Update app.py

app.py

@@ -44,21 +44,20 @@ def get_text_chunks(text):
         return []
     return chunks
 
-# Function to create an in-memory FAISS vector store
 # Function to create an in-memory FAISS vector store
 def get_vector_store(text_chunks):
     try:
-        # Create an instance of HuggingFaceEmbeddings with the specified model
+        # Create an instance of HuggingFaceEmbeddings
         embedding_function = HuggingFaceEmbeddings(model_name="jinaai/jina-embeddings-v2-base-code")
 
-        # Using FAISS to create vector store with the embeddings function
+        # Using FAISS to create vector store with the embeddings class instance
         vector_store = FAISS.from_texts(text_chunks, embedding=embedding_function)
+
         return vector_store
     except Exception as e:
         st.error(f"Error creating vector store: {e}")
         traceback.print_exc()
         return None
-
 # Function to create a conversation chain with Google Generative AI
 def get_conversational_chain():
     try: