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misc
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"""lora2r invariants (rank-2r Gaussian-init LoRA + SGTM-style block masks).
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"""lora2r invariants (rank-2r Gaussian-init LoRA with per-rollout output masks).
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Asserts, on tiny-random-qwen3 (CPU, fp32):
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1. IDENTITY AT INIT: wrapped logits == base logits (the hook subtracts the
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