Update app.py

app.py

@@ -25,7 +25,7 @@ def split_text_into_chunks(documents):
 
 # Function to create embeddings
 def create_embeddings():
-    embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/multi-qa-MiniLM-L6-cos-v1, model_kwargs={'device': "cpu"})
+    embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2", model_kwargs={'device': "cpu"})
     #embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-MiniLM-L6-v2", model_kwargs={'device': "cpu"})
     return embeddings