Add SCAIL-Pose2 / SCAIL-2 workflow support#2035
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Summary
This PR adds native SCAIL-Pose2 / SCAIL-2 conditioning support for WanVideo workflows, including replacement and animation dual-mode routing, context-window handling, replacement mask/sample initialization fixes, and a new example workflow.
It also includes a small NLF bbox formatting fix so multi-person bbox candidates are preserved instead of collapsed.
What changed
SCAIL-Pose2 / SCAIL-2 integration
WanVideoAddSCAIL2ConditionEmbedsto materialize SCAIL-Pose2 payloads into WanVideo image embeds.WanVideoSamplerinto the Wan model forward pass.Replacement mode stability
Dual-mode samples behavior
WanVideoEncode.samplescan remain wired in dual-mode workflows.replacementmode, samples stay active for replacement/background preservation.animationand other non-replacement modes, the samples payload is marked disabled and ignored by the sampler before video-to-video samples handling.add_noise_to_samples.Workflow / docs
example_workflows/wanvideo_2_1_14B_SCAIL2_replacement_and_animate_dual_mode_example_01.json.NLF bbox
Tests
Local validation run:
python -m unittest discover -s tests -p "test_*.py"