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@ -58,13 +58,14 @@ def get_previewer(device, latent_format):
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taesd = TAESD(None, taesd_decoder_path).to(device)
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def preview_function(x0):
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def preview_function(x0, step, total_steps):
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with torch.no_grad():
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x_sample = taesd.decoder(x0).detach() * 255.0
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x_sample = einops.rearrange(x_sample, 'b c h w -> b h w c')
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x_sample = x_sample.cpu().numpy()[..., ::-1].copy().clip(0, 255).astype(np.uint8)
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for i, s in enumerate(x_sample):
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cv2.imshow(f'Preview {i}', s)
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cv2.setWindowTitle(f'Preview {i}', f'Preview {i}, [{step}/{total_steps}]')
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cv2.waitKey(1)
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taesd.preview = preview_function
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@ -99,7 +100,7 @@ def ksampler(model, positive, negative, latent, seed=None, steps=30, cfg=9.0, sa
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def callback(step, x0, x, total_steps):
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if previewer and step % 3 == 0:
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previewer.preview(x0)
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previewer.preview(x0, step, total_steps)
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pbar.update_absolute(step + 1, total_steps, None)
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samples = comfy.sample.sample(model, noise, steps, cfg, sampler_name, scheduler, positive, negative, latent_image,
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@ -44,5 +44,5 @@ def process(positive_prompt, negative_prompt, width=1024, height=1024, batch_siz
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images = core.image_to_numpy(decoded_latent)
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core.close_all_preview()
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return images
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