agatam commited on
Commit
aa59679
1 Parent(s): a1bc85e
Files changed (1) hide show
  1. app.py +28 -0
app.py ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ __all__ = ['is_cat', 'learn', 'classify_image', 'categories', 'image', 'label', 'examples', 'intf']
2
+
3
+ # Cell
4
+ from fastai.vision.all import *
5
+ import gradio as gr
6
+
7
+ #def is_cat(x): return x[0].isupper()
8
+
9
+ # Cell
10
+ learn = load_learner('broccoli_or_steak.pkl')
11
+
12
+ # Cell
13
+ categories = ('Broccoli', 'Steak')
14
+
15
+
16
+ def classify_image(img):
17
+ pred,idx,probs = learn.predict(img)
18
+ return dict(zip(categories, map(float, probs)))
19
+
20
+ # Cell
21
+ image = gr.inputs.Image(shape=(192, 192))
22
+ label = gr.outputs.Label()
23
+ examples = ['broccoli.jpg', 'steak.jpg']
24
+
25
+
26
+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
27
+ intf.launch(inline=False)
28
+