Model Management and Inference

Model Management and Inference

Model Versioning — References

Model versioning › References

20 of 49 in this book · 1 min read

Sources on version identifiers, deprecation policy, and artefact immutability.

Provider deprecation and snapshot policy

Artefact identity

  • Hugging Face Hub documentation — repository revisions, model cards, and pinning a model to a commit rather than a branch.
  • OCI Image Specification — content-addressed, digest-pinned artefacts, the model most self-hosted weight distribution converges on.
  • Semantic Versioning 2.0.0 — a useful contrast rather than a template: model versions carry no compatibility guarantee, so a semver-shaped label on a model is a claim the artefact cannot support.

Lineage tooling

  • MLflow Model Registry documentation — stages, versions, and lineage for registered models. Cited by name: the documentation site reorganises its paths between releases.

Provider deprecation pages change structure; treat the date in a retirement notice as the authority and re-read the page rather than relying on a cached summary.