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Merge pull request #2834 from yazeed/consistent_main_sharpe_hyperopt_loss
better readability on sharpe ratio loss method
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@ -28,18 +28,19 @@ class SharpeHyperOptLoss(IHyperOptLoss):
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Uses Sharpe Ratio calculation.
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Uses Sharpe Ratio calculation.
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"""
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"""
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total_profit = results.profit_percent
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total_profit = results["profit_percent"]
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days_period = (max_date - min_date).days
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days_period = (max_date - min_date).days
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# adding slippage of 0.1% per trade
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# adding slippage of 0.1% per trade
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total_profit = total_profit - 0.0005
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total_profit = total_profit - 0.0005
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expected_yearly_return = total_profit.sum() / days_period
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expected_returns_mean = total_profit.sum() / days_period
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up_stdev = np.std(total_profit)
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if (np.std(total_profit) != 0.):
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if (np.std(total_profit) != 0.):
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sharp_ratio = expected_yearly_return / np.std(total_profit) * np.sqrt(365)
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sharp_ratio = expected_returns_mean / up_stdev * np.sqrt(365)
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else:
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else:
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# Define high (negative) sharpe ratio to be clear that this is NOT optimal.
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# Define high (negative) sharpe ratio to be clear that this is NOT optimal.
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sharp_ratio = -20.
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sharp_ratio = -20.
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# print(expected_yearly_return, np.std(total_profit), sharp_ratio)
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# print(expected_returns_mean, up_stdev, sharp_ratio)
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return -sharp_ratio
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return -sharp_ratio
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