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GitHub Repository: huggingface/notebooks
Path: blob/main/diffusers/imagic_stable_diffusion.ipynb
Views: 2932
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Imagic Stable Diffusion

Allows you to edit an image using stable diffusion. This script was contributed by Mark Rich and the notebook by Parag Ekbote.

pip install diffusers torch pillow
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com Requirement already satisfied: diffusers in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (0.31.0) Requirement already satisfied: torch in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (2.2.1+cu121) Requirement already satisfied: pillow in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (11.0.0) Requirement already satisfied: importlib-metadata in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from diffusers) (8.5.0) Requirement already satisfied: filelock in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from diffusers) (3.16.1) Requirement already satisfied: huggingface-hub>=0.23.2 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from diffusers) (0.26.3) Requirement already satisfied: numpy in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from diffusers) (1.26.4) Requirement already satisfied: regex!=2019.12.17 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from diffusers) (2024.11.6) Requirement already satisfied: requests in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from diffusers) (2.32.3) Requirement already satisfied: safetensors>=0.3.1 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from diffusers) (0.4.5) Requirement already satisfied: typing-extensions>=4.8.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (4.12.2) Requirement already satisfied: sympy in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (1.13.3) Requirement already satisfied: networkx in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (3.4.2) Requirement already satisfied: jinja2 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (3.1.4) Requirement already satisfied: fsspec in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (2024.9.0) Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (12.1.105) Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (12.1.105) Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (12.1.105) Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (8.9.2.26) Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (12.1.3.1) Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (11.0.2.54) Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (10.3.2.106) Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (11.4.5.107) Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (12.1.0.106) Requirement already satisfied: nvidia-nccl-cu12==2.19.3 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (2.19.3) Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (12.1.105) Requirement already satisfied: triton==2.2.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from torch) (2.2.0) Requirement already satisfied: nvidia-nvjitlink-cu12 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from nvidia-cusolver-cu12==11.4.5.107->torch) (12.6.77) Requirement already satisfied: packaging>=20.9 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from huggingface-hub>=0.23.2->diffusers) (24.1) Requirement already satisfied: pyyaml>=5.1 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from huggingface-hub>=0.23.2->diffusers) (6.0.2) Requirement already satisfied: tqdm>=4.42.1 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from huggingface-hub>=0.23.2->diffusers) (4.66.6) Requirement already satisfied: zipp>=3.20 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from importlib-metadata->diffusers) (3.21.0) Requirement already satisfied: MarkupSafe>=2.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from jinja2->torch) (3.0.2) Requirement already satisfied: charset-normalizer<4,>=2 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from requests->diffusers) (3.4.0) Requirement already satisfied: idna<4,>=2.5 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from requests->diffusers) (3.10) Requirement already satisfied: urllib3<3,>=1.21.1 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from requests->diffusers) (2.2.3) Requirement already satisfied: certifi>=2017.4.17 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from requests->diffusers) (2024.8.30) Requirement already satisfied: mpmath<1.4,>=1.1.0 in /system/conda/miniconda3/envs/cloudspace/lib/python3.10/site-packages (from sympy->torch) (1.3.0) [notice] A new release of pip is available: 24.3.1 -> 25.0 [notice] To update, run: pip install --upgrade pip Note: you may need to restart the kernel to use updated packages.
import requests from PIL import Image from io import BytesIO import torch import os from diffusers import DiffusionPipeline, DDIMScheduler has_cuda = torch.cuda.is_available() device = torch.device('cpu' if not has_cuda else 'cuda') pipe = DiffusionPipeline.from_pretrained( "CompVis/stable-diffusion-v1-4", safety_checker=None, custom_pipeline="imagic_stable_diffusion", scheduler=DDIMScheduler(beta_start=0.00085, beta_end=0.012, beta_schedule="scaled_linear", clip_sample=False, set_alpha_to_one=False) ).to(device) generator = torch.Generator("cuda").manual_seed(0) seed = 0 prompt = "A photo of Barack Obama smiling with a big grin" url = 'https://www.dropbox.com/s/6tlwzr73jd1r9yk/obama.png?dl=1' response = requests.get(url) init_image = Image.open(BytesIO(response.content)).convert("RGB") init_image = init_image.resize((512, 512)) res = pipe.train( prompt, image=init_image, generator=generator) res = pipe(alpha=1, guidance_scale=7.5, num_inference_steps=50) os.makedirs("imagic", exist_ok=True) image = res.images[0] image.save('./imagic/imagic_image_alpha_1.png') res = pipe(alpha=1.5, guidance_scale=7.5, num_inference_steps=50) image = res.images[0] image.save('./imagic/imagic_image_alpha_1_5.png') res = pipe(alpha=2, guidance_scale=7.5, num_inference_steps=50) image = res.images[0] image.save('./imagic/imagic_image_alpha_2.png')