.. _tune-guides: =========== User Guides =========== .. tip:: We'd love to hear your feedback on using Tune - `get in touch `_! In this section, you can find material on how to use Tune and its various features. You can follow our :ref:`Tune Feature Guides `, but can also look into our :ref:`Practical Examples `, or go through some :ref:`Exercises ` to get started. .. _tune-feature-guides: Tune Feature Guides ------------------- .. panels:: :container: container pb-4 :column: col-md-4 px-2 py-2 :img-top-cls: pt-5 w-50 d-block mx-auto --- :img-top: /images/tune.png .. link-button:: tune-run :type: ref :text: Running Basic Experiments :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: tune-output :type: ref :text: Logging Tune Runs :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: tune-resources :type: ref :text: Setting Trial Resources :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: tune-search-space-tutorial :type: ref :text: Using Search Spaces :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: tune-stopping :type: ref :text: How to Define Stopping Criteria for a Ray Tune Experiment :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: tune-trial-checkpoints :type: ref :text: How to Save and Load Trial Checkpoints :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: tune-storage :type: ref :text: How to Configure Storage Options for a Distributed Tune Experiment :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: tune-fault-tolerance :type: ref :text: How to Enable Fault Tolerance in Ray Tune :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: tune-metrics :type: ref :text: Using Callbacks and Metrics :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: ../tutorials/tune_get_data_in_and_out :type: ref :text: Getting Data in and out of Tune :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: ../examples/tune_analyze_results :type: ref :text: Analyzing Tune Experiment Results :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: ../examples/pbt_guide :type: ref :text: A Guide to Population-Based Training :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: tune-distributed :type: ref :text: Deploying Tune in the Cloud :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: tune-lifecycle :type: ref :text: Tune Architecture :classes: btn-link btn-block stretched-link --- :img-top: /images/tune.png .. link-button:: tune-scalability :type: ref :text: Scalability Benchmarks :classes: btn-link btn-block stretched-link