Merge pull request #122 from gcarq/feature/fix-signal-handling
fix signal handling
This commit is contained in:
commit
765a762ccf
@ -1,4 +1,16 @@
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""" FreqTrade bot """
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""" FreqTrade bot """
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__version__ = '0.14.3'
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__version__ = '0.14.3'
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from . import main
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class DependencyException(BaseException):
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"""
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Indicates that a assumed dependency is not met.
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This could happen when there is currently not enough money on the account.
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"""
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class OperationalException(BaseException):
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"""
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Requires manual intervention.
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This happens when an exchange returns an unexpected error during runtime.
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"""
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@ -1,9 +1,9 @@
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"""
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"""
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Functions to analyze ticker data with indicators and produce buy and sell signals
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Functions to analyze ticker data with indicators and produce buy and sell signals
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"""
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"""
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from enum import Enum
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import logging
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import logging
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from datetime import timedelta
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from datetime import timedelta
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from enum import Enum
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import arrow
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import arrow
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import talib.abstract as ta
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import talib.abstract as ta
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@ -9,6 +9,7 @@ import arrow
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import requests
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import requests
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from cachetools import cached, TTLCache
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from cachetools import cached, TTLCache
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from freqtrade import OperationalException
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from freqtrade.exchange.bittrex import Bittrex
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from freqtrade.exchange.bittrex import Bittrex
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from freqtrade.exchange.interface import Exchange
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from freqtrade.exchange.interface import Exchange
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@ -51,7 +52,7 @@ def init(config: dict) -> None:
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try:
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try:
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exchange_class = Exchanges[name.upper()].value
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exchange_class = Exchanges[name.upper()].value
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except KeyError:
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except KeyError:
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raise RuntimeError('Exchange {} is not supported'.format(name))
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raise OperationalException('Exchange {} is not supported'.format(name))
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_API = exchange_class(exchange_config)
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_API = exchange_class(exchange_config)
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@ -62,7 +63,7 @@ def init(config: dict) -> None:
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def validate_pairs(pairs: List[str]) -> None:
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def validate_pairs(pairs: List[str]) -> None:
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"""
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"""
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Checks if all given pairs are tradable on the current exchange.
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Checks if all given pairs are tradable on the current exchange.
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Raises RuntimeError if one pair is not available.
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Raises OperationalException if one pair is not available.
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:param pairs: list of pairs
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:param pairs: list of pairs
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:return: None
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:return: None
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"""
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"""
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@ -75,11 +76,12 @@ def validate_pairs(pairs: List[str]) -> None:
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stake_cur = _CONF['stake_currency']
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stake_cur = _CONF['stake_currency']
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for pair in pairs:
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for pair in pairs:
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if not pair.startswith(stake_cur):
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if not pair.startswith(stake_cur):
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raise RuntimeError(
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raise OperationalException(
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'Pair {} not compatible with stake_currency: {}'.format(pair, stake_cur)
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'Pair {} not compatible with stake_currency: {}'.format(pair, stake_cur)
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)
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)
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if pair not in markets:
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if pair not in markets:
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raise RuntimeError('Pair {} is not available at {}'.format(pair, _API.name.lower()))
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raise OperationalException(
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'Pair {} is not available at {}'.format(pair, _API.name.lower()))
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def buy(pair: str, rate: float, amount: float) -> str:
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def buy(pair: str, rate: float, amount: float) -> str:
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@ -4,6 +4,7 @@ from typing import List, Dict
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from bittrex.bittrex import Bittrex as _Bittrex, API_V2_0, API_V1_1
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from bittrex.bittrex import Bittrex as _Bittrex, API_V2_0, API_V1_1
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from requests.exceptions import ContentDecodingError
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from requests.exceptions import ContentDecodingError
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from freqtrade import OperationalException
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from freqtrade.exchange.interface import Exchange
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from freqtrade.exchange.interface import Exchange
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logger = logging.getLogger(__name__)
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logger = logging.getLogger(__name__)
