Use older st.caching decorators

app.py

@@ -16,7 +16,7 @@ st.title("PySQLify")
 st.write("_Data Analysis_ Tool")
 
 
-@st.cache_data
+@st.experimental_memo
 def _read_csv(f, **kwargs):
     df = pd.read_csv(f, on_bad_lines="skip", **kwargs)
     # clean
@@ -123,7 +123,7 @@ def code_editor(language, hint, show_panel, key=None):
     return content
 
 
-@st.cache_data
+@st.experimental_memo
 def query_data(sql, df):
     try:
         return duckdb.query(sql).df()
@@ -173,7 +173,7 @@ def run_python_script(user_script, key):
             st.exception(e)
 
 
-@st.cache_resource
+@st.experimental_singleton
 def data_profiler(df):
     return ProfileReport(df, title="Profiling Report")