diff --git "a/app.py" "b/app.py" --- "a/app.py" +++ "b/app.py" @@ -1,547 +1,11169 @@ -# SHL Assessment Recommendation Engine - HuggingFace Spaces with Gradio UI -# 2-Stage RAG Pipeline: SBERT + Cross-Encoder Reranking -# Performance: P@1=0.9, MRR=0.95, NDCG@5=0.944 - -import json -import math -import os -import statistics -import numpy as np -import gradio as gr -from dataclasses import dataclass -from typing import List, Optional, Dict, Any -from sentence_transformers import CrossEncoder, SentenceTransformer -import faiss - -# ============================================================================ -# ASSESSMENT DATA - 74 SHL Assessments -# ============================================================================ - -SHL_ASSESSMENTS = [ - {"name": "Account Manager Solution", "url": "https://www.shl.com/products/product-catalog/view/account-manager-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional", "Manager"], "focus_areas": ["Sales", "Relationship Management", "Communication"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Administrative Professional - Short Form", "url": "https://www.shl.com/products/product-catalog/view/administrative-professional-short-form/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Administration", "Organization", "Attention to Detail"], "test_type": ["Behavioral", "Skills"], "duration_minutes": 20, "remote_testing": True, "adaptive": False}, - {"name": "Agency Manager Solution", "url": "https://www.shl.com/products/product-catalog/view/agency-manager-solution/", "category": "Job Focused Assessments", "job_levels": ["Manager", "Senior Manager"], "focus_areas": ["Management", "Leadership", "Insurance"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Apprentice 8.0 Job Focused Assessment", "url": "https://www.shl.com/products/product-catalog/view/apprentice-8-0-job-focused-assessment/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Apprentice"], "focus_areas": ["General Aptitude", "Learning Ability", "Trainability"], "test_type": ["Cognitive", "Behavioral"], "duration_minutes": 30, "remote_testing": True, "adaptive": True}, - {"name": "Bank Administrative Assistant - Short Form", "url": "https://www.shl.com/products/product-catalog/view/bank-administrative-assistant-short-form/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Banking", "Administration", "Customer Service"], "test_type": ["Behavioral", "Skills"], "duration_minutes": 20, "remote_testing": True, "adaptive": False}, - {"name": "Financial Services Representative Solution", "url": "https://www.shl.com/products/product-catalog/view/financial-services-representative-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional"], "focus_areas": ["Financial Services", "Customer Service", "Sales"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Front Desk Associate Solution", "url": "https://www.shl.com/products/product-catalog/view/front-desk-associate-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["Hospitality", "Customer Service", "Communication"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Gaming Associate Solution", "url": "https://www.shl.com/products/product-catalog/view/gaming-associate-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Gaming", "Customer Service", "Integrity"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Gaming Manager Solution", "url": "https://www.shl.com/products/product-catalog/view/gaming-manager-solution/", "category": "Job Focused Assessments", "job_levels": ["Manager"], "focus_areas": ["Gaming", "Management", "Leadership"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "General Entry Level - All Industries 7.1 Solution", "url": "https://www.shl.com/products/product-catalog/view/general-entry-level-all-industries-7-1-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["General Aptitude", "Reliability", "Work Ethic"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": 25, "remote_testing": True, "adaptive": False}, - {"name": "Graduate 8.0 Job Focused Assessment", "url": "https://www.shl.com/products/product-catalog/view/graduate-8-0-job-focused-assessment-4228/", "category": "Job Focused Assessments", "job_levels": ["Graduate", "Entry Level", "Professional"], "focus_areas": ["Graduate Recruitment", "Analytical Thinking", "Problem Solving"], "test_type": ["Cognitive", "Behavioral"], "duration_minutes": 35, "remote_testing": True, "adaptive": True}, - {"name": "Guest Services Associate Solution", "url": "https://www.shl.com/products/product-catalog/view/guest-services-associate-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["Hospitality", "Customer Service", "Guest Relations"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Healthcare Aide 7.0 Solution", "url": "https://www.shl.com/products/product-catalog/view/healthcare-aide-7-0-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["Healthcare", "Patient Care", "Compassion"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Healthcare Call Center Agent Solution", "url": "https://www.shl.com/products/product-catalog/view/healthcare-call-center-agent-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Healthcare", "Call Center", "Customer Service"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Healthcare Service Associate Solution", "url": "https://www.shl.com/products/product-catalog/view/healthcare-service-associate-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Healthcare", "Patient Experience", "Service"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Healthcare Support Specialist Solution", "url": "https://www.shl.com/products/product-catalog/view/healthcare-support-specialist-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional"], "focus_areas": ["Healthcare", "Administrative Support", "Coordination"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Home Health Aide Solution", "url": "https://www.shl.com/products/product-catalog/view/home-health-aide-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["Healthcare", "Home Care", "Patient Support"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Hospitality Manager Solution", "url": "https://www.shl.com/products/product-catalog/view/hospitality-manager-solution/", "category": "Job Focused Assessments", "job_levels": ["Manager"], "focus_areas": ["Hospitality", "Management", "Guest Experience"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Industrial - Semi-skilled 7.1", "url": "https://www.shl.com/products/product-catalog/view/industrial-semi-skilled-7-1/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["Manufacturing", "Industrial", "Safety"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Industrial Professional and Skilled 7.1 Solution", "url": "https://www.shl.com/products/product-catalog/view/industrial-professional-and-skilled-7-1-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional", "Skilled"], "focus_areas": ["Manufacturing", "Industrial", "Technical Skills"], "test_type": ["Behavioral", "Cognitive", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Installation and Repair Technician Solution", "url": "https://www.shl.com/products/product-catalog/view/installation-and-repair-technician-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional", "Technician"], "focus_areas": ["Technical", "Field Service", "Problem Solving"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Insurance Account Manager Solution", "url": "https://www.shl.com/products/product-catalog/view/insurance-account-manager-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional", "Manager"], "focus_areas": ["Insurance", "Account Management", "Sales"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Manager 7.0 Solution", "url": "https://www.shl.com/products/product-catalog/view/manager-7-0-solution/", "category": "Job Focused Assessments", "job_levels": ["Manager"], "focus_areas": ["Leadership", "Management", "Decision Making"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": 35, "remote_testing": True, "adaptive": False}, - {"name": "Manager 8.0 JFA", "url": "https://www.shl.com/products/product-catalog/view/manager-8-0-jfa/", "category": "Job Focused Assessments", "job_levels": ["Manager", "Senior Manager"], "focus_areas": ["Leadership", "Management", "Strategic Thinking"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": 40, "remote_testing": True, "adaptive": True}, - {"name": "Nursing Assistant Solution", "url": "https://www.shl.com/products/product-catalog/view/nursing-assistant-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["Healthcare", "Nursing", "Patient Care"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Personal Banker - Short Form", "url": "https://www.shl.com/products/product-catalog/view/personal-banker-short-form/", "category": "Job Focused Assessments", "job_levels": ["Professional"], "focus_areas": ["Banking", "Sales", "Customer Service"], "test_type": ["Behavioral", "Skills"], "duration_minutes": 20, "remote_testing": True, "adaptive": False}, - {"name": "Phone Banker - Short Form", "url": "https://www.shl.com/products/product-catalog/view/phone-banker-short-form/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Banking", "Phone Support", "Customer Service"], "test_type": ["Behavioral", "Skills"], "duration_minutes": 20, "remote_testing": True, "adaptive": False}, - {"name": "Prep/Line Cook Solution", "url": "https://www.shl.com/products/product-catalog/view/prepline-cook-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["Food Service", "Culinary", "Teamwork"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Professional 7.1 Solution", "url": "https://www.shl.com/products/product-catalog/view/professional-7-1/", "category": "Job Focused Assessments", "job_levels": ["Professional"], "focus_areas": ["General Professional", "Analytical Thinking", "Communication"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": 30, "remote_testing": True, "adaptive": False}, - {"name": "Reservation Agent Solution", "url": "https://www.shl.com/products/product-catalog/view/reservation-agent-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Hospitality", "Reservations", "Customer Service"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Restaurant Manager Solution", "url": "https://www.shl.com/products/product-catalog/view/restaurant-manager-solution/", "category": "Job Focused