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Cat Pattern Classifier App.py

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+import gradio as gr
+from fastai.vision.all import *
+
+learn = load_learner('export.pkl')
+
+labels = learn.dls.vocab
+def predict(img):
+    img = PILImage.create(img)
+    pred,pred_idx,probs = learn.predict(img)
+    return {labels[i]: float(probs[i]) for i in range(len(labels))}
+
+gr.Interface(fn=predict, 
+             inputs='image', 
+             outputs='label',
+             title = 'Cat Coat Pattern Classifier',
+             description = 'A computer vision classifier that can tell you which of the major coat patterns your cat has! Extra fancy coat patterns to follow.',
+             examples = [r'Domestic_cat_sleeping.JPG', r'calico cat.jpg', r'1200px-British_shorthair_cat-3113513.jpg'],
+             interpretation='default').launch(share=True)

export.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:d8472f2581c545f80056304594837ff6dd223346514afc139e62435afebe28b9
+size 47000836

requirements.txt

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+fastai==2.7.16
+gradio==4.41.0