fix coding convention
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		| @@ -26,11 +26,13 @@ class Positions(Enum): | |||||||
|     def opposite(self): |     def opposite(self): | ||||||
|         return Positions.Short if self == Positions.Long else Positions.Long |         return Positions.Short if self == Positions.Long else Positions.Long | ||||||
|  |  | ||||||
|  |  | ||||||
| def mean_over_std(x): | def mean_over_std(x): | ||||||
|     std = np.std(x, ddof=1) |     std = np.std(x, ddof=1) | ||||||
|     mean = np.mean(x) |     mean = np.mean(x) | ||||||
|     return mean / std if std > 0 else 0 |     return mean / std if std > 0 else 0 | ||||||
|  |  | ||||||
|  |  | ||||||
| class Base5ActionRLEnv(gym.Env): | class Base5ActionRLEnv(gym.Env): | ||||||
|     """ |     """ | ||||||
|     Base class for a 5 action environment |     Base class for a 5 action environment | ||||||
| @@ -250,42 +252,58 @@ class Base5ActionRLEnv(gym.Env): | |||||||
|             if len(self.close_trade_profit): |             if len(self.close_trade_profit): | ||||||
|                 # aim x2 rw |                 # aim x2 rw | ||||||
|                 if self.close_trade_profit[-1] > self.profit_aim * self.rr: |                 if self.close_trade_profit[-1] > self.profit_aim * self.rr: | ||||||
|                     last_trade_price = self.add_buy_fee(self.prices.iloc[self._last_trade_tick].open) |                     last_trade_price = self.add_buy_fee( | ||||||
|                     current_price = self.add_sell_fee(self.prices.iloc[self._current_tick].open) |                         self.prices.iloc[self._last_trade_tick].open) | ||||||
|  |                     current_price = self.add_sell_fee( | ||||||
|  |                         self.prices.iloc[self._current_tick].open) | ||||||
|                     return float((np.log(current_price) - np.log(last_trade_price)) * 2) |                     return float((np.log(current_price) - np.log(last_trade_price)) * 2) | ||||||
|                 # less than aim x1 rw |                 # less than aim x1 rw | ||||||
|                 elif self.close_trade_profit[-1] < self.profit_aim * self.rr: |                 elif self.close_trade_profit[-1] < self.profit_aim * self.rr: | ||||||
|                     last_trade_price = self.add_buy_fee(self.prices.iloc[self._last_trade_tick].open) |                     last_trade_price = self.add_buy_fee( | ||||||
|                     current_price = self.add_sell_fee(self.prices.iloc[self._current_tick].open) |                         self.prices.iloc[self._last_trade_tick].open | ||||||
|  |                     ) | ||||||
|  |                     current_price = self.add_sell_fee( | ||||||
|  |                         self.prices.iloc[self._current_tick].open | ||||||
|  |                     ) | ||||||
|                     return float(np.log(current_price) - np.log(last_trade_price)) |                     return float(np.log(current_price) - np.log(last_trade_price)) | ||||||
|                 # # less than RR SL x2 neg rw |                 # # less than RR SL x2 neg rw | ||||||
|                 # elif self.close_trade_profit[-1] < (self.profit_aim * -1): |                 # elif self.close_trade_profit[-1] < (self.profit_aim * -1): | ||||||
|                 #     last_trade_price = self.add_buy_fee(self.prices.iloc[self._last_trade_tick].open) |                 #     last_trade_price = self.add_buy_fee( | ||||||
|                 #     current_price = self.add_sell_fee(self.prices.iloc[self._current_tick].open) |                 #         self.prices.iloc[self._last_trade_tick].open) | ||||||
|  |                 #     current_price = self.add_sell_fee( | ||||||
|  |                 #         self.prices.iloc[self._current_tick].open) | ||||||
|                 #     return float((np.log(current_price) - np.log(last_trade_price)) * 2) * -1 |                 #     return float((np.log(current_price) - np.log(last_trade_price)) * 2) * -1 | ||||||
|  |  | ||||||
|  |  | ||||||
|         # close short |         # close short | ||||||
|         if action == Actions.Short_buy.value and self._position == Positions.Short: |         if action == Actions.Short_buy.value and self._position == Positions.Short: | ||||||
|             if len(self.close_trade_profit): |             if len(self.close_trade_profit): | ||||||
|                 # aim x2 rw |                 # aim x2 rw | ||||||
|                 if self.close_trade_profit[-1] > self.profit_aim * self.rr: |                 if self.close_trade_profit[-1] > self.profit_aim * self.rr: | ||||||
|                     last_trade_price = self.add_sell_fee(self.prices.iloc[self._last_trade_tick].open) |                     last_trade_price = self.add_sell_fee( | ||||||
|                     current_price = self.add_buy_fee(self.prices.iloc[self._current_tick].open) |                         self.prices.iloc[self._last_trade_tick].open | ||||||
|  |                     ) | ||||||
|  |                     current_price = self.add_buy_fee( | ||||||
|  |                         self.prices.iloc[self._current_tick].open | ||||||
|  |                     ) | ||||||
|                     return float((np.log(last_trade_price) - np.log(current_price)) * 2) |                     return float((np.log(last_trade_price) - np.log(current_price)) * 2) | ||||||
|                 # less than aim x1 rw |                 # less than aim x1 rw | ||||||
|                 elif self.close_trade_profit[-1] < self.profit_aim * self.rr: |                 elif self.close_trade_profit[-1] < self.profit_aim * self.rr: | ||||||
|                     last_trade_price = self.add_sell_fee(self.prices.iloc[self._last_trade_tick].open) |                     last_trade_price = self.add_sell_fee( | ||||||
|                     current_price = self.add_buy_fee(self.prices.iloc[self._current_tick].open) |                         self.prices.iloc[self._last_trade_tick].open | ||||||
|  |                     ) | ||||||
|  |                     current_price = self.add_buy_fee( | ||||||
|  |                         self.prices.iloc[self._current_tick].open | ||||||
|  |                     ) | ||||||
|                     return float(np.log(last_trade_price) - np.log(current_price)) |                     return float(np.log(last_trade_price) - np.log(current_price)) | ||||||
|                 # # less than RR SL x2 neg rw |                 # # less than RR SL x2 neg rw | ||||||
|                 # elif self.close_trade_profit[-1] > self.profit_aim * self.rr: |                 # elif self.close_trade_profit[-1] > self.profit_aim * self.rr: | ||||||
|                 #     last_trade_price = self.add_sell_fee(self.prices.iloc[self._last_trade_tick].open) |                 #     last_trade_price = self.add_sell_fee( | ||||||
|                 #     current_price = self.add_buy_fee(self.prices.iloc[self._current_tick].open) |                 #         self.prices.iloc[self._last_trade_tick].open) | ||||||
|  |                 #     current_price = self.add_buy_fee( | ||||||
|  |                 #         self.prices.iloc[self._current_tick].open) | ||||||
|                 #     return float((np.log(last_trade_price) - np.log(current_price)) * 2) * -1 |                 #     return float((np.log(last_trade_price) - np.log(current_price)) * 2) * -1 | ||||||
|         return 0. |         return 0. | ||||||
|  |  | ||||||
|  |  | ||||||
|     def _update_profit(self, action): |     def _update_profit(self, action): | ||||||
|         # if self._is_trade(action) or self._done: |         # if self._is_trade(action) or self._done: | ||||||
|         if self._is_trade(action) or self._done: |         if self._is_trade(action) or self._done: | ||||||
|   | |||||||
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