Merge pull request #6231 from freqtrade/funding_rate_backtest

Funding rate backtest
This commit is contained in:
Matthias
2022-01-27 17:01:28 +01:00
committed by GitHub
13 changed files with 312 additions and 82 deletions

View File

@@ -1830,25 +1830,6 @@ class Exchange:
else:
return 1.0
def _get_funding_fee(
self,
size: float,
funding_rate: float,
mark_price: float,
time_in_ratio: Optional[float] = None
) -> float:
"""
Calculates a single funding fee
:param size: contract size * number of contracts
:param mark_price: The price of the asset that the contract is based off of
:param funding_rate: the interest rate and the premium
- interest rate:
- premium: varies by price difference between the perpetual contract and mark price
:param time_in_ratio: Not used by most exchange classes
"""
nominal_value = mark_price * size
return nominal_value * funding_rate
@retrier
def _set_leverage(
self,
@@ -1901,18 +1882,21 @@ class Exchange:
except ccxt.BaseError as e:
raise OperationalException(e) from e
def _calculate_funding_fees(
def _fetch_and_calculate_funding_fees(
self,
pair: str,
amount: float,
is_short: bool,
open_date: datetime,
close_date: Optional[datetime] = None
) -> float:
"""
calculates the sum of all funding fees that occurred for a pair during a futures trade
Fetches and calculates the sum of all funding fees that occurred for a pair
during a futures trade.
Only used during dry-run or if the exchange does not provide a funding_rates endpoint.
:param pair: The quote/base pair of the trade
:param amount: The quantity of the trade
:param is_short: trade direction
:param open_date: The date and time that the trade started
:param close_date: The date and time that the trade ended
"""
@@ -1924,7 +1908,6 @@ class Exchange:
self._ft_has['mark_ohlcv_timeframe'])
open_date = timeframe_to_prev_date(timeframe, open_date)
fees: float = 0
if not close_date:
close_date = datetime.now(timezone.utc)
open_timestamp = int(open_date.timestamp()) * 1000
@@ -1942,25 +1925,69 @@ class Exchange:
)
funding_rates = candle_histories[funding_comb]
mark_rates = candle_histories[mark_comb]
funding_mark_rates = self.combine_funding_and_mark(
funding_rates=funding_rates, mark_rates=mark_rates)
return self.calculate_funding_fees(
funding_mark_rates,
amount=amount,
is_short=is_short,
open_date=open_date,
close_date=close_date
)
@staticmethod
def combine_funding_and_mark(funding_rates: DataFrame, mark_rates: DataFrame) -> DataFrame:
"""
Combine funding-rates and mark-rates dataframes
:param funding_rates: Dataframe containing Funding rates (Type FUNDING_RATE)
:param mark_rates: Dataframe containing Mark rates (Type mark_ohlcv_price)
"""
return funding_rates.merge(mark_rates, on='date', how="inner", suffixes=["_fund", "_mark"])
def calculate_funding_fees(
self,
df: DataFrame,
amount: float,
is_short: bool,
open_date: datetime,
close_date: Optional[datetime] = None,
time_in_ratio: Optional[float] = None
) -> float:
"""
calculates the sum of all funding fees that occurred for a pair during a futures trade
:param df: Dataframe containing combined funding and mark rates
as `open_fund` and `open_mark`.
:param amount: The quantity of the trade
:param is_short: trade direction
:param open_date: The date and time that the trade started
:param close_date: The date and time that the trade ended
:param time_in_ratio: Not used by most exchange classes
"""
fees: float = 0
df = funding_rates.merge(mark_rates, on='date', how="inner", suffixes=["_fund", "_mark"])
if not df.empty:
df = df[(df['date'] >= open_date) & (df['date'] <= close_date)]
fees = sum(df['open_fund'] * df['open_mark'] * amount)
return fees
# Negate fees for longs as funding_fees expects it this way based on live endpoints.
return fees if is_short else -fees
def get_funding_fees(self, pair: str, amount: float, open_date: datetime) -> float:
def get_funding_fees(
self, pair: str, amount: float, is_short: bool, open_date: datetime) -> float:
"""
Fetch funding fees, either from the exchange (live) or calculates them
based on funding rate/mark price history
:param pair: The quote/base pair of the trade
:param is_short: trade direction
:param amount: Trade amount
:param open_date: Open date of the trade
"""
if self.trading_mode == TradingMode.FUTURES:
if self._config['dry_run']:
funding_fees = self._calculate_funding_fees(pair, amount, open_date)
funding_fees = self._fetch_and_calculate_funding_fees(
pair, amount, is_short, open_date)
else:
funding_fees = self._get_funding_fees_from_exchange(pair, open_date)
return funding_fees