# pragma pylint: disable=missing-docstring import json import logging import os import pytest import arrow from pandas import DataFrame from freqtrade.analyze import analyze_ticker from freqtrade.main import should_sell from freqtrade.persistence import Trade logging.disable(logging.DEBUG) # disable debug logs that slow backtesting a lot def format_results(results): return 'Made {} buys. Average profit {:.2f}%. Total profit was {:.3f}. Average duration {:.1f} mins.'.format( len(results.index), results.profit.mean() * 100.0, results.profit.sum(), results.duration.mean() * 5 ) def print_pair_results(pair, results): print('For currency {}:'.format(pair)) print(format_results(results[results.currency == pair])) @pytest.fixture def pairs(): return ['btc-neo', 'btc-eth', 'btc-omg', 'btc-edg', 'btc-pay', 'btc-pivx', 'btc-qtum', 'btc-mtl', 'btc-etc', 'btc-ltc'] @pytest.fixture def conf(): return { "minimal_roi": { "50": 0.0, "40": 0.01, "30": 0.02, "0": 0.045 }, "stoploss": -0.40 } def backtest(conf, pairs, mocker): trades = [] mocker.patch.dict('freqtrade.main._CONF', conf) for pair in pairs: with open('freqtrade/tests/testdata/'+pair+'.json') as data_file: data = json.load(data_file) mocker.patch('freqtrade.analyze.get_ticker_history', return_value=data) mocker.patch('arrow.utcnow', return_value=arrow.get('2017-08-20T14:50:00')) ticker = analyze_ticker(pair) # for each buy point for index, row in ticker[ticker.buy == 1].iterrows(): trade = Trade( open_rate=row['close'], open_date=row['date'], amount=1, ) # calculate win/lose forwards from buy point for index2, row2 in ticker[index:].iterrows(): if should_sell(trade, row2['close'], row2['date']): current_profit = (row2['close'] - trade.open_rate) / trade.open_rate trades.append((pair, current_profit, index2 - index)) break labels = ['currency', 'profit', 'duration'] results = DataFrame.from_records(trades, columns=labels) return results @pytest.mark.skipif(not os.environ.get('BACKTEST', False), reason="BACKTEST not set") def test_backtest(conf, pairs, mocker, report=True): results = backtest(conf, pairs, mocker) print('====================== BACKTESTING REPORT ================================') [print_pair_results(pair, results) for pair in pairs] print('TOTAL OVER ALL TRADES:') print(format_results(results))