Skip to content

Support ZImagePixelSpace (NextDiTPixelSpace) — Z-Image Turbo model variant #190

@Evarixe

Description

@Evarixe

ZImagePixelSpace (NextDiTPixelSpace) support

Error with Z-Image Turbo (ZIT) + lumina_2 model_type:
RuntimeError: Given normalized_shape=[2560], expected input [*2560], got [1, 44, 3840]

Root cause: teacache_lumina_forward is patched onto NextDiTPixelSpace but was written for NextDiT. Three differences:

  1. patchify_and_embed returns 6 values in NextDiTPixelSpace (adds timestep_zero_index) — TeaCache unpacks only 5
  2. Pixel-space formula (x - neg_x0) / timesteps is bypassed
  3. Different _forwardforward wrapping via WrapperExecutor

Proposed fix: Add teacache_lumina_pixelspace_forward, dispatch via hasattr(diffusion_model, "dec_net").

Impact: ZIT uses dual-pass KSampler (~5s on RTX 5090 at 1MP). TeaCache 1.7x → ~3s.

Model: ZImagePixelSpace(Lumina2)NextDiTPixelSpace(NextDiT), inner_dim=3840, Qwen3-4B CLIP (2560).

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions