Merge branch 'freqtrade:develop' into RangeStabilityFilterMax
This commit is contained in:
@@ -27,6 +27,7 @@ class AgeFilter(IPairList):
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super().__init__(exchange, pairlistmanager, config, pairlistconfig, pairlist_pos)
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self._min_days_listed = pairlistconfig.get('min_days_listed', 10)
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self._max_days_listed = pairlistconfig.get('max_days_listed', None)
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if self._min_days_listed < 1:
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raise OperationalException("AgeFilter requires min_days_listed to be >= 1")
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@@ -34,6 +35,12 @@ class AgeFilter(IPairList):
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raise OperationalException("AgeFilter requires min_days_listed to not exceed "
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"exchange max request size "
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f"({exchange.ohlcv_candle_limit('1d')})")
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if self._max_days_listed and self._max_days_listed <= self._min_days_listed:
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raise OperationalException("AgeFilter max_days_listed <= min_days_listed not permitted")
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if self._max_days_listed and self._max_days_listed > exchange.ohlcv_candle_limit('1d'):
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raise OperationalException("AgeFilter requires max_days_listed to not exceed "
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"exchange max request size "
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f"({exchange.ohlcv_candle_limit('1d')})")
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@property
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def needstickers(self) -> bool:
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@@ -48,8 +55,13 @@ class AgeFilter(IPairList):
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"""
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Short whitelist method description - used for startup-messages
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"""
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return (f"{self.name} - Filtering pairs with age less than "
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f"{self._min_days_listed} {plural(self._min_days_listed, 'day')}.")
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return (
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f"{self.name} - Filtering pairs with age less than "
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f"{self._min_days_listed} {plural(self._min_days_listed, 'day')}"
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) + ((
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" or more than "
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f"{self._max_days_listed} {plural(self._max_days_listed, 'day')}"
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) if self._max_days_listed else '')
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def filter_pairlist(self, pairlist: List[str], tickers: Dict) -> List[str]:
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"""
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@@ -61,10 +73,13 @@ class AgeFilter(IPairList):
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if not needed_pairs:
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return pairlist
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since_ms = (arrow.utcnow()
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.floor('day')
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.shift(days=-self._min_days_listed - 1)
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.int_timestamp) * 1000
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since_days = -(
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self._max_days_listed if self._max_days_listed else self._min_days_listed
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) - 1
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since_ms = int(arrow.utcnow()
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.floor('day')
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.shift(days=since_days)
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.float_timestamp) * 1000
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candles = self._exchange.refresh_latest_ohlcv(needed_pairs, since_ms=since_ms, cache=False)
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if self._enabled:
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for p in deepcopy(pairlist):
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@@ -86,14 +101,22 @@ class AgeFilter(IPairList):
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return True
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if daily_candles is not None:
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if len(daily_candles) >= self._min_days_listed:
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if (
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len(daily_candles) >= self._min_days_listed
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and (not self._max_days_listed or len(daily_candles) <= self._max_days_listed)
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):
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# We have fetched at least the minimum required number of daily candles
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# Add to cache, store the time we last checked this symbol
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self._symbolsChecked[pair] = arrow.utcnow().int_timestamp * 1000
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return True
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else:
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self.log_once(f"Removed {pair} from whitelist, because age "
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f"{len(daily_candles)} is less than {self._min_days_listed} "
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f"{plural(self._min_days_listed, 'day')}", logger.info)
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self.log_once((
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f"Removed {pair} from whitelist, because age "
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f"{len(daily_candles)} is less than {self._min_days_listed} "
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f"{plural(self._min_days_listed, 'day')}"
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) + ((
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" or more than "
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f"{self._max_days_listed} {plural(self._max_days_listed, 'day')}"
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) if self._max_days_listed else ''), logger.info)
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return False
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return False
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54
freqtrade/plugins/pairlist/OffsetFilter.py
Normal file
54
freqtrade/plugins/pairlist/OffsetFilter.py
Normal file
@@ -0,0 +1,54 @@
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"""
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Offset pair list filter
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"""
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import logging
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from typing import Any, Dict, List
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from freqtrade.exceptions import OperationalException
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from freqtrade.plugins.pairlist.IPairList import IPairList
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logger = logging.getLogger(__name__)
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class OffsetFilter(IPairList):
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def __init__(self, exchange, pairlistmanager,
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config: Dict[str, Any], pairlistconfig: Dict[str, Any],
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pairlist_pos: int) -> None:
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super().__init__(exchange, pairlistmanager, config, pairlistconfig, pairlist_pos)
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self._offset = pairlistconfig.get('offset', 0)
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if self._offset < 0:
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raise OperationalException("OffsetFilter requires offset to be >= 0")
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@property
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def needstickers(self) -> bool:
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"""
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Boolean property defining if tickers are necessary.
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If no Pairlist requires tickers, an empty Dict is passed
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as tickers argument to filter_pairlist
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"""
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return False
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def short_desc(self) -> str:
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"""
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Short whitelist method description - used for startup-messages
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"""
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return f"{self.name} - Offseting pairs by {self._offset}."
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def filter_pairlist(self, pairlist: List[str], tickers: Dict) -> List[str]:
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"""
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Filters and sorts pairlist and returns the whitelist again.
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Called on each bot iteration - please use internal caching if necessary
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:param pairlist: pairlist to filter or sort
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:param tickers: Tickers (from exchange.get_tickers()). May be cached.
