):
        """
        Callback of new tick data update.
        """
        self.bg.update_tick(tick)

    def on_bar(self, bar: BarData):
        """
        Callback of new bar data update.
        """
        self.bg.update_bar(bar)

    def on_5min_bar(self, bar: BarData):
        """"""
        for orderid in self.vt_orderids:
            self.cancel_order(orderid)
        self.vt_orderids.clear()

        am = self.am
        am.update_bar(bar)
        if not am.inited:
            return

        high = pd.Series(am.high_array)
        low = pd.Series(am.low_array)
        close = pd.Series(am.close_array)

        range_ = ta.true_range(high, low, close)

        basis = ta.sma(close, self.kk_length)
        band = ta.sma(range_, self.kk_length)
        up = basis + self.kk_dev * band
        down = basis - self.kk_dev * band

        self.kk_up, self.kk_down = up.iloc[-1], down.iloc[-1]

        if self.pos == 0:
            self.intra_trade_high = bar.high_price
            self.intra_trade_low = bar.low_price
            self.send_oco_order(self.kk_up, self.kk_down, self.fixed_size)

        elif self.pos > 0:
            self.intra_trade_high = max(self.intra_trade_high, bar.high_price)
            self.intra_trade_low = bar.low_price

            vt_orderids = self.sell(self.intra_trade_high * (1 - self.trailing_percent / 100),
                                    abs(self.pos), True)
            self.vt_orderids.extend(vt_orderids)

        elif self.pos < 0:
            self.intra_trade_high = bar.high_price
            self.intra_trade_low = min(self.intra_trade_low, bar.low_price)

            vt_orderids = self.cover(self.intra_trade_low * (1 + self.trailing_percent / 100),
                                     abs(self.pos), True)
            self.vt_orderids.extend(vt_orderids)

        self.put_event()

    def on_order(self, order: OrderData):
        """
        Callback of new order data update.
        """
        pass

    def on_trade(self, trade: TradeData):
        """
        Callback of new trade data update.
        """
        if self.pos != 0:
            if self.pos > 0:
                for short_orderid in self.short_vt_orderids:
                    self.cancel_order(short_orderid)

            elif self.pos < 0:
                for buy_orderid in self.long_vt_orderids:
                    self.cancel_order(buy_orderid)

            for orderid in (self.long_vt_orderids + self.short_vt_orderids):
                if orderid in self.vt_orderids:
                    self.vt_orderids.remove(orderid)

        self.put_event()

    def send_oco_order(self, buy_price, short_price, volume):
        """"""
        self.long_vt_orderids = self.buy(buy_price, volume, True)
        self.short_vt_orderids = self.short(short_price, volume, True)

        self.vt_orderids.extend(self.long_vt_orderids)
        self.vt_orderids.extend(self.short_vt_orderids)

    def on_stop_order(self, stop_order: StopOrder):
        """
        Callback of stop order update.
        """
        pass
コード例 #12
0
class TurtleSignalStrategy(CtaTemplate):
    """"""
    author = "用Python的交易员"

    entry_window = 20
    exit_window = 10
    atr_window = 20
    fixed_size = 1

    entry_up = 0
    entry_down = 0
    exit_up = 0
    exit_down = 0
    atr_value = 0

    long_entry = 0
    short_entry = 0
    long_stop = 0
    short_stop = 0

    parameters = ["entry_window", "exit_window", "atr_window", "fixed_size"]
    variables = ["entry_up", "entry_down", "exit_up", "exit_down", "atr_value"]

    def __init__(self, cta_engine, strategy_name, vt_symbol, setting):
        """"""
        super().__init__(cta_engine, strategy_name, vt_symbol, setting)

        self.bg = BarGenerator(self.on_bar)
        self.am = ArrayManager()

    def on_init(self):
        """
        Callback when strategy is inited.
        """
        self.write_log("策略初始化")
        self.load_bar(20)

    def on_start(self):
        """
        Callback when strategy is started.
        """
        self.write_log("策略启动")

    def on_stop(self):
        """
        Callback when strategy is stopped.
        """
        self.write_log("策略停止")

    def on_tick(self, tick: TickData):
        """
        Callback of new tick data update.
        """
        self.bg.update_tick(tick)

    def on_bar(self, bar: BarData):
        """
        Callback of new bar data update.
        """
        self.cancel_all()

        self.am.update_bar(bar)
        if not self.am.inited:
            return

        high = pd.Series(self.am.high_array)
        low = pd.Series(self.am.low_array)
        close = pd.Series(self.am.close_array)

