Created
February 7, 2023 16:06
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if not os.path.exists('/content'): | |
os.mkdir('/content') | |
from google.colab import drive | |
drive.mount('content/gdrive') | |
!pip install transformers accelerate torch | |
!pip install git+https://github.com/huggingface/diffusers.git | |
############################################################# | |
import os | |
import glob | |
import torch | |
from diffusers import StableDiffusionInstructPix2PixPipeline, EulerAncestralDiscreteScheduler | |
from tqdm import tqdm | |
from IPython.display import display | |
from PIL import Image | |
model_id = "timbrooks/instruct-pix2pix" | |
pipe = StableDiffusionInstructPix2PixPipeline.from_pretrained(model_id, torch_dtype=torch.float16, safety_checker=None) | |
pipe.to("cuda") | |
pipe.scheduler = EulerAncestralDiscreteScheduler.from_config(pipe.scheduler.config) | |
############################################################# | |
torch.cuda.empty_cache() | |
import gc | |
gc.collect() | |
img_folder = "/content/content/gdrive/MyDrive/ip2p_input_directory" | |
out_folder = "/content/content/gdrive/MyDrive/ip2p_output_directory" | |
prompt = "turn them into flowers" | |
if not os.path.exists(out_folder): | |
os.mkdir(out_folder) | |
for img_path in tqdm(glob.glob(os.path.join(img_folder, "*.png"))): | |
img = Image.open(img_path) | |
#if image has alpha channel, remove it | |
if img.mode == "RGBA": | |
img = img.convert("RGB") | |
img = pipe(prompt, image=img).images[0] | |
img.save(os.path.join(out_folder, os.path.basename(img_path))) | |
display(img) | |
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