Update rag_processor.py

rag_processor.py

@@ -5,6 +5,7 @@ from sentence_transformers import SentenceTransformer
 import faiss
 import numpy as np
 from dotenv import load_dotenv
+from langchain_core.documents import Document
 
 load_dotenv()
 
@@ -15,9 +16,9 @@ class RAGProcessor:
         self.documents = []
         self.openai_client = openai.OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
 
-    def add_documents(self, documents: List[str]):
+    def add_documents(self, documents: List[Document]):
         """Add documents to the RAG system."""
-        self.documents = documents
+        self.documents = [doc.page_content for doc in documents] 
         embeddings = self.model.encode(documents)
         
         # Create FAISS index