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First version of app
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app.py
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import gradio as gr
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from diffusers import LMSDiscreteScheduler
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from mixdiff import StableDiffusionCanvasPipeline, Text2ImageRegion
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# Creater scheduler and model (similar to StableDiffusionPipeline)
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scheduler = LMSDiscreteScheduler(beta_start=0.00085, beta_end=0.012, beta_schedule="scaled_linear", num_train_timesteps=1000)
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pipeline = StableDiffusionCanvasPipeline.from_pretrained("CompVis/stable-diffusion-v1-4", scheduler=scheduler, use_auth_token=True).to("cuda:0")
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def generate(prompt1, prompt2, prompt3, seed)
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"""Mixture of Diffusers generation"""
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return pipeline(
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canvas_height=640,
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canvas_width=1408,
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regions=[
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Text2ImageRegion(0, 640, 0, 640, guidance_scale=8,
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prompt=prompt1),
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Text2ImageRegion(0, 640, 384, 1024, guidance_scale=8,
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prompt=prompt2),
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Text2ImageRegion(0, 640, 768, 1408, guidance_scale=8,
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prompt=prompt3),
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],
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num_inference_steps=50,
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seed=seed,
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)["sample"][0]
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demo = gr.Interface(
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fn=generate,
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inputs=[
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gr.Textbox(lines=2, placeholder="Left prompt"),
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gr.Textbox(lines=2, placeholder="Center prompt"),
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gr.Textbox(lines=2, placeholder="Right prompt"),
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gr.Textbox(lines=1, placeholder="Random Seed"),
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]
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outputs="image"
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)
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demo.launch()
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