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Merge 6d82490b88 into 6592bffc60

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MustacheEnergy 2025-12-14 09:31:17 +01:00 committed by GitHub
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1 changed files with 22 additions and 4 deletions
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nodes.py
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@ -374,14 +374,32 @@ class VAEEncodeForInpaint:
CATEGORY = "latent/inpaint"
def encode(self, vae, pixels, mask, grow_mask_by=6):
x = (pixels.shape[1] // vae.downscale_ratio) * vae.downscale_ratio
y = (pixels.shape[2] // vae.downscale_ratio) * vae.downscale_ratio
# Handle WAN VAE downscale_ratio which can be a tuple (function, min, max)
if isinstance(vae.downscale_ratio, tuple):
# For WAN VAEs: (lambda function, min_value, max_value)
downscale_func = vae.downscale_ratio[0]
x_downscale = downscale_func(pixels.shape[1])
y_downscale = downscale_func(pixels.shape[2])
x = (pixels.shape[1] // x_downscale) * x_downscale
y = (pixels.shape[2] // y_downscale) * y_downscale
else:
# Standard integer downscale_ratio
x = (pixels.shape[1] // vae.downscale_ratio) * vae.downscale_ratio
y = (pixels.shape[2] // vae.downscale_ratio) * vae.downscale_ratio
mask = torch.nn.functional.interpolate(mask.reshape((-1, 1, mask.shape[-2], mask.shape[-1])), size=(pixels.shape[1], pixels.shape[2]), mode="bilinear")
pixels = pixels.clone()
if pixels.shape[1] != x or pixels.shape[2] != y:
x_offset = (pixels.shape[1] % vae.downscale_ratio) // 2
y_offset = (pixels.shape[2] % vae.downscale_ratio) // 2
if isinstance(vae.downscale_ratio, tuple):
downscale_func = vae.downscale_ratio[0]
x_downscale = downscale_func(pixels.shape[1])
y_downscale = downscale_func(pixels.shape[2])
x_offset = (pixels.shape[1] % x_downscale) // 2
y_offset = (pixels.shape[2] % y_downscale) // 2
else:
x_offset = (pixels.shape[1] % vae.downscale_ratio) // 2
y_offset = (pixels.shape[2] % vae.downscale_ratio) // 2
pixels = pixels[:,x_offset:x + x_offset, y_offset:y + y_offset,:]
mask = mask[:,:,x_offset:x + x_offset, y_offset:y + y_offset]