Spaces:
Build error
Build error
marcelarosalesj
commited on
Commit
·
9bdf61f
1
Parent(s):
2d398f5
Add app.py and requirements.txt
Browse filesSigned-off-by: Marcela Rosales <marcelarosalesj@gmail.com>
- app.py +27 -0
- requirements.txt +7 -0
app.py
ADDED
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from sklearn.metrics.pairwise import cosine_similarity
|
2 |
+
from sentence_transformers import SentenceTransformer
|
3 |
+
import gradio as gr
|
4 |
+
import numpy as np
|
5 |
+
|
6 |
+
|
7 |
+
model = SentenceTransformer("clip-ViT-L-14")
|
8 |
+
|
9 |
+
|
10 |
+
def predict(im1, im2):
|
11 |
+
embeddings = model.encode([im1, im2])
|
12 |
+
embeddings_reshaped = [np.reshape(img, (1, -1)) for img in embeddings]
|
13 |
+
sim = cosine_similarity(embeddings_reshaped[0], embeddings_reshaped[1])
|
14 |
+
if sim > 0.72:
|
15 |
+
return sim, "SAME PERSON, UNLOCK PHONE"
|
16 |
+
else:
|
17 |
+
return sim, "DIFFERENT PEOPLE, DON'T UNLOCK"
|
18 |
+
|
19 |
+
|
20 |
+
interface = gr.Interface(fn=predict,
|
21 |
+
inputs= [gr.Image(type="pil", source="webcam"),
|
22 |
+
gr.Image(type="pil", source="webcam")],
|
23 |
+
outputs= [gr.Number(label="Similarity"),
|
24 |
+
gr.Textbox(label="Message")]
|
25 |
+
)
|
26 |
+
|
27 |
+
interface.launch(debug=True)
|
requirements.txt
ADDED
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
numpy
|
2 |
+
datasets
|
3 |
+
transformers
|
4 |
+
evaluate
|
5 |
+
gradio
|
6 |
+
torch
|
7 |
+
sentence-transformers
|