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williamberman
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43e2030
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Parent(s):
e550111
Create app.py
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app.py
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import gradio as gr
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import torch
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from diffusers import DiffusionPipeline
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print(f"Is CUDA available: {torch.cuda.is_available()}")
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if torch.cuda.is_available():
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print(f"CUDA device: {torch.cuda.get_device_name(torch.cuda.current_device())}")
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pipe_vq = DiffusionPipeline.from_pretrained("microsoft/vq-diffusion-ithq", torch_dtype=torch.float16, revision="fp16").to("cuda")
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else:
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pipe_vq = DiffusionPipeline.from_pretrained("microsoft/vq-diffusion-ithq")
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examples = [
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["An astronaut riding a horse."],
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["A teddy bear playing in the water."],
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["A simple wedding cake with lego bride and groom topper and cake pops."],
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["A realistic tree using a mixture of different colored pencils."],
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["Muscular Santa Claus."],
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["A man with a pineapple head."],
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["Pebble tower standing on the left on the sea beach."],
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]
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title = "VQ Diffusion vs. Stable Diffusion 1-5"
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description = "[VQ-Diffusion-ITHQ](https://huggingface.co/microsoft/vq-diffusion-ithq) for text to image generation."
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def inference(text):
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output_vq_diffusion = pipe_vq(text, truncation_rate=0.86).images[0]
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return output_vq_diffusion
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io = gr.Interface(
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inference,
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gr.Textbox(lines=3),
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outputs=[
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gr.Image(type="pil", label="VQ-Diffusion"),
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],
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title=title,
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description=description,
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examples=examples
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)
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io.launch()
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