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-rw-r--r--services/strategy-engine/strategies/vwap_strategy.py83
1 files changed, 83 insertions, 0 deletions
diff --git a/services/strategy-engine/strategies/vwap_strategy.py b/services/strategy-engine/strategies/vwap_strategy.py
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+++ b/services/strategy-engine/strategies/vwap_strategy.py
@@ -0,0 +1,83 @@
+from decimal import Decimal
+
+from shared.models import Candle, Signal, OrderSide
+from strategies.base import BaseStrategy
+
+
+class VwapStrategy(BaseStrategy):
+ name: str = "vwap"
+
+ def __init__(self) -> None:
+ self._deviation_threshold: float = 0.002
+ self._quantity: Decimal = Decimal("0.01")
+ self._cumulative_tp_vol: float = 0.0
+ self._cumulative_vol: float = 0.0
+ self._candle_count: int = 0
+ self._was_below_vwap: bool = False
+ self._was_above_vwap: bool = False
+
+ @property
+ def warmup_period(self) -> int:
+ return 30
+
+ def configure(self, params: dict) -> None:
+ self._deviation_threshold = float(params.get("deviation_threshold", 0.002))
+ self._quantity = Decimal(str(params.get("quantity", "0.01")))
+
+ def reset(self) -> None:
+ self._cumulative_tp_vol = 0.0
+ self._cumulative_vol = 0.0
+ self._candle_count = 0
+ self._was_below_vwap = False
+ self._was_above_vwap = False
+
+ def on_candle(self, candle: Candle) -> Signal | None:
+ high = float(candle.high)
+ low = float(candle.low)
+ close = float(candle.close)
+ volume = float(candle.volume)
+
+ typical_price = (high + low + close) / 3.0
+ self._cumulative_tp_vol += typical_price * volume
+ self._cumulative_vol += volume
+ self._candle_count += 1
+
+ if self._candle_count < self.warmup_period:
+ return None
+
+ if self._cumulative_vol == 0.0:
+ return None
+
+ vwap = self._cumulative_tp_vol / self._cumulative_vol
+ deviation = (close - vwap) / vwap
+
+ if deviation < -self._deviation_threshold:
+ self._was_below_vwap = True
+ if deviation > self._deviation_threshold:
+ self._was_above_vwap = True
+
+ # Mean reversion from below: was below VWAP, now back near it
+ if self._was_below_vwap and abs(deviation) <= self._deviation_threshold:
+ self._was_below_vwap = False
+ return Signal(
+ strategy=self.name,
+ symbol=candle.symbol,
+ side=OrderSide.BUY,
+ price=candle.close,
+ quantity=self._quantity,
+ reason=f"VWAP mean reversion BUY: deviation {deviation:.4f} within threshold {self._deviation_threshold}",
+ )
+
+ # Mean reversion from above: was above VWAP, now back near it
+ if self._was_above_vwap and abs(deviation) <= self._deviation_threshold:
+ self._was_above_vwap = False
+ return Signal(
+ strategy=self.name,
+ symbol=candle.symbol,
+ side=OrderSide.SELL,
+ price=candle.close,
+ quantity=self._quantity,
+ reason=f"VWAP mean reversion SELL: deviation {deviation:.4f} within threshold {self._deviation_threshold}",
+ )
+
+ return None