Update app.py

app.py

@@ -59,9 +59,15 @@ if "profile_data" in st.session_state:
     
     if st.button("Submit Question"):
         if question:
-            answer = run_with_timeout(qa_pipeline, timeout=5, question=question, context=str(jobs_dataset))  # Using jobs dataset as context
-            if answer:
-                st.write(f"Answer: {answer['answer']}")
+            # Filter context based on interests or skills
+            relevant_jobs = [job for job in jobs_dataset if any(interest in job["job_title"].lower() for interest in [i.strip().lower() for i in st.session_state.profile_data["interests"].split(",")])]
+            context = " ".join([job["job_description"] for job in relevant_jobs if "job_description" in job])  # Creating a context from relevant job descriptions
+            if context:
+                answer = run_with_timeout(qa_pipeline, timeout=10, question=question, context=context)  # Using a longer timeout
+                if answer:
+                    st.write(f"Answer: {answer['answer']}")
+            else:
+                st.warning("No relevant jobs found to answer your question.")
         else:
             st.warning("Please enter a question.")
 
@@ -86,4 +92,3 @@ if "profile_data" in st.session_state:
         course_skills = [skill.lower() for skill in course["Skills"]] if course["Skills"] is not None else []
         if any(interest in course["Title"].lower() for interest in interests):
             st.write(f"- **{course['Title']}** by {course['Organization']}. [Link to course]({course['course_url']})")
-