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authorTheSiahxyz <164138827+TheSiahxyz@users.noreply.github.com>2026-04-01 16:16:03 +0900
committerTheSiahxyz <164138827+TheSiahxyz@users.noreply.github.com>2026-04-01 16:16:03 +0900
commit99fb46f40619b7c7be1698419ed105252dae7cdd (patch)
tree54737a31d4b3101f8ee67a81752a9b0a1981c5a8 /services/strategy-engine/strategies/ema_crossover_strategy.py
parent380b8c079a9f92ece128ecccdff6c62fdef8f3b2 (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.py67
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