stable/freqtrade/plugins/pairlist/PriceFilter.py

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"""
Price pair list filter
"""
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import logging
from typing import Any, Dict, Optional
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from freqtrade.constants import Config
from freqtrade.exceptions import OperationalException
from freqtrade.exchange.types import Ticker
from freqtrade.plugins.pairlist.IPairList import IPairList
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logger = logging.getLogger(__name__)
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class PriceFilter(IPairList):
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def __init__(self, exchange, pairlistmanager,
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config: Config, pairlistconfig: Dict[str, Any],
pairlist_pos: int) -> None:
super().__init__(exchange, pairlistmanager, config, pairlistconfig, pairlist_pos)
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self._low_price_ratio = pairlistconfig.get('low_price_ratio', 0)
if self._low_price_ratio < 0:
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raise OperationalException("PriceFilter requires low_price_ratio to be >= 0")
self._min_price = pairlistconfig.get('min_price', 0)
if self._min_price < 0:
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raise OperationalException("PriceFilter requires min_price to be >= 0")
self._max_price = pairlistconfig.get('max_price', 0)
if self._max_price < 0:
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raise OperationalException("PriceFilter requires max_price to be >= 0")
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self._max_value = pairlistconfig.get('max_value', 0)
if self._max_value < 0:
raise OperationalException("PriceFilter requires max_value to be >= 0")
self._enabled = ((self._low_price_ratio > 0) or
(self._min_price > 0) or
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(self._max_price > 0) or
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(self._max_value > 0))
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@property
def needstickers(self) -> bool:
"""
Boolean property defining if tickers are necessary.
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If no Pairlist requires tickers, an empty Dict is passed
as tickers argument to filter_pairlist
"""
return True
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def short_desc(self) -> str:
"""
Short whitelist method description - used for startup-messages
"""
active_price_filters = []
if self._low_price_ratio != 0:
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active_price_filters.append(f"below {self._low_price_ratio:.1%}")
if self._min_price != 0:
active_price_filters.append(f"below {self._min_price:.8f}")
if self._max_price != 0:
active_price_filters.append(f"above {self._max_price:.8f}")
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if self._max_value != 0:
active_price_filters.append(f"Value above {self._max_value:.8f}")
if len(active_price_filters):
return f"{self.name} - Filtering pairs priced {' or '.join(active_price_filters)}."
return f"{self.name} - No price filters configured."
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def _validate_pair(self, pair: str, ticker: Optional[Ticker]) -> bool:
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"""
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Check if if one price-step (pip) is > than a certain barrier.
:param pair: Pair that's currently validated
:param ticker: ticker dict as returned from ccxt.fetch_ticker
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:return: True if the pair can stay, false if it should be removed
"""
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if ticker and 'last' in ticker and ticker['last'] is not None and ticker.get('last') != 0:
price: float = ticker['last']
else:
self.log_once(f"Removed {pair} from whitelist, because "
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"ticker['last'] is empty (Usually no trade in the last 24h).",
logger.info)
return False
# Perform low_price_ratio check.
if self._low_price_ratio != 0:
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compare = self._exchange.price_get_one_pip(pair, price)
changeperc = compare / price
if changeperc > self._low_price_ratio:
self.log_once(f"Removed {pair} from whitelist, "
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f"because 1 unit is {changeperc:.3%}", logger.info)
return False
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# Perform low_amount check
if self._max_value != 0:
market = self._exchange.markets[pair]
limits = market['limits']
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if (limits['amount']['min'] is not None):
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min_amount = limits['amount']['min']
min_precision = market['precision']['amount']
min_value = min_amount * price
if self._exchange.precisionMode == 4:
# tick size
next_value = (min_amount + min_precision) * price
else:
# Decimal places
min_precision = pow(0.1, min_precision)
next_value = (min_amount + min_precision) * price
diff = next_value - min_value
if diff > self._max_value:
self.log_once(f"Removed {pair} from whitelist, "
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f"because min value change of {diff} > {self._max_value}.",
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logger.info)
return False
# Perform min_price check.
if self._min_price != 0:
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if price < self._min_price:
self.log_once(f"Removed {pair} from whitelist, "
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f"because last price < {self._min_price:.8f}", logger.info)
return False
# Perform max_price check.
if self._max_price != 0:
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if price > self._max_price:
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self.log_once(f"Removed {pair} from whitelist, "
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f"because last price > {self._max_price:.8f}", logger.info)
return False
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return True