Merge pull request #47 from gcarq/feature/project-structure
Refactor project structure (closes #34)
This commit is contained in:
commit
6389778d49
3
MANIFEST.in
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3
MANIFEST.in
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@ -0,0 +1,3 @@
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include LICENSE
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include README.md
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include config.json.example
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4
bin/freqtrade
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4
bin/freqtrade
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@ -0,0 +1,4 @@
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#!/usr/bin/env python
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from freqtrade.main import main
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main()
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3
freqtrade/__init__.py
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3
freqtrade/__init__.py
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@ -0,0 +1,3 @@
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__version__ = '0.10.0'
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from . import main
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@ -8,22 +8,16 @@ from typing import Dict, Optional
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from jsonschema import validate
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from jsonschema import validate
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import exchange
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from freqtrade import exchange, persistence, __version__
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import persistence
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from freqtrade.analyze import get_buy_signal
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from persistence import Trade
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from freqtrade.misc import State, update_state, get_state, CONF_SCHEMA
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from analyze import get_buy_signal
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from freqtrade.persistence import Trade
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from misc import CONF_SCHEMA, get_state, State, update_state
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from freqtrade.rpc import telegram
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from rpc import telegram
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logging.basicConfig(level=logging.DEBUG,
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logging.basicConfig(level=logging.DEBUG,
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format='%(asctime)s - %(name)s - %(levelname)s - %(message)s')
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format='%(asctime)s - %(name)s - %(levelname)s - %(message)s')
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logger = logging.getLogger(__name__)
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logger = logging.getLogger(__name__)
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__author__ = "gcarq"
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__copyright__ = "gcarq 2017"
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__license__ = "GPLv3"
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__version__ = "0.10.0"
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_CONF = {}
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_CONF = {}
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@ -97,6 +91,7 @@ def execute_sell(trade: Trade, current_rate: float) -> None:
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whitelist = _CONF[trade.exchange.name.lower()]['pair_whitelist']
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whitelist = _CONF[trade.exchange.name.lower()]['pair_whitelist']
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profit = trade.exec_sell_order(current_rate, balance)
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profit = trade.exec_sell_order(current_rate, balance)
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if trade.pair not in whitelist:
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whitelist.append(trade.pair)
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whitelist.append(trade.pair)
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message = '*{}:* Selling [{}]({}) at rate `{:f} (profit: {}%)`'.format(
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message = '*{}:* Selling [{}]({}) at rate `{:f} (profit: {}%)`'.format(
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trade.exchange.name,
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trade.exchange.name,
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@ -238,7 +233,7 @@ def init(config: dict, db_url: Optional[str] = None) -> None:
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def app(config: dict) -> None:
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def app(config: dict) -> None:
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"""
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"""
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Main function which handles the application state
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Main loop which handles the application state
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:param config: config as dict
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:param config: config as dict
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:return: None
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:return: None
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"""
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"""
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@ -269,8 +264,17 @@ def app(config: dict) -> None:
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telegram.send_msg('*Status:* `Trader has stopped`')
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telegram.send_msg('*Status:* `Trader has stopped`')
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if __name__ == '__main__':
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def main():
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"""
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Loads and validates the config and starts the main loop
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:return: None