        if not self.pos:
            self.entry_up, self.entry_down = high.rolling(
                self.entry_window).max().iloc[-1], low.rolling(
                    self.entry_window).min().iloc[-1]

        self.exit_up, self.exit_down = high.rolling(self.exit_window).max().iloc[-1], \
                                       low.rolling(self.entry_window).min().iloc[-1]

        if not self.pos:

            self.atr_value = ta.atr(
                high, low, close,
                self.atr_window).iloc[-1]  # self.am.atr(self.atr_window)

            self.long_entry = 0
            self.short_entry = 0
            self.long_stop = 0
            self.short_stop = 0

            self.send_buy_orders(self.entry_up)
            self.send_short_orders(self.entry_down)
        elif self.pos > 0:
            self.send_buy_orders(self.entry_up)

            sell_price = max(self.long_stop, self.exit_down)
            self.sell(sell_price, abs(self.pos), True)

        elif self.pos < 0:
            self.send_short_orders(self.entry_down)

            cover_price = min(self.short_stop, self.exit_up)
            self.cover(cover_price, abs(self.pos), True)

        self.put_event()

    def on_trade(self, trade: TradeData):
        """
        Callback of new trade data update.
        """
        if trade.direction == Direction.LONG:
            self.long_entry = trade.price
            self.long_stop = self.long_entry - 2 * self.atr_value
        else:
            self.short_entry = trade.price
            self.short_stop = self.short_entry + 2 * self.atr_value

    def on_order(self, order: OrderData):
        """
        Callback of new order data update.
        """
        pass

    def on_stop_order(self, stop_order: StopOrder):
        """
        Callback of stop order update.
        """
        pass

    def send_buy_orders(self, price):
        """"""
        t = self.pos / self.fixed_size

        if t < 1:
            self.buy(price, self.fixed_size, True)

        if t < 2:
            self.buy(price + self.atr_value * 0.5, self.fixed_size, True)

        if t < 3:
            self.buy(price + self.atr_value, self.fixed_size, True)

        if t < 4:
            self.buy(price + self.atr_value * 1.5, self.fixed_size, True)

    def send_short_orders(self, price):
        """"""
        t = self.pos / self.fixed_size

        if t > -1:
            self.short(price, self.fixed_size, True)

        if t > -2:
            self.short(price - self.atr_value * 0.5, self.fixed_size, True)

        if t > -3:
            self.short(price - self.atr_value, self.fixed_size, True)

        if t > -4:
            self.short(price - self.atr_value * 1.5, self.fixed_size, True)
コード例 #13
0
class BollChannelStrategy(CtaTemplate):
    """"""

    author = "用Python的交易员"

    boll_window = 18
    boll_dev = 3.4
    cci_window = 10
    atr_window = 30
    sl_multiplier = 5.2
    fixed_size = 1

    boll_up = 0
    boll_down = 0
    cci_value = 0
    atr_value = 0

    intra_trade_high = 0
    intra_trade_low = 0
    long_stop = 0
    short_stop = 0

    parameters = [
        "boll_window",
        "boll_dev",
        "cci_window",
        "atr_window",
        "sl_multiplier",
        "fixed_size"
    ]
    variables = [
        "boll_up",
        "boll_down",
        "cci_value",
        "atr_value",
        "intra_trade_high",
        "intra_trade_low",
        "long_stop",
        "short_stop"
    ]

    def __init__(self, cta_engine, strategy_name, vt_symbol, setting):
        """"""
        super().__init__(cta_engine, strategy_name, vt_symbol, setting)

        self.bg = BarGenerator(self.on_bar, 15, self.on_15min_bar)
        self.am = ArrayManager()

    def on_init(self):
        """
        Callback when strategy is inited.
        """
        self.write_log("策略初始化")
        self.load_bar(10)

    def on_start(self):
        """
        Callback when strategy is started.
        """
        self.write_log("策略启动")

    def on_stop(self):
        """
        Callback when strategy is stopped.
        """
        self.write_log("策略停止")

    def on_tick(self, tick: TickData):
        """
        Callback of new tick data update.
        """
        self.bg.update_tick(tick)

    def on_bar(self, bar: BarData):
        """
        Callback of new bar data update.
        """
        self.bg.update_bar(bar)

    def on_15min_bar(self, bar: BarData):
        """"""
        self.cancel_all()

        am = self.am
        am.update_bar(bar)
        if not am.inited:
            return

