deephyper.analysis.hpo

Subpackage for hyperparameter search analysis.

Functions

filter_failed_objectives	Filter out lines from the DataFrame with failed objectives.
get_mask_of_rows_without_failures	Return a boolean mask where true values are non-failures.
parameters_at_max	Return the parameters at the maximum of the given column function.
parameters_at_topk	Return the parameters at the top-k of the given column.
parameters_from_row	Extract the parameters from a row of a DataFrame.
plot_search_trajectory_single_objective_hpo	Plot the search trajectory of a Single-Objective Hyperparameter Optimization.
plot_worker_utilization	Plot the worker utilization of a search.
read_results_from_csv	Read the results of a Hyperparameter Search from a CSV file.