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Phase 2: consolidation — one registry, one backbone, real MM-DiT, one trainer#12

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AshishKumar4 wants to merge 6 commits into
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Phase 2: consolidation — one registry, one backbone, real MM-DiT, one trainer#12
AshishKumar4 wants to merge 6 commits into
revamp/phase-1-correctnessfrom
revamp/phase-2-consolidation

feat: legacy checkpoint conversion script for the new param layout

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