NoName commited on
Commit
1950f82
·
1 Parent(s): 0101d40

Add application file

Browse files
Files changed (2) hide show
  1. app.py +19 -3
  2. export_resnet18_e12_3.pkl +3 -0
app.py CHANGED
@@ -1,7 +1,23 @@
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
  import gradio as gr
2
+ from fastai.vision.all import *
3
 
4
+ import pathlib
5
+ temp = pathlib.PosixPath
6
+ pathlib.PosixPath = pathlib.WindowsPath
7
 
8
+ catergories = ('bunny girl', 'cat neko girl', 'fox kitsune girl', 'wolfgirl')
9
+
10
+ def load_model_and_predict(img):
11
+ #img = PILImage.create(image_path)
12
+ pred, idx, probs = learn.predict(img)
13
+ #return pred, probs
14
+ return dict(zip(catergories, map(float,probs)))
15
+
16
+ model_path = "export_resnet101_e7_2.pkl"
17
+ learn = load_learner(model_path)
18
+
19
+ image = gr.inputs.Image(shape=(224, 224))
20
+ label = gr.outputs.Label()
21
+
22
+ iface = gr.Interface(fn=load_model_and_predict, inputs=image, outputs=label)
23
  iface.launch()
export_resnet18_e12_3.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:98e3e35c97028932aa02dc312a1505b64dcd7b7ccda8bd7917c467e25a4aa485
3
+ size 46981469