v0.13.0b1

Highlights

Support user-defined Plotly objects

import optuna
from optuna_dashboard import save_plotly_graph_object

def objective(trial):
    x = trial.suggest_float("x", -100, 100)
    y = trial.suggest_categorical("y", [-1, 0, 1])
    return x**2 + y

study = optuna.create_study()
study.optimize(objective, n_trials=100)
figure = optuna.visualization.plot_optimization_history(study)
save_plotly_graph_object(study, figure)

What's Changed

• Update errors.rst about warnings of Artifact functionalities. by @c-bata in #549
• Add directions in CompareStudies by @keisuke-umezawa in #539
• Add optuna_dashboard.preferential module by @c-bata in #546
• Revert PR 534 that introduces codecov. by @c-bata in #554
• Add .readthedocs.yml by @c-bata in #556
• Remove system_attrs attributes from API response by @c-bata in #550
• Support 3dmodel artifacts by @hrntsm in #552
• Add is_preferential property to the study detail api response by @c-bata in #558
• Clear in memory cache every after api calls in unit tests by @c-bata in #560
• Update JSON APIs to report preferences and get preferential best trials. by @moririn2528 in #559
• Uninstall types/react-router-dom by @c-bata in #561
• add is_preferential flag to StudySummary by @moririn2528 in #563
• add ignorefile for eslint by @moririn2528 in #566
• uniform internal error style by @moririn2528 in #567
• Only show legend with multiple studies in the history plot by @keisuke-umezawa in #568
• Add initial support for Preferential Optimization by @moririn2528 in #565
• Fix the bug while displaying study_user_attrs by @c-bata in #570
• Merge the implementation of GraphEdf and GraphEdfMultiStudies by @keisuke-umezawa in #478
• Store artifact meta in trial_system_attr by @Alnusjaponica in #564
• Fix the bug while renaming a study with maximize direction by @lucasmrdt in #571
• Add docstrings of preferential optimization functions by @c-bata in #555
• Add some improvements on SQLite3 WASM loader by @c-bata in #574
• Support external_param_value and union_user_attrs on optuna-dashboard-wasm. by @c-bata in #575
• Update README and docs for the VS Code extension by @c-bata in #579
• Fix the sort of user_attr values by @c-bata in #580
• Improve human feedback UI for Preferential Optimization by @moririn2528 in #572
• Fix lint errors on PR #551 by @c-bata in #583
• PreferentialGPSampler by @contramundum53 in #551
• Fix an example of preferential optimization by @c-bata in #585
• Introduce skip flag for preferential optimization by @moririn2528 in #581
• Deploy browser-only app to GitHub Pages by @c-bata in #582
• Change public path for GitHub pages by @c-bata in #588
• Update README and add ogp for optuna-dashboard-wasm by @c-bata in #589
• Add GIF animation on README by @c-bata in #592
• Add analytics page for preferential by @moririn2528 in #587
• Update .gitignore for preferential optimization examples by @c-bata in #593
• Introduce codecov settings by @keisuke-umezawa in #562
• Use a different test fixture for each test file in the e2e tests by @keisuke-umezawa in #569
• [preferential] Add PreferentialStudy.should_generate by @contramundum53 in #595
• [preferential] Add enqueue_trial to PreferentialStudy by @contramundum53 in #598
• add preference history by @moririn2528 in #584
• Support user-defined plotly figures by @c-bata in #600
• Bump the version up to v0.13.0b1 by @c-bata in #597

New Contributors

• @moririn2528 made their first contribution in #559
• @lucasmrdt made their first contribution in #571

Full Changelog: v0.12.0...v0.13.0b1