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User Guides

AIR User Guides

---:img-top: /ray-air/images/preprocessors.svg

+++ .. link-button:: /ray-air/preprocessors :type: ref :text: Using Preprocessors :classes: btn-link btn-block stretched-link

---:img-top: /ray-air/images/train-icon.svg

+++ .. link-button:: trainer :type: ref :text: Using Trainers :classes: btn-link btn-block stretched-link

---:img-top: /ray-air/images/ingest-icon.svg

+++ .. link-button:: air-ingest :type: ref :text: Configuring Training Datasets :classes: btn-link btn-block stretched-link

---:img-top: /ray-air/images/tuner.svg

+++ .. link-button:: /ray-air/tuner :type: ref :text: Configuring Hyperparameter Tuning :classes: btn-link btn-block stretched-link

---:img-top: /ray-air/images/predictors.png

+++ .. link-button:: predictors :type: ref :text: Using Predictors for Inference :classes: btn-link btn-block stretched-link

---:img-top: /ray-air/images/serve-icon.svg

+++ .. link-button:: /ray-air/examples/serving_guide :type: ref :text: Deploying Predictors with Serve :classes: btn-link btn-block stretched-link

---:img-top: /ray-air/images/air-deploy.svg

+++ .. link-button:: air-deployment :type: ref :text: How to Deploy AIR :classes: btn-link btn-block stretched-link

Environment variables

Some behavior of Ray AIR can be controlled using environment variables.

Please also see the Ray Tune environment variables <tune-env-vars>.

  • RAY_AIR_FULL_TRACEBACKS: If set to 1, will print full tracebacks for training functions, including internal code paths. Otherwise, abbreviated tracebacks that only show user code are printed. Defaults to 0 (disabled).