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FedML 0.8.7
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@fedml-alex fedml-alex released this 23 Jul 09:55
· 2293 commits to master since this release
v0.8.7
2b6a202
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Learn about vigilant mode.

What's Changed

New Features

  • [CoreEngine/MLOps] Supported LLM record logging.
  • [Serving] Made the inference backend for deepspeed work.
  • [CoreEngine/DevOps] Made the public cloud server scheduled into specific nodes.
  • [DevOps] Added the fedml light docker image and related documents.
  • [DevOps] Built and pushed light docker images and related pipelines.
  • [CoreEngine] Added timestamp when reporting system metrics.
  • [DevOps] Made the serving k8s cluster work with the latest images and updated related chart files.
  • [CoreEngine] Added the skip_log_model_net option for llm training.
  • [CoreEngine/CrossSilo] Supported customized hierarchical cross-silo.
  • [Serving] Created the default model config and readme file if the user did not provide any model config and readme options when creating a model card.
  • [Serving] Allow users to customize their token for end point and inference.

Bug Fixes

  • [CoreEngine] Made compatibility when opening subprocess on windows.
  • [CoreEngine] Fixed the issue that MPI Mode does not have client rank -1.
  • [CoreEngine] Set the python interpreter based on the current running python version.
  • [CoreEngine] Fixed the issue that failed to verify the pip ssl certificate when checking OTA versions.
  • [CrossDevice] Fixed issues where the test metrics are reported twice to MLOps and loss metrics are clipped to integers on the Beehive platform.
  • [App] Fixed issues when installing flamby on the heart-disease app.
  • [CoreEngine] Added handler when utf-8 cannot decode the output and error string.
  • [App] Fixed scripts and requirements on the FedNLP app.
  • [CoreEngine] Fixed issues whereFileExistsError triggered for all os.makedirs.
  • [Serving] Changed the model url to open.fedml.ai.
  • [Serving] Fixed the issue for OnnxExporterError and added Onnx as default dependent library when installing fedml.
  • [Serving] Fixed the issue where the local package name is different from MLOps UI.

Enhancements

  • [Serving] Establish container based on user's config and improve code readability.
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