Update app.py

app.py

@@ -2,25 +2,20 @@ from flask import Flask, request, jsonify, render_template
 from flask_cors import CORS
 from dotenv import load_dotenv
 import os
-import re
 from langchain_community.embeddings import HuggingFaceEmbeddings
 from langchain_community.vectorstores import Chroma
 from langchain_google_genai import ChatGoogleGenerativeAI
 from langchain_core.prompts import PromptTemplate
 from langchain.chains import RetrievalQA
-
-app = Flask(__name__)
+app = Flask(name)
 CORS(app)
-
 # Load environment variables
 load_dotenv()
 GOOGLE_API_KEY = os.environ.get("GOOGLE_API_KEY")
 if not GOOGLE_API_KEY:
     raise ValueError("GOOGLE_API_KEY not found in environment variables.")
-
 # Lazy globals
 qa_chain = None
-
 def get_qa_chain():
     global qa_chain
     if qa_chain is None:
@@ -30,7 +25,6 @@ def get_qa_chain():
             google_api_key=GOOGLE_API_KEY,
             convert_system_message_to_human=True
         )
-        
         # Embeddings and vector store
         embedding_model = HuggingFaceEmbeddings(model_name="BAAI/bge-large-en-v1.5")
         vectordb = Chroma(
@@ -39,7 +33,6 @@ def get_qa_chain():
             collection_name="pdf_search_chroma"
         )
         retriever = vectordb.as_retriever(search_kwargs={"k": 6})
-        
         # Prompt
         prompt_template = PromptTemplate.from_template("""
         You are an intelligent assistant for students asking about their university.
@@ -52,7 +45,6 @@ def get_qa_chain():
         {question}
         Answer:
         """)
-        
         # Create chain
         qa_chain = RetrievalQA.from_chain_type(
             llm=llm,
@@ -61,35 +53,20 @@ def get_qa_chain():
             chain_type_kwargs={"prompt": prompt_template}
         )
     return qa_chain
-
-def convert_links_to_html(text):
-    """
-    Convert links in the format [Text][URL] to HTML <a> tags.
-    Example: [Profile][https://example.com] becomes <a href="https://example.com">Profile</a>
-    """
-    pattern = r'\[(.*?)\]\[(.*?)\]'
-    return re.sub(pattern, r'<a href="\2">\1</a>', text)
-
 @app.route("/")
 def home():
     return render_template("index.html")
-
 @app.route("/get", methods=["POST"])
 def get_response():
     data = request.get_json()
     query = data.get("message", "")
-    
     if not query:
         return jsonify({"response": {"response": "No message received."}}), 400
-    
     chain = get_qa_chain()
     try:
         response = chain.run(query)
-        # Convert links to HTML format
-        response_with_html_links = convert_links_to_html(response)
-        return jsonify({"response": {"response": response_with_html_links}})
+        return jsonify({"response": {"response": response}})
     except Exception as e:
         return jsonify({"response": {"response": f"Error: {str(e)}"}}), 500
-
-if __name__ == "__main__":
+if name == "main":
     app.run(debug=True)