gpytorch.metrics¶
See the metrics tutorial for usage instructions.
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metrics.
mean_absolute_error
(test_y: torch.Tensor)¶ Mean Absolute Error.
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metrics.
mean_squared_error
(test_y: torch.Tensor, squared: bool = True)¶ Mean Squared Error.
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metrics.
mean_standardized_log_loss
(test_y: torch.Tensor)¶ Mean Standardized Log Loss. Reference: Page No. 23, Gaussian Processes for Machine Learning, Carl Edward Rasmussen and Christopher K. I. Williams, The MIT Press, 2006. ISBN 0-262-18253-X
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metrics.
negative_log_predictive_density
(test_y: torch.Tensor)¶
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metrics.
quantile_coverage_error
(test_y: torch.Tensor, quantile: float = 95.0)¶ Quantile coverage error.