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:return: new whitelist
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"""
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if self._offset > len(pairlist):
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self.log_once(f"Offset of {self._offset} is larger than " +
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f"pair count of {len(pairlist)}", logger.warning)
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pairs = pairlist[self._offset:]
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self.log_once(f"Searching {len(pairs)} pairs: {pairs}", logger.info)
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return pairs
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@@ -6,9 +6,12 @@ Provides dynamic pair list based on trade volumes
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import logging
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from typing import Any, Dict, List
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import arrow
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from cachetools.ttl import TTLCache
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from freqtrade.exceptions import OperationalException
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from freqtrade.exchange import timeframe_to_minutes
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from freqtrade.misc import format_ms_time
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from freqtrade.plugins.pairlist.IPairList import IPairList
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@@ -36,6 +39,35 @@ class VolumePairList(IPairList):
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self._min_value = self._pairlistconfig.get('min_value', 0)
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self._refresh_period = self._pairlistconfig.get('refresh_period', 1800)
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self._pair_cache: TTLCache = TTLCache(maxsize=1, ttl=self._refresh_period)
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self._lookback_days = self._pairlistconfig.get('lookback_days', 0)
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self._lookback_timeframe = self._pairlistconfig.get('lookback_timeframe', '1d')
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self._lookback_period = self._pairlistconfig.get('lookback_period', 0)
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if (self._lookback_days > 0) & (self._lookback_period > 0):
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raise OperationalException(
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'Ambigous configuration: lookback_days and lookback_period both set in pairlist '
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'config. Please set lookback_days only or lookback_period and lookback_timeframe '
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'and restart the bot.'
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)
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# overwrite lookback timeframe and days when lookback_days is set
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if self._lookback_days > 0:
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self._lookback_timeframe = '1d'
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self._lookback_period = self._lookback_days
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# get timeframe in minutes and seconds
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self._tf_in_min = timeframe_to_minutes(self._lookback_timeframe)
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self._tf_in_sec = self._tf_in_min * 60
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# wether to use range lookback or not
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self._use_range = (self._tf_in_min > 0) & (self._lookback_period > 0)
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if self._use_range & (self._refresh_period < self._tf_in_sec):
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raise OperationalException(
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f'Refresh period of {self._refresh_period} seconds is smaller than one '
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f'timeframe of {self._lookback_timeframe}. Please adjust refresh_period '
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f'to at least {self._tf_in_sec} and restart the bot.'
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)
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if not self._exchange.exchange_has('fetchTickers'):
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raise OperationalException(
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@@ -47,6 +79,13 @@ class VolumePairList(IPairList):
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raise OperationalException(
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f'key {self._sort_key} not in {SORT_VALUES}')
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if self._lookback_period < 0:
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raise OperationalException("VolumeFilter requires lookback_period to be >= 0")
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if self._lookback_period > exchange.ohlcv_candle_limit(self._lookback_timeframe):
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raise OperationalException("VolumeFilter requires lookback_period to not "
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"exceed exchange max request size "
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f"({exchange.ohlcv_candle_limit(self._lookback_timeframe)})")
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@property
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def needstickers(self) -> bool:
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"""
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@@ -78,7 +117,6 @@ class VolumePairList(IPairList):
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# Item found - no refresh necessary
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return pairlist
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else:
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# Use fresh pairlist
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# Check if pair quote currency equals to the stake currency.
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filtered_tickers = [
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@@ -103,6 +141,60 @@ class VolumePairList(IPairList):
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# Use the incoming pairlist.
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filtered_tickers = [v for k, v in tickers.items() if k in pairlist]
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# get lookback period in ms, for exchange ohlcv fetch
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if self._use_range:
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since_ms = int(arrow.utcnow()
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.floor('minute')
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.shift(minutes=-(self._lookback_period * self._tf_in_min)
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- self._tf_in_min)
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.int_timestamp) * 1000
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to_ms = int(arrow.utcnow()
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.floor('minute')
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.shift(minutes=-self._tf_in_min)
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.int_timestamp) * 1000
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# todo: utc date output for starting date
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self.log_once(f"Using volume range of {self._lookback_period} candles, timeframe: "
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f"{self._lookback_timeframe}, starting from {format_ms_time(since_ms)} "
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f"till {format_ms_time(to_ms)}", logger.info)
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needed_pairs = [
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(p, self._lookback_timeframe) for p in
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[
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s['symbol'] for s in filtered_tickers
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] if p not in self._pair_cache
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]
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# Get all candles
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candles = {}
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if needed_pairs:
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candles = self._exchange.refresh_latest_ohlcv(
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needed_pairs, since_ms=since_ms, cache=False
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)
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for i, p in enumerate(filtered_tickers):
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pair_candles = candles[
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(p['symbol'], self._lookback_timeframe)
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] if (p['symbol'], self._lookback_timeframe) in candles else None
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# in case of candle data calculate typical price and quoteVolume for candle
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if pair_candles is not None and not pair_candles.empty:
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pair_candles['typical_price'] = (pair_candles['high'] + pair_candles['low']
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+ pair_candles['close']) / 3
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pair_candles['quoteVolume'] = (
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pair_candles['volume'] * pair_candles['typical_price']
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)
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# ensure that a rolling sum over the lookback_period is built
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# if pair_candles contains more candles than lookback_period
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quoteVolume = (pair_candles['quoteVolume']
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.rolling(self._lookback_period)
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.sum()
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.iloc[-1])
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# replace quoteVolume with range quoteVolume sum calculated above
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filtered_tickers[i]['quoteVolume'] = quoteVolume
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else:
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filtered_tickers[i]['quoteVolume'] = 0
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if self._min_value > 0:
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filtered_tickers = [
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v for v in filtered_tickers if v[self._sort_key] > self._min_value]
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