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import gradio as gr | |
from PIL import Image | |
import torch | |
from transformers import BlipProcessor, BlipForConditionalGeneration | |
from diffusers import StableDiffusionPipeline | |
import traceback | |
# ๋ชจ๋ธ ๋ก๋ฉ (์ต๋ํ ๋น ๋ฅธ ์ฒ๋ฆฌ: BLIP + SD-Turbo) | |
device = "cuda" if torch.cuda.is_available() else "cpu" | |
blip_processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base") | |
blip_model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base").to(device) | |
pipe = StableDiffusionPipeline.from_pretrained( | |
"stabilityai/stable-diffusion-turbo", | |
torch_dtype=torch.float16 if torch.cuda.is_available() else torch.float32 | |
).to(device) | |
pipe.safety_checker = None # ์์ ํํฐ off (์ค์ต/ํ์ต ๋ชฉ์ ) | |
def caricature_from_photo(image): | |
try: | |
raw_image = image.convert('RGB') | |
inputs = blip_processor(raw_image, return_tensors="pt").to(device) | |
out = blip_model.generate(**inputs, max_new_tokens=30) | |
description = blip_processor.decode(out[0], skip_special_tokens=True) | |
# ์บ๋ฆฌ์ปค์ณ ์คํ์ผ ํ๋กฌํํธ (์ด๋ชจํฐ์ฝ๊ณผ ์ง๊ด์ ํค์๋๋ก ๊พธ๋ฐ) | |
caricature_prompt = ( | |
f"{description}, cute cartoon, gentle lines, charming and lovely, sweet expression, lovely mood, digital illustration, " | |
"cheerful, simple background, cartoon-style, normal lookig, no gorgeous hair,nice posture,five fingers, men as men/women as women, ๐โจ" | |
) | |
# turbo SD: ๋งค์ฐ ๋น ๋ฅธ ์์ฑ! | |
result = pipe( | |
caricature_prompt, | |
num_inference_steps=4, # turbo ๊ถ์ฅ๊ฐ: 4 | |
guidance_scale=0.0 # turbo ๊ถ์ฅ๊ฐ: 0.0 (ํ ์คํธ ํ๋กฌํํธ ๋ฐ์) | |
).images[0] | |
info_text = ( | |
f"**์ด๋ฏธ์ง ์ค๋ช **: {description}\n\n" | |
f"**์บ๋ฆฌ์ปค์ณ ํ๋กฌํํธ**: `{caricature_prompt}`" | |
) | |
return result, info_text | |
except Exception as e: | |
err = f"โ๏ธ ์ค๋ฅ๊ฐ ๋ฐ์ํ์ด์!\n\n{e}\n\n{traceback.format_exc()}" | |
empty = Image.new("RGB", (512,512), "#FFFDE7") | |
return empty, err | |
custom_css = """ | |
body { background: linear-gradient(135deg, #a7ffeb 0%, #fce4ec 100%);} | |
.gradio-container { background-color: #fafcff !important;} | |
.gr-button { background: #ffd600; color: #252525; border-radius:18px; font-size:1.2em;} | |
.gr-button:hover { background:#ffd54f;} | |
#caricature-preview img { | |
border-radius: 30px; border: 4px solid #ffff8d; | |
box-shadow: 0px 8px 56px #ffd60044; | |
margin-top: 1em; | |
} | |
#main-view .block { | |
background: #ffffffb8; border-radius: 22px; | |
box-shadow: 0 4px 32px #b3afec33; margin:18px; | |
} | |
""" | |
with gr.Blocks(css=custom_css, theme=gr.themes.Soft()) as demo: | |
gr.Markdown(""" | |
<div style="text-align:center; padding-top:.5em;"> | |
<span style="font-size:2.3em;">๐จ <b style="color:#1ec69d">์บ๋ฆฌ์ปค์ณ ๋งค์ง</b> <span style="font-size:1em;">์ฑ</span> โจ</span> | |
<p style="font-size:1.11em; color:#575d76;"> | |
์ด๋ค ์ฌ์ง์ด๋ <b>1์ด ๋ง์ ์บ๋ฆฌ์ปค์ณ</b>๋ก!<br> | |
<span style="color:#2196f3">์นด๋ฉ๋ผ ๐ท</span> ๋๋ <span style="color:#ff1696">์จ๋ฒ</span>์์ ์ด๋ฏธ์ง๋ฅผ ์ฌ๋ ค๋ณด์ธ์! | |
</p> | |
</div> | |
""") | |
with gr.Row(elem_id="main-view"): | |
with gr.Column(): | |
photo = gr.Image( | |
label="๐ท ์ฌ์ง ์ฐ๊ธฐ ๋๋ ์ ํ(์จ๋ฒ)", | |
type="pil", | |
height=300, | |
elem_id="user-photo", | |
) | |
btn = gr.Button("๐ ์บ๋ฆฌ์ปค์ณ ๋ง๋ค๊ธฐ!", elem_id="do_caricature") | |
with gr.Column(): | |
caricature_img = gr.Image( | |
label="๐ผ๏ธ ์บ๋ฆฌ์ปค์ณ ๋ฏธ๋ฆฌ๋ณด๊ธฐ", | |
elem_id="caricature-preview", | |
height=350, | |
show_label=True | |
) | |
info = gr.Markdown(label="์์ฑ ๋ด์ญ ๋ฐ ์ค๋ช ", value="", elem_id="summary-field") | |
btn.click(caricature_from_photo, inputs=photo, outputs=[caricature_img, info]) | |
# ์๋ด ๋ฉ์์ง | |
gr.Markdown(""" | |
<div style="background:#fffde7; border-radius:18px; border:1.5px dashed #ffe082; padding:1em; text-align:center; margin-top:18px;"> | |
<b>๐ก ์ฌ์ฉ๋ฒ & ์ธ์ ์๋ด</b><br/> | |
<ul style="text-align:left; margin-left:1.8em;"> | |
<li>ํด๋ํฐ์ [์ฌ์ง์ฐ๊ธฐ] ์ ํ ์, ์นด๋ฉ๋ผ์ ์จ๋ฒ ๋ ๋ค ์ฌ์ฉ ๊ฐ๋ฅ</li> | |
<li>[๐ ์บ๋ฆฌ์ปค์ณ ๋ง๋ค๊ธฐ!] ๋ฒํผ์ ๋๋ฅด๋ฉด ์บ๋ฆฌ์ปค์ณ๊ฐ ๋น ๋ฅด๊ฒ ์์ฑ๋ฉ๋๋ค.</li> | |
<li>๊ฒฐ๊ณผ ์ด๋ฏธ์ง๋ฅผ ๊ธธ๊ฒ ๋๋ฅด๊ฑฐ๋ ์ฐํด๋ฆญํ์ฌ ์ ์ฅ/๊ณต์ /์ธ์ ํ ์ ์์ต๋๋ค.</li> | |
</ul> | |
</div> | |
""") | |
demo.launch() | |