Assessments", "job_levels": ["Manager"], "focus_areas": ["Hospitality", "Food Service", "Management"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Restaurant Supervisor Solution", "url": "https://www.shl.com/products/product-catalog/view/restaurant-supervisor-solution/", "category": "Job Focused Assessments", "job_levels": ["Supervisor"], "focus_areas": ["Hospitality", "Food Service", "Team Leadership"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Retail Consultant Solution", "url": "https://www.shl.com/products/product-catalog/view/retail-consultant-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional"], "focus_areas": ["Retail", "Sales", "Customer Engagement"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Retail Manager w/ Sales Solution", "url": "https://www.shl.com/products/product-catalog/view/retail-manager-w-sales-solution/", "category": "Job Focused Assessments", "job_levels": ["Manager"], "focus_areas": ["Retail", "Sales", "Store Management"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Retail Sales Associate Solution", "url": "https://www.shl.com/products/product-catalog/view/retail-sales-associate-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["Retail", "Sales", "Customer Service"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Sales Professional Solution", "url": "https://www.shl.com/products/product-catalog/view/sales-professional-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional"], "focus_areas": ["Sales", "Business Development", "Relationship Building"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Sales Representative Solution", "url": "https://www.shl.com/products/product-catalog/view/sales-representative-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Sales", "Customer Acquisition", "Communication"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Sales Supervisor Solution", "url": "https://www.shl.com/products/product-catalog/view/sales-supervisor-solution/", "category": "Job Focused Assessments", "job_levels": ["Supervisor"], "focus_areas": ["Sales", "Team Leadership", "Performance Management"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Sales Support Specialist Solution", "url": "https://www.shl.com/products/product-catalog/view/sales-support-specialist-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional"], "focus_areas": ["Sales Support", "Administration", "Customer Service"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Senior Insurance Agent Solution", "url": "https://www.shl.com/products/product-catalog/view/senior-insurance-agent-solution/", "category": "Job Focused Assessments", "job_levels": ["Senior Professional"], "focus_areas": ["Insurance", "Sales", "Client Management"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Senior Sales Professional Solution", "url": "https://www.shl.com/products/product-catalog/view/senior-sales-professional-solution/", "category": "Job Focused Assessments", "job_levels": ["Senior Professional"], "focus_areas": ["Sales", "Strategic Selling", "Account Management"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Server Solution", "url": "https://www.shl.com/products/product-catalog/view/server-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["Food Service", "Customer Service", "Hospitality"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Store Manager Solution", "url": "https://www.shl.com/products/product-catalog/view/store-manager-solution/", "category": "Job Focused Assessments", "job_levels": ["Manager"], "focus_areas": ["Retail", "Store Operations", "Leadership"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Supervisor 7.0 Solution", "url": "https://www.shl.com/products/product-catalog/view/supervisor-7-0-solution/", "category": "Job Focused Assessments", "job_levels": ["Supervisor"], "focus_areas": ["Team Leadership", "Supervision", "Coordination"], "test_type": ["Behavioral", "Cognitive"], "duration_minutes": 30, "remote_testing": True, "adaptive": False}, - {"name": "Supervisor - Short Form", "url": "https://www.shl.com/products/product-catalog/view/supervisor-short-form/", "category": "Job Focused Assessments", "job_levels": ["Supervisor"], "focus_areas": ["Team Leadership", "Supervision", "Coordination"], "test_type": ["Behavioral"], "duration_minutes": 20, "remote_testing": True, "adaptive": False}, - {"name": "Support Associate Solution", "url": "https://www.shl.com/products/product-catalog/view/support-associate-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Customer Support", "Problem Solving", "Communication"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Teller 7.0", "url": "https://www.shl.com/products/product-catalog/view/teller-7-0/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["Banking", "Cash Handling", "Customer Service"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Teller with Sales - Short Form", "url": "https://www.shl.com/products/product-catalog/view/teller-with-sales-short-form/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["Banking", "Sales", "Customer Service"], "test_type": ["Behavioral", "Skills"], "duration_minutes": 20, "remote_testing": True, "adaptive": False}, - {"name": "Transcriptionist Solution", "url": "https://www.shl.com/products/product-catalog/view/transcriptionist-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional"], "focus_areas": ["Medical", "Administrative", "Attention to Detail"], "test_type": ["Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Workplace Safety - Individual 7.0 Solution", "url": "https://www.shl.com/products/product-catalog/view/workplace-safety-individual-7-0-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Safety", "Compliance", "Industrial"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Workplace Safety - Team 7.0 Solution", "url": "https://www.shl.com/products/product-catalog/view/workplace-safety-team-7-0-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Safety", "Teamwork", "Industrial"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Verify G+ (General Mental Ability)", "url": "https://www.shl.com/products/product-catalog/view/verify-g-plus/", "category": "Cognitive Assessments", "job_levels": ["Manager", "Senior Manager", "Executive"], "focus_areas": ["General Mental Ability", "Problem Solving", "Critical Thinking"], "test_type": ["Cognitive"], "duration_minutes": 36, "remote_testing": True, "adaptive": True}, - {"name": "Verify Numerical Reasoning", "url": "https://www.shl.com/solutions/products/assessments/cognitive-assessments/numerical-reasoning-test/", "category": "Cognitive Assessments", "job_levels": ["Professional", "Manager", "Executive"], "focus_areas": ["Numerical Analysis", "Data Interpretation", "Mathematical Reasoning"], "test_type": ["Cognitive"], "duration_minutes": 18, "remote_testing": True, "adaptive": True}, - {"name": "Verify Verbal Reasoning", "url": "https://www.shl.com/solutions/products/assessments/cognitive-assessments/verbal-reasoning-test/", "category": "Cognitive Assessments", "job_levels": ["Professional", "Manager", "Executive"], "focus_areas": ["Verbal Comprehension", "Written Analysis", "Communication"], "test_type": ["Cognitive"], "duration_minutes": 17, "remote_testing": True, "adaptive": True}, - {"name": "Verify Deductive Reasoning", "url": "https://www.shl.com/solutions/products/assessments/cognitive-assessments/deductive-reasoning-test/", "category": "Cognitive Assessments", "job_levels": ["Professional", "Manager", "Executive"], "focus_areas": ["Logical Deduction", "Argument Analysis", "Critical Thinking"], "test_type": ["Cognitive"], "duration_minutes": 18, "remote_testing": True, "adaptive": True}, - {"name": "Verify Inductive Reasoning", "url": "https://www.shl.com/solutions/products/assessments/cognitive-assessments/inductive-reasoning-test/", "category": "Cognitive Assessments", "job_levels": ["Professional", "Manager", "Executive"], "focus_areas": ["Pattern Recognition", "Abstract Reasoning", "Logical Thinking"], "test_type": ["Cognitive"], "duration_minutes": 18, "remote_testing": True, "adaptive": True}, - {"name": "Verify Checking", "url": "https://www.shl.com/solutions/products/assessments/cognitive-assessments/checking-test/", "category": "Cognitive Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Attention to Detail", "Accuracy", "Data Checking"], "test_type": ["Cognitive", "Skills"], "duration_minutes": 10, "remote_testing": True, "adaptive": False}, - {"name": "Verify Calculation", "url": "https://www.shl.com/solutions/products/assessments/cognitive-assessments/calculation-test/", "category": "Cognitive Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Basic Mathematics", "Calculation Speed", "Numerical Accuracy"], "test_type": ["Cognitive", "Skills"], "duration_minutes": 10, "remote_testing": True, "adaptive": False}, - {"name": "OPQ32 (Occupational Personality Questionnaire)", "url": "https://www.shl.com/solutions/products/assessments/personality-assessment/", "category": "Personality Assessments", "job_levels": ["All Levels"], "focus_areas": ["Personality Traits", "Work Style", "Behavioral Preferences"], "test_type": ["Personality"], "duration_minutes": 25, "remote_testing": True, "adaptive": False}, - {"name": "MQ (Motivational Questionnaire)", "url": "https://www.shl.com/solutions/products/assessments/personality-assessment/", "category": "Personality Assessments", "job_levels": ["All Levels"], "focus_areas": ["Motivation Drivers", "Work Environment Preferences", "Engagement"], "test_type": ["Personality"], "duration_minutes": 20, "remote_testing": True, "adaptive": False}, - {"name": "Situational Judgment Test (SJT)", "url": "https://www.shl.com/solutions/products/assessments/job-focused-assessments/", "category": "Behavioral Assessments", "job_levels": ["All Levels"], "focus_areas": ["Decision Making", "Judgment", "Work Scenarios"], "test_type": ["Behavioral"], "duration_minutes": 25, "remote_testing": True, "adaptive": False}, - {"name": "Microsoft Office Skills Assessment", "url": "https://www.shl.com/solutions/products/assessments/skills-and-simulations/", "category": "Skills and Simulations", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Microsoft Office", "Word", "Excel", "PowerPoint"], "test_type": ["Skills"], "duration_minutes": 30, "remote_testing": True, "adaptive": False}, - {"name": "Typing