changes

app.py

@@ -1,9 +1,15 @@
+from fastai.vision.all import *
 import gradio as gr
 
+learn = load_learner('model.pkl')
 
-def greet(name):
-    return "Hello " + name + "!!"
+labels = learn.dls.vocab
 
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+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=gr.inputs.Image(shape=(512, 512)),
+             outputs=gr.outputs.Label(num_top_classes=3)).launch(share=True)

model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:482059b84e3b71c60f5b9ffc6b1d13ddaefe98ab76e1f942667d5325f362a311
+size 46967509

requirements.txt

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