The remaining design_v3 probes (all except 8b speculative decoding). All fit with no new runtime primitive (148 tests pass). #6 LTX-2 joint audio+video (§9.11) — LTX-2 declared an audio_vae required_for t2vs but never used it; now a single 2-stage denoise carries a synchronized audio latent (conditioned on video), applies per-modality CFG (guidance_per_modality), and decodes via video VAE + audio VAE → video + audio. Gated on requesting audio, so the T2V path is byte-identical (existing tests untouched). ToyAudioVAE; build_ltx2_av_program. 5 tests. #4 Live weight-sync under in-flight serving (§9.14) — WeightSyncController makes the freeze → drain → transfer → bump version + invalidate → resume lifecycle explicit. Tests: a mid-flight swap corrupts (the hazard); draining first leaves the in-flight request bit-identical to baseline while a post-sync request reflects new weights; transformer-only sync, so the frozen text-encoder cache survives. The RL flywheel's hardest correctness. 3 tests. #5 Reward-model-as-a-served-card (§9.15) — a reward model is a card (scorer + a score loop emitting REWARD_BATCH units); ServedRewardScorer drop-in-replaces the numpy scorer so any RL method becomes RLHF/RLAIF with no method change. ToyRewardModel; models/reward/. 4 tests. #7 Content-adaptive control flow (§9.12) — CacheDiTDenoiseLoop (isolated WanDenoiseLoop subclass) reuses the cached velocity when predictions barely change (cache-dit skip) and early-exits on convergence — variable step count; interleave parity holds across ragged loops. models/adaptive/. 4 tests. #8a Nested workflows (§9.13) — a workflow stage can invoke another workflow (engine.run routes ids); requires/validate recurse; cycles caught at registration + a run-time guard (engine._wf_running). build_t2i_i2v_extend_workflow. 5 tests. designv4 §9.11–§9.15 + falsifier/layout/closing updates (148 tests, 25 files). Also removed a pre-existing unused import in ltx2/loop.py.
8 lines
271 B
Python
8 lines
271 B
Python
"""Adaptive-compute denoise: the loop owns cache-dit skip + early-exit (design_v3 §2.2, §9.12)."""
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from __future__ import annotations
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from .card import build_adaptive_card
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from .loop import CacheDiTDenoiseLoop
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__all__ = ["build_adaptive_card", "CacheDiTDenoiseLoop"]
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