Test", "url": "https://www.shl.com/solutions/products/assessments/skills-and-simulations/", "category": "Skills and Simulations", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Typing Speed", "Accuracy", "Data Entry"], "test_type": ["Skills"], "duration_minutes": 10, "remote_testing": True, "adaptive": False}, - {"name": "Call Center Simulation", "url": "https://www.shl.com/solutions/products/assessments/skills-and-simulations/", "category": "Skills and Simulations", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Customer Service", "Call Handling", "Problem Resolution"], "test_type": ["Skills", "Simulation"], "duration_minutes": 30, "remote_testing": True, "adaptive": False}, - {"name": "Coding Assessment", "url": "https://www.shl.com/solutions/products/assessments/skills-and-simulations/", "category": "Skills and Simulations", "job_levels": ["Professional", "Technical"], "focus_areas": ["Programming", "Software Development", "Problem Solving"], "test_type": ["Skills", "Technical"], "duration_minutes": 60, "remote_testing": True, "adaptive": True}, - {"name": "Virtual Assessment Center", "url": "https://www.shl.com/products/assessments/assessment-and-development-centers/", "category": "Virtual Assessment", "job_levels": ["Manager", "Senior Manager", "Executive"], "focus_areas": ["Leadership", "Strategic Thinking", "Executive Presence"], "test_type": ["Simulation", "Behavioral", "Cognitive"], "duration_minutes": 240, "remote_testing": True, "adaptive": False}, - {"name": "Graduate 7.1 Job Focused Assessment", "url": "https://www.shl.com/products/product-catalog/view/graduate-7-1-job-focused-assessment/", "category": "Job Focused Assessments", "job_levels": ["Graduate", "Entry Level"], "focus_areas": ["Graduate Recruitment", "Potential", "Learning Agility"], "test_type": ["Cognitive", "Behavioral"], "duration_minutes": 35, "remote_testing": True, "adaptive": False}, - {"name": "Guest Service Team 7.0 Solution", "url": "https://www.shl.com/products/product-catalog/view/guest-service-team-7-0-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level"], "focus_areas": ["Hospitality", "Team Service", "Guest Relations"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Contact Center Agent Solution", "url": "https://www.shl.com/products/product-catalog/view/contact-center-agent-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Call Center", "Customer Service", "Communication"], "test_type": ["Behavioral", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Customer Service Representative Solution", "url": "https://www.shl.com/products/product-catalog/view/customer-service-representative-solution/", "category": "Job Focused Assessments", "job_levels": ["Entry Level", "Professional"], "focus_areas": ["Customer Service", "Problem Solving", "Communication"], "test_type": ["Behavioral"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "IT Professional Solution", "url": "https://www.shl.com/products/product-catalog/view/it-professional-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional"], "focus_areas": ["Information Technology", "Technical Skills", "Problem Solving"], "test_type": ["Cognitive", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Software Developer Solution", "url": "https://www.shl.com/products/product-catalog/view/software-developer-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional"], "focus_areas": ["Software Development", "Programming", "Analytical Thinking"], "test_type": ["Cognitive", "Skills", "Technical"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, - {"name": "Data Analyst Solution", "url": "https://www.shl.com/products/product-catalog/view/data-analyst-solution/", "category": "Job Focused Assessments", "job_levels": ["Professional"], "focus_areas": ["Data Analysis", "Analytics", "Problem Solving"], "test_type": ["Cognitive", "Skills"], "duration_minutes": None, "remote_testing": True, "adaptive": False}, -] - - -# ============================================================================ -# ASSESSMENT DATA CLASS -# ============================================================================ - -@dataclass -class Assessment: - name: str - url: str - category: str - job_levels: List[str] - focus_areas: List[str] - test_type: List[str] - duration_minutes: Optional[int] - remote_testing: bool - adaptive: bool - - def to_text(self) -> str: - """Convert assessment to searchable text""" - parts = [ - f"Assessment: {self.name}", - f"Category: {self.category}", - f"Job Levels: {', '.join(self.job_levels)}", - f"Focus Areas: {', '.join(self.focus_areas)}", - f"Test Types: {', '.join(self.test_type)}" - ] - if self.duration_minutes: - parts.append(f"Duration: {self.duration_minutes} minutes") - return ". ".join(parts) - - def to_dict(self) -> Dict[str, Any]: - return { - "name": self.name, - "url": self.url, - "category": self.category, - "job_levels": self.job_levels, - "focus_areas": self.focus_areas, - "test_type": self.test_type, - "duration_minutes": self.duration_minutes, - "remote_testing": self.remote_testing, - "adaptive": self.adaptive - } - - -# ============================================================================ -# RECOMMENDATION ENGINE - 2-Stage RAG Pipeline -# ============================================================================ - -class SHLRecommendationEngine: - """ - AI-Powered Assessment Recommendation Engine - - Architecture: 2-Stage Retrieval + Reranking (RAG Pipeline) - 1. SBERT (all-MiniLM-L6-v2) - Fast semantic embedding with FAISS index - 2. Cross-Encoder Reranking - Accurate pairwise scoring for top candidates - 3. Hybrid Scoring - Combines retrieval (30%) and reranking (70%) scores - - Pipeline: Query -> SBERT -> FAISS -> Top-K -> Cross-Encoder -> Results - - Performance: P@1=0.9, MRR=0.95, NDCG@5=0.944 - """ - - def __init__(self): - print("=" * 60) - print("SHL Assessment Recommendation Engine") - print("=" * 60) - - # Load assessments - print("Loading 74 SHL assessments...") - self.assessments = [Assessment(**d) for d in SHL_ASSESSMENTS] - self.texts = [a.to_text() for a in self.assessments] - - # Load SBERT retriever - print("Loading SBERT retriever (all-MiniLM-L6-v2)...") - self.retriever = SentenceTransformer('all-MiniLM-L6-v2') - - # Load Cross-Encoder reranker - print("Loading Cross-Encoder reranker (ms-marco-MiniLM-L-6-v2)...") - self.reranker = CrossEncoder('cross-encoder/ms-marco-MiniLM-L-6-v2') - - # Build FAISS index - print("Building FAISS index...") - embeddings = self.retriever.encode(self.texts, convert_to_numpy=True) - faiss.normalize_L2(embeddings) - self.index = faiss.IndexFlatIP(embeddings.shape[1]) - self.index.add(embeddings) - - print("=" * 60) - print(f"Engine ready with {len(self.assessments)} assessments!") - print("=" * 60) - - def _enhance_query(self, query: str) -> str: - """Enhance query with detected skills/levels""" - enhancements = [] - query_lower = query.lower() - - # Detect job levels - if any(w in query_lower for w in ["entry", "junior", "fresh", "graduate"]): - enhancements.append("entry level graduate") - if any(w in query_lower for w in ["manager", "lead", "director", "executive"]): - enhancements.append("manager leadership") - if any(w in query_lower for w in ["senior", "experienced"]): - enhancements.append("senior professional") - - # Detect skills - if any(w in query_lower for w in ["code", "program", "develop", "software", "python", "java"]): - enhancements.append("software development programming technical") - if any(w in query_lower for w in ["sales", "account", "business development"]): - enhancements.append("sales business development") - if any(w in query_lower for w in ["customer", "service", "support"]): - enhancements.append("customer service communication") - - if enhancements: - return f"{query} {' '.join(enhancements)}" - return query - - def recommend(self, query: str, max_results: int = 10) -> List[Dict[str, Any]]: - """ - Get assessment recommendations using 2-stage RAG pipeline. - - Stage 1: SBERT + FAISS retrieval (fast, approximate) - Stage 2: Cross-Encoder reranking (accurate, pairwise) - """ - # Enhance query - enhanced_query = self._enhance_query(query) - - # Stage 1: SBERT retrieval - q_emb = self.retriever.encode([enhanced_query], convert_to_numpy=True) - faiss.normalize_L2(q_emb) - k = min(max_results * 3, len(self.assessments)) - scores, indices = self.index.search(q_emb, k) - - # Stage 2: Cross-Encoder reranking - pairs = [[query, self.texts[i]] for i in indices[0]] - rerank_scores = self.reranker.predict(pairs) - - # Combine scores (30% retrieval, 70% reranking) - results = [] - for i, (idx, retrieval_score) in enumerate(zip(indices[0], scores[0])): - rerank_score = 1 / (1 + np.exp(-rerank_scores[i])) # Sigmoid - hybrid_score = 0.3 * retrieval_score + 0.7 * rerank_score - - result = self.assessments[idx].to_dict() - result["similarity_score"] = round(float(hybrid_score), 4) - result["rerank_score"] = round(float(rerank_score), 4) - results.append(result) - - # Sort by hybrid score and return top results - results.sort(key=lambda x: x["similarity_score"], reverse=True) - return results[:max_results] - - -# ============================================================================ -# INITIALIZE ENGINE (Global singleton) -# ============================================================================ - -print("Initializing SHL Recommendation Engine...") -engine = SHLRecommendationEngine() - - -# ============================================================================ -# GRADIO UI FUNCTIONS -# ============================================================================ - -def format_recommendations_html(results: List[Dict]) -> str: - """Format recommendations as beautiful HTML cards""" - if not results: - return "
No recommendations found. Try a different query.
" - - html = "
" - - for i, r in enumerate(results, 1): - # Determine badge colors - score = r.get('similarity_score', 0) - if score >= 0.3: - score_color = "#10b981" # Green - elif score >= 0.15: - score_color = "#f59e0b" # Yellow - else: - score_color = "#6b7280" # Gray - - duration = f"{r['duration_minutes']} min" if r['duration_minutes'] else "Variable" - adaptive = "✓ Adaptive" if r['adaptive'] else "" - remote = "✓ Remote" if r['remote_testing'] else "" - - html += f""" -
-
-
- - #{i} • Score: {score:.1%} - -
-
- {f"{adaptive}" if adaptive else ""} - {f"{remote}" if remote else ""} -
-
- -

- - {r['name']} ↗ - -

- -
- Category: {r['category']} • - Duration: {duration} -
- -
- {' '.join([f"{level}" for level in r['job_levels']])} -
- -
- Focus Areas: {', '.join(r['focus_areas'][:4])} -
- -
- Test Types: {', '.join(r['test_type'])} -
-
- """ - - html += "
" - return html - - -def get_recommendations(query: str, num_results: int) -> str: - """Get recommendations and format as HTML""" - if not query or len(query.strip()) < 3: - return "
⚠️ Please enter at least 3 characters to search.
" - - try: - results = engine.recommend(query.strip(), max_results=int(num_results)) - return format_recommendations_html(results) - except Exception as e: - return f"
❌ Error: {str(e)}
" - - -# ============================================================================ -# GRADIO INTERFACE - Professional Dark Theme -# ============================================================================ - -# Custom CSS for dark theme -custom_css = """ - .gradio-container { - max-width: 1200px !important; - margin: auto !important; - } - .main-title { - text-align: center; - background: linear-gradient(90deg, #3b82f6, #8b5cf6); - -webkit-background-clip: text; - -webkit-text-fill-color: transparent; - font-size: 2.5rem !important; - font-weight: 700 !important; - margin-bottom: 0.5rem !important; - } - .subtitle { - text-align: center; - color: #94a3b8 !important; - font-size: 1rem !important; - margin-bottom: 1.5rem !important; - } - footer { - display: none !important; - } -""" - -# Example queries for users to try -examples = [ - ["I need to hire a software developer with Python programming skills"], - ["Looking for customer service representative assessments"], - ["Manager position requiring leadership and strategic thinking"], - ["Fresh graduate analyst trainee program"], - ["Sales account executive for B2B enterprise software"], - ["Healthcare nursing assistant for patient care"], - ["Banking teller handling cash transactions"], - ["Logical reasoning and problem solving test"], -] - -# Build the Gradio interface -with gr.Blocks( - title="SHL Assessment Recommendation Engine", - theme=gr.themes.Soft( - primary_hue="blue", - secondary_hue="purple", - neutral_hue="slate", - ), - css=custom_css -) as demo: - - # Header - gr.HTML(""" -
-

🎯 SHL Assessment Recommendation Engine

-

AI-powered recommendations using 2-Stage RAG: SBERT + Cross-Encoder Reranking

-
- - 📊 74 Assessments - - - 🎯 P@1: 90% - - - ⚡ MRR: 0.95 - -
-
- """) - - # Main content - with gr.Row(): - with gr.Column(scale=3): - query_input = gr.Textbox( - label="🔍 Job Description or Requirements", - placeholder="Enter a job description, role requirements, or skills needed...", - lines=3, - max_lines=5 - ) - with gr.Column(scale=1): - num_results = gr.Slider( - minimum=1, - maximum=10, - value=5, - step=1, - label="📋 Number of Results" - ) - search_btn = gr.Button("🚀 Get Recommendations", variant="primary", size="lg") - - # Examples - gr.Examples( - examples=examples, - inputs=query_input, - label="💡 Try these example queries:" - ) - - # Results - results_html = gr.HTML( - value="
Enter a job description above and click 'Get Recommendations' to see matching SHL assessments.
", - label="Recommendations" - ) - - # Footer info - gr.HTML(""" -
-

- Built with ❤️ using SBERT + Cross-Encoder Architecture | - SHL Product Catalog -

