updates

app.py

@@ -1,7 +1,22 @@
+# Import libraries
+from fastai.vision.all import *
 import gradio as gr
 
-def greet(name):
-    return "Hello " + name + "!!"
+# Load model
+learn = load_learner('labrador.pkl')
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+# Define categories
+categories = ('Black', 'Golden')
+
+# Define function to classify image
+def classify_image(img):
+	pred, idx, probs = learn.predict(img)
+	return dict(zip(categories, map(float, probs)))
+
+# Define Gradio interface
+image = gr.inputs.Image(shape=(192, 192))
+label = gr.outputs.Label()
+examples = ['black.jpg', 'golden.jpg', 'banana.jpg']
+
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)

labrador.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:04b03ebc699795f636b18abd4b8ac958abbb6cc520f550b861f0f2aafbb18f19
+size 46972090