оптимизация apply_sort функции

ui_components.py

@@ -1,5 +1,4 @@
 import streamlit as st
-from datetime import datetime
 
 @st.cache_resource
 def load_css():
@@ -21,10 +20,6 @@ def render_sidebar(cookie, locale, all_langs, moods, all_tags):
             if st.session_state.lang_select != st.session_state.lang:
                 cookie.set("lang", st.session_state.lang_select, secure=True, same_site=None)
 
-        def on_sort_change():
-            if st.session_state.sort_select == locale['filter_sort'][4]:
-                st.session_state.user_random = int(datetime.now().timestamp())
-
         st.selectbox(
             locale['filter_lang'],
             all_langs,
@@ -39,9 +34,7 @@ def render_sidebar(cookie, locale, all_langs, moods, all_tags):
         search_query = st.text_input(locale['filter_search'], "")
         sort_option = st.selectbox(
             locale['filter_sort_title'],
-            locale['filter_sort'],
-            on_change=on_sort_change,
-            key="sort_select"
+            locale['filter_sort']
         )
         absurdity_range = st.slider(locale['filter_absurd'], 0, 10, (0, 10))
         selected_mood = st.selectbox(locale['filter_mood'], moods)

utils.py

@@ -1,4 +1,5 @@
 import streamlit as st
+from datetime import datetime
 
 @st.cache_data
 def get_search_mask(df, search_query):
@@ -31,6 +32,7 @@ def apply_filters(locale, df, search_query, absurdity_range, selected_mood, sele
 
     return filtered_df
 
+@st.cache_data(ttl=120)
 def apply_sort(locale, df, sort_option):
     # Сортировка
     sort_columns = {
@@ -43,6 +45,6 @@ def apply_sort(locale, df, sort_option):
     col, asc = sort_columns[sort_option]
 
     if col == "random":
-        return df.sample(frac=1, random_state=st.session_state.user_random)
+        return df.sample(frac=1, random_state=int(datetime.now().timestamp()))
     else:
         return df.sort_values(col, ascending=asc)