Added backtesting methods back in
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@ -1,8 +1,9 @@
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""" Binance exchange subclass """
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import json
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import logging
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from datetime import datetime
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from pathlib import Path
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from typing import Dict, List, Optional, Tuple
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from typing import Any, Dict, List, Optional, Tuple
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import arrow
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import ccxt
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@ -29,7 +30,13 @@ class Binance(Exchange):
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"l2_limit_range": [5, 10, 20, 50, 100, 500, 1000],
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}
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funding_fee_times: List[int] = [0, 8, 16] # hours of the day
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# but the schedule won't check within this timeframe
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_funding_interest_rates: Dict = {} # TODO-lev: delete
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def __init__(self, config: Dict[str, Any], validate: bool = True) -> None:
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super().__init__(config, validate)
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# TODO-lev: Uncomment once lev-exchange merged in
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# if self.trading_mode == TradingMode.FUTURES:
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# self._funding_interest_rates = self._get_funding_interest_rates()
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_supported_trading_mode_collateral_pairs: List[Tuple[TradingMode, Collateral]] = [
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# TradingMode.SPOT always supported and not required in this list
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@ -211,6 +218,51 @@ class Binance(Exchange):
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except ccxt.BaseError as e:
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raise OperationalException(e) from e
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def _get_premium_index(self, pair: str, date: datetime) -> float:
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raise OperationalException(f'_get_premium_index has not been implemented on {self.name}')
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def _get_mark_price(self, pair: str, date: datetime) -> float:
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raise OperationalException(f'_get_mark_price has not been implemented on {self.name}')
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def _get_funding_interest_rates(self):
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rates = self._api.fetch_funding_rates()
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interest_rates = {}
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for pair, data in rates.items():
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interest_rates[pair] = data['interestRate']
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return interest_rates
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def _calculate_funding_rate(self, pair: str, premium_index: float) -> Optional[float]:
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"""
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Get's the funding_rate for a pair at a specific date and time in the past
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"""
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return (
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premium_index +
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max(min(self._funding_interest_rates[pair] - premium_index, 0.0005), -0.0005)
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)
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def _get_funding_fee(
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self,
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pair: str,
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contract_size: float,
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mark_price: float,
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premium_index: Optional[float],
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) -> float:
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"""
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Calculates a single funding fee
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:param contract_size: The amount/quanity
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:param mark_price: The price of the asset that the contract is based off of
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:param funding_rate: the interest rate and the premium
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- interest rate: 0.03% daily, BNBUSDT, LINKUSDT, and LTCUSDT are 0%
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- premium: varies by price difference between the perpetual contract and mark price
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"""
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if premium_index is None:
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raise OperationalException("Premium index cannot be None for Binance._get_funding_fee")
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nominal_value = mark_price * contract_size
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funding_rate = self._calculate_funding_rate(pair, premium_index)
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if funding_rate is None:
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raise OperationalException("Funding rate should never be none on Binance")
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return nominal_value * funding_rate
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async def _async_get_historic_ohlcv(self, pair: str, timeframe: str,
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since_ms: int, is_new_pair: bool
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) -> List:
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@ -7,7 +7,7 @@ import http
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import inspect
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import logging
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from copy import deepcopy
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from datetime import datetime, timezone
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from datetime import datetime, timedelta, timezone
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from math import ceil
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from typing import Any, Dict, List, Optional, Tuple, Union
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@ -1604,6 +1604,14 @@ class Exchange:
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self._async_get_trade_history(pair=pair, since=since,
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until=until, from_id=from_id))
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# https://www.binance.com/en/support/faq/360033525031
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def fetch_funding_rate(self, pair):
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if not self.exchange_has("fetchFundingHistory"):
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raise OperationalException(
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f"fetch_funding_history() has not been implemented on ccxt.{self.name}")
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return self._api.fetch_funding_rates()
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@retrier
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def get_funding_fees_from_exchange(self, pair: str, since: Union[datetime, int]) -> float:
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"""
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@ -1659,6 +1667,37 @@ class Exchange:
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else:
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return 1.0
