deephyper.analysis.hpo

Visualization tools for Hyperparameter Optimization.

Functions

add_colorbar_px
compile_worker_activity	Compute the number of active workers.
filter_failed_objectives	Filter out lines from the DataFrame with failed objectives.
parameters_at_max	Return the parameters at the maximum of the objective function.
pax_parallel	Wrapper for paxplot analagous to the matplotlib.pyplot.subplots function
plot_parallel_coordinate	Plot a parallel coordinate plot of the hyperparameters.
plot_search_trajectory_single_objective_hpo	Plot the search trajectory of a Single-Objective Hyperparameter Search.
plot_worker_utilization	Plot the worker utilization of a search.
rank	Returns the ranking from a list of scores given a tolerance epsilon (wrapper around scipy.stats.rankdata, see Scipy Documentation).

Classes

LinearSegmentedColormap	Colormap objects based on lookup tables using linear segments.
MaxNLocator	Find nice tick locations with no more than nbins + 1 being within the view limits.