Spaces:
Runtime error
Runtime error
gnarlynerd
commited on
Commit
•
9698467
1
Parent(s):
61becf6
adding demo
Browse files
demo.py
ADDED
@@ -0,0 +1,70 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
#!/usr/bin/env python
|
2 |
+
# coding: utf-8
|
3 |
+
|
4 |
+
# In[8]:
|
5 |
+
|
6 |
+
|
7 |
+
|
8 |
+
|
9 |
+
|
10 |
+
# In[ ]:
|
11 |
+
|
12 |
+
|
13 |
+
#|export
|
14 |
+
from fastai.vision.all import *
|
15 |
+
import gradio as gr
|
16 |
+
|
17 |
+
def is_cat(x): return x[0].isupper()
|
18 |
+
|
19 |
+
|
20 |
+
# In[10]:
|
21 |
+
|
22 |
+
|
23 |
+
|
24 |
+
|
25 |
+
|
26 |
+
# In[11]:
|
27 |
+
|
28 |
+
|
29 |
+
#|export
|
30 |
+
learn = load_learner('model.pkl')
|
31 |
+
|
32 |
+
|
33 |
+
# In[12]:
|
34 |
+
|
35 |
+
|
36 |
+
|
37 |
+
|
38 |
+
|
39 |
+
# In[13]:
|
40 |
+
|
41 |
+
|
42 |
+
#|export
|
43 |
+
categories = ('Dog', 'Cat')
|
44 |
+
|
45 |
+
def classify_image(img):
|
46 |
+
pred,idx,probs = learn.predict(img)
|
47 |
+
return dict(zip(categories, map(float,probs)))
|
48 |
+
|
49 |
+
|
50 |
+
# In[14]:
|
51 |
+
|
52 |
+
|
53 |
+
|
54 |
+
|
55 |
+
|
56 |
+
# In[15]:
|
57 |
+
|
58 |
+
|
59 |
+
#|export
|
60 |
+
image = gr.inputs.Image(shape=(192, 192))
|
61 |
+
label = gr.outputs.Label()
|
62 |
+
examples = ['dog.jpg', 'cat.jpg', 'dunno.jpg']
|
63 |
+
|
64 |
+
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
|
65 |
+
intf.launch(inline=False)
|
66 |
+
|
67 |
+
|
68 |
+
|
69 |
+
|
70 |
+
|