-
- """) - - # Event handlers - search_btn.click( - fn=get_recommendations, - inputs=[query_input, num_results], - outputs=results_html - ) - - query_input.submit( - fn=get_recommendations, - inputs=[query_input, num_results], - outputs=results_html - ) - - -# ============================================================================ -# FASTAPI INTEGRATION FOR API ENDPOINT -# ============================================================================ - -from fastapi import FastAPI, Query -from fastapi.middleware.cors import CORSMiddleware -from typing import List, Dict, Any - -app = FastAPI( - title="SHL Assessment Recommendation API", - description="AI-powered assessment recommendations using 2-Stage RAG Pipeline", - version="2.0.0" -) - -app.add_middleware( - CORSMiddleware, - allow_origins=["*"], - allow_credentials=True, - allow_methods=["*"], - allow_headers=["*"], -) - -@app.get("/health") -def health_check(): - """Health check endpoint""" - return { - "status": "healthy", - "total_assessments": len(engine.assessments), - "model": "SBERT + Cross-Encoder" - } - -@app.get("/recommend") -def recommend_api( - query: str = Query(..., min_length=3, description="Job description or requirements"), - max_results: int = Query(default=10, ge=1, le=10, description="Max results") -): - """Get assessment recommendations as JSON""" - results = engine.recommend(query.strip(), max_results=max_results) - return { - "query": query, - "total_results": len(results), - "recommendations": results - } - -@app.get("/evaluate") -def evaluate_api(): - """Run evaluation metrics""" - test_cases = [ - {"query": "need Python developer for backend engineering role", "relevant": ["Software Developer", "Coding", "IT Professional"]}, - {"query": "hiring receptionist to handle customer inquiries", "relevant": ["Customer Service", "Contact Center", "Front Desk"]}, - {"query": "executive position requiring strategic decisions", "relevant": ["Manager", "Supervisor", "Virtual Assessment"]}, - {"query": "fresh graduates for analyst trainee program", "relevant": ["Graduate", "Apprentice", "Entry Level"]}, - {"query": "B2B account executive in enterprise software", "relevant": ["Sales Professional", "Account Manager", "Sales Representative"]}, - ] - - results = [] - for tc in test_cases: - recs = engine.recommend(tc["query"], max_results=5) - names = [r["name"] for r in recs] - # Simple P@1 check - p1 = 1.0 if any(rel.lower() in names[0].lower() for rel in tc["relevant"]) else 0.0 - results.append({"query": tc["query"][:40], "top_result": names[0], "P@1": p1}) - - avg_p1 = sum(r["P@1"] for r in results) / len(results) - return { - "aggregate": {"mean_P@1": round(avg_p1, 3)}, - "per_query": results, - "total_test_cases": len(test_cases) - } - -# Mount Gradio app to FastAPI -app = gr.mount_gradio_app(app, demo, path="/") - -# ============================================================================ -# LAUNCH APPLICATION -# ============================================================================ - -if __name__ == "__main__": - import uvicorn - uvicorn.run(app, host="0.0.0.0", port=7860) +# SHL Assessment Recommendation Engine - HuggingFace Spaces with Gradio UI +# 2-Stage RAG Pipeline: SBERT + Cross-Encoder Reranking +# 389 Individual Test Solutions from SHL Catalog + +import json +import math +import os +import numpy as np +import gradio as gr +from dataclasses import dataclass +from typing import List, Optional, Dict, Any +from sentence_transformers import CrossEncoder, SentenceTransformer +import faiss + +# ============================================================================ +# ASSESSMENT DATA - 389 SHL Assessments +# ============================================================================ + +SHL_ASSESSMENTS = [ + { + "name": "Account Manager Solution", + "url": "https://www.shl.com/products/product-catalog/view/account-manager-solution", + "category": "Individual Test Solutions", + "job_levels": [ + "Graduate", + "Professional", + "Manager", + "Executive" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Administrative Professional - Short Form", + "url": "https://www.shl.com/products/product-catalog/view/administrative-professional-short-form", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Customer Service", + "Sales", + "Programming", + "Administration" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Agency Manager Solution", + "url": "https://www.shl.com/products/product-catalog/view/agency-manager-solution", + "category": "Individual Test Solutions", + "job_levels": [ + "Graduate", + "Professional", + "Manager", + "Supervisor" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Banking", + "Retail" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Apprentice + 8.0 Job Focused Assessment", + "url": "https://www.shl.com/products/product-catalog/view/apprentice-8-0-job-focused-assessment-4261", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": true + }, + { + "name": "Apprentice 8.0 Job Focused Assessment", + "url": "https://www.shl.com/products/product-catalog/view/apprentice-8-0-job-focused-assessment", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": true + }, + { + "name": "Bank Administrative Assistant - Short Form", + "url": "https://www.shl.com/products/product-catalog/view/bank-administrative-assistant-short-form", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Administration", + "Retail" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Bank Collections Agent - Short Form", + "url": "https://www.shl.com/products/product-catalog/view/bank-collections-agent-short-form", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Numerical", + "Banking" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Bank Operations Supervisor - Short Form", + "url": "https://www.shl.com/products/product-catalog/view/bank-operations-supervisor-short-form", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Supervisor" + ], + "focus_areas": [ + "Leadership", + "Customer Service", + "Sales", + "Programming", + "Retail" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Bilingual Spanish Reservation Agent Solution", + "url": "https://www.shl.com/products/product-catalog/view/bilingual-spanish-reservation-agent-solution", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Customer Service", + "Sales", + "Programming", + "Hospitality" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Bookkeeping, Accounting, Auditing Clerk Short Form", + "url": "https://www.shl.com/products/product-catalog/view/bookkeeping-accounting-auditing-clerk-short-form", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Numerical", + "Banking" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Branch Manager - Short Form", + "url": "https://www.shl.com/products/product-catalog/view/branch-manager-short-form", + "category": "Individual Test Solutions", + "job_levels": [ + "Graduate", + "Professional", + "Manager", + "Supervisor" + ], + "focus_areas": [ + "Leadership", + "Problem Solving", + "Sales", + "Programming", + "Banking" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Cashier Solution", + "url": "https://www.shl.com/products/product-catalog/view/cashier-solution", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Customer Service", + "Sales", + "Programming", + "Retail" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Global Skills Development Report", + "url": "https://www.shl.com/products/product-catalog/view/global-skills-development-report", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Senior Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": ".NET Framework 4.5", + "url": "https://www.shl.com/products/product-catalog/view/net-framework-4-5", + "category": "Individual Test Solutions", + "job_levels": [ + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": ".NET MVC (New)", + "url": "https://www.shl.com/products/product-catalog/view/net-mvc-new", + "category": "Individual Test Solutions", + "job_levels": [ + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + 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"Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "VB.NET (New)", + "url": "https://www.shl.com/products/product-catalog/view/vb-net-new", + "category": "Individual Test Solutions", + "job_levels": [ + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Verify - Deductive Reasoning", + "url": "https://www.shl.com/products/product-catalog/view/verify-deductive-reasoning", + "category": "Cognitive Assessments", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Senior Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Reasoning", + "Retail" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": 18, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Verify - Following Instructions", + "url": "https://www.shl.com/products/product-catalog/view/verify-following-instructions", + "category": "Cognitive Assessments", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Verify - G+", + "url": "https://www.shl.com/products/product-catalog/view/verify-g", + "category": "Cognitive Assessments", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Senior Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Numerical", + "Reasoning" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": true + }, + { + "name": "Verify - General Ability Screen", + "url": "https://www.shl.com/products/product-catalog/view/verify-general-ability-screen", + "category": "Cognitive Assessments", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Verify - Inductive Reasoning (2014)", + "url": "https://www.shl.com/products/product-catalog/view/verify-inductive-reasoning-2014", + "category": "Cognitive Assessments", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Senior Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Reasoning", + "Retail" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Verify - Numerical Ability", + "url": "https://www.shl.com/products/product-catalog/view/verify-numerical-ability", + "category": "Cognitive Assessments", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Senior Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Numerical", + "Reasoning" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": 20, + "remote_testing": true, + "adaptive": true + }, + { + "name": "Verify - Technical Checking - Next Generation", + "url": "https://www.shl.com/products/product-catalog/view/verify-technical-checking-next-generation", + "category": "Cognitive Assessments", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Communication", + "Sales", + "Programming", + "Retail" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Verify - Verbal Ability - Next Generation", + "url": "https://www.shl.com/products/product-catalog/view/verify-verbal-ability-next-generation", + "category": "Cognitive Assessments", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Senior Manager" + ], + "focus_areas": [ + "Leadership", + "Communication", + "Sales", + "Programming", + "Retail" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": 15, + "remote_testing": true, + "adaptive": true + }, + { + "name": "Verify - Working with Information", + "url": "https://www.shl.com/products/product-catalog/view/verify-working-with-information", + "category": "Cognitive Assessments", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Verify G+ - Ability Test Report", + "url": "https://www.shl.com/products/product-catalog/view/verify-g-ability-test-report", + "category": "Cognitive Assessments", + "job_levels": [ + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Numerical", + "Reasoning" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Verify G+ - Candidate Report", + "url": "https://www.shl.com/products/product-catalog/view/verify-g-candidate-report", + "category": "Cognitive Assessments", + "job_levels": [ + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Numerical", + "Reasoning" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Verify Interactive Ability Report", + "url": "https://www.shl.com/products/product-catalog/view/verify-interactive-ability-report", + "category": "Cognitive Assessments", + "job_levels": [ + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Verify Interactive G+ Candidate Report", + "url": "https://www.shl.com/products/product-catalog/view/verify-interactive-g-candidate-report", + "category": "Cognitive Assessments", + "job_levels": [ + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Verify Interactive G+ Report", + "url": "https://www.shl.com/products/product-catalog/view/verify-interactive-g-report", + "category": "Cognitive Assessments", + "job_levels": [ + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Verify Interactive Process Monitoring", + "url": "https://www.shl.com/products/product-catalog/view/verify-interactive-process-monitoring", + "category": "Cognitive Assessments", + "job_levels": [ + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Virtual Assessment and Development Centers", + "url": "https://www.shl.com/products/product-catalog/view/virtual-assessment-and-development-centers", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Senior Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Administration", + "Retail" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Visual Basic for Applications (New)", + "url": "https://www.shl.com/products/product-catalog/view/visual-basic-for-applications-new", + "category": "Individual Test Solutions", + "job_levels": [ + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Visual Comparison - UK", + "url": "https://www.shl.com/products/product-catalog/view/visual-comparison-uk", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Visual Comparison - US", + "url": "https://www.shl.com/products/product-catalog/view/visual-comparison-us", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "VLSI and Embedded Systems (New)", + "url": "https://www.shl.com/products/product-catalog/view/vlsi-and-embedded-systems-new", + "category": "Individual Test Solutions", + "job_levels": [ + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "What Is The Value - US", + "url": "https://www.shl.com/products/product-catalog/view/what-is-the-value-us", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Workplace Administration Skills (New)", + "url": "https://www.shl.com/products/product-catalog/view/workplace-administration-skills-new", + "category": "Individual Test Solutions", + "job_levels": [ + "Graduate", + "Professional", + "Manager", + "Supervisor" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Administration", + "Retail" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Workplace Health and Safety (New)", + "url": "https://www.shl.com/products/product-catalog/view/workplace-health-and-safety-new", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Supervisor" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "WriteX - Email Writing (Customer Service) (New)", + "url": "https://www.shl.com/products/product-catalog/view/writex-email-writing-customer-service-new", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Supervisor" + ], + "focus_areas": [ + "Leadership", + "Customer Service", + "Sales", + "Programming", + "Retail" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "WriteX - Email Writing (Managerial) (New)", + "url": "https://www.shl.com/products/product-catalog/view/writex-email-writing-managerial-new", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Supervisor" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "WriteX - Email Writing (Sales) (New)", + "url": "https://www.shl.com/products/product-catalog/view/writex-email-writing-sales-new", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Supervisor" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Written English v1", + "url": "https://www.shl.com/products/product-catalog/view/written-english-v1", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Written Spanish", + "url": "https://www.shl.com/products/product-catalog/view/written-spanish", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "Zabbix (New)", + "url": "https://www.shl.com/products/product-catalog/view/zabbix-new", + "category": "Individual Test Solutions", + "job_levels": [ + "Graduate", + "Professional", + "Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Administration", + "Retail" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "360 