Update app.py

app.py

@@ -16,11 +16,12 @@ from utils.optimizer import ContentOptimizer
 from utils.chunker import VectorChunker
 from utils.export import ResultExporter
 from utils.lang_utils import detect_language, translate_text
-
+from rag_utils import create_vectorstore_from_text, create_rag_chain
 
 # Import LangChain components
 from langchain_groq import ChatGroq
 from langchain_community.embeddings import HuggingFaceEmbeddings
+
 from langdetect import detect
 from deep_translator import GoogleTranslator
 def detect_and_translate_to_english(text: str) -> str:
@@ -37,6 +38,18 @@ def detect_and_translate_to_english(text: str) -> str:
         return text
 
 
+# Assume `translated_content` is your PDF or webpage content in text format (after translation)
+vectorstore = create_vectorstore_from_text(translated_content)
+rag_chain = create_rag_chain(vectorstore)
+
+# User input query
+query = st.text_input("Ask a question related to your uploaded content:")
+if query:
+    result = rag_chain.run(query)
+    st.success("Answer from the RAG system:")
+    st.write(result)
+
+
 class GEOSEOApp:
     """Main application class that orchestrates all components"""