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fix formatting
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@ -5,11 +5,12 @@ This module defines the alternative HyperOptLoss class which can be used for
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Hyperoptimization.
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"""
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from datetime import datetime
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from freqtrade.data.btanalysis import calculate_max_drawdown
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from freqtrade.optimize.hyperopt import IHyperOptLoss
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from pandas import DataFrame
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from freqtrade.data.btanalysis import calculate_max_drawdown
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from freqtrade.optimize.hyperopt import IHyperOptLoss
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class MaxDrawDownHyperOptLoss(IHyperOptLoss):
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@ -31,7 +32,7 @@ class MaxDrawDownHyperOptLoss(IHyperOptLoss):
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Uses profit ratio weighted max_drawdown when drawdown is available.
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Otherwise directly optimizes profit ratio.
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"""
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total_profit = results['profit_ratio'].sum()
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total_profit = results['profit_ratio'].sum()
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try:
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max_drawdown = calculate_max_drawdown(results)
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except ValueError:
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@ -39,4 +40,4 @@ class MaxDrawDownHyperOptLoss(IHyperOptLoss):
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return -total_profit
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max_drawdown_rev = 1 / max_drawdown[0]
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ret = max_drawdown_rev * total_profit
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return -ret
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return -ret
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