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ultralytics/docs/en/reference/utils/tuner.md
Mason 4368be82ae
Add support for multiple ray tune search algorithms (#23946) 
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Jing Qiu <61612323+Laughing-q@users.noreply.github.com>
Co-authored-by: Ultralytics Assistant <135830346+UltralyticsAssistant@users.noreply.github.com>
Co-authored-by: Laughing-q <1185102784@qq.com>
2026-03-31 18:56:04 +08:00

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Explore how to use ultralytics.utils.tuner.py for efficient hyperparameter tuning with Ray Tune. Learn implementation details and example usage. Ultralytics, tuner, hyperparameter tuning, Ray Tune, YOLO, machine learning, AI, optimization

Reference for ultralytics/utils/tuner.py

!!! success "Improvements"

This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏

::: ultralytics.utils.tuner._sanitize_tune_value




::: ultralytics.utils.tuner._get_ray_search_alg_kind




::: ultralytics.utils.tuner._validate_ax_search_space




::: ultralytics.utils.tuner._create_ax_search




::: ultralytics.utils.tuner._convert_bohb_search_space




::: ultralytics.utils.tuner._create_bohb_search




::: ultralytics.utils.tuner._create_nevergrad_search




::: ultralytics.utils.tuner._convert_zoopt_search_space




::: ultralytics.utils.tuner._create_zoopt_search




::: ultralytics.utils.tuner._resolve_ray_search_alg




::: ultralytics.utils.tuner.run_ray_tune