Digital Report", + "url": "https://www.shl.com/products/product-catalog/view/360-digital-report", + "category": "Individual Test Solutions", + "job_levels": [ + "Entry Level", + "Graduate", + "Professional", + "Manager", + "Senior Manager" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + }, + { + "name": "360\u00b0 Multi-Rater Feedback System (MFS)", + "url": "https://www.shl.com/products/product-catalog/view/360-multi-rater-feedback-system-mfs", + "category": "Individual Test Solutions", + "job_levels": [ + "Graduate", + "Professional", + "Manager", + "Senior Manager", + "Executive" + ], + "focus_areas": [ + "Leadership", + "Sales", + "Programming", + "Retail", + "Technical" + ], + "test_type": [ + "Cognitive", + "Behavioral", + "Personality", + "Skills", + "Technical" + ], + "duration_minutes": null, + "remote_testing": true, + "adaptive": false + } +] + + +# ============================================================================ +# ASSESSMENT DATA CLASS +# ============================================================================ + +@dataclass +class Assessment: + name: str + url: str + category: str + job_levels: List[str] + focus_areas: List[str] + test_type: List[str] + duration_minutes: Optional[int] + remote_testing: bool + adaptive: bool + + def to_text(self) -> str: + """Convert assessment to searchable text""" + parts = [ + f"Assessment: {self.name}", + f"Category: {self.category}", + f"Job Levels: {', '.join(self.job_levels)}", + f"Focus Areas: {', '.join(self.focus_areas)}", + f"Test Types: {', '.join(self.test_type)}" + ] + if self.duration_minutes: + parts.append(f"Duration: {self.duration_minutes} minutes") + return ". ".join(parts) + + def to_dict(self) -> Dict[str, Any]: + return { + "name": self.name, + "url": self.url, + "category": self.category, + "job_levels": self.job_levels, + "focus_areas": self.focus_areas, + "test_type": self.test_type, + "duration_minutes": self.duration_minutes, + "remote_testing": self.remote_testing, + "adaptive": self.adaptive + } + + +# ============================================================================ +# RECOMMENDATION ENGINE - 2-Stage RAG Pipeline +# ============================================================================ + +class SHLRecommendationEngine: + """ + AI-Powered Assessment Recommendation Engine + + Architecture: 2-Stage Retrieval + Reranking (RAG Pipeline) + 1. SBERT (all-MiniLM-L6-v2) - Fast semantic embedding with FAISS index + 2. Cross-Encoder Reranking - Accurate pairwise scoring for top candidates + 3. Hybrid Scoring - Combines retrieval (30%) and reranking (70%) scores + + Pipeline: Query -> SBERT -> FAISS -> Top-K -> Cross-Encoder -> Results + """ + + def __init__(self): + print("=" * 60) + print("SHL Assessment Recommendation Engine") + print("=" * 60) + + # Load assessments + print(f"Loading {len(SHL_ASSESSMENTS)} SHL assessments...") + self.assessments = [] + for d in SHL_ASSESSMENTS: + # Handle missing fields gracefully + self.assessments.append(Assessment( + name=d.get('name', ''), + url=d.get('url', ''), + category=d.get('category', 'Individual Test Solutions'), + job_levels=d.get('job_levels', ['Professional']), + focus_areas=d.get('focus_areas', ['General'])[:5], + test_type=d.get('test_type', ['Behavioral']), + duration_minutes=d.get('duration_minutes'), + remote_testing=d.get('remote_testing', True), + adaptive=d.get('adaptive', False) + )) + + self.texts = [a.to_text() for a in self.assessments] + + # Load SBERT retriever + print("Loading SBERT retriever (all-MiniLM-L6-v2)...") + self.retriever = SentenceTransformer('all-MiniLM-L6-v2') + + # Load Cross-Encoder reranker + print("Loading Cross-Encoder reranker (ms-marco-MiniLM-L-6-v2)...") + self.reranker = CrossEncoder('cross-encoder/ms-marco-MiniLM-L-6-v2') + + # Build FAISS index + print("Building FAISS index...") + embeddings = self.retriever.encode(self.texts, convert_to_numpy=True) + faiss.normalize_L2(embeddings) + self.index = faiss.IndexFlatIP(embeddings.shape[1]) + self.index.add(embeddings) + + print("=" * 60) + print(f"Engine ready with {len(self.assessments)} assessments!") + print("=" * 60) + + def _enhance_query(self, query: str) -> str: + """Enhance query with detected skills/levels""" + enhancements = [] + query_lower = query.lower() + + # Detect job levels + if any(w in query_lower for w in ["entry", "junior", "fresh", "graduate"]): + enhancements.append("entry level graduate") + if any(w in query_lower for w in ["manager", "lead", "director", "executive"]): + enhancements.append("manager leadership") + if any(w in query_lower for w in ["senior", "experienced"]): + enhancements.append("senior professional") + + # Detect skills + if any(w in query_lower for w in ["code", "program", "develop", "software", "python", "java", ".net", "sql"]): + enhancements.append("software development programming technical coding") + if any(w in query_lower for w in ["sales", "account", "business development"]): + enhancements.append("sales business development") + if any(w in query_lower for w in ["customer", "service", "support"]): + enhancements.append("customer service communication") + if any(w in query_lower for w in ["cognitive", "reasoning", "problem solving", "analytical"]): + enhancements.append("cognitive reasoning analytical aptitude") + if any(w in query_lower for w in ["personality", "behavior", "behavioral"]): + enhancements.append("personality behavioral competencies work style") + + if enhancements: + return f"{query} {' '.join(enhancements)}" + return query + + def recommend(self, query: str, max_results: int = 10) -> List[Dict[str, Any]]: + """ + Get assessment recommendations using 2-stage RAG pipeline. + + Stage 1: SBERT + FAISS retrieval (fast, approximate) + Stage 2: Cross-Encoder reranking (accurate, pairwise) + """ + # Enhance query + enhanced_query = self._enhance_query(query) + + # Stage 1: SBERT retrieval + q_emb = self.retriever.encode([enhanced_query], convert_to_numpy=True) + faiss.normalize_L2(q_emb) + k = min(max_results * 3, len(self.assessments)) + scores, indices = self.index.search(q_emb, k) + + # Stage 2: Cross-Encoder reranking + pairs = [[query, self.texts[i]] for i in indices[0]] + rerank_scores = self.reranker.predict(pairs) + + # Combine scores (30% retrieval, 70% reranking) + results = [] + for i, (idx, retrieval_score) in enumerate(zip(indices[0], scores[0])): + rerank_score = 1 / (1 + np.exp(-rerank_scores[i])) # Sigmoid + hybrid_score = 0.3 * retrieval_score + 0.7 * rerank_score + + result = self.assessments[idx].to_dict() + result["similarity_score"] = round(float(hybrid_score), 4) + result["rerank_score"] = round(float(rerank_score), 4) + results.append(result) + + # Sort by hybrid score and return top results + results.sort(key=lambda x: x["similarity_score"], reverse=True) + return results[:max_results] + + +# ============================================================================ +# INITIALIZE ENGINE (Global singleton) +# ============================================================================ + +print("Initializing SHL Recommendation Engine...") +engine = SHLRecommendationEngine() + + +# ============================================================================ +# GRADIO UI FUNCTIONS +# ============================================================================ + +def format_recommendations_html(results: List[Dict]) -> str: + """Format recommendations as beautiful HTML cards""" + if not results: + return "
No recommendations found. Try a different query.
" + + html = "
" + + for i, r in enumerate(results, 1): + # Determine badge colors + score = r.get('similarity_score', 0) + if score >= 0.3: + score_color = "#10b981" # Green + elif score >= 0.15: + score_color = "#f59e0b" # Yellow + else: + score_color = "#6b7280" # Gray + + duration = f"{r['duration_minutes']} min" if r['duration_minutes'] else "Variable" + adaptive = "✓ Adaptive" if r['adaptive'] else "" + remote = "✓ Remote" if r['remote_testing'] else "" + + html += f""" +
+
+
+ + #{i} • Score: {score:.1%} + +
+
+ {f"{adaptive}" if adaptive else ""} + {f"{remote}" if remote else ""} +
+
+ +

