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Update app.py
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app.py
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from huggingface_hub import from_pretrained_keras
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from keras_cv import models
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import gradio as gr
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from tensorflow import keras
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keras.mixed_precision.set_global_policy("mixed_float16")
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# prepare model
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resolution = 512
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sd_dreambooth_model = models.StableDiffusion(
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img_width=resolution, img_height=resolution
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)
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db_diffusion_model = from_pretrained_keras("kfahn/dreambooth-mandelbulb")
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sd_dreambooth_model._diffusion_model = db_diffusion_model
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# generate images
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def infer(prompt):
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generated_images = sd_dreambooth_model.text_to_image(
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prompt, batch_size=2
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)
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return generated_images
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output = gr.Gallery(label="Outputs").style(grid=(1,2))
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# customize interface
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title = "Dreambooth Mandelbulb flower"
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description = "This is a dreambooth model fine-tuned on mandelbulb images. To try it, input the concept with {sks a hydrangea floweret shaped like a mandelbulb}."
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examples=[["sks a hydrangea floweret shaped like a mandelbulb on a bush"]]
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gr.Interface(infer, inputs=["text"], outputs=[output], title=title, description=description, examples=examples).queue().launch()
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