Simplify calling backtesting by returning the proper result
This commit is contained in:
parent
e2e1d34828
commit
f2e182002d
@ -330,7 +330,7 @@ class Backtesting:
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def backtest(self, processed: Dict,
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def backtest(self, processed: Dict,
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start_date: datetime, end_date: datetime,
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start_date: datetime, end_date: datetime,
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max_open_trades: int = 0, position_stacking: bool = False,
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max_open_trades: int = 0, position_stacking: bool = False,
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enable_protections: bool = False) -> DataFrame:
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enable_protections: bool = False) -> Dict[str, Any]:
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"""
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"""
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Implement backtesting functionality
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Implement backtesting functionality
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@ -417,7 +417,13 @@ class Backtesting:
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trades += self.handle_left_open(open_trades, data=data)
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trades += self.handle_left_open(open_trades, data=data)
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self.wallets.update()
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self.wallets.update()
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return trade_list_to_dataframe(trades)
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results = trade_list_to_dataframe(trades)
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return {
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'results': results,
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'config': self.strategy.config,
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'locks': PairLocks.get_all_locks(),
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'final_balance': self.wallets.get_total(self.strategy.config['stake_currency']),
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}
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def backtest_one_strategy(self, strat: IStrategy, data: Dict[str, Any], timerange: TimeRange):
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def backtest_one_strategy(self, strat: IStrategy, data: Dict[str, Any], timerange: TimeRange):
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logger.info("Running backtesting for Strategy %s", strat.get_strategy_name())
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logger.info("Running backtesting for Strategy %s", strat.get_strategy_name())
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@ -457,14 +463,12 @@ class Backtesting:
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enable_protections=self.config.get('enable_protections', False),
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enable_protections=self.config.get('enable_protections', False),
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)
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)
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backtest_end_time = datetime.now(timezone.utc)
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backtest_end_time = datetime.now(timezone.utc)
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self.all_results[self.strategy.get_strategy_name()] = {
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results.update({
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'results': results,
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'config': self.strategy.config,
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'locks': PairLocks.get_all_locks(),
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'final_balance': self.wallets.get_total(self.strategy.config['stake_currency']),
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'backtest_start_time': int(backtest_start_time.timestamp()),
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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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'backtest_end_time': int(backtest_end_time.timestamp()),
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}
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})
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self.all_results[self.strategy.get_strategy_name()] = results
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return min_date, max_date
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return min_date, max_date
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def start(self) -> None:
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def start(self) -> None:
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@ -31,7 +31,6 @@ from freqtrade.optimize.hyperopt_interface import IHyperOpt # noqa: F401
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from freqtrade.optimize.hyperopt_loss_interface import IHyperOptLoss # noqa: F401
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from freqtrade.optimize.hyperopt_loss_interface import IHyperOptLoss # noqa: F401
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from freqtrade.optimize.hyperopt_tools import HyperoptTools
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from freqtrade.optimize.hyperopt_tools import HyperoptTools
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from freqtrade.optimize.optimize_reports import generate_strategy_stats
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from freqtrade.optimize.optimize_reports import generate_strategy_stats
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from freqtrade.persistence.pairlock_middleware import PairLocks
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from freqtrade.resolvers.hyperopt_resolver import HyperOptLossResolver, HyperOptResolver
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from freqtrade.resolvers.hyperopt_resolver import HyperOptLossResolver, HyperOptResolver
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from freqtrade.strategy import IStrategy
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from freqtrade.strategy import IStrategy
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@ -279,7 +278,7 @@ class Hyperopt:
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min_date, max_date = get_timerange(processed)
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min_date, max_date = get_timerange(processed)
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backtesting_results = self.backtesting.backtest(
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bt_results = self.backtesting.backtest(
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processed=processed,
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processed=processed,
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start_date=min_date.datetime,
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start_date=min_date.datetime,
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end_date=max_date.datetime,
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end_date=max_date.datetime,
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@ -288,17 +287,12 @@ class Hyperopt:
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enable_protections=self.config.get('enable_protections', False),
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enable_protections=self.config.get('enable_protections', False),
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)
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)
