Spaces:
Running
on
Zero
Running
on
Zero
import spaces | |
import gradio as gr | |
import re | |
from PIL import Image | |
import flux1_inpaint | |
import os | |
import numpy as np | |
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 | |
def process_images(image, image2=None,prompt="a girl",inpaint_model="black-forest-labs/FLUX.1-schnell",strength=0.75,seed=0): | |
# 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: | |
#print("use image2") | |
mask = image2 | |
else: | |
if len(image['layers']) == 0: | |
print("empty mask") | |
return image | |
print("use layer") | |
mask = image['layers'][0] | |
output = flux1_inpaint.process_image(image["background"],mask,prompt,inpaint_model,strength,seed) | |
return output | |
def read_file(path: str) -> str: | |
with open(path, 'r', encoding='utf-8') as f: | |
content = f.read() | |
return content | |
def example_out(image,image_mask,prompt,strength,example_id): | |
# input | |
#parent,file=os.path.split(image_mask) # image is complex dict | |
#base,ext = os.path.splitext(file) | |
#key = base.split("_")[0] | |
loaded_image = Image.open(f"images/{example_id}.jpg") | |
return loaded_image | |
#return np.array(loaded_image) | |
css=""" | |
#col-left { | |
margin: 0 auto; | |
max-width: 640px; | |
} | |
#col-right { | |
margin: 0 auto; | |
max-width: 640px; | |
} | |
""" | |
demo_blocks = gr.Blocks(css=css, elem_id="demo-container") | |
with demo_blocks as demo: | |
with gr.Column(): | |
gr.HTML(read_file("demo_header.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(): | |
prompt = gr.Textbox(label="Prompt",value="a eyes closed girl,shut eyes",placeholder="Your prompt (what you want in place of what is erased)", elem_id="prompt") | |
btn = gr.Button("Inpaint", elem_id="run_button",variant="primary") | |
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): | |
strength = gr.Number(value=0.75, minimum=0, maximum=1.0, step=0.01, label="Inpaint strength") | |
seed = gr.Number(value=0, minimum=0, step=1, label="Inpaint seed") | |
models = ["black-forest-labs/FLUX.1-schnell"] | |
inpaint_model = gr.Dropdown(label="modes", choices=models, value="black-forest-labs/FLUX.1-schnell") | |
id_input=gr.Text(label="Name", visible=False) | |
with gr.Column(): | |
image_out = gr.Image(height=800,sources=[],label="Output", elem_id="output-img",type="pil",format="jpeg") | |
btn.click(fn=process_images, inputs=[image, image_mask,prompt,inpaint_model,strength,seed], outputs =image_out, api_name='infer') | |
gr.Examples( | |
examples=[ | |
["images/00547245_99.jpg", "images/00547245_99_mask.jpg","a beautiful girl,eyes closed",0.8,"00547245"], | |
["images/00538245_paint.jpg", "images/00538245_mask.jpg","a beautiful girl,wearing t-shirt",0.7,"00538245"], | |
["images/00207245_18.jpg", "images/00207245_18_mask.jpg","a beautiful girl,mouth opened",0.2,"00207245"] | |
] | |
, | |
fn=example_out, | |
inputs=[image,image_mask,prompt,strength,id_input], | |
outputs=[image_out], | |
cache_examples=True, | |
) | |
gr.HTML( | |
""" | |
""" | |
) | |
demo_blocks.queue(max_size=25).launch(share=False,debug=True) | |