Update doc_preprocessing.py

doc_preprocessing.py

@@ -6,8 +6,8 @@ import streamlit as st
 import numpy as np
 import os
 
-# emb_model_ = "intfloat/multilingual-e5-large-instruct"
 emb_model = "intfloat/multilingual-e5-base"
+
 def extract_text(file):
     text = ""
     # Check if the input is a file path (string) or a file-like object
@@ -69,7 +69,7 @@ def get_embeddings(texts)-> np.ndarray:
         st.error(f"Error generating embeddings: {e}")
         return np.array([])
 
-@st.cache_data
+@st.cache_ressource
 def process_files(files):
     all_chunks = []
     all_embeddings = []