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import spaces | |
import gradio as gr | |
import subprocess | |
import re | |
from PIL import Image | |
import opencvinpaint | |
def sanitize_prompt(prompt): | |
# Allow only alphanumeric characters, spaces, and basic punctuation | |
allowed_chars = re.compile(r"[^a-zA-Z0-9\s.,!?-]") | |
sanitized_prompt = allowed_chars.sub("", prompt) | |
return sanitized_prompt | |
#@spaces.GPU(duration=120) | |
def process_images(image, image2=None,inpaint_radius=3,blur_radius=25,edge_expand=8,inpaint_mode="Telea",progress=gr.Progress(track_tqdm=True)): | |
progress(0, desc="Start Inpainting") | |
#print("process_images") | |
# I'm not sure when this happen | |
if not isinstance(image, dict): | |
if image2 == None: | |
print("empty mask") | |
return image | |
else: | |
image = dict({'background': image, 'layers': [image2]}) | |
if image2!=None: | |
mask = image2 | |
else: | |
if len(image['layers']) == 0: | |
print("empty mask") | |
return image | |
mask = image['layers'][0] | |
img_width,img_height = image["background"].size | |
mask_width, mask_height = mask.size | |
if img_width!=mask_width or img_height!=mask_height: | |
raise gr.Error(f"image size({img_width},{img_height}) must be same as mask size({mask_width},{mask_height})") | |
else: | |
pass | |
#print("size ok") | |
output = opencvinpaint.process_cvinpaint(image["background"],mask,inpaint_radius,blur_radius,edge_expand,inpaint_mode) | |
return output,mask | |
# code from https://huggingface.co/spaces/diffusers/stable-diffusion-xl-inpainting/blob/main/app.py | |
def read_file(file_path: str) -> str: | |
"""read the text of target file | |
""" | |
with open(file_path, 'r', encoding='utf-8') as f: | |
content = f.read() | |
return content | |
css=""" | |
#col-left { | |
margin: 0 auto; | |
max-width: 640px; | |
} | |
#col-right { | |
margin: 0 auto; | |
max-width: 640px; | |
} | |
.grid-container { | |
display: flex; | |
align-items: center; | |
justify-content: center; | |
gap:10px | |
} | |
.image { | |
width: 128px; | |
height: 128px; | |
object-fit: cover; | |
} | |
.text { | |
font-size: 16px; | |
} | |
""" | |
#css=css, | |
with gr.Blocks(css=css, elem_id="demo-container") as demo: | |
with gr.Column(): | |
gr.HTML(read_file("demo_header.html")) | |
gr.HTML(read_file("demo_tools.html")) | |
with gr.Row(): | |
with gr.Column(): | |
image = gr.ImageEditor(height=800,sources=['upload','clipboard'],transforms=[],image_mode='RGB', layers=False, elem_id="image_upload", type="pil", label="Upload",brush=gr.Brush(colors=["#fff"], color_mode="fixed")) | |
with gr.Row(elem_id="prompt-container", equal_height=False): | |
with gr.Row(): | |
btn = gr.Button("Inpaint!", elem_id="run_button") | |
image_mask = gr.Image(sources=['upload','clipboard'], elem_id="mask_upload", type="pil", label="Mask_Upload",height=400, value=None) | |
with gr.Accordion(label="Advanced Settings", open=False): | |
with gr.Row( equal_height=True): | |
inpaint_radius = gr.Number(value=3, minimum=1.0, maximum=20.0, step=1, label="Inpaint Radius") | |
blur_radius = gr.Number(value=25, minimum=0.0, maximum=50.0, step=1, label="Blur Radius") | |
edge_expand = gr.Number(value=8, minimum=0.0, maximum=20.0, step=1, label="Edge Expand") | |
with gr.Row(equal_height=True): | |
modes = ["Telea", "Navier-Stokes"] | |
inpaint_mode = gr.Dropdown(label="modes", choices=modes, value="Telea") | |
with gr.Column(): | |
image_out = gr.Image(sources=[],label="Output", elem_id="output-img") | |
mask_out = gr.Image(sources=[],label="Mask", elem_id="mask-img",format="jpeg") | |
btn.click(fn=process_images, inputs=[image, image_mask,inpaint_radius,blur_radius,edge_expand,inpaint_mode], outputs =[image_out,mask_out], api_name='infer') | |
gr.Examples( | |
examples=[["examples/00207245.jpg", "examples/00207245_mask.jpg","examples/00207245.webp"], | |
["examples/00047689.jpg", "examples/00047689_mask.jpg","examples/00047689.webp"]] | |
, | |
#fn=predict, | |
inputs=[image,image_mask,image_out], | |
cache_examples=False, | |
) | |
gr.HTML(read_file("demo_footer.html")) | |
if __name__ == "__main__": | |
demo.launch() | |