update .gitattributes so git lfs will track .pkl files

app.py

@@ -1,7 +1,18 @@
+import fastai
 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))}
 
 def greet(name):
     return "May the force will be with you, " + name + "!!"
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
+# iface = gr.Interface(fn=greet, inputs="text", outputs="text")
+gr.Interface(fn=predict, inputs=gr.inputs.Image(shape=(512, 512)), outputs=gr.outputs.Label(num_top_classes=3)).launch(share=True)
 iface.launch()

model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:af4a80baebcbafb7ecc26b7e1fa14bdcd51b269184d2d88617f98f27743f8d62
+size 46954905

requirements.txt

@@ -0,0 +1,2 @@
+fastai
+scikit-image