Implement previous backtest result reuse when config and strategy did not change.
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@@ -14,12 +14,13 @@ from pandas import DataFrame
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from freqtrade.configuration import TimeRange, validate_config_consistency
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from freqtrade.constants import DATETIME_PRINT_FORMAT
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from freqtrade.data import history
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from freqtrade.data.btanalysis import trade_list_to_dataframe
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from freqtrade.data.btanalysis import find_existing_backtest_stats, trade_list_to_dataframe
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from freqtrade.data.converter import trim_dataframe, trim_dataframes
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from freqtrade.data.dataprovider import DataProvider
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from freqtrade.enums import BacktestState, SellType
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from freqtrade.exceptions import DependencyException, OperationalException
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from freqtrade.exchange import timeframe_to_minutes, timeframe_to_seconds
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from freqtrade.misc import get_strategy_run_id
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from freqtrade.mixins import LoggingMixin
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from freqtrade.optimize.bt_progress import BTProgress
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from freqtrade.optimize.optimize_reports import (generate_backtest_stats, show_backtest_results,
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@@ -60,7 +61,7 @@ class Backtesting:
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LoggingMixin.show_output = False
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self.config = config
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self.results: Optional[Dict[str, Any]] = None
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self.results: Dict[str, Any] = {}
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config['dry_run'] = True
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self.strategylist: List[IStrategy] = []
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@@ -727,6 +728,7 @@ class Backtesting:
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)
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backtest_end_time = datetime.now(timezone.utc)
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results.update({
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'run_id': get_strategy_run_id(strat),
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'backtest_start_time': int(backtest_start_time.timestamp()),
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'backtest_end_time': int(backtest_end_time.timestamp()),
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})
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@@ -745,15 +747,50 @@ class Backtesting:
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self.load_bt_data_detail()
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logger.info("Dataload complete. Calculating indicators")
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for strat in self.strategylist:
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min_date, max_date = self.backtest_one_strategy(strat, data, timerange)
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if len(self.strategylist) > 0:
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run_ids = {
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strategy.get_strategy_name(): get_strategy_run_id(strategy)
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for strategy in self.strategylist
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}
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self.results = generate_backtest_stats(data, self.all_results,
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min_date=min_date, max_date=max_date)
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# Load previous result that will be updated incrementally.
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if self.config.get('timerange', '-').endswith('-'):
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self.config['no_backtest_cache'] = True
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logger.warning('Backtest result caching disabled due to use of open-ended timerange.')
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if not self.config.get('no_backtest_cache', False):
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self.results = find_existing_backtest_stats(
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self.config['user_data_dir'] / 'backtest_results', run_ids)
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for strat in self.strategylist:
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if self.results and strat.get_strategy_name() in self.results['strategy']:
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# When previous result hash matches - reuse that result and skip backtesting.
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logger.info(f'Reusing result of previous backtest for {strat.get_strategy_name()}')
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continue
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min_date, max_date = self.backtest_one_strategy(strat, data, timerange)
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# Update old results with new ones.
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if len(self.all_results) > 0:
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results = generate_backtest_stats(
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data, self.all_results, min_date=min_date, max_date=max_date)
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if self.results:
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self.results['metadata'].update(results['metadata'])
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self.results['strategy'].update(results['strategy'])
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self.results['strategy_comparison'].extend(results['strategy_comparison'])
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else:
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self.results = results
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if self.config.get('export', 'none') == 'trades':
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store_backtest_stats(self.config['exportfilename'], self.results)
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# Results may be mixed up now. Sort them so they follow --strategy-list order.
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if 'strategy_list' in self.config and len(self.results) > 0:
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self.results['strategy_comparison'] = sorted(
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self.results['strategy_comparison'],
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key=lambda c: self.config['strategy_list'].index(c['key']))
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self.results['strategy'] = dict(
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sorted(self.results['strategy'].items(),
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key=lambda kv: self.config['strategy_list'].index(kv[0])))
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if len(self.strategylist) > 0:
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# Show backtest results
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show_backtest_results(self.config, self.results)
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