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"""
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global _CONF
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with open('config.json') as file:
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with open('config.json') as file:
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_CONF = json.load(file)
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_CONF = json.load(file)
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validate(_CONF, CONF_SCHEMA)
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validate(_CONF, CONF_SCHEMA)
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app(_CONF)
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app(_CONF)
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if __name__ == '__main__':
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main()
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@ -5,11 +5,9 @@ from sqlalchemy import Boolean, Column, DateTime, Float, Integer, String, create
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from sqlalchemy.ext.declarative import declarative_base
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from sqlalchemy.ext.declarative import declarative_base
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from sqlalchemy.orm.scoping import scoped_session
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from sqlalchemy.orm.scoping import scoped_session
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from sqlalchemy.orm.session import sessionmaker
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from sqlalchemy.orm.session import sessionmaker
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from sqlalchemy.types import Enum
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from sqlalchemy.types import Enum
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import exchange
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from freqtrade import exchange
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_CONF = {}
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_CONF = {}
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@ -4,14 +4,13 @@ from typing import Callable, Any
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import arrow
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import arrow
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from sqlalchemy import and_, func, text
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from sqlalchemy import and_, func, text
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from telegram import ParseMode, Bot, Update
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from telegram.error import NetworkError
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from telegram.error import NetworkError
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from telegram.ext import CommandHandler, Updater
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from telegram.ext import CommandHandler, Updater
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from telegram import ParseMode, Bot, Update
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from misc import get_state, State, update_state
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from freqtrade import exchange
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from persistence import Trade
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from freqtrade.misc import get_state, State, update_state
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from freqtrade.persistence import Trade
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import exchange
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# Remove noisy log messages
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# Remove noisy log messages
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logging.getLogger('requests.packages.urllib3').setLevel(logging.INFO)
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logging.getLogger('requests.packages.urllib3').setLevel(logging.INFO)
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@ -1,9 +1,12 @@
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# pragma pylint: disable=missing-docstring
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# pragma pylint: disable=missing-docstring
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import unittest
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import unittest
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from unittest.mock import patch
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from unittest.mock import patch
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from pandas import DataFrame
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import arrow
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import arrow
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from analyze import parse_ticker_dataframe, populate_buy_trend, populate_indicators, analyze_ticker, get_buy_signal
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from pandas import DataFrame
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from freqtrade.analyze import parse_ticker_dataframe, populate_buy_trend, populate_indicators, \
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get_buy_signal
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RESULT_BITTREX = {
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RESULT_BITTREX = {
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'success': True,
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'success': True,
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@ -38,10 +41,10 @@ class TestAnalyze(unittest.TestCase):
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def test_4_returns_latest_buy_signal(self):
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def test_4_returns_latest_buy_signal(self):
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buydf = DataFrame([{'buy': 1, 'date': arrow.utcnow()}])
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buydf = DataFrame([{'buy': 1, 'date': arrow.utcnow()}])
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with patch('analyze.analyze_ticker', return_value=buydf):
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with patch('freqtrade.analyze.analyze_ticker', return_value=buydf):
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self.assertEqual(get_buy_signal('BTC-ETH'), True)
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self.assertEqual(get_buy_signal('BTC-ETH'), True)
