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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 StableDiffusionXLPipeline, DDIMScheduler
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import torch
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import mediapy
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import sa_handler
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# init models
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scheduler = DDIMScheduler(beta_start=0.00085, beta_end=0.012, beta_schedule="scaled_linear", clip_sample=False,
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set_alpha_to_one=False)
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pipeline = StableDiffusionXLPipeline.from_pretrained(
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"stabilityai/stable-diffusion-xl-base-1.0", torch_dtype=torch.float16, variant="fp16", use_safetensors=True,
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scheduler=scheduler
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).to("cuda")
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handler = sa_handler.Handler(pipeline)
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sa_args = sa_handler.StyleAlignedArgs(share_group_norm=False,
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share_layer_norm=False,
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share_attention=True,
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adain_queries=True,
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adain_keys=True,
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adain_values=False,
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)
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handler.register(sa_args, )
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# run StyleAligned
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sets_of_prompts = [
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"a toy train. macro photo. 3d game asset",
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"a toy airplane. macro photo. 3d game asset",
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"a toy bicycle. macro photo. 3d game asset",
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"a toy car. macro photo. 3d game asset",
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"a toy boat. macro photo. 3d game asset",
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]
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def style_aligned_sdxl(prompt):
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images = pipeline([prompts],).images
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#mediapy.show_images(images)
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print(images)
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return images
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with gr.Blocks() as demo:
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with gr.Group():
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with gr.Row():
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prompt = gr.Textbox(label="Prompt", scale=8)
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btn = gr.Button("Greet", scale=2)
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output = gr.Image(label="Style-Aligned SDXL")
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btn.click(fn=style_aligned_sdxl, inputs=prompt, outputs=output, api_name="style_aligned_sdxl")
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demo.launch()
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