upading gradio functionality

app.py

@@ -1,7 +1,17 @@
 import gradio as gr
+from fastai.vision.all import *
 
-def greet(name):
-    return "Hello " + name + "!!"
+im = PILImage.create('paramecium.jpg')
+examples = ['paramecium.jpg']
+learn = load_learner('microbe_model.pkl')
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
+
+def classify_image(img):
+    category_name, _, probs = learn.predict(img)
+    categories = learn.dls.vocab
+    return {category: f"{prob:.4f}" for category, prob in zip(categories, probs.tolist())}
+
+
+iface = gr.Interface(fn=classify_image, inputs="image",
+                     outputs="label", examples=examples)
 iface.launch()

microbe_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7733686d3f9b90add32f552ab0dff8ac50cd3bbdcaa5543094e10c7db158504e
+size 46990955