Implement trailing stop loss
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@ -66,6 +66,11 @@ class OANDAExchange(BaseExchange):
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data["order"]["price"] = str(trade.price)
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elif trade.type == "market":
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data["order"]["priceBound"] = str(trade.price)
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if trade.trailing_stop_loss is not None:
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data["order"]["trailingStopLossOnFill"] = {
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"distance": str(trade.trailing_stop_loss),
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"timeInForce": "GTC",
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}
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r = orders.OrderCreate(self.account_id, data=data)
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response = self.call(r)
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trade.response = response
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@ -70,6 +70,7 @@ class StrategyForm(ModelForm):
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"enabled",
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"take_profit_percent",
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"stop_loss_percent",
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"trailing_stop_loss_percent",
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"price_slippage_percent",
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"callback_price_deviation_percent",
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"trade_size_percent",
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@ -91,6 +92,7 @@ class TradeForm(ModelForm):
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"amount",
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"price",
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"stop_loss",
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"trailing_stop_loss",
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"take_profit",
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"direction",
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)
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@ -138,6 +138,56 @@ def get_trade_size_in_base(direction, account, strategy, cash_balance, base):
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return trade_size_in_base
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def get_tp(direction, take_profit_percent, price):
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"""
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Get the take profit price.
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:param direction: Direction of the trade
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:param strategy: Strategy object
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:param price: Entry price
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"""
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# Convert to ratio
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take_profit_as_ratio = D(take_profit_percent) / D(100)
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log.debug(f"Take profit as ratio: {take_profit_as_ratio}")
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take_profit_var = D(price) * D(take_profit_as_ratio)
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log.debug(f"Take profit var: {take_profit_var}")
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if direction == "buy":
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take_profit = D(price) + D(take_profit_var)
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elif direction == "sell":
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take_profit = D(price) - D(take_profit_var)
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log.debug(f"Take profit: {take_profit}")
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return take_profit
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def get_sl(direction, stop_loss_percent, price, return_var=False):
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"""
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Get the stop loss price.
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Also used for trailing stop loss.
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:param direction: Direction of the trade
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:param strategy: Strategy object
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:param price: Entry price
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"""
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# Convert to ratio
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stop_loss_as_ratio = D(stop_loss_percent) / D(100)
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log.debug(f"Stop loss as ratio: {stop_loss_as_ratio}")
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stop_loss_var = D(price) * D(stop_loss_as_ratio)
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log.debug(f"Stop loss var: {stop_loss_var}")
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if return_var:
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return stop_loss_var
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if direction == "buy":
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stop_loss = D(price) - D(stop_loss_var)
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elif direction == "sell":
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stop_loss = D(price) + D(stop_loss_var)
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log.debug(f"Stop loss: {stop_loss}")
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return stop_loss
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def get_tp_sl(direction, strategy, price):
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"""
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Get the take profit and stop loss prices.