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buydf = DataFrame([{'buy': 0, 'date': arrow.utcnow()}])
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buydf = DataFrame([{'buy': 0, 'date': arrow.utcnow()}])
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with patch('analyze.analyze_ticker', return_value=buydf):
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with patch('freqtrade.analyze.analyze_ticker', return_value=buydf):
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self.assertEqual(get_buy_signal('BTC-ETH'), False)
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self.assertEqual(get_buy_signal('BTC-ETH'), False)
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@ -1,14 +1,17 @@
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# pragma pylint: disable=missing-docstring
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# pragma pylint: disable=missing-docstring
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import unittest
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from unittest.mock import patch
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import os
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import json
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import json
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import logging
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import logging
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import os
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import unittest
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from unittest.mock import patch
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import arrow
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import arrow
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from pandas import DataFrame
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from pandas import DataFrame
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from analyze import analyze_ticker
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from persistence import Trade
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from freqtrade.analyze import analyze_ticker
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from main import should_sell
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from freqtrade.main import should_sell
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from freqtrade.persistence import Trade
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def print_results(results):
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def print_results(results):
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print('Made {} buys. Average profit {:.2f}%. Total profit was {:.3f}. Average duration {:.1f} mins.'.format(
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print('Made {} buys. Average profit {:.2f}%. Total profit was {:.3f}. Average duration {:.1f} mins.'.format(
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@ -37,12 +40,12 @@ class TestMain(unittest.TestCase):
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@unittest.skipIf(not os.environ.get('BACKTEST', False), "slow, should be run manually")
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@unittest.skipIf(not os.environ.get('BACKTEST', False), "slow, should be run manually")
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def test_backtest(self):
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def test_backtest(self):
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trades = []
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trades = []
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with patch.dict('main._CONF', self.conf):
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with patch.dict('freqtrade.main._CONF', self.conf):
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for pair in self.pairs:
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for pair in self.pairs:
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with open('test/testdata/'+pair+'.json') as data_file:
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with open('testdata/'+pair+'.json') as data_file:
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data = json.load(data_file)
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data = json.load(data_file)
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with patch('analyze.get_ticker', return_value=data):
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with patch('freqtrade.analyze.get_ticker', return_value=data):
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with patch('arrow.utcnow', return_value=arrow.get('2017-08-20T14:50:00')):
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with patch('arrow.utcnow', return_value=arrow.get('2017-08-20T14:50:00')):
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ticker = analyze_ticker(pair)
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ticker = analyze_ticker(pair)
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# for each buy point
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# for each buy point
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@ -3,10 +3,11 @@ from unittest.mock import patch, MagicMock
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from jsonschema import validate
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from jsonschema import validate
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import exchange
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from freqtrade import exchange
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from main import create_trade, handle_trade, close_trade_if_fulfilled, init, get_target_bid
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from freqtrade.main import create_trade, handle_trade, close_trade_if_fulfilled, init, \
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from misc import CONF_SCHEMA
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get_target_bid
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from persistence import Trade
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from freqtrade.misc import CONF_SCHEMA
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from freqtrade.persistence import Trade
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class TestMain(unittest.TestCase):
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class TestMain(unittest.TestCase):
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@ -39,10 +40,10 @@ class TestMain(unittest.TestCase):