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@ -46,7 +47,7 @@ class Bittrex(Exchange):
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def buy(self, pair: str, rate: float, amount: float) -> str:
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def buy(self, pair: str, rate: float, amount: float) -> str:
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data = _API.buy_limit(pair.replace('_', '-'), amount, rate)
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data = _API.buy_limit(pair.replace('_', '-'), amount, rate)
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if not data['success']:
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if not data['success']:
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raise RuntimeError('{message} params=({pair}, {rate}, {amount})'.format(
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raise OperationalException('{message} params=({pair}, {rate}, {amount})'.format(
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message=data['message'],
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message=data['message'],
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pair=pair,
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pair=pair,
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rate=rate,
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rate=rate,
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@ -56,7 +57,7 @@ class Bittrex(Exchange):
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def sell(self, pair: str, rate: float, amount: float) -> str:
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def sell(self, pair: str, rate: float, amount: float) -> str:
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data = _API.sell_limit(pair.replace('_', '-'), amount, rate)
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data = _API.sell_limit(pair.replace('_', '-'), amount, rate)
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if not data['success']:
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if not data['success']:
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raise RuntimeError('{message} params=({pair}, {rate}, {amount})'.format(
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raise OperationalException('{message} params=({pair}, {rate}, {amount})'.format(
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message=data['message'],
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message=data['message'],
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pair=pair,
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pair=pair,
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rate=rate,
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rate=rate,
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@ -66,7 +67,7 @@ class Bittrex(Exchange):
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def get_balance(self, currency: str) -> float:
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def get_balance(self, currency: str) -> float:
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data = _API.get_balance(currency)
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data = _API.get_balance(currency)
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if not data['success']:
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if not data['success']:
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raise RuntimeError('{message} params=({currency})'.format(
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raise OperationalException('{message} params=({currency})'.format(
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message=data['message'],
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message=data['message'],
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currency=currency))
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currency=currency))
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return float(data['result']['Balance'] or 0.0)
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return float(data['result']['Balance'] or 0.0)
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@ -74,13 +75,13 @@ class Bittrex(Exchange):
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def get_balances(self):
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def get_balances(self):
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data = _API.get_balances()
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data = _API.get_balances()
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if not data['success']:
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if not data['success']:
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raise RuntimeError('{message}'.format(message=data['message']))
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raise OperationalException('{message}'.format(message=data['message']))
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return data['result']
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return data['result']
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def get_ticker(self, pair: str) -> dict:
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def get_ticker(self, pair: str) -> dict:
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data = _API.get_ticker(pair.replace('_', '-'))
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data = _API.get_ticker(pair.replace('_', '-'))
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if not data['success']:
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if not data['success']:
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raise RuntimeError('{message} params=({pair})'.format(
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raise OperationalException('{message} params=({pair})'.format(
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message=data['message'],
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message=data['message'],
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pair=pair))
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pair=pair))
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@ -121,7 +122,7 @@ class Bittrex(Exchange):
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pair=pair))
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pair=pair))
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if not data['success']:
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if not data['success']:
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raise RuntimeError('{message} params=({pair})'.format(
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raise OperationalException('{message} params=({pair})'.format(
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message=data['message'],
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message=data['message'],
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pair=pair))
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pair=pair))
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@ -130,7 +131,7 @@ class Bittrex(Exchange):
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def get_order(self, order_id: str) -> Dict:
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def get_order(self, order_id: str) -> Dict:
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data = _API.get_order(order_id)
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data = _API.get_order(order_id)
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if not data['success']:
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if not data['success']:
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raise RuntimeError('{message} params=({order_id})'.format(
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raise OperationalException('{message} params=({order_id})'.format(
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message=data['message'],
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message=data['message'],
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order_id=order_id))
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order_id=order_id))
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data = data['result']
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data = data['result']
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@ -148,7 +149,7 @@ class Bittrex(Exchange):
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def cancel_order(self, order_id: str) -> None:
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def cancel_order(self, order_id: str) -> None:
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data = _API.cancel(order_id)
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data = _API.cancel(order_id)
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if not data['success']:
