Computation times

08:58.284 total execution time for 18 files from all galleries:

Example

Time

Mem (MB)

Early-stopping independent evaluations by Wilcoxon pruner (../../tutorial/20_recipes/013_wilcoxon_pruner.py)

04:31.234

0.0

Multi-objective Optimization with Optuna (../../tutorial/20_recipes/002_multi_objective.py)

01:54.487

0.0

Quick Visualization for Hyperparameter Optimization Analysis (../../tutorial/10_key_features/005_visualization.py)

01:51.319

0.0

Optuna Artifacts Tutorial (../../tutorial/20_recipes/012_artifact_tutorial.py)

00:27.225

0.0

Specify Hyperparameters Manually (../../tutorial/20_recipes/008_specify_params.py)

00:09.352

0.0

Efficient Optimization Algorithms (../../tutorial/10_key_features/003_efficient_optimization_algorithms.py)

00:01.230

0.0

Saving/Resuming Study with RDB Backend (../../tutorial/20_recipes/001_rdb.py)

00:01.011

0.0

Lightweight, versatile, and platform agnostic architecture (../../tutorial/10_key_features/001_first.py)

00:00.759

0.0

User-Defined Pruner (../../tutorial/20_recipes/006_user_defined_pruner.py)

00:00.670

0.0

Command-Line Interface (../../tutorial/20_recipes/004_cli.py)

00:00.340

0.0

User-Defined Sampler (../../tutorial/20_recipes/005_user_defined_sampler.py)

00:00.279

0.0

User Attributes (../../tutorial/20_recipes/003_attributes.py)

00:00.209

0.0

Ask-and-Tell Interface (../../tutorial/20_recipes/009_ask_and_tell.py)

00:00.104

0.0

Re-use the best trial (../../tutorial/20_recipes/010_reuse_best_trial.py)

00:00.047

0.0

(File-based) Journal Storage (../../tutorial/20_recipes/011_journal_storage.py)

00:00.011

0.0

Callback for Study.optimize (../../tutorial/20_recipes/007_optuna_callback.py)

00:00.005

0.0

Pythonic Search Space (../../tutorial/10_key_features/002_configurations.py)

00:00.001

0.0

Easy Parallelization (../../tutorial/10_key_features/004_distributed.py)

00:00.000

0.0