{"data":{"slug":"microsoft-flaml","name":"FLAML","tagline":"A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.","github_url":"https://github.com/microsoft/FLAML","owner":"microsoft","repo":"FLAML","owner_avatar_url":"https://avatars.githubusercontent.com/u/6154722?v=4","primary_language":"Jupyter Notebook","stars":4373,"forks":558,"topics":["automated-machine-learning","automl","classification","data-science","deep-learning","finetuning","hyperparam","hyperparameter-optimization","jupyter-notebook","machine-learning","natural-language-generation","natural-language-processing","python","random-forest","regression","scikit-learn","tabular-data","timeseries-forecasting","tuning"],"archived":false,"github_pushed_at":"2026-07-11T04:51:11+00:00","maintenance_label":"Very active","url":"https://www.graphcanon.com/tools/microsoft-flaml","markdown_url":"https://www.graphcanon.com/tools/microsoft-flaml.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/microsoft-flaml","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=microsoft-flaml","description":"A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.","homepage_url":"https://microsoft.github.io/FLAML/","license":"MIT","open_issues":182,"watchers":55,"ai_summary":null,"readme_excerpt":"## Installation\n\nThe latest version of FLAML requires **Python >= 3.10 and < 3.14**. While other Python versions may work for core components, full model support is not guaranteed. FLAML can be installed via `pip`:\n\n```bash\npip install flaml\n```\n\nMinimal dependencies are installed without extra options. You can install extra options based on the feature you need. For example, use the following to install the dependencies needed by the [`automl`](https://microsoft.github.io/FLAML/docs/Use-Cases/Task-Oriented-AutoML) module.\n\n```bash\npip install \"flaml[automl]\"\n```\n\nFind more options in [Installation](https://microsoft.github.io/FLAML/docs/Installation).\nEach of the [`notebook examples`](https://github.com/microsoft/FLAML/tree/main/notebook) may require a specific option to be installed.","github_created_at":"2020-08-20T20:46:11+00:00","created_at":"2026-07-11T23:34:08.286859+00:00","updated_at":"2026-07-11T23:34:20.910486+00:00","categories":[{"slug":"developer-tools","name":"Developer Tools","url":"https://www.graphcanon.com/categories/developer-tools","markdown_url":"https://www.graphcanon.com/categories/developer-tools.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/developer-tools"}],"tags":[{"slug":"automated-machine-learning","name":"automated-machine-learning"},{"slug":"automl","name":"automl"},{"slug":"classification","name":"classification"},{"slug":"data-science","name":"data-science"},{"slug":"deep-learning","name":"deep-learning"},{"slug":"finetuning","name":"finetuning"},{"slug":"hyperparam","name":"hyperparam"},{"slug":"hyperparameter-optimization","name":"hyperparameter-optimization"}],"trust":{"provenance":{"is_fork":false,"github_id":289107293,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-11T23:34:16.606Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":1,"days_since_push":0,"last_release_at":"2026-04-28T02:02:26Z"},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T23:34:17.178Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-07-11T23:34:16.313Z"},"deploy":{"source":"dockerfile:Dockerfile","self_host":true,"observed_at":"2026-07-11T23:34:16.313Z","managed_saas":false},"languages":{"value":["jupyter notebook","python"],"source":"github.language+pyproject.toml","observed_at":"2026-07-11T23:34:16.313Z"},"has_docker":{"value":true,"source":"dockerfile:Dockerfile","observed_at":"2026-07-11T23:34:16.313Z"},"license_spdx":{"value":"MIT","source":"github.license","observed_at":"2026-07-11T23:34:16.313Z"}}}}