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Create app.py
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app.py
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import gradio as gr
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from diffusers import StableDiffusionImg2ImgPipeline
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import torch
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from PIL import Image
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import numpy as np
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# โหลดโมเดล Stable Diffusion สำหรับ img2img
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pipe = StableDiffusionImg2ImgPipeline.from_pretrained(
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"runwayml/stable-diffusion-v1-5",
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torch_dtype=torch.float16
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).to("cuda")
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def generate(prompt, image, strength=0.75, guidance=7.5):
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init_image = Image.fromarray(np.array(image)).convert("RGB").resize((512, 512))
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result = pipe(prompt=prompt, image=init_image, strength=strength, guidance_scale=guidance).images[0]
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return result
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# UI Gradio
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gr.Interface(
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fn=generate,
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inputs=[
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gr.Textbox(label="Prompt", placeholder="Describe the new style or concept"),
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gr.Image(label="Input Image"),
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gr.Slider(0.2, 1.0, value=0.75, label="Strength"),
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gr.Slider(1, 15, value=7.5, label="Guidance Scale")
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],
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outputs="image",
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title="Stable Diffusion Image-to-Image",
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description="แปลงภาพต้นฉบับโดยอิงจากคำอธิบาย prompt และภาพต้นทาง (ใช้ Stable Diffusion)"
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).launch()
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