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In backtesting, ensure we don't buy the same pair again before selling (#139)
* in backtesting, ensure we don't buy before we sell * no overlapping trades only if max_open_trades > 0 * --limit-max-trades now --realistic-simulation
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@ -147,10 +147,10 @@ def build_subcommands(parser: argparse.ArgumentParser) -> None:
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metavar='INT',
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metavar='INT',
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)
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)
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backtest.add_argument(
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backtest.add_argument(
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'--limit-max-trades',
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'--realistic-simulation',
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help='uses max_open_trades from config to simulate real world limitations',
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help='uses max_open_trades from config to simulate real world limitations',
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action='store_true',
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action='store_true',
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dest='limit_max_trades',
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dest='realistic_simulation',
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)
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)
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@ -167,7 +167,7 @@ def start_backtesting(args) -> None:
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'BACKTEST_LIVE': 'true' if args.live else '',
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'BACKTEST_LIVE': 'true' if args.live else '',
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'BACKTEST_CONFIG': args.config,
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'BACKTEST_CONFIG': args.config,
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'BACKTEST_TICKER_INTERVAL': str(args.ticker_interval),
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'BACKTEST_TICKER_INTERVAL': str(args.ticker_interval),
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'BACKTEST_LIMIT_MAX_TRADES': 'true' if args.limit_max_trades else '',
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'BACKTEST_REALISTIC_SIMULATION': 'true' if args.realistic_simulation else '',
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})
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})
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path = os.path.join(os.path.dirname(__file__), 'tests', 'test_backtesting.py')
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path = os.path.join(os.path.dirname(__file__), 'tests', 'test_backtesting.py')
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pytest.main(['-s', path])
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pytest.main(['-s', path])
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@ -83,13 +83,14 @@ def generate_text_table(data: Dict[str, Dict], results: DataFrame, stake_currenc
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return tabulate(tabular_data, headers=headers)
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return tabulate(tabular_data, headers=headers)
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def backtest(config: Dict, processed, mocker, max_open_trades=0):
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def backtest(config: Dict, processed, mocker, max_open_trades=0, realistic=True):
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"""
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"""
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Implements backtesting functionality
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Implements backtesting functionality
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:param config: config to use
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:param config: config to use
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:param processed: a processed dictionary with format {pair, data}
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:param processed: a processed dictionary with format {pair, data}
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:param mocker: mocker instance
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:param mocker: mocker instance
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:param max_open_trades: maximum number of concurrent trades (default: 0, disabled)
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:param max_open_trades: maximum number of concurrent trades (default: 0, disabled)
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:param realistic: do we try to simulate realistic trades? (default: True)
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:return: DataFrame
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:return: DataFrame
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"""
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"""
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trades = []
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trades = []
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@ -100,7 +101,11 @@ def backtest(config: Dict, processed, mocker, max_open_trades=0):
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pair_data['buy'], pair_data['sell'] = 0, 0
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pair_data['buy'], pair_data['sell'] = 0, 0
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ticker = populate_sell_trend(populate_buy_trend(pair_data))
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ticker = populate_sell_trend(populate_buy_trend(pair_data))
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# for each buy point
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# for each buy point
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lock_pair_until = None
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for row in ticker[ticker.buy == 1].itertuples(index=True):
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for row in ticker[ticker.buy == 1].itertuples(index=True):
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if realistic:
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if lock_pair_until is not None and row.Index <= lock_pair_until:
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continue
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if max_open_trades > 0:
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if max_open_trades > 0:
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# Check if max_open_trades has already been reached for the given date
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# Check if max_open_trades has already been reached for the given date
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if not trade_count_lock.get(row.date, 0) < max_open_trades:
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if not trade_count_lock.get(row.date, 0) < max_open_trades:
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@ -125,6 +130,7 @@ def backtest(config: Dict, processed, mocker, max_open_trades=0):
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if min_roi_reached(trade, row2.close, row2.date) or row2.sell == 1:
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if min_roi_reached(trade, row2.close, row2.date) or row2.sell == 1:
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current_profit = trade.calc_profit(row2.close)
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current_profit = trade.calc_profit(row2.close)
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lock_pair_until = row2.Index
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trades.append((pair, current_profit, row2.Index - row.Index))
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trades.append((pair, current_profit, row2.Index - row.Index))
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break
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break
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@ -133,7 +139,7 @@ def backtest(config: Dict, processed, mocker, max_open_trades=0):
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def get_max_open_trades(config):
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def get_max_open_trades(config):
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if not os.environ.get('BACKTEST_LIMIT_MAX_TRADES'):
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if not os.environ.get('BACKTEST_REALISTIC_SIMULATION'):
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return 0
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return 0
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print('Using max_open_trades: {} ...'.format(config['max_open_trades']))
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print('Using max_open_trades: {} ...'.format(config['max_open_trades']))
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return config['max_open_trades']
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return config['max_open_trades']
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@ -176,6 +182,7 @@ def test_backtest(backtest_conf, mocker):
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))
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))
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# Execute backtest and print results
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# Execute backtest and print results
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results = backtest(config, preprocess(data), mocker, get_max_open_trades(config))
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realistic = os.environ.get('BACKTEST_REALISTIC_SIMULATION')
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results = backtest(config, preprocess(data), mocker, get_max_open_trades(config), realistic)
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print('====================== BACKTESTING REPORT ======================================\n\n')
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print('====================== BACKTESTING REPORT ======================================\n\n')
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print(generate_text_table(data, results, config['stake_currency']))
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print(generate_text_table(data, results, config['stake_currency']))
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@ -109,7 +109,7 @@ def test_start_backtesting(mocker):
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live=True,
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live=True,
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loglevel=20,
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loglevel=20,
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ticker_interval=1,
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ticker_interval=1,
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limit_max_trades=True,
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realistic_simulation=True,
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)
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)
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start_backtesting(args)
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start_backtesting(args)
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assert env_mock == {
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assert env_mock == {
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@ -117,7 +117,7 @@ def test_start_backtesting(mocker):
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'BACKTEST_LIVE': 'true',
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'BACKTEST_LIVE': 'true',
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'BACKTEST_CONFIG': 'config.json',
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'BACKTEST_CONFIG': 'config.json',
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'BACKTEST_TICKER_INTERVAL': '1',
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'BACKTEST_TICKER_INTERVAL': '1',
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'BACKTEST_LIMIT_MAX_TRADES': 'true',
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'BACKTEST_REALISTIC_SIMULATION': 'true',
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}
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}
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assert pytest_mock.call_count == 1
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assert pytest_mock.call_count == 1
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