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improvements to hyperopt output
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@ -11,7 +11,7 @@ import sys
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from operator import itemgetter
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from pathlib import Path
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from pprint import pprint
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from typing import Any, Dict, List
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from typing import Any, Dict, List, Optional
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from joblib import Parallel, delayed, dump, load, wrap_non_picklable_objects, cpu_count
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from pandas import DataFrame
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@ -70,7 +70,7 @@ class Hyperopt(Backtesting):
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if hasattr(self.custom_hyperopt, 'populate_sell_trend'):
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self.advise_sell = self.custom_hyperopt.populate_sell_trend # type: ignore
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# Use max_open_trades for hyperopt as well, except --disable-max-market-positions is set
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# Use max_open_trades for hyperopt as well, except --disable-max-market-positions is set
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if self.config.get('use_max_market_positions', True):
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self.max_open_trades = self.config['max_open_trades']
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else:
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@ -134,10 +134,19 @@ class Hyperopt(Backtesting):
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log_str = self.format_results_logstring(best_result)
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print(f"\nBest result:\n{log_str}\nwith values:")
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pprint(params, indent=4)
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if self.has_space('buy'):
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print('Buy hyperspace params:')
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pprint({p.name: params.get(p.name) for p in self.hyperopt_space('buy')},
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indent=4)
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if self.has_space('sell'):
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print('Sell hyperspace params:')
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pprint({p.name: params.get(p.name) for p in self.hyperopt_space('sell')},
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indent=4)
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if self.has_space('roi'):
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print("ROI table:")
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pprint(self.custom_hyperopt.generate_roi_table(params), indent=4)
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if self.has_space('stoploss'):
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print(f"Stoploss: {params.get('stoploss')}")
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def log_results(self, results) -> None:
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"""
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@ -171,21 +180,24 @@ class Hyperopt(Backtesting):
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"""
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return any(s in self.config['spaces'] for s in [space, 'all'])
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def hyperopt_space(self) -> List[Dimension]:
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def hyperopt_space(self, space: Optional[str] = None) -> List[Dimension]:
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"""
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Return the space to use during Hyperopt
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Return the dimentions in the hyperoptimization space.
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:param space: Defines hyperspace to return dimentions for.
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If None, then the self.has_space() will be used to return dimentions
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for all hyperspaces used.
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"""
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spaces: List[Dimension] = []
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if self.has_space('buy'):
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if space == 'buy' or (space is None and self.has_space('buy')):
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logger.debug("Hyperopt has 'buy' space")
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spaces += self.custom_hyperopt.indicator_space()
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if self.has_space('sell'):
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if space == 'sell' or (space is None and self.has_space('sell')):
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logger.debug("Hyperopt has 'sell' space")
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spaces += self.custom_hyperopt.sell_indicator_space()
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if self.has_space('roi'):
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if space == 'roi' or (space is None and self.has_space('roi')):
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logger.debug("Hyperopt has 'roi' space")
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spaces += self.custom_hyperopt.roi_space()
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if self.has_space('stoploss'):
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if space == 'stoploss' or (space is None and self.has_space('stoploss')):
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logger.debug("Hyperopt has 'stoploss' space")
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spaces += self.custom_hyperopt.stoploss_space()
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return spaces
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