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numpy as np +import torch +from torch import autocast +from torchvision.utils import make_grid + +torch.manual_seed(42) + +prompts = ["a photograph of an astronaut riding a horse"] + +pipe = StableDiffusionPipeline.from_pretrained("CompVis/stable-diffusion-v1-3", revision="fp16", torch_dtype=torch.float16, use_auth_token=True) # make sure you're logged in with `huggingface-cli login` +#scheduler = DDIMScheduler(beta_start=0.00085, beta_end=0.012, beta_schedule="scaled_linear", clip_sample=False, set_alpha_to_one=False) +#pipe.scheduler = scheduler +pipe.to("cuda") + +all_images = [] +num_rows = 1 +num_columns = 4 +for prompt in prompts: + with autocast("cuda"): + images = pipe(num_columns * [prompt], guidance_scale=7.5, output_type="np")["sample"] # image here is in [PIL format](https://pillow.readthedocs.io/en/stable/) + all_images.append(torch.from_numpy(images)) + +# additionally, save as grid +grid = torch.stack(all_images, 0) +grid = rearrange(grid, 'n b h w c -> (n b) h w c') 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Load models -noise_scheduler = DDIMScheduler.from_config("fusing/ddpm-celeba-hq", tensor_format="pt") -unet = UNetModel.from_pretrained("fusing/ddpm-celeba-hq").to(torch_device) - -# 2. Sample gaussian noise -image = torch.randn( - (1, unet.in_channels, unet.resolution, unet.resolution), - generator=generator, -) -image = image.to(torch_device) - -# 3. Denoise -num_inference_steps = 50 -eta = 0.0 # <- deterministic sampling - -for t in tqdm.tqdm(reversed(range(num_inference_steps)), total=num_inference_steps): - # 1. predict noise residual - orig_t = len(noise_scheduler) // num_inference_steps * t - - with torch.no_grad(): - residual = unet(image, orig_t) - - # 2. predict previous mean of image x_t-1 - pred_prev_image = noise_scheduler.step(residual, image, t, num_inference_steps, eta) - - # 3. optionally sample variance - variance = 0 - if eta > 0: - noise = torch.randn(image.shape, generator=generator).to(image.device) - variance = noise_scheduler.get_variance(t).sqrt() * eta * noise - - # 4. set current image to prev_image: x_t -> x_t-1 - image = pred_prev_image + variance - -# 5. process image to PIL -image_processed = image.cpu().permute(0, 2, 3, 1) -image_processed = (image_processed + 1.0) * 127.5 -image_processed = image_processed.numpy().astype(np.uint8) -image_pil = PIL.Image.fromarray(image_processed[0]) - -# 6. save image 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