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@ -146,38 +196,18 @@ def get_tp_sl(direction, strategy, price):
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:param price: Price of the trade
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:return: Take profit and stop loss prices
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"""
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take_profit = get_tp(direction, strategy.take_profit_percent, price)
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stop_loss = get_sl(direction, strategy.stop_loss_percent, price)
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cast = {"tp": take_profit, "sl": stop_loss}
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# Convert TP and SL to ratios
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stop_loss_as_ratio = D(strategy.stop_loss_percent) / D(100)
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take_profit_as_ratio = D(strategy.take_profit_percent) / D(100)
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log.debug(f"Stop loss as ratio: {stop_loss_as_ratio}")
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log.debug(f"Take profit as ratio: {take_profit_as_ratio}")
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# Look up the TSL if required by the strategy
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if strategy.trailing_stop_loss_percent:
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trailing_stop_loss = get_sl(
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direction, strategy.trailing_stop_loss_percent, price, return_var=True
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)
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cast["tsl"] = trailing_stop_loss
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# Calculate the TP and SL prices by multiplying with the price
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stop_loss_var = D(price) * D(stop_loss_as_ratio)
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take_profit_var = D(price) * D(take_profit_as_ratio)
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log.debug(f"Stop loss var: {stop_loss_var}")
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log.debug(f"Take profit var: {take_profit_var}")
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# Flip addition operators for inverse trade directions
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# * We need to subtract the SL for buys, since we are losing money if
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# the price goes down
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# * We need to add the TP for buys, since we are gaining money if
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# the price goes up
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# * We need to add the SL for sells, since we are losing money if
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# the price goes up
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# * We need to subtract the TP for sells, since we are gaining money if
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# the price goes down
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if direction == "buy":
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stop_loss = D(price) - D(stop_loss_var)
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take_profit = D(price) + D(take_profit_var)
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elif direction == "sell":
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stop_loss = D(price) + D(stop_loss_var)
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take_profit = D(price) - D(take_profit_var)
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log.debug(f"Stop loss: {stop_loss}")
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log.debug(f"Take profit: {take_profit}")
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return (stop_loss, take_profit)
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return cast
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def get_price_bound(direction, strategy, price, current_price):
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@ -306,8 +336,13 @@ def execute_strategy(callback, strategy):
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direction, account, strategy, cash_balance, base
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)
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# Calculate TP/SL
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stop_loss, take_profit = get_tp_sl(direction, strategy, price)
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# Calculate TP/SL/TSL
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protection = get_tp_sl(direction, strategy, current_price)
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stop_loss = protection["sl"]
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take_profit = protection["tp"]
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trailing_stop_loss = None
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if "tsl" in protection:
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trailing_stop_loss = protection["tsl"]
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# Calculate price bound and round to the display precision
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price_bound = get_price_bound(direction, strategy, price, current_price)
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@ -315,14 +350,6 @@ def execute_strategy(callback, strategy):
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return
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price_bound = round(price_bound, display_precision)
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# # Use the price reported by the callback for limit orders
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# if type == "limit":
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# price_for_trade = price
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# # Use the price bound for market orders
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# elif type == "market":
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# price_for_trade = price_bound
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# Create object, note that the amount is rounded to the trade precision
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new_trade = Trade.objects.create(
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user=user,
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@ -339,6 +366,11 @@ def execute_strategy(callback, strategy):
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take_profit=float(round(take_profit, display_precision)),
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direction=direction,
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)
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# Add TSL if applicable
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if trailing_stop_loss:
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new_trade.trailing_stop_loss = float(
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round(trailing_stop_loss, display_precision)
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)
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new_trade.save()
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info = new_trade.post()
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log.debug(f"Posted trade: {info}")
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@ -0,0 +1,23 @@
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# Generated by Django 4.1.3 on 2022-11-15 15:50
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from django.db import migrations, models
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class Migration(migrations.Migration):
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dependencies = [
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('core', '0026_trade_time_in_force'),
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]
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operations = [
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migrations.AddField(
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model_name='strategy',
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name='trailing_stop_loss_percent',
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field=models.FloatField(blank=True, default=1.0, null=True),
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),
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migrations.AddField(
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model_name='trade',
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name='trailing_stop_loss',
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field=models.FloatField(blank=True, null=True),
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),
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]
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@ -175,6 +175,7 @@ class Trade(models.Model):
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amount_usd = models.FloatField(null=True, blank=True)
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price = models.FloatField(null=True, blank=True)
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stop_loss = models.FloatField(null=True, blank=True)
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trailing_stop_loss = models.FloatField(null=True, blank=True)
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take_profit = models.FloatField(null=True, blank=True)
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status = models.CharField(max_length=255, null=True, blank=True)
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direction = models.CharField(choices=DIRECTION_CHOICES, max_length=255)
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@ -224,6 +225,7 @@ class Strategy(models.Model):
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enabled = models.BooleanField(default=False)
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take_profit_percent = models.FloatField(default=1.5)
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stop_loss_percent = models.FloatField(default=1.0)
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trailing_stop_loss_percent = models.FloatField(default=1.0, null=True, blank=True)
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price_slippage_percent = models.FloatField(default=2.5)
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callback_price_deviation_percent = models.FloatField(default=0.5)
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trade_size_percent = models.FloatField(default=0.5)
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