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Running
on
Zero
#!/usr/bin/env python3 | |
import torch | |
import os | |
from huggingface_hub import HfApi | |
from pathlib import Path | |
from diffusers.utils import load_image | |
from controlnet_aux import OpenposeDetector | |
from diffusers import ( | |
ControlNetModel, | |
StableDiffusionControlNetPipeline, | |
UniPCMultistepScheduler, | |
) | |
import sys | |
checkpoint = sys.argv[1] | |
<<<<<<< HEAD | |
image = load_image("https://github.com/lllyasviel/ControlNet-v1-1-nightly/raw/main/test_imgs/demo.jpg").resize((512, 512)) | |
prompt = "The pope with sunglasses rapping with a mic" | |
openpose = OpenposeDetector.from_pretrained('lllyasviel/ControlNet') | |
image = openpose(image, hand_and_face=True) | |
======= | |
image = load_image("https://huggingface.co/lllyasviel/sd-controlnet-openpose/resolve/main/images/pose.png") | |
prompt = "chef in the kitchen" | |
openpose = OpenposeDetector.from_pretrained('lllyasviel/ControlNet') | |
image = openpose(image) | |
>>>>>>> 6e2c3bc1a649ac194d79bb2f4ee11900d7f0e8f6 | |
controlnet = ControlNetModel.from_pretrained(checkpoint, torch_dtype=torch.float16) | |
pipe = StableDiffusionControlNetPipeline.from_pretrained( | |
"runwayml/stable-diffusion-v1-5", controlnet=controlnet, torch_dtype=torch.float16 | |
) | |
pipe.scheduler = UniPCMultistepScheduler.from_config(pipe.scheduler.config) | |
pipe.enable_model_cpu_offload() | |
generator = torch.manual_seed(33) | |
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out_image = pipe(prompt, num_inference_steps=35, generator=generator, image=image).images[0] | |
======= | |
out_image = pipe(prompt, num_inference_steps=20, generator=generator, image=image).images[0] | |
>>>>>>> 6e2c3bc1a649ac194d79bb2f4ee11900d7f0e8f6 | |
path = os.path.join(Path.home(), "images", "aa.png") | |
out_image.save(path) | |
api = HfApi() | |
api.upload_file( | |
path_or_fileobj=path, | |
path_in_repo=path.split("/")[-1], | |
repo_id="patrickvonplaten/images", | |
repo_type="dataset", | |
) | |
print("https://huggingface.co/datasets/patrickvonplaten/images/blob/main/aa.png") | |