compute_hypervolume_over_time(study[, ...])
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Compute the 2D hypervolume curve over time while excluding the last N trials from the Pareto calculation (by completion time). |
compute_pareto_plot_data(study, suffix[, ...])
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evaluate_tuning(study_prefix[, top_n, ...])
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For all surrogate studies named '<study_prefix>_<surrogate>', plot the top_n test-loss trajectories. |
format_surrogate_title(name)
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get_best_trials(study, top_n)
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Return trial numbers of best 'top_n' trials. |
hypervolume_2d(pareto_points, reference)
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load_loss_history(model_path)
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Load loss histories from a saved .pth. |
main()
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pareto_front(points)
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pareto_front_mask(points)
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parse_args()
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plot_losses(loss_histories, epochs, labels)
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Plot multiple loss trajectories on a log scale. |
save_individual_pareto_plot(data, out_dir)
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save_pareto_front_grid(datasets, out_dir)
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save_relative_hv_combined(datasets, out_dir)
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save_relative_hv_grid(datasets, out_dir)
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summarize_pareto_tradeoff(data)
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