Alan-Jowett / LexonGraph / 27052644764

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Add streaming clustering trait crate (#57)

* Add streaming clustering trait crate

Create the streaming clustering spec package and Rust trait crate.

Add feature-gated conformance helpers and validation tests.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Tighten conformance cluster ID checks

Reject classifier assignments outside the configured [0, K) range in the streaming clustering conformance suite.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Enforce stable cluster IDs in conformance

Reject streaming clustering fixtures that change observable cluster IDs across passes in the conformance helper.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Align trainer lifecycle with consuming finalize API

Remove the unobservable ClassifierProduced state from the shared streaming clustering trainer lifecycle and align the design spec with the consuming into_classifier API.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

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Co-authored-by: Alan Jowett <alan.jowett@microsoft.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

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