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if not data['success']:
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raise RuntimeError('{message} params=({order_id})'.format(
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raise OperationalException('{message} params=({order_id})'.format(
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message=data['message'],
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message=data['message'],
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order_id=order_id))
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order_id=order_id))
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@ -158,19 +159,19 @@ class Bittrex(Exchange):
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def get_markets(self) -> List[str]:
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def get_markets(self) -> List[str]:
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data = _API.get_markets()
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data = _API.get_markets()
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if not data['success']:
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if not data['success']:
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raise RuntimeError('{message}'.format(message=data['message']))
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raise OperationalException('{message}'.format(message=data['message']))
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return [m['MarketName'].replace('-', '_') for m in data['result']]
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return [m['MarketName'].replace('-', '_') for m in data['result']]
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def get_market_summaries(self) -> List[Dict]:
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def get_market_summaries(self) -> List[Dict]:
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data = _API.get_market_summaries()
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data = _API.get_market_summaries()
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if not data['success']:
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if not data['success']:
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raise RuntimeError('{message}'.format(message=data['message']))
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raise OperationalException('{message}'.format(message=data['message']))
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return data['result']
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return data['result']
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def get_wallet_health(self) -> List[Dict]:
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def get_wallet_health(self) -> List[Dict]:
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data = _API_V2.get_wallet_health()
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data = _API_V2.get_wallet_health()
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if not data['success']:
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if not data['success']:
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raise RuntimeError('{message}'.format(message=data['message']))
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raise OperationalException('{message}'.format(message=data['message']))
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return [{
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return [{
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'Currency': entry['Health']['Currency'],
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'Currency': entry['Health']['Currency'],
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'IsActive': entry['Health']['IsActive'],
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'IsActive': entry['Health']['IsActive'],
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@ -6,16 +6,16 @@ import sys
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import time
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import time
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import traceback
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import traceback
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from datetime import datetime
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from datetime import datetime
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from signal import signal, SIGINT, SIGABRT, SIGTERM
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from typing import Dict, Optional, List
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from typing import Dict, Optional, List
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import requests
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import requests
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from cachetools import cached, TTLCache
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from cachetools import cached, TTLCache
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from freqtrade import __version__, exchange, persistence, rpc
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from freqtrade import __version__, exchange, persistence, rpc, DependencyException, \
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OperationalException
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from freqtrade.analyze import get_signal, SignalType
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from freqtrade.analyze import get_signal, SignalType
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from freqtrade.misc import State, get_state, update_state, parse_args, throttle, \
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from freqtrade.misc import State, get_state, update_state, parse_args, throttle, \
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load_config, FreqtradeException
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load_config
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from freqtrade.persistence import Trade
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from freqtrade.persistence import Trade
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logger = logging.getLogger('freqtrade')
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logger = logging.getLogger('freqtrade')
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@ -76,7 +76,7 @@ def _process(dynamic_whitelist: Optional[bool] = False) -> bool:
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'Checked all whitelisted currencies. '
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'Checked all whitelisted currencies. '
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'Found no suitable entry positions for buying. Will keep looking ...'
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'Found no suitable entry positions for buying. Will keep looking ...'
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)
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)
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except FreqtradeException as e:
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except DependencyException as e:
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logger.warning('Unable to create trade: %s', e)
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logger.warning('Unable to create trade: %s', e)
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for trade in trades:
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for trade in trades:
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@ -97,12 +97,12 @@ def _process(dynamic_whitelist: Optional[bool] = False) -> bool:
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error
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error
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)
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)
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time.sleep(30)
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time.sleep(30)
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except RuntimeError:
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except OperationalException:
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rpc.send_msg('*Status:* Got RuntimeError:\n```\n{traceback}```{hint}'.format(
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rpc.send_msg('*Status:* Got OperationalException:\n```\n{traceback}```{hint}'.format(
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traceback=traceback.format_exc(),
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traceback=traceback.format_exc(),
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hint='Issue `/start` if you think it is safe to restart.'
