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| import torch | |
| from diffusers import StableDiffusionPipeline | |
| import gradio as gr | |
| # ๋ชจ๋ธ ๋ก๋ (๋ก์ปฌ์ ์์ ๊ฒฝ์ฐ ํ๊น ํ์ด์ค์์ ์๋ ๋ค์ด๋ก๋๋จ) | |
| pipe = StableDiffusionPipeline.from_pretrained( | |
| "runwayml/stable-diffusion-v1-5", | |
| torch_dtype=torch.float16 if torch.cuda.is_available() else torch.float32, | |
| revision="fp16" if torch.cuda.is_available() else None, | |
| use_safetensors=True | |
| ) | |
| # GPU ์ฌ์ฉ ๊ฐ๋ฅํ๋ฉด ์ด๋ | |
| if torch.cuda.is_available(): | |
| pipe = pipe.to("cuda") | |
| else: | |
| pipe = pipe.to("cpu") | |
| # ์์ฑ ํจ์ | |
| def generate_image(prompt): | |
| result = pipe(prompt, guidance_scale=7.5) | |
| image = result.images[0] | |
| return image | |
| # Gradio ์ธํฐํ์ด์ค | |
| demo = gr.Interface( | |
| fn=generate_image, | |
| inputs=gr.Textbox(label="ํ ์คํธ๋ฅผ ์ ๋ ฅํ์ธ์", placeholder="์: A fantasy landscape with flying whales"), | |
| outputs=gr.Image(label="์์ฑ๋ ์ด๋ฏธ์ง"), | |
| title="๐ผ๏ธ Text to Image Generator (Stable Diffusion)", | |
| description="ํ ์คํธ๋ฅผ ์ ๋ ฅํ๋ฉด ์ธ๊ณต์ง๋ฅ์ด ์ด๋ฏธ์ง๋ฅผ ์์ฑํฉ๋๋ค. ๋ชจ๋ธ: runwayml/stable-diffusion-v1-5" | |
| ) | |
| # ์คํ | |
| if __name__ == "__main__": | |
| demo.launch() | |