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import gradio as gr | |
import requests | |
import torch | |
from PIL import Image | |
from io import BytesIO | |
from diffusers import StableDiffusionImg2ImgPipeline | |
device = "cuda" | |
model_id_or_path = "runwayml/stable-diffusion-v1-5" | |
pipe = StableDiffusionImg2ImgPipeline.from_pretrained(model_id_or_path, torch_dtype=torch.float16) | |
pipe = pipe.to(device) | |
def transform (init_image, textPrompt, strength=0.5, guidance_scale=15): | |
init_image = Image.open(init_image).convert("RGB") | |
init_image = init_image.resize((768, 512)) | |
images = pipe(prompt=textPrompt, image=init_image, strength=strength, guidance_scale=guidance_scale).images | |
image = images[0] | |
return image | |
demo = gr.Interface( | |
fn=transform, | |
inputs=[gr.Image(type='filepath'), "text", gr.Slider(0,1), gr.Slider(1,30)], | |
outputs=["image"], | |
allow_flagging="never" | |
) | |
demo.launch() |