github mlrun/mlrun v0.4.7

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

Project:

  • embed workflow in project ymal
  • load project from yaml (in addition to repo)
  • support params and secrets in project cli

KFP:

  • List workflows API
  • TTL and cleanup
  • pass env, tag, verbose in deploy_op
  • use function links vs in YAML (smaller KFP YAML)

Data

  • DataItems: add .as_df() and .local() methods
  • support dir logging and .listdir() for local/s3/v3io
  • refactor datastore as a separate module

Models and serving:

  • add base serving class
  • add context.log_model()
  • extend ModelArtifact class to support many new attributes and options
  • get_model(), generic mechanism to read models + its files and metadata
  • inference stream support (record all inference inputs, outputs, metrics, and metadata to a stream)

Dockerfiles

  • enhance, doc and centralize containers build (see /dockerfiles)

Other

  • Handle credentials/identity forwarding for secure UI & data access
  • Bug fixes

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