Quantum Hub

Quantum Integration Platform – Development Guide

Table of Contents

Development Environment Setup

Prerequisites

Ensure you have the following installed:

# Node.js (v18 or higher)
node --version  # Should be >= 18.0.0

# Python (v3.9 or higher)
python --version  # Should be >= 3.9.0

# Docker and Docker Compose
docker --version
docker-compose --version

# Git
git --version

Initial Setup

  1. Clone and Setup Repository
git clone https://github.com/your-org/quantum-integration-platform.git
cd quantum-integration-platform

# Install Node.js dependencies
npm install

# Setup Python virtual environment
python -m venv venv
source venv/bin/activate  # On Windows: venv\Scripts\activate

# Install Python dependencies
pip install -r requirements.txt
pip install -r requirements-dev.txt
  1. Environment Configuration
# Copy environment template
cp .env.example .env

# Edit environment variables
nano .env

Required environment variables:

# Database
DATABASE_URL=postgresql://localhost:5432/quantum_platform
REDIS_URL=redis://localhost:6379

# JWT Secret
JWT_SECRET=your_jwt_secret_here

# Quantum Providers
IBMQ_TOKEN=your_ibm_quantum_token
AWS_ACCESS_KEY_ID=your_aws_access_key
AWS_SECRET_ACCESS_KEY=your_aws_secret_key
GOOGLE_QUANTUM_PROJECT_ID=your_google_project

# Development
NODE_ENV=development
DEBUG=true
LOG_LEVEL=debug
  1. Database Setup
# Start local services
docker-compose up -d postgres redis

# Run database migrations
npm run db:migrate

# Seed development data
npm run db:seed
  1. Start Development Servers
# Terminal 1: Backend API
npm run dev:backend

# Terminal 2: Quantum Services
npm run dev:quantum

# Terminal 3: Frontend
npm run dev:frontend

# Or start all services
npm run dev

Project Architecture

High-Level Architecture

┌─────────────────┐    ┌─────────────────┐    ┌─────────────────┐
│   Frontend      │    │   Backend API   │    │ Quantum Services│
│   (React/Next)  │◄──►│   (Node.js)     │◄──►│   (Python)      │
└─────────────────┘    └─────────────────┘    └─────────────────┘
                              │
                              â–¼
                       ┌─────────────────┐
                       │   Database      │
                       │ (PostgreSQL)    │
                       └─────────────────┘

Directory Structure

quantum-integration-platform/
├── frontend/                    # React/Next.js frontend
│   ├── components/
│   │   ├── common/             # Reusable components
│   │   ├── quantum/            # Quantum-specific components
│   │   └── visualization/      # Data visualization components
│   ├── pages/
│   │   ├── api/               # Next.js API routes
│   │   ├── dashboard/         # Dashboard pages
│   │   └── circuits/          # Circuit management pages
│   ├── hooks/                 # Custom React hooks
│   ├── utils/                 # Utility functions
│   └── styles/                # CSS and styling
├── backend/                    # Node.js/Express API
│   ├── src/
│   │   ├── controllers/       # Route handlers
│   │   ├── models/           # Database models (Sequelize)
│   │   ├── services/         # Business logic
│   │   ├── middleware/       # Express middleware
│   │   ├── routes/           # Route definitions
│   │   └── utils/            # Backend utilities
│   └── tests/                # Backend tests
├── quantum-services/           # Python quantum computing services
│   ├── src/
│   │   ├── algorithms/       # Quantum algorithm implementations
│   │   ├── simulators/       # Quantum simulators
│   │   ├── providers/        # Cloud provider integrations
│   │   ├── circuits/         # Circuit management
│   │   └── optimization/     # Quantum optimization
│   ├── tests/                # Python tests
│   └── requirements.txt      # Python dependencies
├── shared/                     # Shared utilities and types
│   ├── types/                # TypeScript type definitions
│   ├── constants/            # Shared constants
│   └── utils/                # Cross-platform utilities
├── docs/                      # Documentation
├── scripts/                   # Build and deployment scripts
└── infrastructure/            # Infrastructure as code

Development Workflow

Git Workflow

We use GitFlow with the following branch structure:

  • main – Production-ready code
  • develop – Integration branch for features
  • feature/* – Feature development branches
  • release/* – Release preparation branches
  • hotfix/* – Critical bug fixes

Feature Development Process

  1. Create Feature Branch
git checkout develop
git pull origin develop
git checkout -b feature/quantum-algorithm-optimization
  1. Development Cycle
# Make changes
git add .
git commit -m "feat: implement quantum algorithm optimization"

# Run tests
npm test
python -m pytest

# Push changes
git push origin feature/quantum-algorithm-optimization
  1. Code Review Process
  • Create Pull Request against develop branch
  • Ensure all tests pass
  • Request review from at least 2 team members
  • Address review comments
  • Merge after approval

Commit Message Convention

We follow Conventional Commits:

[optional scope]: 

[optional body]

[optional footer(s)]

Types:

  • feat: New feature
  • fix: Bug fix
  • docs: Documentation changes
  • style: Code style changes
  • refactor: Code refactoring
  • test: Adding or updating tests
  • chore: Maintenance tasks

