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