removed magic methods

app.py

@@ -1,6 +1,6 @@
 
 
-#%% load llm
+# load llm
 from dotenv import load_dotenv
 import os 
 load_dotenv()
@@ -13,7 +13,7 @@ llm = init_chat_model("gpt-5-nano",
                       api_key=os.environ['OPENAI_API_KEY'])
 
 
-#%% load retreiver
+# load retreiver
 import os
 from azure.storage.blob import BlobServiceClient
 from langchain_community.vectorstores import FAISS
@@ -39,7 +39,7 @@ load_from_azure("blobcontaineravatarbot")
 embeddings="intfloat/e5-base-v2"
 vectorstore = FAISS.load_local("./index", embeddings, allow_dangerous_deserialization=True)
 
-#%% Include a rate limiter
+# Include a rate limiter
 from collections import defaultdict
 from datetime import datetime, timedelta
 class RateLimiter:
@@ -71,7 +71,7 @@ class RateLimiter:
 
 limiter = RateLimiter(max_requests=10, window_minutes=60)
 
-#%% setup chatbot
+# setup chatbot
 from langchain_core.messages import HumanMessage, AIMessage, SystemMessage
 from langchain.chat_models import init_chat_model
 import gradio as gr
@@ -165,12 +165,12 @@ def predict(message, history, request: gr.Request):
     return gpt_response.content + source_context
 
 
-#%% setup tracking
+# setup tracking
 os.environ["LANGSMITH_PROJECT"] = "Testing_POC"
 os.environ["LANGSMITH_TRACING"] = "true"
 os.environ["LANGSMITH_API_KEY"] = os.environ['LANGSMITH_API_KEY']
 
-#%% lauch gradio app
+# lauch gradio app
 import gradio as gr
 
 iface = gr.ChatInterface(