Rob Learsch commited on
Commit
8debd85
·
1 Parent(s): ae061fb
Files changed (2) hide show
  1. app.py +22 -0
  2. requirements.txt +1 -0
app.py ADDED
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+ import gradio as gr
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+ from fastai.vision.all import *
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+ learn = load_learner('20250123_squish_model.pkl')
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+
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+ labels = learn.dls.vocab
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+ def predict(img):
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+ img = PILImage.create(img)
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+ pred,pred_idx,probs = learn.predict(img)
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+ return {labels[i]: float(probs[i]) for i in range(len(labels))}
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+
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+ title = "Squishable Type Classifier"
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+ description = "A squishable classifier trained with fastai. Do you have a standard Squish? Undercover? Comfort Food? Let's find out! <br> Created as a demo for Gradio and HuggingFace Spaces."
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+ article="<p style='text-align: center'><a href='https://rlearsch.github.io/' target='_blank'>Blog post</a></p>"
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+
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+ gr.Interface(fn=predict,
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+ inputs=gr.components.Image(height=214, width=214),
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+ outputs=gr.components.Label(num_top_classes=3),
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+ title=title,
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+ description=description,
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+ article=article,
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+ ).queue(max_size=3
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+ ).launch()
requirements.txt ADDED
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+ fastai