Update lumina_diffusers_node.py
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@@ -119,30 +119,39 @@ class LuminaDiffusersNode:
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{"samples": torch.zeros((batch_size, 4, height // 8, width // 8), dtype=torch.float32)})
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def process_output(self, images):
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print(f"Initial images shape and dtype: {images.shape}, {images.dtype}")
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# Ensure images are in the correct range [0, 1]
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images = (images + 1) / 2
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images = images.clamp(0, 1)
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images = (images * 255).round().to(torch.uint8)
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# Ensure correct shape: [batch_size, channels, height, width]
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# Convert to uint8
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images = (images * 255).round().to(torch.uint8)
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print(f"After conversion to uint8: {images.shape}, {images.dtype}")
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# Move to CPU and convert to numpy
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images = images.cpu().numpy()
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print(f"After conversion to numpy: {images.shape}, {images.dtype}")
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processed_images = []
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for img in images:
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# Reshape if necessary
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if img.shape[0] == 1:
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img = img.squeeze(0) # Remove batch dimension if it's 1
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print(f"Processing image: {img.shape}, {img.dtype}")
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# Ensure the image is in the format [height, width, channels]
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if img.ndim == 3 and img.shape[0] == 3:
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if img.shape[0] == 3:
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img = img.transpose(1, 2, 0)
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elif img.shape[0] == 1:
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img = img.squeeze(0)
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print(f"After potential transpose: {img.shape}, {img.dtype}")
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processed_images.append(img)
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print(f"Processed images: {len(processed_images)}")
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print(f"First image shape: {processed_images[0].shape}")
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print(f"First image shape and dtype: {processed_images[0].shape}, {processed_images[0].dtype}")
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# Convert to the format ComfyUI expects: [batch_size, channels, height, width]
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# Convert back to torch tensor in the format ComfyUI expects
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comfy_images = torch.from_numpy(np.stack(processed_images)).permute(0, 3, 1, 2).float() / 255.0
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print(f"Final comfy_images: {comfy_images.shape}, {comfy_images.dtype}")
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return comfy_images
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