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T41: HF ViT analyze: implementation #346

Description

@mateuszwalo

Track: dev · Level: stretch · Effort: ~18h · Depends on: #345 (T40)

Why this matters

This is the headline Phase 2 feature: analyze that works on a real transformer model, end to end. It is the single biggest capability the cohort can ship, and it is what lets the next wave of content and outreach say 'BNNR works on your ViT too'.

Steps

  1. Implement the adapter following the approved design.
  2. Add examples/classification/hf_vit_analyze.py that runs the full analyze on a small public ViT.
  3. Add a CI smoke (--synthetic) and run the full suite to confirm no regression.

Done when

Runs end to end; CI smoke green; the existing suite still passes.


How to take this: comment "taking this" and wait to be assigned. Branch t41-short-desc from upstream/main, and put Closes #<this issue number> in your PR. Full workflow: the Cohort Handbook (pinned in Discord).

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