k-tan commited on
Commit
79acb57
1 Parent(s): cfa8fdc
Files changed (5) hide show
  1. .gitattributes +1 -0
  2. app.py +17 -4
  3. cat.jpg +0 -0
  4. dog.jpg +0 -0
  5. dunno.jpg +0 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ model.pkl filter=lfs diff=lfs merge=lfs -text
app.py CHANGED
@@ -1,10 +1,23 @@
1
  import gradio as gr
 
2
 
 
 
3
 
4
- def greet(name):
5
- return "Hello " + name + "!!";
6
 
 
7
 
8
- demo = gr.Interface(fn=greet, inputs="text", outputs="text");
 
 
 
 
 
 
 
 
 
 
 
9
 
10
- demo.launch();
 
1
  import gradio as gr
2
+ from fastai.vision.all import *;
3
 
4
+ def is_cat(x):
5
+ return x[0].isupper();
6
 
7
+ learner = load_learner('model.pkl');
 
8
 
9
+ categories = ('Dog', 'Cat');
10
 
11
+ def classify_image(img):
12
+ pred, idx, probs = learner.predict(img);
13
+ return dict(zip(categories, map(float, probs)))
14
+
15
+ image = gr.inputs.Image(shape=(192,192));
16
+
17
+ label = gr.outputs.Label();
18
+
19
+ examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg'];
20
+
21
+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples);
22
+ intf.launch(inline=False);
23
 
 
cat.jpg ADDED
dog.jpg ADDED
dunno.jpg ADDED