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FedML 0.8.3
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@FedML-AI-admin FedML-AI-admin released this 23 Apr 09:28
· 2988 commits to master since this release
v0.8.3
a8b59a6
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Learn about vigilant mode.

What's Changed

New Features

  • [CoreEngine/MLOps] Introducing the FedML OTA (Over-the-Air) upgrade mechanism for the training platform and serving platform.
  • [Documents] Added guidance for the OTA mechanism in the user guide document.

Bug Fixes

  • [Serving] Fixed an issue where exceptions occurred when activating the model inference.
  • [CoreEngine] Fixed an issue where aggregator exceptions occurred when running MPI scripts.
  • [Documents] Fixed broken links in the user guide document.
  • [CoreEngine] Checked if the current job is empty in the get_current_job_status api.
  • [CoreEngine] Fixed a high CPU usage issue when the reload option was enabled in the client API.

Enhancements

  • [Serving] Improved data syncing between Redis server and Sqlite database.
  • [Serving] Implemented the use of triple elements (end point name/model name/model version) to identify each inference API request.
  • [DevOps] Updated Jenkinsfile to automate the building and deployment of the model serving Docker to the K8s cluster.
  • [Serving] Implemented the model monitor stop functionality when deactivating and deleting the model deployment.
  • [Serving] Checked the status of the end point when recovering on startup.
  • [CoreEngine] Refactored the OTA upgrade process for improved robustness.
  • [CoreEngine] Attach logs to the new Run ID when initiating a new run or deploying a model.
  • [CoreEngine] Refined upgrade status messages for enhanced clarity.
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