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Create app.py
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app.py
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import torch
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import gradio as gr
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from PIL import image
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import spaces
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from diffusers import StableCascadeDecoderPipeline, StableCascadePriorPipeline
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device = "cuda"
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num_images_per_prompt = 1
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prior = StableCascadePriorPipeline.from_pretrained("stabilityai/stable-cascade-prior", torch_dtype=torch.bfloat16).to(device)
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decoder = StableCascadeDecoderPipeline.from_pretrained("stabilityai/stable-cascade", torch_dtype=torch.float16).to(device)
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prompt = "Anthropomorphic cat dressed as a pilot"
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negative_prompt = ""
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@spaces.GPU
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def gen(prompt, negative, width, height):
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prior_output = prior(
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prompt=prompt,
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height=height,
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width=width,
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negative_prompt=negative,
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guidance_scale=4.0,
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num_images_per_prompt=num_images_per_prompt,
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num_inference_steps=20
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)
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decoder_output = decoder(
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image_embeddings=prior_output.image_embeddings.half(),
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prompt=prompt,
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negative_prompt=negative,
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guidance_scale=0.0,
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output_type="pil",
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num_inference_steps=10
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).images
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return decoder_output
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