Update app.py

app.py

@@ -45,6 +45,14 @@ text = ' '.join(text)
 chunk_size = 2048
 chunks = [text[i:i + chunk_size] for i in range(0, len(text), chunk_size)]
 
+model_kwargs = {'device': 'cpu'}
+encode_kwargs = {'normalize_embeddings': False}
+embeddings = HuggingFaceEmbeddings(
+    
+    model_kwargs=model_kwargs,
+    encode_kwargs=encode_kwargs
+)
+
 def get_text_embedding(text):
 
     return embeddings.embed_query(text)
@@ -64,13 +72,7 @@ model._is_chat_session_activated = False
 
 max_new_tokens = 2048
 
-model_kwargs = {'device': 'cpu'}
-encode_kwargs = {'normalize_embeddings': False}
-embeddings = HuggingFaceEmbeddings(
-    
-    model_kwargs=model_kwargs,
-    encode_kwargs=encode_kwargs
-)
+
 
 #index = faiss.load_local("resourse/embeddings_ngap.faiss")