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def _get_premium_index(self, pair: str, date: datetime) -> float:
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raise OperationalException(f'_get_premium_index has not been implemented on {self.name}')
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def _get_mark_price(self, pair: str, date: datetime) -> float:
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raise OperationalException(f'_get_mark_price has not been implemented on {self.name}')
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def _get_funding_rate(self, pair: str, when: datetime):
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"""
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Get's the funding_rate for a pair at a specific date and time in the past
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"""
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# TODO-lev: implement
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raise OperationalException(f"get_funding_rate has not been implemented for {self.name}")
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def _get_funding_fee(
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self,
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pair: str,
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contract_size: float,
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mark_price: float,
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premium_index: Optional[float],
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# index_price: float,
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# interest_rate: float)
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) -> float:
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"""
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Calculates a single funding fee
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:param contract_size: The amount/quanity
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:param mark_price: The price of the asset that the contract is based off of
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:param funding_rate: the interest rate and the premium
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- premium: varies by price difference between the perpetual contract and mark price
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"""
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raise OperationalException(f"Funding fee has not been implemented for {self.name}")
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@retrier
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def _set_leverage(
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self,
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@ -1684,6 +1723,19 @@ class Exchange:
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except ccxt.BaseError as e:
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raise OperationalException(e) from e
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def _get_funding_fee_dates(self, d1, d2):
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d1 = datetime(d1.year, d1.month, d1.day, d1.hour)
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d2 = datetime(d2.year, d2.month, d2.day, d2.hour)
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results = []
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d3 = d1
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while d3 < d2:
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d3 += timedelta(hours=1)
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if d3.hour in self.funding_fee_times:
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results.append(d3)
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return results
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@retrier
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def set_margin_mode(self, pair: str, collateral: Collateral, params: dict = {}):
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'''
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@ -1704,6 +1756,34 @@ class Exchange:
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except ccxt.BaseError as e:
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raise OperationalException(e) from e
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def calculate_funding_fees(
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self,
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pair: str,
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amount: float,
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open_date: datetime,
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close_date: datetime
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) -> float:
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"""
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calculates the sum of all funding fees that occurred for a pair during a futures trade
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:param pair: The quote/base pair of the trade
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:param amount: The quantity of the trade
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:param open_date: The date and time that the trade started
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:param close_date: The date and time that the trade ended
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"""
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fees: float = 0
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for date in self._get_funding_fee_dates(open_date, close_date):
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premium_index = self._get_premium_index(pair, date)
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mark_price = self._get_mark_price(pair, date)
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fees += self._get_funding_fee(
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pair=pair,
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contract_size=amount,
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mark_price=mark_price,
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premium_index=premium_index
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)
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return fees
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def is_exchange_known_ccxt(exchange_name: str, ccxt_module: CcxtModuleType = None) -> bool:
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return exchange_name in ccxt_exchanges(ccxt_module)
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@ -1,6 +1,7 @@
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""" FTX exchange subclass """
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import logging
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from typing import Any, Dict, List, Tuple
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from datetime import datetime
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from typing import Any, Dict, List, Optional, Tuple
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import ccxt
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@ -168,3 +169,40 @@ class Ftx(Exchange):
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if order['type'] == 'stop':
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return safe_value_fallback2(order, order, 'id_stop', 'id')
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return order['id']
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def fill_leverage_brackets(self):
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"""
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FTX leverage is static across the account, and doesn't change from pair to pair,
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so _leverage_brackets doesn't need to be set
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"""
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return
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def get_max_leverage(self, pair: Optional[str], nominal_value: Optional[float]) -> float:
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"""
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Returns the maximum leverage that a pair can be traded at, which is always 20 on ftx
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:param pair: Here for super method, not used on FTX
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:nominal_value: Here for super method, not used on FTX
