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aiomql/examples/emaxover.py
T
Ichinga Samuel 1109d78218 v4
2024-11-16 09:26:10 +01:00

56 lines
2.6 KiB
Python

from aiomql import Strategy, ForexSymbol, TimeFrame, Tracker, OrderType, Sessions, Trader, ScalpTrader
class EMAXOver(Strategy):
ttf: TimeFrame # time frame for the strategy
tcc: int # how many candles to consider
fast_ema: int # fast moving average period
slow_ema: int # slow moving average period
tracker: Tracker # tracker to keep track of strategy state
interval: TimeFrame # intervals to check for entry and exit signals
timeout: int # timeout after placing an order in seconds
# default parameters for the strategy
# they are set as attributes. You can override them in the constructor via the params argument.
parameters = {'ttf': TimeFrame.H1, 'tcc': 3000, 'fast_ema': 34, 'slow_ema': 55, 'interval': TimeFrame.M15,
'timeout': 3 * 60 * 60}
def __init__(self, *, symbol: ForexSymbol, params: dict | None = None, trader: Trader = None,
sessions: Sessions = None, name: str = "EMAXOver"):
super().__init__(symbol=symbol, params=params, sessions=sessions, name=name)
self.tracker = Tracker(snooze=self.interval.seconds)
self.trader = trader or ScalpTrader(symbol=self.symbol)
async def find_entry(self):
# get the candles
candles = await self.symbol.copy_rates_from_pos(timeframe=self.ttf, start_position=0, count=self.tcc)
# get the fast moving average
candles.ta.ema(length=self.fast_ema, append=True)
# get the slow moving average
candles.ta.ema(length=self.slow_ema, append=True)
# rename the columns
candles.rename(**{f"EMA_{self.fast_ema}": "fast_ema", f"EMA_{self.slow_ema}": "slow_ema"}, inplace=True)
# check for crossovers
# fast above slow
fas = candles.ta_lib.cross(candles.fast_ema, candles.slow_ema, above=True)
# fast below slow
fbs = candles.ta_lib.cross(candles.fast_ema, candles.slow_ema, above=False)
## check for entry signals in the current candle
if fas.iloc[-1]:
self.tracker.update(order_type=OrderType.BUY, snooze=self.timeout)
elif fbs.iloc[-1]:
self.tracker.update(order_type=OrderType.SELL, snooze=self.timeout)
else:
self.tracker.update(order_type=None, snooze=self.interval.seconds)
async def trade(self):
await self.find_entry()
if self.tracker.order_type is None:
await self.sleep(secs=self.tracker.snooze)
else:
await self.trader.place_trade(order_type=self.tracker.order_type, parameters=self.parameters)
await self.delay(secs=self.tracker.snooze)