(feat) add bollingrid controller

This commit is contained in:
cardosofede
2023-10-03 19:45:27 -03:00
parent 7b5220db11
commit 054dcb3a85

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import time
from decimal import Decimal
import pandas_ta as ta # noqa: F401
from hummingbot.core.data_type.common import TradeType
from hummingbot.smart_components.executors.position_executor.data_types import PositionConfig, TrailingStop
from hummingbot.smart_components.executors.position_executor.position_executor import PositionExecutor
from hummingbot.smart_components.strategy_frameworks.data_types import OrderLevel
from hummingbot.smart_components.strategy_frameworks.market_making.market_making_controller_base import (
MarketMakingControllerBase,
MarketMakingControllerConfigBase,
)
class BollinGridConfig(MarketMakingControllerConfigBase):
strategy_name: str = "bollinger_grid"
bb_length: int = 12
bb_long_threshold: float = 0.7
bb_short_threshold: float = 0.3
natr_length: int = 14
class BollinGrid(MarketMakingControllerBase):
"""
Directional Market Making Strategy making use of NATR indicator to make spreads dynamic and shift the mid price.
"""
def __init__(self, config: BollinGridConfig):
super().__init__(config)
self.config = config
def refresh_order_condition(self, executor: PositionExecutor, order_level: OrderLevel) -> bool:
"""
Checks if the order needs to be refreshed.
You can reimplement this method to add more conditions.
"""
if executor.position_config.timestamp + order_level.order_refresh_time > time.time():
return False
return True
def early_stop_condition(self, executor: PositionExecutor, order_level: OrderLevel) -> bool:
"""
If an executor has an active position, should we close it based on a condition.
"""
return False
def cooldown_condition(self, executor: PositionExecutor, order_level: OrderLevel) -> bool:
"""
After finishing an order, the executor will be in cooldown for a certain amount of time.
This prevents the executor from creating a new order immediately after finishing one and execute a lot
of orders in a short period of time from the same side.
"""
if executor.close_timestamp and executor.close_timestamp + order_level.cooldown_time > time.time():
return True
return False
def get_processed_data(self):
"""
Gets the price and spread multiplier from the last candlestick.
"""
candles_df = self.candles[0].candles_df
natr = ta.natr(candles_df["high"], candles_df["low"], candles_df["close"], length=self.config.natr_length) / 100
candles_df.ta.bbands(length=self.config.bb_length, std=2, append=True)
bbp = candles_df[f"BBP_{self.config.bb_length}_2.0"]
candles_df["spread_multiplier"] = natr
candles_df["price_multiplier"] = bbp
# Generate filter
long_condition = (bbp < self.config.bb_long_threshold)
short_condition = (bbp > self.config.bb_short_threshold)
candles_df["active_side"] = 0
candles_df.loc[long_condition, "active_side"] = 1
candles_df.loc[short_condition, "active_side"] = -1
return candles_df
def get_position_config(self, order_level: OrderLevel) -> PositionConfig:
"""
Creates a PositionConfig object from an OrderLevel object.
Here you can use technical indicators to determine the parameters of the position config.
"""
close_price = self.get_close_price(self.config.exchange, self.config.trading_pair)
bbp, spread_multiplier, active_side = self.get_price_and_spread_multiplier()
current_side = 1 if order_level.side == TradeType.BUY else -1
if active_side == current_side:
spread_multiplier = spread_multiplier if order_level.side == TradeType.SELL else -spread_multiplier
order_price = close_price * (1 + order_level.spread_factor * spread_multiplier)
amount = order_level.order_amount_usd / order_price
if order_level.triple_barrier_conf.trailing_stop_trailing_delta and order_level.triple_barrier_conf.trailing_stop_trailing_delta:
trailing_stop = TrailingStop(
activation_price_delta=order_level.triple_barrier_conf.trailing_stop_activation_price_delta,
trailing_delta=order_level.triple_barrier_conf.trailing_stop_trailing_delta,
)
else:
trailing_stop = None
position_config = PositionConfig(
timestamp=time.time(),
trading_pair=self.config.trading_pair,
exchange=self.config.exchange,
side=order_level.side,
amount=amount,
take_profit=order_level.triple_barrier_conf.take_profit * Decimal(spread_multiplier),
stop_loss=order_level.triple_barrier_conf.stop_loss,
time_limit=order_level.triple_barrier_conf.time_limit,
entry_price=Decimal(order_price),
open_order_type=order_level.triple_barrier_conf.open_order_type,
take_profit_order_type=order_level.triple_barrier_conf.take_profit_order_type,
trailing_stop=trailing_stop,
leverage=self.config.leverage
)
return position_config