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2ea2835 | 1 2 3 4 5 6 7 8 9 10 11 12 | """Frozen video-encoder adapters and differentiable replay utilities.
The final distribution matching objective extracts DINOv3, V-JEPA2, and VideoMAE-v2
representations and replays feature cotangents through the encoders and VAE.
The directory name is retained only to avoid a broad import-path migration.
Subpackages:
* ``encoders`` -- frozen representation adapters and metadata helpers.
* ``replay`` -- encoder and decoder vector-Jacobian products.
* ``samplers`` -- deterministic frame and clip selection.
"""
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