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}
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}
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def test_1_create_trade(self):
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def test_1_create_trade(self):
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with patch.dict('main._CONF', self.conf):
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with patch.dict('freqtrade.main._CONF', self.conf):
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with patch('main.get_buy_signal', side_effect=lambda _: True) as buy_signal:
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with patch('freqtrade.main.get_buy_signal', side_effect=lambda _: True) as buy_signal:
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with patch.multiple('main.telegram', init=MagicMock(), send_msg=MagicMock()):
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with patch.multiple('freqtrade.main.telegram', init=MagicMock(), send_msg=MagicMock()):
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with patch.multiple('main.exchange',
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with patch.multiple('freqtrade.main.exchange',
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get_ticker=MagicMock(return_value={
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get_ticker=MagicMock(return_value={
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'bid': 0.07256061,
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'bid': 0.07256061,
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'ask': 0.072661,
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'ask': 0.072661,
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@ -64,9 +65,9 @@ class TestMain(unittest.TestCase):
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buy_signal.assert_called_once_with('BTC_ETH')
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buy_signal.assert_called_once_with('BTC_ETH')
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def test_2_handle_trade(self):
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def test_2_handle_trade(self):
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with patch.dict('main._CONF', self.conf):
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with patch.dict('freqtrade.main._CONF', self.conf):
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with patch.multiple('main.telegram', init=MagicMock(), send_msg=MagicMock()):
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with patch.multiple('freqtrade.main.telegram', init=MagicMock(), send_msg=MagicMock()):
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with patch.multiple('main.exchange',
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with patch.multiple('freqtrade.main.exchange',
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get_ticker=MagicMock(return_value={
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get_ticker=MagicMock(return_value={
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'bid': 0.17256061,
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'bid': 0.17256061,
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'ask': 0.172661,
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'ask': 0.172661,
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@ -82,7 +83,7 @@ class TestMain(unittest.TestCase):
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self.assertEqual(trade.open_order_id, 'dry_run')
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self.assertEqual(trade.open_order_id, 'dry_run')
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def test_3_close_trade(self):
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def test_3_close_trade(self):
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with patch.dict('main._CONF', self.conf):
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with patch.dict('freqtrade.main._CONF', self.conf):
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trade = Trade.query.filter(Trade.is_open.is_(True)).first()
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trade = Trade.query.filter(Trade.is_open.is_(True)).first()
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self.assertTrue(trade)
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self.assertTrue(trade)
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@ -94,15 +95,15 @@ class TestMain(unittest.TestCase):
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self.assertEqual(trade.is_open, False)
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self.assertEqual(trade.is_open, False)
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def test_balance_fully_ask_side(self):
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def test_balance_fully_ask_side(self):
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with patch.dict('main._CONF', {'bid_strategy': {'ask_last_balance': 0.0}}):
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with patch.dict('freqtrade.main._CONF', {'bid_strategy': {'ask_last_balance': 0.0}}):
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self.assertEqual(get_target_bid({'ask': 20, 'last': 10}), 20)
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self.assertEqual(get_target_bid({'ask': 20, 'last': 10}), 20)
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def test_balance_fully_last_side(self):
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def test_balance_fully_last_side(self):
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with patch.dict('main._CONF', {'bid_strategy': {'ask_last_balance': 1.0}}):
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with patch.dict('freqtrade.main._CONF', {'bid_strategy': {'ask_last_balance': 1.0}}):
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self.assertEqual(get_target_bid({'ask': 20, 'last': 10}), 10)
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self.assertEqual(get_target_bid({'ask': 20, 'last': 10}), 10)
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def test_balance_when_last_bigger_than_ask(self):
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def test_balance_when_last_bigger_than_ask(self):
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with patch.dict('main._CONF', {'bid_strategy': {'ask_last_balance': 1.0}}):
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with patch.dict('freqtrade.main._CONF', {'bid_strategy': {'ask_last_balance': 1.0}}):
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self.assertEqual(get_target_bid({'ask': 5, 'last': 10}), 5)
