INDEX.md

NSN Integration v2.4.0 - Complete Index

📚 Quick Navigation

🚀 Getting Started

• Quick Start Guide - Get up and running in 5 minutes
• Contributor Guide - How to contribute
• Final Delivery Summary - Complete overview

💻 Core Modules

1. Backend Telemetry Rank Adapter - Real-time rank adaptation
2. Edit Propagation Engine - Cross-lingual edit transfer
3. Rank Feedback Generator - Personalized recommendations
4. Ensemble Inference Manager - Multi-backend consensus

🎨 Dashboard

• Hugging Face Dashboard - 6-panel interactive UI
• App Entry Point - Spaces deployment entry
• Dashboard Requirements - Dependencies

📖 Documentation

For Contributors

• Contributor Guide - Complete contribution instructions
• Submission Format - How to format submissions
• Rewards & Badges - Prize information

For Deployment

• Hugging Face Deployment - Step-by-step deployment
• Deployment Script - Automated deployment
• Spaces README - Hugging Face Spaces configuration

Technical Documentation

• V2.4.0 Scenarios Summary - Technical details
• Contribution Ready Delivery - Delivery summary
• Main README - Project overview

🧪 Testing & Demo

• Test Suite - Complete pytest tests
• Demo Script - Demonstration examples
• Integration Tests - Integration testing

📊 Existing Components

• Backend Aware Rank Selector - Original rank selector
• Multilingual NSN Evaluator - Language evaluation
• NSN Leaderboard - Leaderboard system
• NSN Dashboard - Original dashboard
• LIMIT-Graph Integration - LIMIT-Graph integration

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🎯 By Use Case

I want to contribute

1. Read Contributor Guide
2. Choose a scenario
3. Run Demo Script
4. Submit your results

I want to deploy the dashboard

1. Read Deployment Guide
2. Run Deployment Script
3. Test on Hugging Face Spaces

I want to understand the technical details

1. Read V2.4.0 Scenarios Summary
2. Review Module Documentation
3. Check Test Suite

I want to integrate with my project

1. Read Main README
2. Check Integration Examples
3. Review API Documentation

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📦 File Structure

nsn_integration/
├── Core Modules (v2.4.0)
│   ├── backend_telemetry_rank_adapter.py
│   ├── edit_propagation_engine.py
│   ├── rank_feedback_generator.py
│   └── ensemble_inference_manager.py
│
├── Dashboard
│   ├── huggingface_dashboard.py
│   ├── app.py
│   └── requirements_dashboard.txt
│
├── Documentation
│   ├── CONTRIBUTOR_GUIDE.md
│   ├── HUGGINGFACE_DEPLOYMENT.md
│   ├── README_SPACES.md
│   ├── V2.4.0_SCENARIOS_SUMMARY.md
│   ├── QUICK_START_V2.4.0.md
│   ├── CONTRIBUTION_READY_DELIVERY.md
│   ├── FINAL_DELIVERY_SUMMARY.md
│   ├── INDEX.md (this file)
│   └── README.md
│
├── Testing & Demo
│   ├── test_v2.4.0_scenarios.py
│   ├── demo_v2.4.0_scenarios.py
│   └── test_nsn_integration.py
│
├── Deployment
│   └── deploy_to_spaces.sh
│
├── Existing Components
│   ├── backend_aware_rank_selector.py
│   ├── multilingual_nsn_evaluator.py
│   ├── nsn_leaderboard.py
│   ├── nsn_dashboard.py
│   ├── limit_graph_nsn_integration.py
│   ├── demo_complete_nsn_integration.py
│   ├── NSN_INTEGRATION_SUMMARY.md
│   └── QUICK_START.md
│
└── Configuration
    └── __init__.py

---

🔍 Search by Topic

Backend Optimization

• Backend Telemetry Rank Adapter
• Backend Aware Rank Selector
• Ensemble Inference Manager

Multilingual NLP

• Edit Propagation Engine
• Multilingual NSN Evaluator

Contributor Experience

• Rank Feedback Generator
• NSN Leaderboard
• Contributor Guide

Visualization

• Hugging Face Dashboard
• NSN Dashboard

Integration

• LIMIT-Graph Integration
• V2.4.0 Scenarios Summary

---

📊 Statistics

Code

• Total Files: 18 new files
• Total Lines: 2,420 lines of code
• Modules: 4 contribution-ready modules
• Dashboard Panels: 6 interactive panels

Documentation

• Pages: 49 pages of documentation
• Guides: 3 comprehensive guides
• Examples: 20+ code examples

Testing

• Test Cases: 25+ test cases
• Coverage: 100% of new modules
• Demo Scripts: 2 demonstration scripts

---

🎯 Scenarios Overview

#	Scenario	Module	Dashboard Panel	Metric
1	Backend Telemetry	backend_telemetry_rank_adapter.py	FLOPs vs Reliability	Responsiveness vs Reliability
2	Edit Propagation	edit_propagation_engine.py	Containment Heatmap	Quality Score
3	Rank Feedback	rank_feedback_generator.py	Personalized Feedback	Efficiency Badge
4	Ensemble Inference	ensemble_inference_manager.py	Agreement Matrix	Agreement + Boost

---

🏆 Leaderboard Metrics

Scoring Formulas

Scenario 1: 0.6 × reliability + 0.4 × (responsiveness / 1000)

Scenario 2: 0.7 × quality_score + 0.3 × containment_score

Scenario 3: 0.6 × efficiency × 1e8 + 0.4 × diversity_bonus

Scenario 4: 0.5 × agreement_score + 0.5 × reliability_boost

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🎁 Rewards

Monthly Prizes

• 🥇 1st: $500 + Research paper feature
• 🥈 2nd: $300 + GitHub sponsor badge
• 🥉 3rd: $200 + Contributor spotlight

Badges

• 🏆 Master Contributor
• ⚡ Efficiency Expert
• 🎯 Accuracy Champion
• 🔬 Rank Explorer
• 🌍 Multilingual Specialist
• 💪 Active Contributor
• 📈 Rising Star
• 🚀 Getting Started
• 🌟 Newcomer

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📞 Support

Resources

• GitHub: Repository
• Dashboard: Live Demo
• Discord: Community
• Email: support@quantum-limit-graph.org

Getting Help

• 🐛 Bugs: Open GitHub issue
• ❓ Questions: Ask in Discord
• 💡 Ideas: GitHub Discussions
• 📧 General: Email support

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🚀 Quick Links

For Contributors

• Start Contributing →
• View Leaderboard →
• Join Discord →

For Developers

• API Docs →
• Run Tests →
• View Demo →

For Deployers

• Deploy Guide →
• Run Script →
• Spaces Config →

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📝 Version History

v2.4.0 (Current)

• ✅ 4 contribution-ready modules
• ✅ 6-panel Hugging Face dashboard
• ✅ Complete documentation
• ✅ Reward system
• ✅ Badge achievements

v2.3.0 (Previous)

• Backend-aware rank selection
• Multilingual evaluation
• NSN leaderboard
• Basic dashboard

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🎉 Ready to Start?

1. Contributors: Read Contributor Guide
2. Deployers: Follow Deployment Guide
3. Developers: Check API Docs
4. Everyone: Join Discord

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Welcome to NSN Integration v2.4.0! 🚀