Upload 2 files
Browse files- app.py +107 -0
- requirements.txt +8 -0
app.py
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import gradio as gr
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from PIL import Image
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import torch
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from transformers import BlipProcessor, BlipForConditionalGeneration
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from diffusers import StableDiffusionPipeline
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import traceback
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# 모델 로딩 (최대한 빠른 처리: BLIP + SD-Turbo)
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device = "cuda" if torch.cuda.is_available() else "cpu"
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blip_processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base")
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blip_model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base").to(device)
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pipe = StableDiffusionPipeline.from_pretrained(
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"stabilityai/stable-diffusion-turbo",
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torch_dtype=torch.float16 if torch.cuda.is_available() else torch.float32
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).to(device)
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pipe.safety_checker = None # 안전필터 off (실습/학습 목적)
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def caricature_from_photo(image):
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try:
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raw_image = image.convert('RGB')
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inputs = blip_processor(raw_image, return_tensors="pt").to(device)
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out = blip_model.generate(**inputs, max_new_tokens=30)
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description = blip_processor.decode(out[0], skip_special_tokens=True)
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# 캐리커쳐 스타일 프롬프트 (이모티콘과 직관적 키워드로 꾸밈)
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caricature_prompt = (
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f"{description}, cute cartoon, gentle lines, charming and lovely, sweet expression, lovely mood, digital illustration, "
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"cheerful, simple background, joy, cartoon-style, 😄✨"
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)
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# turbo SD: 매우 빠른 생성!
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result = pipe(
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caricature_prompt,
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num_inference_steps=4, # turbo 권장값: 4
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guidance_scale=0.0 # turbo 권장값: 0.0 (텍스트 프롬프트 반영)
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).images[0]
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info_text = (
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f"**이미지 설명**: {description}\n\n"
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f"**캐리커쳐 프롬프트**: `{caricature_prompt}`"
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)
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return result, info_text
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except Exception as e:
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err = f"❗️ 오류가 발생했어요!\n\n{e}\n\n{traceback.format_exc()}"
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empty = Image.new("RGB", (512,512), "#FFFDE7")
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return empty, err
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custom_css = """
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body { background: linear-gradient(135deg, #a7ffeb 0%, #fce4ec 100%);}
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.gradio-container { background-color: #fafcff !important;}
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.gr-button { background: #ffd600; color: #252525; border-radius:18px; font-size:1.2em;}
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.gr-button:hover { background:#ffd54f;}
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#caricature-preview img {
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border-radius: 30px; border: 4px solid #ffff8d;
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box-shadow: 0px 8px 56px #ffd60044;
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margin-top: 1em;
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}
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#main-view .block {
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background: #ffffffb8; border-radius: 22px;
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box-shadow: 0 4px 32px #b3afec33; margin:18px;
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}
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"""
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with gr.Blocks(css=custom_css, theme=gr.themes.Soft()) as demo:
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gr.Markdown("""
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<div style="text-align:center; padding-top:.5em;">
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<span style="font-size:2.3em;">🎨 <b style="color:#1ec69d">캐리커쳐 매직</b> <span style="font-size:1em;">앱</span> ✨</span>
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<p style="font-size:1.11em; color:#575d76;">
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어떤 사진이든 <b>1초 만에 캐리커쳐</b>로!<br>
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<span style="color:#2196f3">카메라 📷</span> 또는 <span style="color:#ff1696">앨범</span>에서 이미지를 올려보세요!
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</p>
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</div>
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""")
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with gr.Row(elem_id="main-view"):
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with gr.Column():
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photo = gr.Image(
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label="📷 사진 찍기 또는 선택(앨범)",
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type="pil",
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height=300,
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elem_id="user-photo",
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)
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btn = gr.Button("👉 캐리커쳐 만들기!", elem_id="do_caricature")
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with gr.Column():
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caricature_img = gr.Image(
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label="🖼️ 캐리커쳐 미리보기",
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elem_id="caricature-preview",
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height=350,
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show_label=True
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)
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info = gr.Markdown(label="생성 내역 및 설명", value="", elem_id="summary-field")
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btn.click(caricature_from_photo, inputs=photo, outputs=[caricature_img, info])
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# 안내 메시지
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gr.Markdown("""
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<div style="background:#fffde7; border-radius:18px; border:1.5px dashed #ffe082; padding:1em; text-align:center; margin-top:18px;">
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<b>💡 사용법 & 인쇄 안내</b><br/>
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<ul style="text-align:left; margin-left:1.8em;">
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<li>휴대폰은 [사진찍기] 선택 시, 카메라와 앨범 둘 다 사용 가능</li>
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<li>[👉 캐리커쳐 만들기!] 버튼을 누르면 캐리커쳐가 빠르게 생성됩니다.</li>
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<li>결과 이미지를 길게 누르거나 우클릭하여 저장/공유/인쇄 할 수 있습니다.</li>
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</ul>
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</div>
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""")
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demo.launch()
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requirements.txt
ADDED
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@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
| 1 |
+
gradio
|
| 2 |
+
torch
|
| 3 |
+
transformers
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| 4 |
+
diffusers
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+
Pillow
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+
accelerate
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+
safetensors
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