+ + {r['name']} ↗ + +

+ +
+ Category: {r['category']} • + Duration: {duration} +
+ +
+ {' '.join([f"{level}" for level in r['job_levels'][:3]])} +
+ +
+ Focus Areas: {', '.join(r['focus_areas'][:4])} +
+ +
+ Test Types: {', '.join(r['test_type'][:4])} +
+
+ """ + + html += "
" + return html + + +def get_recommendations(query: str, num_results: int) -> str: + """Get recommendations and format as HTML""" + if not query or len(query.strip()) < 3: + return "
⚠️ Please enter at least 3 characters to search.
" + + try: + results = engine.recommend(query.strip(), max_results=int(num_results)) + return format_recommendations_html(results) + except Exception as e: + return f"
❌ Error: {str(e)}
" + + +# ============================================================================ +# GRADIO INTERFACE - Professional Dark Theme +# ============================================================================ + +# Custom CSS for dark theme +custom_css = """ + .gradio-container { + max-width: 1200px !important; + margin: auto !important; + } + .main-title { + text-align: center; + background: linear-gradient(90deg, #3b82f6, #8b5cf6); + -webkit-background-clip: text; + -webkit-text-fill-color: transparent; + font-size: 2.5rem !important; + font-weight: 700 !important; + margin-bottom: 0.5rem !important; + } + .subtitle { + text-align: center; + color: #94a3b8 !important; + font-size: 1rem !important; + margin-bottom: 1.5rem !important; + } + footer { + display: none !important; + } +""" + +# Example queries for users to try +examples = [ + ["I need to hire a software developer with Python programming skills"], + ["Looking for customer service representative assessments"], + ["Manager position requiring leadership and strategic thinking"], + ["Fresh graduate analyst trainee program"], + ["Java developer who can collaborate with business teams"], + ["Need cognitive and personality tests for analyst screening"], + ["Sales account executive for B2B enterprise software"], + ["Logical reasoning and problem solving test"], +] + +# Build the Gradio interface +with gr.Blocks( + title="SHL Assessment Recommendation Engine", + theme=gr.themes.Soft( + primary_hue="blue", + secondary_hue="purple", + neutral_hue="slate", + ), + css=custom_css +) as demo: + + # Header + gr.HTML(f""" +
+

🎯 SHL Assessment Recommendation Engine

+

AI-powered recommendations using 2-Stage RAG: SBERT + Cross-Encoder Reranking

+
+ + 📊 {len(SHL_ASSESSMENTS)} Assessments + + + 🎯 Individual Test Solutions + + + ⚡ RAG Pipeline + +
+
+ """) + + # Main content + with gr.Row(): + with gr.Column(scale=3): + query_input = gr.Textbox( + label="🔍 Job Description or Requirements", + placeholder="Enter a job description, role requirements, or skills needed...", + lines=3, + max_lines=5 + ) + with gr.Column(scale=1): + num_results = gr.Slider( + minimum=1, + maximum=10, + value=10, + step=1, + label="📋 Number of Results" + ) + search_btn = gr.Button("🚀 Get Recommendations", variant="primary", size="lg") + + # Examples + gr.Examples( + examples=examples, + inputs=query_input, + label="💡 Try these example queries:" + ) + + # Results + results_html = gr.HTML( + value="
Enter a job description above and click 'Get Recommendations' to see matching SHL assessments.
", + label="Recommendations" + ) + + # Footer info + gr.HTML(""" +
+

+ Built with ❤️ using SBERT + Cross-Encoder Architecture | + SHL Product Catalog +

+
+ """) + + # Event handlers + search_btn.click( + fn=get_recommendations, + inputs=[query_input, num_results], + outputs=results_html + ) + + query_input.submit( + fn=get_recommendations, + inputs=[query_input, num_results], + outputs=results_html + ) + + +# ============================================================================ +# FASTAPI INTEGRATION FOR API ENDPOINT +# ============================================================================ + +from fastapi import FastAPI, Query +from fastapi.middleware.cors import CORSMiddleware + +app = FastAPI( + title="SHL Assessment Recommendation API", + description="AI-powered assessment recommendations using 2-Stage RAG Pipeline", + version="2.0.0" +) + +app.add_middleware( + CORSMiddleware, + allow_origins=["*"], + allow_credentials=True, + allow_methods=["*"], + allow_headers=["*"], +) + +@app.get("/health") +def health_check(): + """Health check endpoint""" + return { + "status": "healthy", + "total_assessments": len(engine.assessments), + "model": "SBERT + Cross-Encoder" + } + +@app.get("/recommend") +def recommend_api( + query: str = Query(..., min_length=3, description="Job description or requirements"), + max_results: int = Query(default=10, ge=1, le=10, description="Max results") +): + """Get assessment recommendations as JSON""" + results = engine.recommend(query.strip(), max_results=max_results) + return { + "query": query, + "total_results": len(results), + "recommendations": results + } + +# Mount Gradio app to FastAPI +app = gr.mount_gradio_app(app, demo, path="/") + +# ============================================================================ +# LAUNCH APPLICATION +# ============================================================================ + +if __name__ == "__main__": + import uvicorn + uvicorn.run(app, host="0.0.0.0", port=7860)