        close = pd.Series(am.close_array)
        high = pd.Series(am.high_array)
        low = pd.Series(am.low_array)

        standard_deviation = ta.stdev(close=close, length=self.boll_window)
        deviations = self.boll_dev * standard_deviation

        mid = ta.sma(close=close, length=self.boll_window)

        self.boll_up, self.boll_down = (mid + deviations).iloc[-1],  (mid - deviations).iloc[-1]
        self.cci_value = ta.cci(high, low, close, self.cci_window).iloc[-1]
        self.atr_value = ta.atr(high, low, close, self.atr_window).iloc[-1]

        if self.pos == 0:
            self.intra_trade_high = bar.high_price
            self.intra_trade_low = bar.low_price

            if self.cci_value > 0:
                self.buy(self.boll_up, self.fixed_size, True)
            elif self.cci_value < 0:
                self.short(self.boll_down, self.fixed_size, True)

        elif self.pos > 0:
            self.intra_trade_high = max(self.intra_trade_high, bar.high_price)
            self.intra_trade_low = bar.low_price

            self.long_stop = self.intra_trade_high - self.atr_value * self.sl_multiplier
            self.sell(self.long_stop, abs(self.pos), True)

        elif self.pos < 0:
            self.intra_trade_high = bar.high_price
            self.intra_trade_low = min(self.intra_trade_low, bar.low_price)

            self.short_stop = self.intra_trade_low + self.atr_value * self.sl_multiplier
            self.cover(self.short_stop, abs(self.pos), True)

        self.put_event()

    def on_order(self, order: OrderData):
        """
        Callback of new order data update.
        """
        pass

    def on_trade(self, trade: TradeData):
        """
        Callback of new trade data update.
        """
        self.put_event()

    def on_stop_order(self, stop_order: StopOrder):
        """
        Callback of stop order update.
        """
        pass
コード例 #14
0
class AtrRsiStrategy(CtaTemplate):
    """"""

    author = "用Python的交易员"

    atr_length = 22
    atr_ma_length = 10
    rsi_length = 5
    rsi_entry = 16
    trailing_percent = 0.8
    fixed_size = 1

    atr_value = 0
    atr_ma = 0
    rsi_value = 0
    rsi_buy = 0
    rsi_sell = 0
    intra_trade_high = 0
    intra_trade_low = 0

    parameters = [
        "atr_length", "atr_ma_length", "rsi_length", "rsi_entry",
        "trailing_percent", "fixed_size"
    ]
    variables = [
        "atr_value", "atr_ma", "rsi_value", "rsi_buy", "rsi_sell",
        "intra_trade_high", "intra_trade_low"
    ]

    def __init__(self, cta_engine, strategy_name, vt_symbol, setting):
        """"""
        super().__init__(cta_engine, strategy_name, vt_symbol, setting)
        self.bg = BarGenerator(self.on_bar)
        self.am = ArrayManager()

    def on_init(self):
        """
        Callback when strategy is inited.
        """
        self.write_log("策略初始化")

        self.rsi_buy = 50 + self.rsi_entry
        self.rsi_sell = 50 - self.rsi_entry

        self.load_bar(10)

    def on_start(self):
        """
        Callback when strategy is started.
        """
        self.write_log("策略启动")

    def on_stop(self):
        """
        Callback when strategy is stopped.
        """
        self.write_log("策略停止")

    def on_tick(self, tick: TickData):
        """
        Callback of new tick data update.
        """
        self.bg.update_tick(tick)

    def on_bar(self, bar: BarData):
        """
        Callback of new bar data update.
        """
        self.cancel_all()

        am = self.am
        am.update_bar(bar)
        if not am.inited:
            return

        high = pd.Series(am.high_array)
        low = pd.Series(am.low_array)
        close = pd.Series(am.close_array)

        atr_array = ta.atr(
            high, low, close,
            self.atr_length)  #am.atr(self.atr_length, array=True)
        self.atr_value = atr_array.iloc[-1]
        self.atr_ma = atr_array.iloc[-self.atr_ma_length:].mean()
        self.rsi_value = ta.rsi(close, self.rsi_length).iloc[-1]

        if self.pos == 0:
            self.intra_trade_high = bar.high_price
            self.intra_trade_low = bar.low_price

            if self.atr_value > self.atr_ma:
                if self.rsi_value > self.rsi_buy:
                    self.buy(bar.close_price + 5, self.fixed_size)
                elif self.rsi_value < self.rsi_sell:
                    self.short(bar.close_price - 5, self.fixed_size)

