taesiri commited on
Commit
3601eff
1 Parent(s): fbcbc31
Files changed (2) hide show
  1. app.py +30 -13
  2. cat.jpg +0 -0
app.py CHANGED
@@ -6,19 +6,36 @@ processor = CLIPProcessor.from_pretrained("openai/clip-vit-base-patch16")
6
 
7
 
8
  def calculate_score(image, text):
9
- labels = text.split(';')
10
- labels = [l.strip() for l in labels]
11
- labels = list(filter(None, labels))
12
- if len(labels) == 0 :
13
- return dict()
14
- inputs = processor(text=labels, images=image, return_tensors="pt", padding=True)
15
- outputs = model(**inputs)
16
- logits_per_image = outputs.logits_per_image.detach().numpy()
17
-
18
- results_dict = {label:score/100.0 for label,score in zip(labels, logits_per_image[0])}
19
- return results_dict
 
 
20
 
21
 
22
  if __name__ == "__main__":
23
- demo = gr.Interface(fn=calculate_score, inputs=["image", "text"], outputs="label")
24
- demo.launch()
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6
 
7
 
8
  def calculate_score(image, text):
9
+ labels = text.split(";")
10
+ labels = [l.strip() for l in labels]
11
+ labels = list(filter(None, labels))
12
+ if len(labels) == 0:
13
+ return dict()
14
+ inputs = processor(text=labels, images=image, return_tensors="pt", padding=True)
15
+ outputs = model(**inputs)
16
+ logits_per_image = outputs.logits_per_image.detach().numpy()
17
+
18
+ results_dict = {
19
+ label: score / 100.0 for label, score in zip(labels, logits_per_image[0])
20
+ }
21
+ return results_dict
22
 
23
 
24
  if __name__ == "__main__":
25
+ cat_example = [
26
+ "cat.jpg",
27
+ "a cat stuck in a door; a cat in the air; a cat sitting; a cat standing; a cat is entering the matrix; a cat is entering the void",
28
+ ]
29
+
30
+ demo = gr.Interface(
31
+ fn=calculate_score,
32
+ inputs=["image", "text"],
33
+ outputs="label",
34
+ examples=[cat_example],
35
+ allow_flagging="never",
36
+ description="# CLIP Score",
37
+ article="Calculate the [CLIP](https://openai.com/blog/clip/) score of a given image and text",
38
+ cache_examples=True,
39
+ )
40
+
41
+ demo.launch()
cat.jpg ADDED