import gradio as gr from PIL import Image import torch from transformers import BlipProcessor, BlipForConditionalGeneration from diffusers import StableDiffusionPipeline import traceback # 모델 로딩 (최대한 빠른 처리: 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 # 안전필터 off (실습/학습 목적) 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) # 캐리커쳐 스타일 프롬프트 (이모티콘과 직관적 키워드로 꾸밈) caricature_prompt = ( f"{description}, cute cartoon, gentle lines, charming and lovely, sweet expression, lovely mood, digital illustration, " "cheerful, simple background, joy, cartoon-style, 😄✨" ) # turbo SD: 매우 빠른 생성! result = pipe( caricature_prompt, num_inference_steps=4, # turbo 권장값: 4 guidance_scale=0.0 # turbo 권장값: 0.0 (텍스트 프롬프트 반영) ).images[0] info_text = ( f"**이미지 설명**: {description}\n\n" f"**캐리커쳐 프롬프트**: `{caricature_prompt}`" ) return result, info_text except Exception as e: err = f"❗️ 오류가 발생했어요!\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("""
🎨 캐리커쳐 매직

어떤 사진이든 1초 만에 캐리커쳐로!
카메라 📷 또는 앨범에서 이미지를 올려보세요!

""") with gr.Row(elem_id="main-view"): with gr.Column(): photo = gr.Image( label="📷 사진 찍기 또는 선택(앨범)", type="pil", height=300, elem_id="user-photo", ) btn = gr.Button("👉 캐리커쳐 만들기!", elem_id="do_caricature") with gr.Column(): caricature_img = gr.Image( label="🖼️ 캐리커쳐 미리보기", elem_id="caricature-preview", height=350, show_label=True ) info = gr.Markdown(label="생성 내역 및 설명", value="", elem_id="summary-field") btn.click(caricature_from_photo, inputs=photo, outputs=[caricature_img, info]) # 안내 메시지 gr.Markdown("""
💡 사용법 & 인쇄 안내
""") demo.launch()