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Require both modalities to opt in before enabling CFG in LTX2 pipelines - #14650
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rootonchair wants to merge 3 commits into
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Require both modalities to opt in before enabling CFG in LTX2 pipelines#14650rootonchair wants to merge 3 commits into
rootonchair wants to merge 3 commits into
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PR huggingface#14447 changed the audio_guidance_scale default to 7.0, which silently kept classifier-free guidance (and the negative prompt) active for every distilled recipe that passes guidance_scale=1.0 - at double the compute and with measurably worse output on distilled checkpoints. LTX-2 has no use case for guiding one modality while the other is disabled, so gate CFG on both scales: guidance_scale=1.0 is a master off-switch again, while the recommended base-model settings (3.0 video / 7.0 audio) still enable it. Applied to LTX2Pipeline, condition, image2video, and IC-LoRA variants. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01X4NMaGamTgkHjL9EYqNZ7K
PR huggingface#14447 also flipped stg_scale/audio_stg_scale defaults from 0.0 to 1.0 (with spatio_temporal_guidance_blocks defaulting to [28]), so distilled recipes run a perturbed-attention guidance pass per step even with guidance disabled. Revert both defaults to 0.0: STG is opt-in again, and since audio_stg_scale resolves via `audio_stg_scale or stg_scale`, a 0.0 default also restores the pre-huggingface#14447 "audio follows video" behavior. The base-model doc examples already pass stg_scale=1.0 explicitly and are unaffected. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01X4NMaGamTgkHjL9EYqNZ7K
PR huggingface#14447 flipped modality_scale from 1.0 to 3.0 (and audio_modality_scale from None to 3.0), so distilled recipes run extra modality-isolated transformer passes per step even with CFG and STG disabled - measured at ~40% additional compute and reduced fidelity on the distilled checkpoint. Revert both defaults (audio back to None restores "follow video"), making guidance_scale=1.0 a complete off-switch together with the CFG gate and STG defaults. The docs' 2.5-distilled examples, which state they run unguided, actually do so again; the two base-model snippets that relied on the default now pass modality_scale=3.0 explicitly, matching the other base-model examples. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01X4NMaGamTgkHjL9EYqNZ7K
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Hi @rootonchair, thanks for the PR! It does not appear to link an issue it fixes. If this PR addresses an existing issue, please add a closing keyword (e.g. Please note that PRs without a linked issue are likely to be automatically closed 10 days after this notice. Once the PR links an issue (or gets the |
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What does this PR do?
Fix#14649
#14447 aligned the shared LTX-2 pipeline defaults with the LTX-2.5 base-model reference. As a side effect, distilled recipes that pass
guidance_scale=1.0(the documented "8 steps with CFG = 1" usage) silently started running CFG, STG, and modality-isolation guidance — at ~3x the compute and with worse output on distilled checkpoints.This PR restores
guidance_scale=1.0as a complete off-switch, one commit per mechanism:do_classifier_free_guidance:or→andon the video/audio scalesaudio_guidance_scale=7.0default kept CFG (and the negative prompt) active atguidance_scale=1.0. There is no use case that guides one modality while the other is disabled, so require both. Recommended base settings (3.0 / 7.0) still enable CFG.stg_scale,audio_stg_scale:1.0→0.0stg_scale > 0) with default blocks[28]— a perturbed-attention pass ran even "unguided". Back to opt-in; base-model doc examples already passstg_scale=1.0explicitly.modality_scale:3.0→1.0,audio_modality_scale:3.0→Nonemodality_scale > 1), running extra modality-isolated transformer passes each step. With the3.0default it stayed active even after CFG and STG were disabled — the LTX-2.5 distilled docs describe their inference as unguided, yet the example right below still executed it. Reverting the default to1.0makes unguided runs truly unguided; the base-model doc snippets that depended on the old default now setmodality_scale=3.0explicitly.Measured on LTX-2.3-Distilled (5 seed-matched clips, 768x512x121, 8 steps): per-clip inference drops 22 s → 11 s → 6.9 s as each mechanism is removed (a true single pass per step), while fidelity to the bf16 reference improves and temporal flicker returns to bf16 levels.
guidance_rescale(0.0 → 0.7 in #14447) is deliberately untouched: it only applies while CFG is active, so it is inert for distilled runs after this fix.Applied to
LTX2Pipeline,LTX2ConditionPipeline,LTX2ImageToVideoPipeline, and the IC-LoRA variant.Fixes the stale LTX-2.3 distilled examples in
docs/source/en/api/pipelines/ltx2.mdimplicitly; the docs touched here are only the snippets that relied on the reverted defaults.