Kamran Soomro commited on
Commit
f204398
1 Parent(s): aae05eb

Added basic Gradio application

Browse files
Files changed (2) hide show
  1. app.py +14 -4
  2. model.pkl +3 -0
app.py CHANGED
@@ -1,9 +1,19 @@
 
1
  import gradio as gr
2
 
 
3
 
4
- def greet(name):
5
- return "Hello " + name + "!!"
6
 
 
7
 
8
- iface = gr.Interface(fn=greet, inputs="text", outputs="text")
9
- iface.launch()
 
 
 
 
 
 
 
 
 
1
+ from fastai.vision.all import *
2
  import gradio as gr
3
 
4
+ def is_cat(x): return x[0].isupper()
5
 
6
+ learn = load_learner("model.pkl")
 
7
 
8
+ categories = ("Dog", "Cat")
9
 
10
+ def classify_image(img):
11
+ pred,idx,probs = learn.predict(img)
12
+ return dict(zip(categories, map(float, probs)))
13
+
14
+ image = gr.inputs.Image(shape=(192, 192))
15
+ label = gr.outputs.Label()
16
+ examples = [f"{path}/dog.jpeg", f"{path}/cat.jpeg", f"{path}/dunno.jpeg"]
17
+
18
+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
19
+ intf.launch(inline=False, share=False)
model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:18daa192349559f18aa9190c0bb309164af9fd056a2a49727e6d879fac6c5d96
3
+ size 47061483