From 99fb46f40619b7c7be1698419ed105252dae7cdd Mon Sep 17 00:00:00 2001 From: TheSiahxyz <164138827+TheSiahxyz@users.noreply.github.com> Date: Wed, 1 Apr 2026 16:16:03 +0900 Subject: feat(strategy): add EMA Crossover strategy --- .../strategies/config/ema_crossover_strategy.yaml | 3 + .../strategies/ema_crossover_strategy.py | 67 ++++++++++++++++++++++ 2 files changed, 70 insertions(+) create mode 100644 services/strategy-engine/strategies/config/ema_crossover_strategy.yaml create mode 100644 services/strategy-engine/strategies/ema_crossover_strategy.py (limited to 'services/strategy-engine/strategies') diff --git a/services/strategy-engine/strategies/config/ema_crossover_strategy.yaml b/services/strategy-engine/strategies/config/ema_crossover_strategy.yaml new file mode 100644 index 0000000..6127e1a --- /dev/null +++ b/services/strategy-engine/strategies/config/ema_crossover_strategy.yaml @@ -0,0 +1,3 @@ +short_period: 9 +long_period: 21 +quantity: "0.01" 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 -- cgit v1.2.3