v1.1.2

News

• AAAI-23 tutorial: We will be giving a tutorial about FLAML in AAAI-23 on Feb 08, 2023. Please find the tutorial agenda in this page.
• Latest research to appear at ICLR-23: Our latest research on multiobjective HPO is accepted as one of the notable-top-5% research papers in ICLR 2023:
  • Please find more details about the method in our paper: Targeted Hyperparameter Optimization with Lexicographic Preferences Over Multiple Objectives. Shaokun Zhang, Feiran Jia, Chi Wang, Qingyun Wu. ICLR 2023 (notable-top-5%).
  • Please find detailed documentation about this new functionality in this page: https://microsoft.github.io/FLAML/docs/Use-Cases/Tune-User-Defined-Function#lexicographic-objectives.
• OpenAI support is added in this release. A notebook example can be found at: https://github.com/microsoft/FLAML/blob/main/notebook/integrate_openai.ipynb

What's Changed

• handle num_samples=-1 by @sonichi in #879
• Bump json5 from 2.2.1 to 2.2.3 in /website by @dependabot in #877
• fix the doc error of customized metrics in automl by @skzhang1 in #883
• Bump ua-parser-js from 0.7.32 to 0.7.33 in /website by @dependabot in #900
• display data head in notebook; exclude None by @sonichi in #885
• Support percentage tolerance for lexicographic optimization by @skzhang1 in #875
• Document how to use the group k-fold by @coffepowered in #894
• update doc for research papers by @qingyun-wu in #912
• stratified group kfold splitter by @sonichi in #899
• add cost budget; move loc of make_dir by @sonichi in #888
• Add bibtex entries for research publications by @Animaholic in #904
• Openai by @sonichi in #905

New Contributors

• @coffepowered made their first contribution in #894
• @Animaholic made their first contribution in #904

Full Changelog: v1.1.1...v1.1.2