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Automatic standalone structural SubDomainer - #2

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Mining-Geologist wants to merge 143 commits into
feature/leapfrog-parityfrom
feature/automatic-subdomainer
Draft

Automatic standalone structural SubDomainer#2
Mining-Geologist wants to merge 143 commits into
feature/leapfrog-parityfrom
feature/automatic-subdomainer

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@Mining-Geologist

@Mining-Geologist Mining-Geologist commented Jul 18, 2026

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Summary

  • add AutomaticStructuralDomainBuilder3, independent of decoded Leapfrog labels
  • generate an aspect-ratio-aware structural centroid grid
  • merge only neighbouring centroid regions using deterministic SPD-matrix consistency
  • enforce recovered minimum/maximum point-fraction controls
  • reuse the exact LabeledStructuralDomainBuilder3 post-cluster rules
  • add deterministic, arbitrary-parameter and permutation-stability tests
  • add examples/standalone_automatic_lva.ipynb for arbitrary CSV/OBJ datasets

Validation boundary

This implements the recovered 6000-centroid, adjacency-constrained architecture without benchmark hardcodes. The final hidden Leapfrog tie-breaking and overlap blend equation are not serialized, so universal exact parity must be established by the regression suite rather than asserted from the implementation alone.

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