optuna.visualizationΒΆ

Note

visualization module uses plotly to create figures, but JupyterLab cannot render them by default. Please follow this installation guide to show figures in JupyterLab.

optuna.visualization.plot_contour

Plot the parameter relationship as contour plot in a study.

optuna.visualization.plot_edf

Plot the objective value EDF (empirical distribution function) of a study.

optuna.visualization.plot_intermediate_values

Plot intermediate values of all trials in a study.

optuna.visualization.plot_optimization_history

Plot optimization history of all trials in a study.

optuna.visualization.plot_parallel_coordinate

Plot the high-dimentional parameter relationships in a study.

optuna.visualization.plot_param_importances

Plot hyperparameter importances.

optuna.visualization.plot_slice

Plot the parameter relationship as slice plot in a study.

optuna.visualization.is_available

Returns whether visualization is available or not.