Laiaromeu commited on
Commit
db16d96
·
verified ·
1 Parent(s): 3f20ad6

Upload app.py

Browse files
Files changed (1) hide show
  1. app.py +26 -19
app.py CHANGED
@@ -1,20 +1,27 @@
1
- import gradio as gr
2
- from fastai.vision.all import *
3
- from huggingface_hub import from_pretrained_fastai
4
-
5
- # Load your model from Hugging Face
6
- learn = from_pretrained_fastai("Laiaromeu/TotallySpies_Classifier")
7
- labels = learn.dls.vocab
8
-
9
- # Prediction function
10
- def predict(img):
11
- img = PILImage.create(img)
12
- pred, pred_idx, probs = learn.predict(img)
13
- return {labels[i]: float(probs[i]) for i in range(len(labels))}
14
-
15
- # Create the Gradio interface
16
- gr.Interface(
17
- fn=predict,
18
- inputs=gr.Image(),
19
- outputs=gr.Label(num_top_classes=2)
 
 
 
 
 
 
 
20
  ).launch()
 
1
+ import gradio as gr
2
+ from fastai.vision.all import *
3
+ from huggingface_hub import from_pretrained_fastai
4
+
5
+
6
+ learn = from_pretrained_fastai("Laiaromeu/TotallySpies_Classifier")
7
+ labels = learn.dls.vocab
8
+
9
+
10
+ def predict(img):
11
+ img = PILImage.create(img)
12
+ pred, pred_idx, probs = learn.predict(img)
13
+ return {labels[i]: float(probs[i]) for i in range(len(labels))}
14
+
15
+
16
+ title = "Totally Spies Classifier"
17
+ description = "Which Totally Spies do you look like?"
18
+ examples = ['Sam', 'Alex', 'Clover']
19
+
20
+ gr.Interface(
21
+ fn=predict,
22
+ inputs=gr.Image(),
23
+ outputs=gr.Label(num_top_classes=3),
24
+ title=title,
25
+ description=description,
26
+ examples=examples,
27
  ).launch()