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backtest_end_time = datetime.now(timezone.utc)
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backtest_end_time = datetime.now(timezone.utc)
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bt_results.update({
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bt_result = {
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'results': backtesting_results,
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'config': self.backtesting.strategy.config,
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'locks': PairLocks.get_all_locks(),
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'final_balance': self.backtesting.wallets.get_total(
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self.backtesting.strategy.config['stake_currency']),
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'backtest_start_time': int(backtest_start_time.timestamp()),
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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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'backtest_end_time': int(backtest_end_time.timestamp()),
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}
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})
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return self._get_results_dict(bt_result, min_date, max_date,
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return self._get_results_dict(bt_results, min_date, max_date,
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params_dict, params_details,
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params_dict, params_details,
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processed=processed)
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processed=processed)
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@ -274,7 +274,7 @@ def generate_strategy_stats(btdata: Dict[str, DataFrame],
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"""
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"""
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results: Dict[str, DataFrame] = content['results']
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results: Dict[str, DataFrame] = content['results']
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if not isinstance(results, DataFrame):
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if not isinstance(results, DataFrame):
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return
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return {}
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config = content['config']
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config = content['config']
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max_open_trades = min(config['max_open_trades'], len(btdata.keys()))
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max_open_trades = min(config['max_open_trades'], len(btdata.keys()))
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starting_balance = config['dry_run_wallet']
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starting_balance = config['dry_run_wallet']
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@ -514,13 +514,14 @@ def test_backtest_one(default_conf, fee, mocker, testdatadir) -> None:
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timerange=timerange)
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timerange=timerange)
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processed = backtesting.strategy.ohlcvdata_to_dataframe(data)
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processed = backtesting.strategy.ohlcvdata_to_dataframe(data)
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min_date, max_date = get_timerange(processed)
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min_date, max_date = get_timerange(processed)
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results = backtesting.backtest(
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result = backtesting.backtest(
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processed=processed,
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processed=processed,
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start_date=min_date,
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start_date=min_date,
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end_date=max_date,
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end_date=max_date,
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max_open_trades=10,
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max_open_trades=10,
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position_stacking=False,
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position_stacking=False,
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)
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)
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results = result['results']
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assert not results.empty
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assert not results.empty
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assert len(results) == 2
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assert len(results) == 2
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@ -583,8 +584,8 @@ def test_backtest_1min_timeframe(default_conf, fee, mocker, testdatadir) -> None
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max_open_trades=1,
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max_open_trades=1,
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position_stacking=False,
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position_stacking=False,
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)
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)
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assert not results.empty
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assert not results['results'].empty
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assert len(results) == 1
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assert len(results['results']) == 1
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def test_processed(default_conf, mocker, testdatadir) -> None:
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def test_processed(default_conf, mocker, testdatadir) -> None:
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@ -623,7 +624,7 @@ def test_backtest_pricecontours_protections(default_conf, fee, mocker, testdatad
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# While buy-signals are unrealistic, running backtesting
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# While buy-signals are unrealistic, running backtesting
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# over and over again should not cause different results
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# over and over again should not cause different results
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for [contour, numres] in tests:
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for [contour, numres] in tests:
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assert len(simple_backtest(default_conf, contour, mocker, testdatadir)) == numres
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assert len(simple_backtest(default_conf, contour, mocker, testdatadir)['results']) == numres
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@pytest.mark.parametrize('protections,contour,expected', [
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@pytest.mark.parametrize('protections,contour,expected', [
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@ -648,7 +649,7 @@ def test_backtest_pricecontours(default_conf, fee, mocker, testdatadir,
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mocker.patch('freqtrade.exchange.Exchange.get_fee', fee)
