README.md

# Quantum LIMIT-GRAPH v2.4.0

**Backend Benchmarking, QEC Integration & Visualization Platform**

[![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](LICENSE)
[![Python](https://img.shields.io/badge/Python-3.8%2B-blue)](https://www.python.org/)
[![Hugging Face](https://img.shields.io/badge/🤗-Hugging%20Face-yellow)](https://huggingface.co/)

## 🎯 Core Objectives

1. **Backend Benchmarking**: Compare Russian vs IBM quantum backends on multilingual edit reliability
2. **QEC Integration**: Extend REPAIR with Quantum Error Correction for hallucination resilience
3. **Performance Visualization**: Interactive dashboards across languages, domains, and edit types
4. **Hugging Face Integration**: Deploy demos, models, and datasets to HF Spaces

## ✨ Key Features

### 🔬 Backend Comparison
- Russian quantum compiler vs IBM Quantum benchmarking
- Multilingual edit reliability metrics (13+ languages)
- Domain-specific performance analysis
- Real-time leaderboard generation

### 🛡️ Quantum Error Correction (QEC)
- Surface code integration for REPAIR edits
- Stabilizer-based hallucination detection
- Syndrome extraction and correction
- QEC-enhanced validation pipeline

### 📊 Visualization Suite
- Edit trace visualization with correction paths
- Backend performance heatmaps
- Language-domain correlation matrices
- Interactive Plotly dashboards

### 🤗 Hugging Face Integration
- Spaces: Interactive demo notebooks
- Models: Quantum modules with multilingual tags
- Datasets: Backend-specific edit logs and traces

## 🚀 Quick Start

```bash
# Install dependencies
pip install -r requirements.txt

# Run backend comparison
python src/evaluation/quantum_backend_comparison.py

# Generate leaderboard
python src/evaluation/leaderboard_generator.py

# Launch visualization
python src/visualization/edit_trace_visualizer.py

# Deploy to Hugging Face
python scripts/deploy_to_hf.py
```

## 📊 Metrics Tracked

### Backend Performance
- **Edit Success Rate**: % of valid edits per backend
- **Hallucination Rate**: % of hallucinated edits detected
- **Correction Efficiency**: QEC correction success rate
- **Latency**: Average processing time per edit
- **Fidelity**: Quantum circuit fidelity estimation

### Language-Specific
- **Cross-Lingual Accuracy**: Edit accuracy across language pairs
- **Domain Transfer**: Performance across domains (code, text, math)
- **Cyrillic Support**: Russian language pattern accuracy

### QEC Metrics
- **Syndrome Detection Rate**: % of errors detected
- **Correction Success**: % of errors corrected
- **Logical Error Rate**: Post-QEC error rate
- **Code Distance**: QEC code distance used

## 🏆 Contributor Challenge

### Challenge Format
**Goal**: Improve backend performance or add new QEC codes

**Tracks**:
1. **Backend Optimization**: Improve Russian/IBM backend performance
2. **QEC Innovation**: Implement new error correction codes
3. **Visualization**: Create new performance dashboards
4. **Multilingual**: Add support for new languages

**Prizes**:
- 🥇 Gold: Featured on leaderboard + HF Space showcase
- 🥈 Silver: Contributor badge + Documentation credit
- 🥉 Bronze: GitHub recognition

**Submission**: PR with benchmarks, tests, and documentation

## 📁 Repository Structure

```
quantum-limit-graph-v2.4.0/
├── src/
│   ├── evaluation/
│   │   ├── quantum_backend_comparison.py
│   │   └── leaderboard_generator.py
│   ├── agent/
│   │   ├── repair_qec_extension.py
│   │   └── backend_selector.py
│   └── visualization/
│       └── edit_trace_visualizer.py
├── configs/
│   └── backend_config.yaml
├── data/
│   └── multilingual_edit_logs/
├── notebooks/
│   └── backend_comparison_demo.ipynb
├── tests/
│   ├── test_backend_comparison.py
│   ├── test_qec_integration.py
│   └── test_visualization.py
├── huggingface/
│   ├── spaces/
│   ├── model_cards/
│   └── dataset_cards/
└── scripts/
    └── deploy_to_hf.py
```

## 🔗 Links

- **Hugging Face Space**: [quantum-limit-graph-v2.4.0](https://huggingface.co/spaces/quantum-limit-graph-v2.4.0)
- **Model Hub**: [Quantum Modules](https://huggingface.co/models?search=quantum-limit-graph)
- **Datasets**: [Edit Logs & Traces](https://huggingface.co/datasets?search=quantum-limit-graph)
- **Documentation**: [Full Docs](./docs/)

## 📄 License

Apache 2.0 - See [LICENSE](LICENSE) for details

## 🙏 Acknowledgments

Built on top of:
- Quantum LIMIT-GRAPH v2.3.1 (Superconducting + Compiler Integration)
- REPAIR Model Editing (Mitchell et al., 2022)
- Qiskit Quantum Computing Framework
- Hugging Face Transformers & Spaces

---

**Version**: 2.4.0  
**Release Date**: October 15, 2025  
**Status**: ✅ Production Ready