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self.assertEqual(get_target_bid({'ask': 5, 'last': 10}), 5)
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@classmethod
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@classmethod
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@ -1,13 +1,13 @@
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import unittest
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import unittest
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from unittest.mock import patch
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from unittest.mock import patch
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from exchange import Exchange
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from freqtrade.exchange import Exchange
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from persistence import Trade
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from freqtrade.persistence import Trade
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class TestTrade(unittest.TestCase):
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class TestTrade(unittest.TestCase):
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def test_1_exec_sell_order(self):
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def test_1_exec_sell_order(self):
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with patch('main.exchange.sell', side_effect='mocked_order_id') as api_mock:
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with patch('freqtrade.main.exchange.sell', side_effect='mocked_order_id') as api_mock:
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trade = Trade(
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trade = Trade(
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pair='BTC_ETH',
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pair='BTC_ETH',
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stake_amount=1.00,
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stake_amount=1.00,
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@ -1,15 +1,15 @@
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import unittest
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import unittest
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from unittest.mock import patch, MagicMock
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from datetime import datetime
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from datetime import datetime
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from unittest.mock import patch, MagicMock
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|
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from jsonschema import validate
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from jsonschema import validate
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from telegram import Bot, Update, Message, Chat
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from telegram import Bot, Update, Message, Chat
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|
|
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import exchange
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from freqtrade import exchange
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from main import init, create_trade
|
from freqtrade.main import init, create_trade
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from misc import CONF_SCHEMA, update_state, State, get_state
|
from freqtrade.misc import update_state, State, get_state, CONF_SCHEMA
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from persistence import Trade
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from freqtrade.persistence import Trade
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from rpc.telegram import _status, _profit, _forcesell, _performance, _start, _stop
|
from freqtrade.rpc.telegram import _status, _profit, _forcesell, _performance, _start, _stop
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|
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|
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class MagicBot(MagicMock, Bot):
|
class MagicBot(MagicMock, Bot):
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@ -48,11 +48,11 @@ class TestTelegram(unittest.TestCase):
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}
|
}
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|
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def test_1_status_handle(self):
|
def test_1_status_handle(self):
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with patch.dict('main._CONF', self.conf):
|
with patch.dict('freqtrade.main._CONF', self.conf):
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with patch('main.get_buy_signal', side_effect=lambda _: True):
|
with patch('freqtrade.main.get_buy_signal', side_effect=lambda _: True):
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msg_mock = MagicMock()
|
msg_mock = MagicMock()
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with patch.multiple('main.telegram', _CONF=self.conf, init=MagicMock(), send_msg=msg_mock):
|
with patch.multiple('freqtrade.main.telegram', _CONF=self.conf, init=MagicMock(), send_msg=msg_mock):
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with patch.multiple('main.exchange',
|
with patch.multiple('freqtrade.main.exchange',
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get_ticker=MagicMock(return_value={
|
get_ticker=MagicMock(return_value={
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'bid': 0.07256061,
|
'bid': 0.07256061,
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'ask': 0.072661,
|
'ask': 0.072661,
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@ -72,11 +72,11 @@ class TestTelegram(unittest.TestCase):
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self.assertIn('[BTC_ETH]', msg_mock.call_args_list[-1][0][0])
|
self.assertIn('[BTC_ETH]', msg_mock.call_args_list[-1][0][0])
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||||||
|
|
||||||
def test_2_profit_handle(self):
|
def test_2_profit_handle(self):
|
||||||
with patch.dict('main._CONF', self.conf):
|
with patch.dict('freqtrade.main._CONF', self.conf):
|
||||||
with patch('main.get_buy_signal', side_effect=lambda _: True):
|
with patch('freqtrade.main.get_buy_signal', side_effect=lambda _: True):
|
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msg_mock = MagicMock()
|
msg_mock = MagicMock()
|
||||||
with patch.multiple('main.telegram', _CONF=self.conf, init=MagicMock(), send_msg=msg_mock):
|