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mocker.patch('freqtrade.exchange.Exchange.get_fee', fee)
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# While buy-signals are unrealistic, running backtesting
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# While buy-signals are unrealistic, running backtesting
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# over and over again should not cause different results
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# over and over again should not cause different results
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assert len(simple_backtest(default_conf, contour, mocker, testdatadir)) == expected
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assert len(simple_backtest(default_conf, contour, mocker, testdatadir)['results']) == expected
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def test_backtest_clash_buy_sell(mocker, default_conf, testdatadir):
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def test_backtest_clash_buy_sell(mocker, default_conf, testdatadir):
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@ -662,8 +663,8 @@ def test_backtest_clash_buy_sell(mocker, default_conf, testdatadir):
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backtesting = Backtesting(default_conf)
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backtesting = Backtesting(default_conf)
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backtesting.strategy.advise_buy = fun # Override
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backtesting.strategy.advise_buy = fun # Override
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backtesting.strategy.advise_sell = fun # Override
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backtesting.strategy.advise_sell = fun # Override
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results = backtesting.backtest(**backtest_conf)
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result = backtesting.backtest(**backtest_conf)
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assert results.empty
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assert result['results'].empty
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def test_backtest_only_sell(mocker, default_conf, testdatadir):
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def test_backtest_only_sell(mocker, default_conf, testdatadir):
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@ -677,8 +678,8 @@ def test_backtest_only_sell(mocker, default_conf, testdatadir):
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backtesting = Backtesting(default_conf)
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backtesting = Backtesting(default_conf)
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backtesting.strategy.advise_buy = fun # Override
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backtesting.strategy.advise_buy = fun # Override
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backtesting.strategy.advise_sell = fun # Override
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backtesting.strategy.advise_sell = fun # Override
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results = backtesting.backtest(**backtest_conf)
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result = backtesting.backtest(**backtest_conf)
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assert results.empty
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assert result['results'].empty
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def test_backtest_alternate_buy_sell(default_conf, fee, mocker, testdatadir):
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def test_backtest_alternate_buy_sell(default_conf, fee, mocker, testdatadir):
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@ -690,10 +691,11 @@ def test_backtest_alternate_buy_sell(default_conf, fee, mocker, testdatadir):
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backtesting = Backtesting(default_conf)
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backtesting = Backtesting(default_conf)
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backtesting.strategy.advise_buy = _trend_alternate # Override
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backtesting.strategy.advise_buy = _trend_alternate # Override
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backtesting.strategy.advise_sell = _trend_alternate # Override
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backtesting.strategy.advise_sell = _trend_alternate # Override
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results = backtesting.backtest(**backtest_conf)
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result = backtesting.backtest(**backtest_conf)
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# 200 candles in backtest data
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# 200 candles in backtest data
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# won't buy on first (shifted by 1)
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# won't buy on first (shifted by 1)
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# 100 buys signals
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# 100 buys signals
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results = result['results']
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assert len(results) == 100
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assert len(results) == 100
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# One trade was force-closed at the end
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# One trade was force-closed at the end
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assert len(results.loc[results['is_open']]) == 0
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assert len(results.loc[results['is_open']]) == 0
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@ -745,9 +747,9 @@ def test_backtest_multi_pair(default_conf, fee, mocker, tres, pair, testdatadir)
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results = backtesting.backtest(**backtest_conf)
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results = backtesting.backtest(**backtest_conf)
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# Make sure we have parallel trades
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# Make sure we have parallel trades
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assert len(evaluate_result_multi(results, '5m', 2)) > 0
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assert len(evaluate_result_multi(results['results'], '5m', 2)) > 0
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# make sure we don't have trades with more than configured max_open_trades
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# make sure we don't have trades with more than configured max_open_trades
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assert len(evaluate_result_multi(results, '5m', 3)) == 0
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assert len(evaluate_result_multi(results['results'], '5m', 3)) == 0
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backtest_conf = {
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backtest_conf = {
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'processed': processed,
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'processed': processed,
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@ -757,7 +759,7 @@ def test_backtest_multi_pair(default_conf, fee, mocker, tres, pair, testdatadir)
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'position_stacking': False,
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'position_stacking': False,
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}
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}
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results = backtesting.backtest(**backtest_conf)
