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| author | TheSiahxyz <164138827+TheSiahxyz@users.noreply.github.com> | 2026-04-01 16:16:03 +0900 |
|---|---|---|
| committer | TheSiahxyz <164138827+TheSiahxyz@users.noreply.github.com> | 2026-04-01 16:16:03 +0900 |
| commit | 99fb46f40619b7c7be1698419ed105252dae7cdd (patch) | |
| tree | 54737a31d4b3101f8ee67a81752a9b0a1981c5a8 /services/strategy-engine/strategies/ema_crossover_strategy.py | |
| parent | 380b8c079a9f92ece128ecccdff6c62fdef8f3b2 (diff) | |
feat(strategy): add EMA Crossover strategy
Diffstat (limited to 'services/strategy-engine/strategies/ema_crossover_strategy.py')
| -rw-r--r-- | services/strategy-engine/strategies/ema_crossover_strategy.py | 67 |
1 files changed, 67 insertions, 0 deletions
diff --git a/services/strategy-engine/strategies/ema_crossover_strategy.py b/services/strategy-engine/strategies/ema_crossover_strategy.py new file mode 100644 index 0000000..17234a3 --- /dev/null +++ b/services/strategy-engine/strategies/ema_crossover_strategy.py @@ -0,0 +1,67 @@ +from collections import deque +from decimal import Decimal + +import pandas as pd + +from shared.models import Candle, Signal, OrderSide +from strategies.base import BaseStrategy + + +class EmaCrossoverStrategy(BaseStrategy): + name: str = "ema_crossover" + + def __init__(self) -> None: + self._closes: deque[float] = deque(maxlen=500) + self._short_period: int = 9 + self._long_period: int = 21 + self._quantity: Decimal = Decimal("0.01") + self._prev_short_above: bool | None = None + + @property + def warmup_period(self) -> int: + return self._long_period + + def configure(self, params: dict) -> None: + self._short_period = int(params.get("short_period", 9)) + self._long_period = int(params.get("long_period", 21)) + self._quantity = Decimal(str(params.get("quantity", "0.01"))) + + def reset(self) -> None: + self._closes.clear() + self._prev_short_above = None + + def on_candle(self, candle: Candle) -> Signal | None: + self._closes.append(float(candle.close)) + + if len(self._closes) < self._long_period: + return None + + series = pd.Series(list(self._closes)) + short_ema = series.ewm(span=self._short_period, adjust=False).mean().iloc[-1] + long_ema = series.ewm(span=self._long_period, adjust=False).mean().iloc[-1] + + short_above = short_ema > long_ema + + signal = None + if self._prev_short_above is not None: + if not self._prev_short_above and short_above: + signal = Signal( + strategy=self.name, + symbol=candle.symbol, + side=OrderSide.BUY, + price=candle.close, + quantity=self._quantity, + reason=f"Golden Cross: short EMA ({short_ema:.2f}) crossed above long EMA ({long_ema:.2f})", + ) + elif self._prev_short_above and not short_above: + signal = Signal( + strategy=self.name, + symbol=candle.symbol, + side=OrderSide.SELL, + price=candle.close, + quantity=self._quantity, + reason=f"Death Cross: short EMA ({short_ema:.2f}) crossed below long EMA ({long_ema:.2f})", + ) + + self._prev_short_above = short_above + return signal |