with patch.multiple('freqtrade.main.telegram', _CONF=self.conf, init=MagicMock(), send_msg=msg_mock):
|
||||||
with patch.multiple('main.exchange',
|
with patch.multiple('freqtrade.main.exchange',
|
||||||
get_ticker=MagicMock(return_value={
|
get_ticker=MagicMock(return_value={
|
||||||
'bid': 0.07256061,
|
'bid': 0.07256061,
|
||||||
'ask': 0.072661,
|
'ask': 0.072661,
|
||||||
@ -101,11 +101,11 @@ class TestTelegram(unittest.TestCase):
|
|||||||
self.assertIn('(100.00%)', msg_mock.call_args_list[-1][0][0])
|
self.assertIn('(100.00%)', msg_mock.call_args_list[-1][0][0])
|
||||||
|
|
||||||
def test_3_forcesell_handle(self):
|
def test_3_forcesell_handle(self):
|
||||||
with patch.dict('main._CONF', self.conf):
|
with patch.dict('freqtrade.main._CONF', self.conf):
|
||||||
with patch('main.get_buy_signal', side_effect=lambda _: True):
|
with patch('freqtrade.main.get_buy_signal', side_effect=lambda _: True):
|
||||||
msg_mock = MagicMock()
|
msg_mock = MagicMock()
|
||||||
with patch.multiple('main.telegram', _CONF=self.conf, init=MagicMock(), send_msg=msg_mock):
|
with patch.multiple('freqtrade.main.telegram', _CONF=self.conf, init=MagicMock(), send_msg=msg_mock):
|
||||||
with patch.multiple('main.exchange',
|
with patch.multiple('freqtrade.main.exchange',
|
||||||
get_ticker=MagicMock(return_value={
|
get_ticker=MagicMock(return_value={
|
||||||
'bid': 0.07256061,
|
'bid': 0.07256061,
|
||||||
'ask': 0.072661,
|
'ask': 0.072661,
|
||||||
@ -128,11 +128,11 @@ class TestTelegram(unittest.TestCase):
|
|||||||
self.assertIn('0.072561', msg_mock.call_args_list[-1][0][0])
|
self.assertIn('0.072561', msg_mock.call_args_list[-1][0][0])
|
||||||
|
|
||||||
def test_4_performance_handle(self):
|
def test_4_performance_handle(self):
|
||||||
with patch.dict('main._CONF', self.conf):
|
with patch.dict('freqtrade.main._CONF', self.conf):
|
||||||
with patch('main.get_buy_signal', side_effect=lambda _: True):
|
with patch('freqtrade.main.get_buy_signal', side_effect=lambda _: True):
|
||||||
msg_mock = MagicMock()
|
msg_mock = MagicMock()
|
||||||
with patch.multiple('main.telegram', _CONF=self.conf, init=MagicMock(), send_msg=msg_mock):
|
with patch.multiple('freqtrade.main.telegram', _CONF=self.conf, init=MagicMock(), send_msg=msg_mock):
|
||||||
with patch.multiple('main.exchange',
|
with patch.multiple('freqtrade.main.exchange',
|
||||||
get_ticker=MagicMock(return_value={
|
get_ticker=MagicMock(return_value={
|
||||||
'bid': 0.07256061,
|
'bid': 0.07256061,
|
||||||
'ask': 0.072661,
|
'ask': 0.072661,
|
||||||
@ -158,9 +158,9 @@ class TestTelegram(unittest.TestCase):
|
|||||||
self.assertIn('BTC_ETH 100.00%', msg_mock.call_args_list[-1][0][0])
|
self.assertIn('BTC_ETH 100.00%', msg_mock.call_args_list[-1][0][0])
|
||||||
|
|
||||||
def test_5_start_handle(self):
|
def test_5_start_handle(self):
|
||||||
with patch.dict('main._CONF', self.conf):
|
with patch.dict('freqtrade.main._CONF', self.conf):
|
||||||
msg_mock = MagicMock()
|
msg_mock = MagicMock()
|
||||||
with patch.multiple('main.telegram', _CONF=self.conf, init=MagicMock(), send_msg=msg_mock):
|
with patch.multiple('freqtrade.main.telegram', _CONF=self.conf, init=MagicMock(), send_msg=msg_mock):
|
||||||
init(self.conf, 'sqlite://')
|
init(self.conf, 'sqlite://')
|
||||||
|
|
||||||
update_state(State.STOPPED)
|
update_state(State.STOPPED)
|
||||||
@ -170,9 +170,9 @@ class TestTelegram(unittest.TestCase):
|
|||||||
self.assertEqual(msg_mock.call_count, 0)
|
self.assertEqual(msg_mock.call_count, 0)
|
||||||
|
|
||||||
def test_6_stop_handle(self):
|
def test_6_stop_handle(self):
|
||||||
with patch.dict('main._CONF', self.conf):
|
with patch.dict('freqtrade.main._CONF', self.conf):
|
||||||
msg_mock = MagicMock()
|
msg_mock = MagicMock()
|
||||||
with patch.multiple('main.telegram', _CONF=self.conf, init=MagicMock(), send_msg=msg_mock):
|
with patch.multiple('freqtrade.main.telegram', _CONF=self.conf, init=MagicMock(), send_msg=msg_mock):
|
||||||
init(self.conf, 'sqlite://')
|
init(self.conf, 'sqlite://')
|
||||||
|
|
||||||
update_state(State.RUNNING)
|
update_state(State.RUNNING)
|
@ -1,4 +1,4 @@
|
|||||||
-e git+https://github.com/ericsomdahl/python-bittrex.git#egg=python-bittrex
|
-e git+https://github.com/ericsomdahl/python-bittrex.git@d7033d0#egg=python-bittrex
|
||||||
SQLAlchemy==1.1.13
|
SQLAlchemy==1.1.13
|
||||||
python-telegram-bot==8.0
|
python-telegram-bot==8.0
|
||||||
arrow==0.10.0
|
arrow==0.10.0
|
||||||
@ -6,9 +6,11 @@ requests==2.18.4
|
|||||||
urllib3==1.22
|
urllib3==1.22
|
||||||
wrapt==1.10.11
|
wrapt==1.10.11
|
||||||
pandas==0.20.3
|
pandas==0.20.3
|
||||||
matplotlib==2.0.2
|
|
||||||
scikit-learn==0.19.0
|
scikit-learn==0.19.0
|
||||||
scipy==0.19.1
|
scipy==0.19.1
|
||||||
jsonschema==2.6.0
|
jsonschema==2.6.0
|
||||||
TA-Lib==0.4.10
|
TA-Lib==0.4.10
|
||||||
|
|
||||||
|
# Required for plotting data
|
||||||
|
#matplotlib==2.0.2
|
||||||
#PYQT5==5.9
|
#PYQT5==5.9
|
41
setup.py
Normal file
41
setup.py
Normal file
@ -0,0 +1,41 @@
|
|||||||
|
from setuptools import setup
|
||||||
|
|
||||||
|
from freqtrade import __version__
|
||||||
|
|
||||||
|
|
||||||
|
setup(name='freqtrade',
|
||||||
|
version=__version__,
|
||||||
|
description='Simple High Frequency Trading Bot for crypto currencies',
|
||||||
|
url='https://github.com/gcarq/freqtrade',
|
||||||
|
author='gcarq and contributors',
|
||||||
|
author_email='michael.egger@tsn.at',
|
||||||
|
license='GPLv3',
|
||||||
|
packages=['freqtrade'],
|
||||||
|
scripts=['bin/freqtrade'],
|
||||||
|
setup_requires=['pytest-runner'],
|
||||||
|
tests_require=['pytest'],
|
||||||
|
install_requires=[
|
||||||
|
'python-bittrex==0.1.3',
|
||||||
|
'SQLAlchemy==1.1.13',
|
||||||
|
'python-telegram-bot==8.0',
|
||||||
|
'arrow==0.10.0',
|
||||||
|
'requests==2.18.4',
|
||||||
|
'urllib3==1.22',
|
||||||
|
'wrapt==1.10.11',
|
||||||
|
'pandas==0.20.3',
|
||||||
|
'scikit-learn==0.19.0',
|
||||||
|
'scipy==0.19.1',
|
||||||
|
'jsonschema==2.6.0',
|
||||||
|
'TA-Lib==0.4.10',
|
||||||
|
],
|
||||||
|
dependency_links=[
|
||||||
|
"git+https://github.com/ericsomdahl/python-bittrex.git@d7033d0#egg=python-bittrex-0.1.3"
|
||||||
|
],
|
||||||
|
include_package_data=True,
|
||||||
|
zip_safe=False,
|
||||||
|
classifiers=[
|
||||||
|
'Programming Language :: Python :: 3.6',
|
||||||
|
'License :: OSI Approved :: GNU General Public License v3 (GPLv3)',
|
||||||
|
'Topic :: Office/Business :: Financial :: Investment',
|
||||||
|
'Intended Audience :: Science/Research',
|
||||||
|
])
|
Loading…
Reference in New Issue
Block a user