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December 12, 2023 14:03
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market making dman v2 script on spot
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| from decimal import Decimal | |
| from typing import Dict | |
| from hummingbot.connector.connector_base import ConnectorBase | |
| from hummingbot.core.data_type.common import OrderType, PositionAction, PositionSide | |
| from hummingbot.data_feed.candles_feed.candles_factory import CandlesConfig | |
| from hummingbot.smart_components.controllers.dman_v2 import DManV2, DManV2Config | |
| from hummingbot.smart_components.strategy_frameworks.data_types import ExecutorHandlerStatus, TripleBarrierConf | |
| from hummingbot.smart_components.strategy_frameworks.market_making.market_making_executor_handler import ( | |
| MarketMakingExecutorHandler, | |
| ) | |
| from hummingbot.smart_components.utils.distributions import Distributions | |
| from hummingbot.smart_components.utils.order_level_builder import OrderLevelBuilder | |
| from hummingbot.strategy.script_strategy_base import ScriptStrategyBase | |
| class DManV2MultiplePairs(ScriptStrategyBase): | |
| # Account configuration | |
| exchange = "binance_perpetual" | |
| trading_pairs = ["ETH-USDT"] | |
| leverage = 20 | |
| # Candles configuration | |
| candles_exchange = "binance_perpetual" | |
| candles_interval = "3m" | |
| candles_max_records = 300 | |
| # Orders configuration | |
| order_amount = Decimal("25") | |
| n_levels = 5 | |
| start_spread = 0.0006 | |
| step_between_orders = 0.009 | |
| order_refresh_time = 60 * 15 # 15 minutes | |
| cooldown_time = 5 | |
| # Triple barrier configuration | |
| stop_loss = Decimal("0.2") | |
| take_profit = Decimal("0.06") | |
| time_limit = 60 * 60 * 12 | |
| trailing_stop_activation_price_delta = Decimal(str(step_between_orders / 2)) | |
| trailing_stop_trailing_delta = Decimal(str(step_between_orders / 3)) | |
| # Advanced configurations | |
| macd_fast = 12 | |
| macd_slow = 26 | |
| macd_signal = 9 | |
| natr_length = 100 | |
| # Applying the configuration | |
| order_level_builder = OrderLevelBuilder(n_levels=n_levels) | |
| order_levels = order_level_builder.build_order_levels( | |
| amounts=order_amount, | |
| spreads=Distributions.arithmetic(n_levels=n_levels, start=start_spread, step=step_between_orders), | |
| triple_barrier_confs=TripleBarrierConf( | |
| stop_loss=stop_loss, take_profit=take_profit, time_limit=time_limit, | |
| trailing_stop_activation_price_delta=trailing_stop_activation_price_delta, | |
| trailing_stop_trailing_delta=trailing_stop_trailing_delta), | |
| order_refresh_time=order_refresh_time, | |
| cooldown_time=cooldown_time, | |
| ) | |
| controllers = {} | |
| markets = {} | |
| executor_handlers = {} | |
| for trading_pair in trading_pairs: | |
| config = DManV2Config( | |
| exchange=exchange, | |
| trading_pair=trading_pair, | |
| order_levels=order_levels, | |
| candles_config=[ | |
| CandlesConfig(connector=candles_exchange, trading_pair=trading_pair, | |
| interval=candles_interval, max_records=candles_max_records), | |
| ], | |
| leverage=leverage, | |
| macd_fast=macd_fast, | |
| macd_slow=macd_slow, | |
| macd_signal=macd_signal, | |
| natr_length=natr_length, | |
| ) | |
| controller = DManV2(config=config) | |
| markets = controller.update_strategy_markets_dict(markets) | |
| controllers[trading_pair] = controller | |
| def __init__(self, connectors: Dict[str, ConnectorBase]): | |
| super().__init__(connectors) | |
| for trading_pair, controller in self.controllers.items(): | |
| self.executor_handlers[trading_pair] = MarketMakingExecutorHandler(strategy=self, controller=controller) | |
| @property | |
| def is_perpetual(self): | |
| """ | |
| Checks if the exchange is a perpetual market. | |
| """ | |
| return "perpetual" in self.exchange | |
| def on_stop(self): | |
| if self.is_perpetual: | |
| self.close_open_positions() | |
| for executor_handler in self.executor_handlers.values(): | |
| executor_handler.stop() | |
| def close_open_positions(self): | |
| # we are going to close all the open positions when the bot stops | |
| for connector_name, connector in self.connectors.items(): | |
| for trading_pair, position in connector.account_positions.items(): | |
| if trading_pair in self.markets[connector_name]: | |
| if position.position_side == PositionSide.LONG: | |
| self.sell(connector_name=connector_name, | |
| trading_pair=position.trading_pair, | |
| amount=abs(position.amount), | |
| order_type=OrderType.MARKET, | |
| price=connector.get_mid_price(position.trading_pair), | |
| position_action=PositionAction.CLOSE) | |
| elif position.position_side == PositionSide.SHORT: | |
| self.buy(connector_name=connector_name, | |
| trading_pair=position.trading_pair, | |
| amount=abs(position.amount), | |
| order_type=OrderType.MARKET, | |
| price=connector.get_mid_price(position.trading_pair), | |
| position_action=PositionAction.CLOSE) | |
| def on_tick(self): | |
| """ | |
| This shows you how you can start meta controllers. You can run more than one at the same time and based on the | |
| market conditions, you can orchestrate from this script when to stop or start them. | |
| """ | |
| for executor_handler in self.executor_handlers.values(): | |
| if executor_handler.status == ExecutorHandlerStatus.NOT_STARTED: | |
| executor_handler.start() | |
| def format_status(self) -> str: | |
| if not self.ready_to_trade: | |
| return "Market connectors are not ready." | |
| lines = [] | |
| for trading_pair, executor_handler in self.executor_handlers.items(): | |
| lines.extend( | |
| [f"Strategy: {executor_handler.controller.config.strategy_name} | Trading Pair: {trading_pair}", | |
| executor_handler.to_format_status()]) | |
| return "\n".join(lines) |
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