mohitgargai commited on
Commit
b9e9559
·
1 Parent(s): aa401cb

Added dog vs cat

Browse files
Files changed (3) hide show
  1. .gitignore +1 -0
  2. app.py +14 -4
  3. model.pkl +3 -0
.gitignore ADDED
@@ -0,0 +1 @@
 
 
1
+ venv/
app.py CHANGED
@@ -1,7 +1,17 @@
 
1
  import gradio as gr
2
 
3
- def greet(name):
4
- return "Hello " + name + "!!"
5
 
6
- iface = gr.Interface(fn=greet, inputs="text", outputs="text")
7
- 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
+ categories = ('Dog', 'Cat')
8
+
9
+ def classify_image(img):
10
+ pred, idx, probs = learn.predict(img)
11
+ return dict(zip(categories, map(float,probs)))
12
+
13
+ image = gr.inputs.Image(shape=(192, 192))
14
+ label = gr.outputs.Label()
15
+
16
+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label)
17
+ intf.launch(inline=False)
model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:66741fd9470a0613af7dc447092452a2eec535ef58e0f15cfcea2cfc1a7019a9
3
+ size 47061419