|
| 1 | +# Version 0.2.0 |
| 2 | + |
| 3 | +We're happy to announce the AutoGluon-Cloud 0.2.0 release. This release added support for TimeSeriesCloudPredictor. |
| 4 | +Please give it a try and provide us feedback! |
| 5 | + |
| 6 | +Currently, AutoGluon-Cloud supports training and deploying TabularPredictor, MultiModalPredictor and TimeSeriesPredictor with AutoGluon Deep Learning Containers version 0.6.0 and newer. |
| 7 | +It is always recommended to use the latest version of the container as it has more features and are updated with security patches. |
| 8 | + |
| 9 | +To learn more, check out our [tutorial](https://auto.gluon.ai/cloud/0.2.0/index.html) |
| 10 | + |
| 11 | +This release contains **27** commits from **2** contributors. |
| 12 | + |
| 13 | +See the full commit change-log here: https://github.com/autogluon/autogluon-cloud/compare/0.1.0...0.2.0 |
| 14 | + |
| 15 | +Full Contributor List (ordered by # of commits): |
| 16 | +- @yinweisu, @gidler |
| 17 | + |
| 18 | +This release supports Python versions 3.8, 3.9, and 3.10. Python 3.7 is no longer supported as of this release. |
| 19 | + |
| 20 | +## NEW: `TimeSeriesCloudPredictor` |
| 21 | + |
| 22 | +We are happy to announce that you can train TimeSeriesPredictor with SageMaker backend in the cloud just like TabularPredictor and MultiModalPredictor now. |
| 23 | +Checkout the quick example [here](https://auto.gluon.ai/cloud/0.2.0/index.html)! |
| 24 | +* @yinweisu (#37, #38) |
| 25 | + |
| 26 | +## NEW Doc Site Style |
| 27 | + |
| 28 | +We have updated the doc site to match the new style being used by the main AutoGluon site. |
| 29 | +Check it out [here](https://auto.gluon.ai/cloud/stable/index.html) |
| 30 | +* @yinweisu (#62) |
| 31 | +* Special thanks to @gidler for guiding the update. |
| 32 | + |
| 33 | +## General: |
| 34 | +* Added Python 3.10 support and dropped python 3.7 support. @yinweisu (#29) |
| 35 | +* Updated dependency ranges. @yinweisu (#59) |
| 36 | + |
| 37 | +## Improvements and Refactoring: |
| 38 | +* Concurrency and space controls for large models. @yinweisu (#42) |
| 39 | +* Extract Sagemaker backend. @yinweisu (#43) |
| 40 | +* IAM role and policy utils. @yinweisu (#53) |
| 41 | +* Add better warning message for `to_local_predictor()` call. @yinweisu (#64) |
| 42 | + |
| 43 | +## Bug Fixes/Doc Improvements: |
| 44 | +* Tutorial fixes. @yinweisu @gidler (#33 #41 #55 #56 #57 #63) |
| 45 | + |
| 46 | +## CI: |
| 47 | +* @yinweisu (#42, #45, #48) |
| 48 | + |
| 49 | +## Distributed Training: |
| 50 | +Added components to support distributed training in the future. This feature is not available yet, but is being actively working on |
| 51 | +* Ray interface. @yinweisu (#43) |
| 52 | +* Ray AWS Cluster Config Generator. @yinweius (#47) |
| 53 | +* Ray AWS Cluster Manager. @yinweisu (#49) |
| 54 | +* Ray Job. @yinweisu (#51) |
| 55 | + |
| 56 | +## Miscellaneous |
| 57 | +* Miscellaneous. @yinweisu (#31, #34, #36, #58) |
0 commit comments