Removed before RAG for limit exceed error

app.py

@@ -83,11 +83,6 @@ llm = ChatOpenAI(
     top_p=0.95
 )
 
-# Before RAG chain
-before_rag_template = "What is {topic}"
-before_rag_prompt = ChatPromptTemplate.from_template(before_rag_template)
-before_rag_chain = before_rag_prompt | llm | StrOutputParser()
-
 # After RAG chain
 after_rag_template = """You are a {role}. Summarize the following content for yourself and speak in terms of first person.
 Only include content relevant to that role like a resume summary.
@@ -118,13 +113,11 @@ def process_query(role, system_message, max_tokens, temperature, top_p):
     llm.temperature = temperature
     llm.top_p = top_p
 
-    # Before RAG
-    before_rag_result = before_rag_chain.invoke({"topic": "Hugging Face"})
 
     # After RAG
     after_rag_result = after_rag_chain.invoke({"role": role})
 
-    return f"**Before RAG**\n{before_rag_result}\n\n**After RAG**\n{after_rag_result}"
+    return f"**RAG Summary**\n{after_rag_result}"
 
 
 with gr.Blocks() as demo: