manish-pro commited on
Commit
da8b83a
·
1 Parent(s): bd2e2fd

model file inlcuded, app updated

Browse files
Files changed (2) hide show
  1. app.py +16 -3
  2. model.pkl +3 -0
app.py CHANGED
@@ -1,6 +1,19 @@
1
  import gradio as gr
 
2
 
3
- def greet(name):
4
- return "Hello " + name + "!!"
5
 
6
- gr.Interface(fn=greet, inputs="text", outputs="text").launch()
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  import gradio as gr
2
+ from fastai.vision.all import *
3
 
4
+ # load the trained model
5
+ learn = load_learner('model.pkl')
6
 
7
+ categories = ['ironman','hulk','captain america','captain marvel','thanos','thor','vision','ant man','black panther','black widow','doctor strange','spiderman']
8
+
9
+ def classify_image(img):
10
+ pred, idx, probab = learn.predict(img)
11
+ return dict(zip(categories, map(float, probab)))
12
+
13
+ image = gr.inputs.Image(shape=(192,192))
14
+ label = gr.outputs.Label()
15
+ examples = ['ironman.jpg','hulk.jpg','captainamerica.jpg','captainmarvel.jpg','thanos.jpg',
16
+ 'thor.jpg','vision.jpg','ant man.jpg','blackpanther.jpg','blackwidow.jpg','doctorstrange.jpg','spiderman.jpg']
17
+
18
+ intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
19
+ intf.launch(inline=False)
model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bf5fef21c246d7f562c4fa96ffda24cacc4e7c2ab3fa992ed0067a9ddc479243
3
+ size 87486117