Add strategylist option to backtesting
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@ -6,6 +6,7 @@ This module contains the backtesting logic
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import logging
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import operator
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from argparse import Namespace
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from copy import deepcopy
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from datetime import datetime, timedelta
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from typing import Any, Dict, List, NamedTuple, Optional, Tuple
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@ -54,11 +55,6 @@ class Backtesting(object):
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"""
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def __init__(self, config: Dict[str, Any]) -> None:
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self.config = config
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self.strategy: IStrategy = StrategyResolver(self.config).strategy
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self.ticker_interval = self.strategy.ticker_interval
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self.tickerdata_to_dataframe = self.strategy.tickerdata_to_dataframe
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self.advise_buy = self.strategy.advise_buy
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self.advise_sell = self.strategy.advise_sell
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# Reset keys for backtesting
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self.config['exchange']['key'] = ''
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@ -279,6 +275,19 @@ class Backtesting(object):
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pairs = self.config['exchange']['pair_whitelist']
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logger.info('Using stake_currency: %s ...', self.config['stake_currency'])
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logger.info('Using stake_amount: %s ...', self.config['stake_amount'])
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strategylist: List[IStrategy] = []
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if self.config.get('strategy_list', None):
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# Force one interval
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self.ticker_interval = self.config.get('ticker_interval')
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for strat in self.config.get('strategy_list'):
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stratconf = deepcopy(self.config)
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stratconf['strategy'] = strat
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s = StrategyResolver(stratconf).strategy
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strategylist.append(s)
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else:
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# only one strategy
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strategylist.append(StrategyResolver(self.config).strategy)
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if self.config.get('live'):
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logger.info('Downloading data for all pairs in whitelist ...')
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@ -308,61 +317,68 @@ class Backtesting(object):
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logger.info('Ignoring max_open_trades (--disable-max-market-positions was used) ...')
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max_open_trades = 0
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preprocessed = self.tickerdata_to_dataframe(data)
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for strat in strategylist:
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self.strategy = strat
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self.tickerdata_to_dataframe = self.strategy.tickerdata_to_dataframe
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self.populate_buy_trend = self.strategy.populate_buy_trend
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self.populate_sell_trend = self.strategy.populate_sell_trend
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# Print timeframe
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min_date, max_date = self.get_timeframe(preprocessed)
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logger.info(
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'Measuring data from %s up to %s (%s days)..',
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min_date.isoformat(),
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max_date.isoformat(),
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(max_date - min_date).days
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)
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# need to reprocess data every time to populate signals
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preprocessed = self.tickerdata_to_dataframe(data)
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# Execute backtest and print results
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results = self.backtest(
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{
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'stake_amount': self.config.get('stake_amount'),
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'processed': preprocessed,
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'max_open_trades': max_open_trades,
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'position_stacking': self.config.get('position_stacking', False),
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}
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)
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if self.config.get('export', False):
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self._store_backtest_result(self.config.get('exportfilename'), results)
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logger.info(
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'\n' + '=' * 49 +
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' BACKTESTING REPORT ' +
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'=' * 50 + '\n'
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'%s',
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self._generate_text_table(
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data,
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results
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# Print timeframe
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min_date, max_date = self.get_timeframe(preprocessed)
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logger.info(
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'Measuring data from %s up to %s (%s days)..',
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min_date.isoformat(),
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max_date.isoformat(),
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(max_date - min_date).days
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)
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)
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# logger.info(
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# results[['sell_reason']].groupby('sell_reason').count()
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# )
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logger.info(
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'\n' +
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' SELL READON STATS '.center(119, '=') +
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'\n%s \n',
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self._generate_text_table_sell_reason(data, results)
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)
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logger.info(
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'\n' +
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' LEFT OPEN TRADES REPORT '.center(119, '=') +
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'\n%s',
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self._generate_text_table(
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data,
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results.loc[results.open_at_end]
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# Execute backtest and print results
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results = self.backtest(
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{
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'stake_amount': self.config.get('stake_amount'),
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'processed': preprocessed,
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'max_open_trades': max_open_trades,
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'position_stacking': self.config.get('position_stacking', False),
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}
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)
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if self.config.get('export', False):
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self._store_backtest_result(self.config.get('exportfilename'), results)
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logger.info(
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'\n' + '=' * 49 +
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' BACKTESTING REPORT ' +
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'=' * 50 + '\n'
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'%s',
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self._generate_text_table(
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data,
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results
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)
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)
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# logger.info(
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# results[['sell_reason']].groupby('sell_reason').count()
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# )
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logger.info(
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'\n' +
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' SELL READON STATS '.center(119, '=') +
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'\n%s \n',
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self._generate_text_table_sell_reason(data, results)
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)
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logger.info(
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'\n' +
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' LEFT OPEN TRADES REPORT '.center(119, '=') +
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'\n%s',
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self._generate_text_table(
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data,
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results.loc[results.open_at_end]
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)
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)
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)
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def setup_configuration(args: Namespace) -> Dict[str, Any]:
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