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hint='Issue `/start` if you think it is safe to restart.'
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))
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))
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logger.exception('Got RuntimeError. Stopping trader ...')
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logger.exception('Got OperationalException. Stopping trader ...')
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update_state(State.STOPPED)
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update_state(State.STOPPED)
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return state_changed
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return state_changed
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@ -185,7 +185,7 @@ def create_trade(stake_amount: float) -> Optional[Trade]:
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whitelist = copy.deepcopy(_CONF['exchange']['pair_whitelist'])
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whitelist = copy.deepcopy(_CONF['exchange']['pair_whitelist'])
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# Check if stake_amount is fulfilled
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# Check if stake_amount is fulfilled
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if exchange.get_balance(_CONF['stake_currency']) < stake_amount:
|
if exchange.get_balance(_CONF['stake_currency']) < stake_amount:
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raise FreqtradeException(
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raise DependencyException(
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'stake amount is not fulfilled (currency={})'.format(_CONF['stake_currency'])
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'stake amount is not fulfilled (currency={})'.format(_CONF['stake_currency'])
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)
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)
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@ -195,7 +195,7 @@ def create_trade(stake_amount: float) -> Optional[Trade]:
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whitelist.remove(trade.pair)
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whitelist.remove(trade.pair)
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logger.debug('Ignoring %s in pair whitelist', trade.pair)
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logger.debug('Ignoring %s in pair whitelist', trade.pair)
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if not whitelist:
|
if not whitelist:
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raise FreqtradeException('No pair in whitelist')
|
raise DependencyException('No pair in whitelist')
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|
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# Pick pair based on StochRSI buy signals
|
# Pick pair based on StochRSI buy signals
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for _pair in whitelist:
|
for _pair in whitelist:
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@ -248,10 +248,6 @@ def init(config: dict, db_url: Optional[str] = None) -> None:
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else:
|
else:
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update_state(State.STOPPED)
|
update_state(State.STOPPED)
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|
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# Register signal handlers
|
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for sig in (SIGINT, SIGTERM, SIGABRT):
|
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signal(sig, cleanup)
|
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|
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|
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@cached(TTLCache(maxsize=1, ttl=1800))
|
@cached(TTLCache(maxsize=1, ttl=1800))
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def gen_pair_whitelist(base_currency: str, topn: int = 20, key: str = 'BaseVolume') -> List[str]:
|
def gen_pair_whitelist(base_currency: str, topn: int = 20, key: str = 'BaseVolume') -> List[str]:
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@ -270,7 +266,7 @@ def gen_pair_whitelist(base_currency: str, topn: int = 20, key: str = 'BaseVolum
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return [s['MarketName'].replace('-', '_') for s in summaries[:topn]]
|
return [s['MarketName'].replace('-', '_') for s in summaries[:topn]]
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|
|
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|
|
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def cleanup(*args, **kwargs) -> None:
|
def cleanup() -> None:
|
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"""
|
"""
|
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Cleanup the application state und finish all pending tasks
|
Cleanup the application state und finish all pending tasks
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:return: None
|
:return: None
|
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@ -283,7 +279,7 @@ def cleanup(*args, **kwargs) -> None:
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exit(0)
|
exit(0)
|
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|
|
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|
|
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def main():
|
def main() -> None:
|
||||||
"""
|
"""
|
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Loads and validates the config and handles the main loop
|
Loads and validates the config and handles the main loop
|
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:return: None
|
:return: None
|
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@ -311,6 +307,8 @@ def main():
|
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# Initialize all modules and start main loop
|
# Initialize all modules and start main loop
|
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if args.dynamic_whitelist:
|
if args.dynamic_whitelist:
|
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logger.info('Using dynamically generated whitelist. (--dynamic-whitelist detected)')
|
logger.info('Using dynamically generated whitelist. (--dynamic-whitelist detected)')
|
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|
|
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|
try:
|
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init(_CONF)
|
init(_CONF)
|
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old_state = None
|
old_state = None
|
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while True:
|
while True:
|
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@ -329,6 +327,12 @@ def main():
|
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dynamic_whitelist=args.dynamic_whitelist,
|
dynamic_whitelist=args.dynamic_whitelist,
|
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)
|
)
|
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old_state = new_state
|
old_state = new_state
|
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|
except KeyboardInterrupt:
|
||||||
|
logger.info('Got SIGINT, aborting ...')
