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ZImageControlNet cfg #13080

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ZImageControlNet cfg #13080

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1bb7734
ZImageControlNet cfg
hlky Feb 4, 2026
a7fce5d
Merge branch 'main' into z-image-controlnet-cfg
asomoza Feb 5, 2026
3042e41
Merge branch 'main' into z-image-controlnet-cfg
yiyixuxu Feb 5, 2026
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4 changes: 3 additions & 1 deletion src/diffusers/pipelines/z_image/pipeline_z_image_controlnet.py
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Original file line number Diff line number Diff line change
Expand Up @@ -635,10 +635,12 @@ def __call__(
latent_model_input = latents_typed.repeat(2, 1, 1, 1)
prompt_embeds_model_input = prompt_embeds + negative_prompt_embeds
timestep_model_input = timestep.repeat(2)
control_image_input = control_image.repeat(2, 1, 1, 1, 1)
else:
latent_model_input = latents.to(self.transformer.dtype)
prompt_embeds_model_input = prompt_embeds
timestep_model_input = timestep
control_image_input = control_image

latent_model_input = latent_model_input.unsqueeze(2)
latent_model_input_list = list(latent_model_input.unbind(dim=0))
Expand All @@ -647,7 +649,7 @@ def __call__(
latent_model_input_list,
timestep_model_input,
prompt_embeds_model_input,
control_image,
control_image_input,
conditioning_scale=controlnet_conditioning_scale,
)

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4 changes: 3 additions & 1 deletion src/diffusers/pipelines/z_image/pipeline_z_image_controlnet_inpaint.py
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Original file line number Diff line number Diff line change
Expand Up @@ -657,10 +657,12 @@ def __call__(
latent_model_input = latents_typed.repeat(2, 1, 1, 1)
prompt_embeds_model_input = prompt_embeds + negative_prompt_embeds
timestep_model_input = timestep.repeat(2)
control_image_input = control_image.repeat(2, 1, 1, 1, 1)
else:
latent_model_input = latents.to(self.transformer.dtype)
prompt_embeds_model_input = prompt_embeds
timestep_model_input = timestep
control_image_input = control_image

latent_model_input = latent_model_input.unsqueeze(2)
latent_model_input_list = list(latent_model_input.unbind(dim=0))
Expand All @@ -669,7 +671,7 @@ def __call__(
latent_model_input_list,
timestep_model_input,
prompt_embeds_model_input,
control_image,
control_image_input,
conditioning_scale=controlnet_conditioning_scale,
)

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