github mlrun/mlrun v0.7.0

latest releases: v1.6.3-rc4, v1.7.0-rc13, v1.7.0-rc12...
2 years ago

Main features & enhancements

  • Projects: Add simple run/build/deploy wrappers + local pipeline, @yaronha
  • Frameworks: Sklearn and XGboost auto-logging, @yaronha
  • Frameworks: Added custom objects support and HP tuning, @guy1992l
  • Model Monitoring: Automate the deployment process, @Michaelliv
  • Model Monitoring: Add project and global functions for setting the model monitoring credentials, @eyalsol
  • Feature Store: Add stream source to ingestion service, @dinal
  • Feature Store: Support multiple keys for spark engine, @katyakats
  • Feature Store: Change cache flush interval to flush after every event, @dinal
  • Artifacts: Added Bokeh artifact, @guy1992l
  • Azure DataStore: Handle storage options as secrets, @hayesgb
  • Azure DataStore: Handle upload strings vs bytes and filepath formation when using adlfs, @hayesgb
  • Pipelines: Enrich the pipeline with DAG on get_pipeline endpoint & Plot it (graphviz) in the client, @yaronha
  • Datastore: Improve support for Dask DataFrames, @hayesgb
  • Datastore: Extend Azure blob to support other auth methods, @hayesgb
  • API+SDK: Fix propagation of errors from server to client, @Hedingber
  • GPU Images: Bump CUDA version, @Hedingber
  • Images: Bump Tensorflow to 2.4.1 and Horovod to 0.22.1, @Hedingber
  • Docs: Add secrets documentation, @theSaarco
  • Docs: Add documentation for model monitoring, @jasonnIguazio
  • Docs: Add section on node affinity, @jasonnIguazio
  • Runtimes: Support configuring auto mount type, @theSaarco
  • Runtimes: Support pods priority, @AlonMaor14
  • Runtimes: Support configuring default node selector, @Hedingber
  • MPIJob: Change hyper-param loop to reuse the same CRD/containers, @yaronha
  • Serving: Try to load json by default, @yaronha
  • Serving: Add feature enrichment model/ensemble routers, @yaronha
  • Sparkjob: Support deploying default image, @benbd86
  • Nuclio: Support node selection, @AlonMaor14
  • API: Add default images per kind and function image defaults in frontend spec, @Hedingber
  • UI: Release notes

More info can be found in the RCs release notes:

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