intial pkl etc

app.py

@@ -1,7 +1,20 @@
+from fastai.vision.all import *
 import gradio as gr
 
-def greet(name):
-    return "Hello " + name + "!!"
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+def classify(the_image):
+    prediction, index, probs = learn.predict(the_image)
+    probs_floats = map(float, probs)
+    cat_probs = zip(categories, probs_floats)
+    return dict(cat_probs)
+
+
+learn = load_learner('architecture_model.pkl')
+categories = learn.dls.vocab
+
+image = gr.inputs.Image(shape=(192, 192))
+label = gr.outputs.Label()
+examples = ['tudor_cottage.jpg', 'geogian_terrace.jpg']
+
+intf = gr.Interface(fn=classify, inputs=image, outputs=label, examples=examples, title="Architecture Classifier")
+intf.launch(inline=False)

architecture_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ab888cab02c70b1c40a8e8fb6ee4571bc1e371d0d0a790e133a390d2dce5031
+size 46967105