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app.py

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+# AUTOGENERATED! DO NOT EDIT! File to edit: . (unless otherwise specified).
+
+__all__ = ['learn', 'classify_image', 'categories', 'image', 'label', 'examples', 'intf']
+
+# Cell
+from fastai.vision.all import *
+import gradio as gr
+import timm
+
+# Cell
+learn = load_learner('food_model.pkl')
+
+# Cell
+categories = learn.dls.vocab
+
+def classify_image(img):
+    pred,idx,probs = learn.predict(img)
+    return dict(zip(categories, map(float,probs)))
+
+# Cell
+image = gr.inputs.Image(shape=(192, 192))
+label = gr.outputs.Label()
+examples = ['steak.jpg', ]
+
+# Cell
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples,
+    title="Food Classifier", description="Trained on only URLs.FOODS image set. Provide an image or select from one below.")
+intf.launch()

food_model.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:50f9d9431171e2b6ae826aba85126852263aea09492ea80574de2e0bcf25a9ba
+size 89450226

requirements.txt

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+torch <1.12
+fastai>2.6.1
+timm