freqtrade_origin/freqtrade/pairlist/VolumePairList.py

114 lines
4.8 KiB
Python

"""
Volume PairList provider
Provides lists as configured in config.json
"""
import logging
from typing import List
from cachetools import TTLCache, cached
from freqtrade.pairlist.IPairList import IPairList
from freqtrade import OperationalException
logger = logging.getLogger(__name__)
SORT_VALUES = ['askVolume', 'bidVolume', 'quoteVolume']
class VolumePairList(IPairList):
def __init__(self, freqtrade, config: dict) -> None:
super().__init__(freqtrade, config)
self._whitelistconf = self._config.get('pairlist', {}).get('config')
if 'number_assets' not in self._whitelistconf:
raise OperationalException(
f'`number_assets` not specified. Please check your configuration '
'for "pairlist.config.number_assets"')
self._number_pairs = self._whitelistconf['number_assets']
self._sort_key = self._whitelistconf.get('sort_key', 'quoteVolume')
self._precision_filter = self._whitelistconf.get('precision_filter', True)
if not self._freqtrade.exchange.exchange_has('fetchTickers'):
raise OperationalException(
'Exchange does not support dynamic whitelist.'
'Please edit your config and restart the bot'
)
if not self._validate_keys(self._sort_key):
raise OperationalException(
f'key {self._sort_key} not in {SORT_VALUES}')
def _validate_keys(self, key):
return key in SORT_VALUES
def short_desc(self) -> str:
"""
Short whitelist method description - used for startup-messages
-> Please overwrite in subclasses
"""
return f"{self.name} - top {self._whitelistconf['number_assets']} volume pairs."
def refresh_pairlist(self) -> None:
"""
Refreshes pairlists and assigns them to self._whitelist and self._blacklist respectively
-> Please overwrite in subclasses
"""
# Generate dynamic whitelist
self._whitelist = self._gen_pair_whitelist(
self._config['stake_currency'], self._sort_key)
def _validate_precision_filter(self, ticker: dict, stoploss: float) -> bool:
"""
Check if pair has enough room to add a stoploss to avoid "unsellable" buys of very
low value pairs.
:param ticker: ticker dict as returned from ccxt.load_markets()
:param stoploss: stoploss value as set in the configuration
(already cleaned to be guaranteed negative)
:return: True if the pair can stay, false if it should be removed
"""
stop_price = (self._freqtrade.get_target_bid(ticker["symbol"], ticker) * stoploss)
# Adjust stop-prices to precision
sp = self._freqtrade.exchange.symbol_price_prec(ticker["symbol"], stop_price)
stop_gap_price = self._freqtrade.exchange.symbol_price_prec(ticker["symbol"],
stop_price * 0.99)
logger.debug(f"{ticker['symbol']} - {sp} : {stop_gap_price}")
if sp <= stop_gap_price:
logger.info(f"Removed {ticker['symbol']} from whitelist, "
f"because stop price {sp} would be <= stop limit {stop_gap_price}")
return False
return True
@cached(TTLCache(maxsize=1, ttl=1800))
def _gen_pair_whitelist(self, base_currency: str, key: str) -> List[str]:
"""
Updates the whitelist with with a dynamically generated list
:param base_currency: base currency as str
:param key: sort key (defaults to 'quoteVolume')
:return: List of pairs
"""
tickers = self._freqtrade.exchange.get_tickers()
# check length so that we make sure that '/' is actually in the string
tickers = [v for k, v in tickers.items()
if (len(k.split('/')) == 2 and k.split('/')[1] == base_currency
and v[key] is not None)]
sorted_tickers = sorted(tickers, reverse=True, key=lambda t: t[key])
# Validate whitelist to only have active market pairs
valid_pairs = self._validate_whitelist([s['symbol'] for s in sorted_tickers])
valid_tickers = [t for t in sorted_tickers if t["symbol"] in valid_pairs]
stoploss = None
if self._freqtrade.strategy.stoploss is not None:
# Precalculate sanitized stoploss value to avoid recalculation for every pair
stoploss = 1 - abs(self._freqtrade.strategy.stoploss)
for t in valid_tickers:
# Filter out assets which would not allow setting a stoploss
if (stoploss and self._precision_filter
and not self._validate_precision_filter(t, stoploss)):
valid_tickers.remove(t)
pairs = [s['symbol'] for s in valid_tickers]
logger.info(f"Searching pairs: {pairs[:self._number_pairs]}")
return pairs