remove unused imports
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@ -23,7 +23,6 @@ from pandas import DataFrame
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from freqtrade.constants import DATETIME_PRINT_FORMAT, LAST_BT_RESULT_FN
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from freqtrade.data.converter import trim_dataframe
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from freqtrade.data.history import get_timerange
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from freqtrade.exceptions import OperationalException
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from freqtrade.misc import file_dump_json, plural
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from freqtrade.optimize.backtesting import Backtesting
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# Import IHyperOpt and IHyperOptLoss to allow unpickling classes from these modules
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@ -7,6 +7,8 @@ from contextlib import suppress
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from typing import Any, Callable, Dict, List
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from pandas import DataFrame
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with suppress(ImportError):
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from skopt.space import Dimension
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@ -14,6 +14,7 @@ from freqtrade.exchange import timeframe_to_minutes
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from freqtrade.misc import round_dict
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from freqtrade.strategy import IStrategy
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logger = logging.getLogger(__name__)
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@ -1,6 +1,6 @@
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# flake8: noqa: F401
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from freqtrade.exchange import (timeframe_to_minutes, timeframe_to_msecs, timeframe_to_next_date,
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timeframe_to_prev_date, timeframe_to_seconds)
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from freqtrade.strategy.hyper import CategoricalParameter, FloatParameter, IntParameter
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from freqtrade.strategy.interface import IStrategy
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from freqtrade.strategy.hyper import IntParameter, FloatParameter, CategoricalParameter
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from freqtrade.strategy.strategy_helper import merge_informative_pair, stoploss_from_open
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@ -4,7 +4,8 @@ This module defines a base class for auto-hyperoptable strategies.
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"""
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import logging
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from contextlib import suppress
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from typing import Iterator, Tuple, Any, Optional, Sequence, Union
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from typing import Any, Iterator, Optional, Sequence, Tuple, Union
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with suppress(ImportError):
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from skopt.space import Integer, Real, Categorical
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@ -58,12 +59,12 @@ class IntParameter(BaseParameter):
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space: Optional[str] = None, enabled: bool = True, **kwargs):
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"""
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Initialize hyperopt-optimizable parameter.
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:param low: lower end of optimization space or [low, high].
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:param high: high end of optimization space. Must be none of entire range is passed first parameter.
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:param low: Lower end (inclusive) of optimization space or [low, high].
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:param high: Upper end (inclusive) of optimization space.
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Must be none of entire range is passed first parameter.
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:param default: A default value.
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:param space: A parameter category. Can be 'buy' or 'sell'. This parameter is optional if
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parameter field
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name is prefixed with 'buy_' or 'sell_'.
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parameter fieldname is prefixed with 'buy_' or 'sell_'.
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:param kwargs: Extra parameters to skopt.space.Integer.
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"""
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if high is None:
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@ -92,12 +93,12 @@ class FloatParameter(BaseParameter):
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default: float, space: Optional[str] = None, enabled: bool = True, **kwargs):
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"""
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Initialize hyperopt-optimizable parameter.
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:param low: lower end of optimization space or [low, high].
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:param high: high end of optimization space. Must be none of entire range is passed first parameter.
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:param low: Lower end (inclusive) of optimization space or [low, high].
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:param high: Upper end (inclusive) of optimization space.
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Must be none if entire range is passed first parameter.
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:param default: A default value.
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:param space: A parameter category. Can be 'buy' or 'sell'. This parameter is optional if
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parameter field
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name is prefixed with 'buy_' or 'sell_'.
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parameter fieldname is prefixed with 'buy_' or 'sell_'.
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:param kwargs: Extra parameters to skopt.space.Real.
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"""
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if high is None:
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