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"""
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return 20.0
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def _get_funding_rate(self, pair: str, when: datetime) -> Optional[float]:
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"""FTX doesn't use this"""
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return None
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def _get_funding_fee(
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self,
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pair: str,
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contract_size: float,
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mark_price: float,
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premium_index: Optional[float],
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# index_price: float,
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# interest_rate: float)
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) -> float:
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"""
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Calculates a single funding fee
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Always paid in USD on FTX # TODO: How do we account for this
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: param contract_size: The amount/quanity
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: param mark_price: The price of the asset that the contract is based off of
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: param funding_rate: Must be None on ftx
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"""
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return (contract_size * mark_price) / 24
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@ -707,6 +707,7 @@ class LocalTrade():
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return float(self._calc_base_close(amount, rate, fee) - total_interest)
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elif (trading_mode == TradingMode.FUTURES):
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self.add_funding_fees()
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funding_fees = self.funding_fees or 0.0
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if self.is_short:
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return float(self._calc_base_close(amount, rate, fee)) - funding_fees
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@ -788,6 +789,19 @@ class LocalTrade():
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else:
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return None
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def add_funding_fees(self):
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if self.trading_mode == TradingMode.FUTURES:
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# TODO-lev: Calculate this correctly and add it
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# if self.config['runmode'].value in ('backtest', 'hyperopt'):
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# self.funding_fees = getattr(Exchange, self.exchange).calculate_funding_fees(
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# self.exchange,
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# self.pair,
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# self.amount,
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# self.open_date_utc,
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# self.close_date_utc
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# )
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return
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@staticmethod
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def get_trades_proxy(*, pair: str = None, is_open: bool = None,
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open_date: datetime = None, close_date: datetime = None,
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@ -342,6 +342,14 @@ def test__set_leverage_binance(mocker, default_conf):
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)
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def test_get_funding_rate():
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return
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def test__get_funding_fee():
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return
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@pytest.mark.asyncio
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async def test__async_get_historic_ohlcv_binance(default_conf, mocker, caplog):
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ohlcv = [
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# Binance has a different method of getting the max leverage
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exchange = get_patched_exchange(mocker, default_conf, id="kraken")
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assert exchange.get_max_leverage(pair, nominal_value) == max_lev
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def test_get_mark_price():
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return
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def test_get_funding_fee_dates():
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return
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def test_calculate_funding_fees():
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return
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@ -1,3 +1,4 @@
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from datetime import datetime, timedelta
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from random import randint
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from unittest.mock import MagicMock
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@ -250,3 +251,35 @@ def test_get_order_id(mocker, default_conf):
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}
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}
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assert exchange.get_order_id_conditional(order) == '1111'
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@pytest.mark.parametrize('pair,nominal_value,max_lev', [
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("ADA/BTC", 0.0, 20.0),
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("BTC/EUR", 100.0, 20.0),
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("ZEC/USD", 173.31, 20.0),
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])
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def test_get_max_leverage_ftx(default_conf, mocker, pair, nominal_value, max_lev):
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exchange = get_patched_exchange(mocker, default_conf, id="ftx")
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assert exchange.get_max_leverage(pair, nominal_value) == max_lev
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def test_fill_leverage_brackets_ftx(default_conf, mocker):
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# FTX only has one account wide leverage, so there's no leverage brackets
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exchange = get_patched_exchange(mocker, default_conf, id="ftx")
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exchange.fill_leverage_brackets()
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assert exchange._leverage_brackets == {}
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@pytest.mark.parametrize("pair,when", [
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('XRP/USDT', datetime.utcnow()),
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('ADA/BTC', datetime.utcnow()),
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('XRP/USDT', datetime.utcnow() - timedelta(hours=30)),
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])
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def test__get_funding_rate(default_conf, mocker, pair, when):
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api_mock = MagicMock()
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exchange = get_patched_exchange(mocker, default_conf, api_mock, id="ftx")
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assert exchange._get_funding_rate(pair, when) is None
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def test__get_funding_fee():
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return
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