fix env bug, allow example strat to short
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@ -200,12 +200,12 @@ class Base5ActionRLEnv(gym.Env):
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if self._position == Positions.Neutral:
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return 0.
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elif self._position == Positions.Short:
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current_price = self.add_buy_fee(self.prices.iloc[self._current_tick].open)
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last_trade_price = self.add_sell_fee(self.prices.iloc[self._last_trade_tick].open)
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current_price = self.add_entry_fee(self.prices.iloc[self._current_tick].open)
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last_trade_price = self.add_exit_fee(self.prices.iloc[self._last_trade_tick].open)
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return (last_trade_price - current_price) / last_trade_price
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elif self._position == Positions.Long:
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current_price = self.add_sell_fee(self.prices.iloc[self._current_tick].open)
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last_trade_price = self.add_buy_fee(self.prices.iloc[self._last_trade_tick].open)
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current_price = self.add_exit_fee(self.prices.iloc[self._current_tick].open)
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last_trade_price = self.add_entry_fee(self.prices.iloc[self._last_trade_tick].open)
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return (current_price - last_trade_price) / last_trade_price
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else:
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return 0.
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@ -223,12 +223,12 @@ class Base5ActionRLEnv(gym.Env):
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(action == Actions.Neutral.value and self._position == Positions.Long) or
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(action == Actions.Short_enter.value and self._position == Positions.Short) or
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(action == Actions.Short_enter.value and self._position == Positions.Long) or
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(action == Actions.Short_exit.value and self._position == Positions.Short) or
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# (action == Actions.Short_exit.value and self._position == Positions.Short) or
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(action == Actions.Short_exit.value and self._position == Positions.Long) or
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(action == Actions.Short_exit.value and self._position == Positions.Neutral) or
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(action == Actions.Long_enter.value and self._position == Positions.Long) or
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(action == Actions.Long_enter.value and self._position == Positions.Short) or
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(action == Actions.Long_exit.value and self._position == Positions.Long) or
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# (action == Actions.Long_exit.value and self._position == Positions.Long) or
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(action == Actions.Long_exit.value and self._position == Positions.Short) or
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(action == Actions.Long_exit.value and self._position == Positions.Neutral))
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@ -243,10 +243,10 @@ class Base5ActionRLEnv(gym.Env):
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(action == Actions.Neutral.value and self._position == Positions.Short) or
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(action == Actions.Neutral.value and self._position == Positions.Neutral))
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def add_buy_fee(self, price):
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def add_entry_fee(self, price):
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return price * (1 + self.fee)
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def add_sell_fee(self, price):
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def add_exit_fee(self, price):
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return price / (1 + self.fee)
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def _update_history(self, info):
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@ -266,27 +266,21 @@ class Base5ActionRLEnv(gym.Env):
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# close long
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if action == Actions.Long_exit.value and self._position == Positions.Long:
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last_trade_price = self.add_buy_fee(self.prices.iloc[self._last_trade_tick].open)
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current_price = self.add_sell_fee(self.prices.iloc[self._current_tick].open)
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return float(np.log(current_price) - np.log(last_trade_price))
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if action == Actions.Long_exit.value and self._position == Positions.Long:
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if self.close_trade_profit[-1] > self.profit_aim * self.rr:
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last_trade_price = self.add_buy_fee(self.prices.iloc[self._last_trade_tick].open)
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current_price = self.add_sell_fee(self.prices.iloc[self._current_tick].open)
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return float((np.log(current_price) - np.log(last_trade_price)) * 2)
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last_trade_price = self.add_entry_fee(self.prices.iloc[self._last_trade_tick].open)
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current_price = self.add_exit_fee(self.prices.iloc[self._current_tick].open)
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factor = 1
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if self.close_trade_profit and self.close_trade_profit[-1] > self.profit_aim * self.rr:
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factor = 2
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return float((np.log(current_price) - np.log(last_trade_price)) * factor)
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# close short
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if action == Actions.Short_exit.value and self._position == Positions.Short:
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last_trade_price = self.add_sell_fee(self.prices.iloc[self._last_trade_tick].open)
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current_price = self.add_buy_fee(self.prices.iloc[self._current_tick].open)
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return float(np.log(last_trade_price) - np.log(current_price))
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if action == Actions.Short_exit.value and self._position == Positions.Short:
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if self.close_trade_profit[-1] > self.profit_aim * self.rr:
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last_trade_price = self.add_sell_fee(self.prices.iloc[self._last_trade_tick].open)
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current_price = self.add_buy_fee(self.prices.iloc[self._current_tick].open)
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return float((np.log(last_trade_price) - np.log(current_price)) * 2)
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last_trade_price = self.add_exit_fee(self.prices.iloc[self._last_trade_tick].open)
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current_price = self.add_entry_fee(self.prices.iloc[self._current_tick].open)
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factor = 1
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if self.close_trade_profit and self.close_trade_profit[-1] > self.profit_aim * self.rr:
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factor = 2
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return float(np.log(last_trade_price) - np.log(current_price) * factor)
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return 0.
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@ -315,27 +309,21 @@ class Base5ActionRLEnv(gym.Env):
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# Long positions
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if self._position == Positions.Long:
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current_price = self.prices.iloc[self._current_tick].open
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if action == Actions.Short_enter.value or action == Actions.Neutral.value:
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current_price = self.add_sell_fee(current_price)
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previous_price = self.prices.iloc[self._current_tick - 1].open
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if (self._position_history[self._current_tick - 1] == Positions.Short
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or self._position_history[self._current_tick - 1] == Positions.Neutral):
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previous_price = self.add_buy_fee(previous_price)
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previous_price = self.add_entry_fee(previous_price)
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return np.log(current_price) - np.log(previous_price)
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# Short positions
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if self._position == Positions.Short:
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current_price = self.prices.iloc[self._current_tick].open
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if action == Actions.Long_enter.value or action == Actions.Neutral.value:
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current_price = self.add_buy_fee(current_price)
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previous_price = self.prices.iloc[self._current_tick - 1].open
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if (self._position_history[self._current_tick - 1] == Positions.Long
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or self._position_history[self._current_tick - 1] == Positions.Neutral):
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previous_price = self.add_sell_fee(previous_price)
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previous_price = self.add_exit_fee(previous_price)
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return np.log(previous_price) - np.log(current_price)
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@ -36,7 +36,7 @@ class ReinforcementLearningExample5ac(IStrategy):
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stoploss = -0.05
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use_exit_signal = True
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startup_candle_count: int = 300
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can_short = False
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can_short = True
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linear_roi_offset = DecimalParameter(
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0.00, 0.02, default=0.005, space="sell", optimize=False, load=True
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