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Model registry (/p/<project>/models)

Live status of every inference service the backend uses — Triton models and external services such as the VLM and segmenter — with inference counts and latency.

  • Models the backend marks unloadable get an Unload button.
  • Pipeline-protected models (the region detector, ingest proposer/ classifier, OCR det/rec pair) show a "protected: in use by the pipeline" chip instead, never a button that would 403.
  • A service the backend marks not configured renders "—" for its inference/latency fields, never a false 0.

Sharing models between projects​

A promoted model belongs to the project that trained it. The page also lists models other projects have shared, each with a "from <project>" chip.

  • Class mapping. A model that serves a class list shows "N classes map" and the class names that don't, and a Class mapping table that matches the model's classes to your project's classes by name (with how each one matched). Class ids are never shown.
  • Share / stop sharing. On a model your project owns, the owner can choose Share with other projects or Stop sharing, after a confirmation. The button needs the model's current sharing revision from the backend; if the model changed meanwhile, the list reloads and you retry. A model you don't own has no such button and can't be unloaded here.
  • Stopping while in use. The backend refuses to unshare a model that another project's active region profile uses, and the dialog lists each project and profile that does. Unshare anyway is behind a second confirmation and forces it; use it only when you've checked with those projects. If the backend couldn't check every project, you see its message and may retry or force the same way.
  • A refused unload (a model in use) shows the backend's own reason.

VLM endpoints​

Each registered VLM endpoint is its own row, with its resolved model, an active chip, and a link to VLM models when the registry is available.

Models — live status of every inference service
Models — a model shared with other projects, with Stop sharing
Unshare — the server refuses while another project's profile uses the model