|
||||||
|
except BaseException:
|
||||||
|
logger.exception('Got fatal exception!')
|
||||||
|
finally:
|
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|
cleanup()
|
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|
|
||||||
|
|
||||||
if __name__ == '__main__':
|
if __name__ == '__main__':
|
||||||
|
@ -15,10 +15,6 @@ from freqtrade import __version__
|
|||||||
logger = logging.getLogger(__name__)
|
logger = logging.getLogger(__name__)
|
||||||
|
|
||||||
|
|
||||||
class FreqtradeException(BaseException):
|
|
||||||
pass
|
|
||||||
|
|
||||||
|
|
||||||
class State(enum.Enum):
|
class State(enum.Enum):
|
||||||
RUNNING = 0
|
RUNNING = 0
|
||||||
STOPPED = 1
|
STOPPED = 1
|
||||||
|
@ -2,11 +2,11 @@ import logging
|
|||||||
import re
|
import re
|
||||||
from datetime import timedelta
|
from datetime import timedelta
|
||||||
from typing import Callable, Any
|
from typing import Callable, Any
|
||||||
from pandas import DataFrame
|
|
||||||
from tabulate import tabulate
|
|
||||||
|
|
||||||
import arrow
|
import arrow
|
||||||
|
from pandas import DataFrame
|
||||||
from sqlalchemy import and_, func, text
|
from sqlalchemy import and_, func, text
|
||||||
|
from tabulate import tabulate
|
||||||
from telegram import ParseMode, Bot, Update
|
from telegram import ParseMode, Bot, Update
|
||||||
from telegram.error import NetworkError, TelegramError
|
from telegram.error import NetworkError, TelegramError
|
||||||
from telegram.ext import CommandHandler, Updater
|
from telegram.ext import CommandHandler, Updater
|
||||||
|
@ -1,5 +1,6 @@
|
|||||||
# pragma pylint: disable=missing-docstring,W0621
|
# pragma pylint: disable=missing-docstring,W0621
|
||||||
import json
|
import json
|
||||||
|
|
||||||
import arrow
|
import arrow
|
||||||
import pytest
|
import pytest
|
||||||
from pandas import DataFrame
|
from pandas import DataFrame
|
||||||
|
@ -3,6 +3,7 @@ from unittest.mock import MagicMock
|
|||||||
|
|
||||||
import pytest
|
import pytest
|
||||||
|
|
||||||
|
from freqtrade import OperationalException
|
||||||
from freqtrade.exchange import validate_pairs
|
from freqtrade.exchange import validate_pairs
|
||||||
|
|
||||||
|
|
||||||
@ -21,7 +22,7 @@ def test_validate_pairs_not_available(default_conf, mocker):
|
|||||||
api_mock.get_markets = MagicMock(return_value=[])
|
api_mock.get_markets = MagicMock(return_value=[])
|
||||||
mocker.patch('freqtrade.exchange._API', api_mock)
|
mocker.patch('freqtrade.exchange._API', api_mock)
|
||||||
mocker.patch.dict('freqtrade.exchange._CONF', default_conf)
|
mocker.patch.dict('freqtrade.exchange._CONF', default_conf)
|
||||||
with pytest.raises(RuntimeError, match=r'not available'):
|
with pytest.raises(OperationalException, match=r'not available'):
|
||||||
validate_pairs(default_conf['exchange']['pair_whitelist'])
|
validate_pairs(default_conf['exchange']['pair_whitelist'])
|
||||||
|
|
||||||
|
|
||||||
@ -31,5 +32,5 @@ def test_validate_pairs_not_compatible(default_conf, mocker):
|