        elif self.pos > 0:
            self.intra_trade_high = max(self.intra_trade_high, bar.high_price)
            self.intra_trade_low = bar.low_price

            long_stop = self.intra_trade_high * \
                (1 - self.trailing_percent / 100)
            self.sell(long_stop, abs(self.pos), stop=True)

        elif self.pos < 0:
            self.intra_trade_low = min(self.intra_trade_low, bar.low_price)
            self.intra_trade_high = bar.high_price

            short_stop = self.intra_trade_low * \
                (1 + self.trailing_percent / 100)
            self.cover(short_stop, abs(self.pos), stop=True)

        self.put_event()

    def on_order(self, order: OrderData):
        """
        Callback of new order data update.
        """
        pass

    def on_trade(self, trade: TradeData):
        """
        Callback of new trade data update.
        """
        self.put_event()

    def on_stop_order(self, stop_order: StopOrder):
        """
        Callback of stop order update.
        """
        pass
コード例 #15
0
class DualThrustStrategy(CtaTemplate):
    """"""

    author = "用Python的交易员"

    fixed_size = 1
    k1 = 0.4
    k2 = 0.6

    bars = []

    day_open = 0
    day_high = 0
    day_low = 0

    day_range = 0
    long_entry = 0
    short_entry = 0
    exit_time = time(hour=14, minute=55)

    long_entered = False
    short_entered = False

    parameters = ["k1", "k2", "fixed_size"]
    variables = ["day_range", "long_entry", "short_entry"]

    def __init__(self, cta_engine, strategy_name, vt_symbol, setting):
        """"""
        super().__init__(cta_engine, strategy_name, vt_symbol, setting)

        self.bg = BarGenerator(self.on_bar)
        self.am = ArrayManager()
        self.bars = []

    def on_init(self):
        """
        Callback when strategy is inited.
        """
        self.write_log("策略初始化")
        self.load_bar(10)

    def on_start(self):
        """
        Callback when strategy is started.
        """
        self.write_log("策略启动")

    def on_stop(self):
        """
        Callback when strategy is stopped.
        """
        self.write_log("策略停止")

    def on_tick(self, tick: TickData):
        """
        Callback of new tick data update.
        """
        self.bg.update_tick(tick)

    def on_bar(self, bar: BarData):
        """
        Callback of new bar data update.
        """
        self.cancel_all()

        self.bars.append(bar)
        if len(self.bars) <= 2:
            return
        else:
            self.bars.pop(0)
        last_bar = self.bars[-2]

        if last_bar.datetime.date() != bar.datetime.date():
            if self.day_high:
                self.day_range = self.day_high - self.day_low
                self.long_entry = bar.open_price + self.k1 * self.day_range
                self.short_entry = bar.open_price - self.k2 * self.day_range

            self.day_open = bar.open_price
            self.day_high = bar.high_price
            self.day_low = bar.low_price

            self.long_entered = False
            self.short_entered = False
        else:
            self.day_high = max(self.day_high, bar.high_price)
            self.day_low = min(self.day_low, bar.low_price)

        if not self.day_range:
            return

        if bar.datetime.time() < self.exit_time:
            if self.pos == 0:
                if bar.close_price > self.day_open:
                    if not self.long_entered:
                        self.buy(self.long_entry, self.fixed_size, stop=True)
                else:
                    if not self.short_entered:
                        self.short(self.short_entry,
                                   self.fixed_size,
                                   stop=True)

            elif self.pos > 0:
                self.long_entered = True

                self.sell(self.short_entry, self.fixed_size, stop=True)

                if not self.short_entered:
                    self.short(self.short_entry, self.fixed_size, stop=True)

            elif self.pos < 0:
                self.short_entered = True

                self.cover(self.long_entry, self.fixed_size, stop=True)

                if not self.long_entered:
                    self.buy(self.long_entry, self.fixed_size, stop=True)

        else:
            if self.pos > 0:
                self.sell(bar.close_price * 0.99, abs(self.pos))
            elif self.pos < 0:
                self.cover(bar.close_price * 1.01, abs(self.pos))

        self.put_event()

    def on_order(self, order: OrderData):
        """
        Callback of new order data update.
        """
        pass

    def on_trade(self, trade: TradeData):
        """
        Callback of new trade data update.
        """
        self.put_event()

    def on_stop_order(self, stop_order: StopOrder):
        """
        Callback of stop order update.
        """
        pass