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Initial commit
Browse files- .gitignore +1 -0
- app.py +37 -0
- requirements.txt +4 -0
.gitignore
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.devcontainer
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app.py
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from diffusers import DDPMPipeline
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import gradio as gr
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models = [
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{'type': 'pokemon', 'res': 64, 'id': 'mrm8488/ddpm-ema-pokemon-64'},
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{'type': 'flowers', 'res': 64, 'id': 'mrm8488/ddpm-ema-flower-64'},
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{'type': 'anime_faces', 'res': 128, 'id': 'mrm8488/mrm8488/ddpm-ema-anime-256'},
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{'type': 'butterflies', 'res': 128, 'id': 'mrm8488/ddpm-ema-butterflies-128'},
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{'type': 'human_faces', 'res': 256, 'id': 'fusing/ddpm-celeba-hq'}
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]
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for model in models:
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pipeline = DDPMPipeline.from_pretrained(model['id'])
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pipeline.save_pretrained(model['id'])
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def predict(type):
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model_id = None
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for model in models:
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if model['type'] == type:
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model_id = model['id']
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break
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# load model and scheduler
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pipeline = DDPMPipeline.from_pretrained(model_id)
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# run pipeline in inference
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image = pipeline()["sample"]
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return image[0]
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gr.Interface(
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predict,
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inputs=[gr.components.Dropdown(choices = [model['type'] for model in models], label='Models')
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],
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outputs=["image"]
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).launch()
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requirements.txt
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torch
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gradio
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diffusers
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Pillow
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