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results = backtesting.backtest(**backtest_conf)
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assert len(evaluate_result_multi(results, '5m', 1)) == 0
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assert len(evaluate_result_multi(results['results'], '5m', 1)) == 0
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def test_backtest_start_timerange(default_conf, mocker, caplog, testdatadir):
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def test_backtest_start_timerange(default_conf, mocker, caplog, testdatadir):
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@ -803,7 +805,12 @@ def test_backtest_start_timerange(default_conf, mocker, caplog, testdatadir):
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def test_backtest_start_multi_strat(default_conf, mocker, caplog, testdatadir):
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def test_backtest_start_multi_strat(default_conf, mocker, caplog, testdatadir):
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patch_exchange(mocker)
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patch_exchange(mocker)
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backtestmock = MagicMock(return_value=pd.DataFrame(columns=BT_DATA_COLUMNS))
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backtestmock = MagicMock(return_value={
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'results': pd.DataFrame(columns=BT_DATA_COLUMNS),
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'config': default_conf,
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'locks': [],
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'final_balance': 1000,
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})
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mocker.patch('freqtrade.plugins.pairlistmanager.PairListManager.whitelist',
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mocker.patch('freqtrade.plugins.pairlistmanager.PairListManager.whitelist',
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PropertyMock(return_value=['UNITTEST/BTC']))
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PropertyMock(return_value=['UNITTEST/BTC']))
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mocker.patch('freqtrade.optimize.backtesting.Backtesting.backtest', backtestmock)
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mocker.patch('freqtrade.optimize.backtesting.Backtesting.backtest', backtestmock)
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@ -867,8 +874,7 @@ def test_backtest_start_multi_strat(default_conf, mocker, caplog, testdatadir):
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def test_backtest_start_multi_strat_nomock(default_conf, mocker, caplog, testdatadir, capsys):
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def test_backtest_start_multi_strat_nomock(default_conf, mocker, caplog, testdatadir, capsys):
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patch_exchange(mocker)
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patch_exchange(mocker)
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backtestmock = MagicMock(side_effect=[
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result1 = pd.DataFrame({'pair': ['XRP/BTC', 'LTC/BTC'],
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pd.DataFrame({'pair': ['XRP/BTC', 'LTC/BTC'],
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'profit_ratio': [0.0, 0.0],
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'profit_ratio': [0.0, 0.0],
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'profit_abs': [0.0, 0.0],
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'profit_abs': [0.0, 0.0],
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'open_date': pd.to_datetime(['2018-01-29 18:40:00',
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'open_date': pd.to_datetime(['2018-01-29 18:40:00',
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@ -882,8 +888,8 @@ def test_backtest_start_multi_strat_nomock(default_conf, mocker, caplog, testdat
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'open_rate': [0.104445, 0.10302485],
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'open_rate': [0.104445, 0.10302485],
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'close_rate': [0.104969, 0.103541],
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'close_rate': [0.104969, 0.103541],
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'sell_reason': [SellType.ROI, SellType.ROI]
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'sell_reason': [SellType.ROI, SellType.ROI]
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}),
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})
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pd.DataFrame({'pair': ['XRP/BTC', 'LTC/BTC', 'ETH/BTC'],
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result2 = pd.DataFrame({'pair': ['XRP/BTC', 'LTC/BTC', 'ETH/BTC'],
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'profit_ratio': [0.03, 0.01, 0.1],
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'profit_ratio': [0.03, 0.01, 0.1],
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'profit_abs': [0.01, 0.02, 0.2],
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'profit_abs': [0.01, 0.02, 0.2],
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'open_date': pd.to_datetime(['2018-01-29 18:40:00',
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'open_date': pd.to_datetime(['2018-01-29 18:40:00',
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@ -899,7 +905,20 @@ def test_backtest_start_multi_strat_nomock(default_conf, mocker, caplog, testdat
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'open_rate': [0.104445, 0.10302485, 0.122541],
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'open_rate': [0.104445, 0.10302485, 0.122541],
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'close_rate': [0.104969, 0.103541, 0.123541],
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'close_rate': [0.104969, 0.103541, 0.123541],
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'sell_reason': [SellType.ROI, SellType.ROI, SellType.STOP_LOSS]
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'sell_reason': [SellType.ROI, SellType.ROI, SellType.STOP_LOSS]
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}),
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})
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backtestmock = MagicMock(side_effect=[
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{
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'results': result1,
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'config': default_conf,
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'locks': [],
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'final_balance': 1000,
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},
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{
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'results': result2,
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'config': default_conf,
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'locks': [],
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'final_balance': 1000,
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}
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])
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])
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mocker.patch('freqtrade.plugins.pairlistmanager.PairListManager.whitelist',
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mocker.patch('freqtrade.plugins.pairlistmanager.PairListManager.whitelist',
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PropertyMock(return_value=['UNITTEST/BTC']))
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PropertyMock(return_value=['UNITTEST/BTC']))
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