Spaces:
Sleeping
Sleeping
cache the model so it doesn't reload for every image
Browse files
app.py
CHANGED
@@ -4,6 +4,14 @@ from PIL import Image
|
|
4 |
import streamlit as st
|
5 |
import tensorflow as tf
|
6 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
7 |
# Inputs
|
8 |
st.title("Input your image")
|
9 |
image_url = st.text_input(
|
@@ -27,10 +35,6 @@ if uploaded_file:
|
|
27 |
|
28 |
st.image(image, caption="Original Image")
|
29 |
|
30 |
-
# Load the DINO model
|
31 |
-
with st.spinner("Loading the model..."):
|
32 |
-
dino = from_pretrained_keras("probing-vits/vit-dino-base16")
|
33 |
-
|
34 |
with st.spinner("Generating the attention scores..."):
|
35 |
# Get the attention scores
|
36 |
_, attention_score_dict = dino.predict(preprocessed_image)
|
|
|
4 |
import streamlit as st
|
5 |
import tensorflow as tf
|
6 |
|
7 |
+
st.cache(show_spinner=True)
|
8 |
+
def load_model():
|
9 |
+
# Load the DINO model
|
10 |
+
dino = from_pretrained_keras("probing-vits/vit-dino-base16")
|
11 |
+
return dino
|
12 |
+
|
13 |
+
dino=load_model()
|
14 |
+
|
15 |
# Inputs
|
16 |
st.title("Input your image")
|
17 |
image_url = st.text_input(
|
|
|
35 |
|
36 |
st.image(image, caption="Original Image")
|
37 |
|
|
|
|
|
|
|
|
|
38 |
with st.spinner("Generating the attention scores..."):
|
39 |
# Get the attention scores
|
40 |
_, attention_score_dict = dino.predict(preprocessed_image)
|