update .gitattributes so git lfs will track .pkl files

app.py

@@ -1,9 +1,21 @@
 #%%
 import gradio as gr
+from fastai.vision.all import *
 
-def greet(name):
-    return "Hello " + name + "!!"
+learn_inf = load_learner('model.pkl')
+#%%
+features = learn_inf.dls.vocab
+#%%
+def predict_image(image):
+    pred_class, pred_idx, probs = learn_inf.predict(image)
+    return {str(features[i]): float(probs[i]) for i in range(len(learn_inf.dls.vocab))}
+
+input_image = gr.inputs.Image(shape=(None, None))
+output_label = gr.outputs.Label(num_top_classes=3)
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
-# %%
+gr.Interface(fn=predict_image,
+             inputs=input_image,
+             outputs=output_label,
+             title="Image Classifier",
+             description=f"Upload an image to classify it into one of the following categories: {' | '.join([f'{item}' for item in features])}",
+             capture_session=True).launch()

model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:223338e7345c9f0f5b35ee280104cc1029b901a81520abaae1f52b106ce72ebd
+size 47019183