v0.5.0

Highlights

• First-class foundation model support — run state-of-the-art forecasting models like Chronos-2 with real-time, serverless, or batch inference in a few lines of the familiar AutoGluon API. (tutorial)
  Simplified setup — run a single command to provision every AWS resource needed for AutoGluon-Cloud. (tutorial)
• Brand-new docs — new improved tutorials for tabular and time series.
• fit_predict for TimeSeriesCloudPredictor — single-job train + batch inference, with optional direct S3 output.
• Works with the latest AutoGluon 1.5.0 DLC images and Python 3.10–3.13.

Note

Predictors trained and endpoints deployed with earlier versions of autogluon.cloud are not compatible with v0.5.0. Please retrain your predictors and redeploy your endpoints from scratch.

New features

• Foundation models for time series forecasting — new TimeSeriesFoundationModel with real-time, batch, and serverless inference; JumpStart-compatible payload format. (#217, #220, #221, #228, #230, #234, #235) by @shchur, @melopeo
• agcloud setup CLI and CloudFormation templates — provision IAM roles, S3 buckets, and execution roles in one command; templates shipped in-package. (#173, #213, #222, #225, #226, #229, #233, #236) by @AnirudhDagar, @shchur
• fit_predict for TimeSeriesCloudPredictor — single-job train + batch inference with optional direct S3 output. (#214, #224) by @melopeo
• Serverless inference endpoints — deploy with instance_type="serverless". (#242) by @shchur
• Create endpoint from existing endpoint name — reuse a deployed endpoint without re-deploying. (#246) by @shchur
• cache_model_artifact — speed up repeated deploys. (#241) by @shchur
• Support for known_covariates in TimeSeriesCloudPredictor.predict_real_time (#181) by @shchur
• Tag resources created by AG-Cloud. (#249) by @shchur

Improvements & bugfixes

• Python 3.12 and 3.13 support; AutoGluon 1.5.0 DLC images by default. (#184, #185, #246) by @suzhoum, @shchur
• Made ray an optional dependency. (#229) by @shchur
• Bumped dependency version ranges. (#209) by @shchur
• Rewritten tutorials and API documentation. (#230, #237, #243, #244, #248) by @shchur, @melopeo
• Numerous bugfixes and polish for v0.5.0 features (#238, #247, #250) by @shchur
• CI, tooling, and infrastructure improvements: ruff + pre-commit, build_docs on PRs, latest AMIs, dependency bumps. (#175, #180, #210, #211, #212, #215, #216, #231, #232, #194, #198, #199, #200, #202) by @shchur, @suzhoum, @prateekdesai04, @melopeo

New Contributors

• @melopeo made their first contribution in #214
• @AnirudhDagar made their first contribution in #213

Full Changelog: v0.4.2...v0.5.0