|||||||
default_conf['stake_currency'] = 'ETH'
|
default_conf['stake_currency'] = 'ETH'
|
||||||
mocker.patch('freqtrade.exchange._API', api_mock)
|
mocker.patch('freqtrade.exchange._API', api_mock)
|
||||||
mocker.patch.dict('freqtrade.exchange._CONF', default_conf)
|
mocker.patch.dict('freqtrade.exchange._CONF', default_conf)
|
||||||
with pytest.raises(RuntimeError, match=r'not compatible'):
|
with pytest.raises(OperationalException, match=r'not compatible'):
|
||||||
validate_pairs(default_conf['exchange']['pair_whitelist'])
|
validate_pairs(default_conf['exchange']['pair_whitelist'])
|
||||||
|
@ -6,11 +6,12 @@ import pytest
|
|||||||
import requests
|
import requests
|
||||||
from sqlalchemy import create_engine
|
from sqlalchemy import create_engine
|
||||||
|
|
||||||
from freqtrade.exchange import Exchanges
|
from freqtrade import DependencyException, OperationalException
|
||||||
from freqtrade.analyze import SignalType
|
from freqtrade.analyze import SignalType
|
||||||
|
from freqtrade.exchange import Exchanges
|
||||||
from freqtrade.main import create_trade, handle_trade, init, \
|
from freqtrade.main import create_trade, handle_trade, init, \
|
||||||
get_target_bid, _process
|
get_target_bid, _process
|
||||||
from freqtrade.misc import get_state, State, FreqtradeException
|
from freqtrade.misc import get_state, State
|
||||||
from freqtrade.persistence import Trade
|
from freqtrade.persistence import Trade
|
||||||
|
|
||||||
|
|
||||||
@ -59,7 +60,7 @@ def test_process_exchange_failures(default_conf, ticker, health, mocker):
|
|||||||
assert sleep_mock.has_calls()
|
assert sleep_mock.has_calls()
|
||||||
|
|
||||||
|
|
||||||
def test_process_runtime_error(default_conf, ticker, health, mocker):
|
def test_process_operational_exception(default_conf, ticker, health, mocker):
|
||||||
msg_mock = MagicMock()
|
msg_mock = MagicMock()
|
||||||
mocker.patch.dict('freqtrade.main._CONF', default_conf)
|
mocker.patch.dict('freqtrade.main._CONF', default_conf)
|
||||||
mocker.patch.multiple('freqtrade.rpc', init=MagicMock(), send_msg=msg_mock)
|
mocker.patch.multiple('freqtrade.rpc', init=MagicMock(), send_msg=msg_mock)
|
||||||
@ -68,14 +69,14 @@ def test_process_runtime_error(default_conf, ticker, health, mocker):
|
|||||||
validate_pairs=MagicMock(),
|
validate_pairs=MagicMock(),
|
||||||
get_ticker=ticker,
|
get_ticker=ticker,
|
||||||
get_wallet_health=health,
|
get_wallet_health=health,
|
||||||
buy=MagicMock(side_effect=RuntimeError))
|
buy=MagicMock(side_effect=OperationalException))
|
||||||
init(default_conf, create_engine('sqlite://'))
|
init(default_conf, create_engine('sqlite://'))
|
||||||
assert get_state() == State.RUNNING
|
assert get_state() == State.RUNNING
|
||||||
|
|
||||||
result = _process()
|
result = _process()
|
||||||
assert result is False
|
assert result is False
|
||||||
assert get_state() == State.STOPPED
|
assert get_state() == State.STOPPED
|
||||||
assert 'RuntimeError' in msg_mock.call_args_list[-1][0][0]
