Update app.py

app.py

@@ -88,35 +88,6 @@ def setup_llm(model_name, temperature, api_key):
     llm = ChatGroq(model=model_name, temperature=temperature, api_key=api_key)
     return llm
 
-
-def format_kadi_apy_library_context(docs):
-    doc_context = []
-    
-    for doc in docs:
-        # Extract metadata information
-        class_info = doc.metadata.get("class", "Unknown Class")
-        type_info = doc.metadata.get("type", "Unknown Type")
-        source_info = doc.metadata.get("source", "Unknown Type")
-
-        print(":}\n\n", doc.page_content)
-        formatted_doc = f"# source: {source_info}\n# class: {class_info}\n# type: {type_info}\n{doc.page_content}\n\n\n"
-        doc_context.append(formatted_doc)
-    
-    return doc_context
-
-
-def format_kadi_api_doc_context(docs):
-    doc_context = []
-
-    for doc in docs:
-        source_info = doc.metadata.get("source", "Unknown Type")
-        print(":}\n\n", doc.page_content)
-        formatted_doc = f"# source: {source_info}\n{doc.page_content}\n\n\n"
-        doc_context.append(formatted_doc)
-    
-    return doc_context
-
-
                    
 def rag_workflow(query):
     """