|
assert 'OperationalException' in msg_mock.call_args_list[-1][0][0]
|
||||||
|
|
||||||
|
|
||||||
def test_process_trade_handling(default_conf, ticker, limit_buy_order, health, mocker):
|
def test_process_trade_handling(default_conf, ticker, limit_buy_order, health, mocker):
|
||||||
@ -141,7 +142,7 @@ def test_create_trade_no_stake_amount(default_conf, ticker, mocker):
|
|||||||
get_ticker=ticker,
|
get_ticker=ticker,
|
||||||
buy=MagicMock(return_value='mocked_limit_buy'),
|
buy=MagicMock(return_value='mocked_limit_buy'),
|
||||||
get_balance=MagicMock(return_value=default_conf['stake_amount'] * 0.5))
|
get_balance=MagicMock(return_value=default_conf['stake_amount'] * 0.5))
|
||||||
with pytest.raises(FreqtradeException, match=r'.*stake amount.*'):
|
with pytest.raises(DependencyException, match=r'.*stake amount.*'):
|
||||||
create_trade(default_conf['stake_amount'])
|
create_trade(default_conf['stake_amount'])
|
||||||
|
|
||||||
|
|
||||||
@ -154,7 +155,7 @@ def test_create_trade_no_pairs(default_conf, ticker, mocker):
|
|||||||
get_ticker=ticker,
|
get_ticker=ticker,
|
||||||
buy=MagicMock(return_value='mocked_limit_buy'))
|
buy=MagicMock(return_value='mocked_limit_buy'))
|
||||||
|
|
||||||
with pytest.raises(FreqtradeException, match=r'.*No pair in whitelist.*'):
|
with pytest.raises(DependencyException, match=r'.*No pair in whitelist.*'):
|
||||||
conf = copy.deepcopy(default_conf)
|
conf = copy.deepcopy(default_conf)
|
||||||
conf['exchange']['pair_whitelist'] = []
|
conf['exchange']['pair_whitelist'] = []
|
||||||
mocker.patch.dict('freqtrade.main._CONF', conf)
|
mocker.patch.dict('freqtrade.main._CONF', conf)
|
||||||
|
@ -1,7 +1,6 @@
|
|||||||
# pragma pylint: disable=missing-docstring, too-many-arguments, too-many-ancestors, C0103
|
# pragma pylint: disable=missing-docstring, too-many-arguments, too-many-ancestors, C0103
|
||||||
from unittest.mock import MagicMock
|
|
||||||
|
|
||||||
from copy import deepcopy
|
from copy import deepcopy
|
||||||
|
from unittest.mock import MagicMock
|
||||||
|
|
||||||
from freqtrade.rpc import init, cleanup, send_msg
|
from freqtrade.rpc import init, cleanup, send_msg
|
||||||
|
|
||||||
|
8
freqtrade/vendor/qtpylib/indicators.py
vendored
8
freqtrade/vendor/qtpylib/indicators.py
vendored
@ -19,12 +19,12 @@
|
|||||||
# limitations under the License.
|
# limitations under the License.
|
||||||
#
|
#
|
||||||
|
|
||||||
|
import sys
|
||||||
|
import warnings
|
||||||
|
from datetime import datetime, timedelta
|
||||||
|
|
||||||
import numpy as np
|
import numpy as np
|
||||||
import pandas as pd
|
import pandas as pd
|
||||||
import warnings
|
|
||||||
import sys
|
|
||||||
|
|
||||||
from datetime import datetime, timedelta
|
|
||||||
from pandas.core.base import PandasObject
|
from pandas.core.base import PandasObject
|
||||||
|
|
||||||
# =============================================
|
# =============================================
|
||||||
|
Loading…
Reference in New Issue
Block a user