Examples:

git commit -m "feat(quantum): add Grover's algorithm implementation"
git commit -m "fix(api): resolve authentication token expiry issue"
git commit -m "docs: update API documentation for circuit endpoints"

Code Standards

TypeScript/JavaScript Standards

We use ESLint and Prettier for code formatting:

# Lint code
npm run lint

# Fix linting issues
npm run lint:fix

# Format code
npm run format

ESLint Configuration (.eslintrc.js):

module.exports = {
  extends: [
    '@next/core-web-vitals',
    'eslint:recommended',
    '@typescript-eslint/recommended',
  ],
  rules: {
    'no-console': 'warn',
    '@typescript-eslint/no-unused-vars': 'error',
    'prefer-const': 'error',
  },
};

Python Standards

We follow PEP 8 with additional rules:

# Lint Python code
black .
flake8 .
mypy .

Configuration (.flake8):

[flake8]
max-line-length = 88
exclude = .git,__pycache__,venv
ignore = E203, W503

API Design Standards

  1. RESTful Design

    • Use nouns for resources: /api/v1/circuits
    • Use HTTP verbs correctly: GET, POST, PUT, DELETE
    • Use consistent naming: snake_case for JSON properties
  2. Response Format

interface APIResponse {
  success: boolean;
  data?: T;
  error?: {
    code: string;
    message: string;
    details?: any;
  };
  pagination?: {
    page: number;
    limit: number;
    total: number;
  };
}
  1. Error Handling
// Good
throw new APIError('INVALID_CIRCUIT', 'Circuit validation failed', 400, {
  field: 'qubits',
  value: -1,
  constraint: 'must be positive'
});

// Bad
throw new Error('Something went wrong');

Testing Guidelines

Frontend Testing

We use Jest and React Testing Library:

# Run frontend tests
npm run test:frontend

# Run with coverage
npm run test:frontend -- --coverage

# Run in watch mode
npm run test:frontend -- --watch

Example Component Test:

import { render, screen, fireEvent } from '@testing-library/react';
import { QuantumCircuitViewer } from '../QuantumCircuitViewer';

describe('QuantumCircuitViewer', () => {
  it('renders circuit with correct number of qubits', () => {
    const circuit = {
      qubits: 3,
      gates: [{ type: 'h', qubits: [0] }]
    };
    
    render();
    
    expect(screen.getAllByRole('button')).toHaveLength(3);
    expect(screen.getByText('H')).toBeInTheDocument();
  });
});

Backend Testing

# Run backend tests
npm run test:backend

# Run integration tests
npm run test:integration

Example API Test:

import request from 'supertest';
import { app } from '../src/app';

describe('POST /api/v1/circuits', () => {
  it('creates a new quantum circuit', async () => {
    const circuitData = {
      name: 'Test Circuit',
      qubits: 2,
      gates: [{ type: 'h', qubits: [0] }]
    };

    const response = await request(app)
      .post('/api/v1/circuits')
      .set('Authorization', 'Bearer valid_token')
      .send(circuitData)
      .expect(201);

    expect(response.body.success).toBe(true);
    expect(response.body.data.name).toBe('Test Circuit');
  });
});

Python Testing

We use pytest for quantum services:

# Run Python tests
python -m pytest

# Run with coverage
python -m pytest --cov=src

# Run specific test file
python -m pytest tests/test_quantum_algorithms.py

Example Quantum Test:

import pytest
from src.algorithms.grovers import GroversAlgorithm
from src.simulators.quantum_simulator import QuantumSimulator

class TestGroversAlgorithm:
    def test_grovers_search_two_qubits(self):
        """Test Grover's algorithm with 2 qubits."""
        simulator = QuantumSimulator()
        algorithm = GroversAlgorithm(simulator)
        
        # Search for |11⟩ state
        target_state = '11'
        result = algorithm.search(target_state, num_qubits=2)
        
        assert result.success_probability > 0.9
        assert result.measured_state == target_state

    @pytest.mark.integration
    def test_grovers_with_ibm_backend(self):
        """Integration test with IBM Quantum backend."""
        # Test with real quantum hardware
        pass

Quantum Circuit Development

Circuit Design Patterns

  1. Parameterized Circuits
from qiskit import QuantumCircuit, Parameter

def create_variational_circuit(num_qubits: int) -> QuantumCircuit:
    """Create a parameterized variational quantum circuit."""
    circuit = QuantumCircuit(num_qubits)
    
    # Parameters for rotation gates
    theta = [Parameter(f'θ_{i}') for i in range(num_qubits)]
    phi = [Parameter(f'φ_{i}') for i in range(num_qubits)]
    
    # Entangling layer
    for i in range(num_qubits):
        circuit.ry(theta[i], i)
        circuit.rz(phi[i], i)
    
    # CNOT gates for entanglement
    for i in range(num_qubits - 1):
        circuit.cx(i, i + 1)
    
    return circuit
  1. Quantum Algorithm Templates
from abc import ABC, abstractmethod
from typing import Dict, Any

class QuantumAlgorithm(ABC):
    """Base class for quantum algorithms."""
    
    @abstractmethod
    def prepare_circuit(self, **params) -> QuantumCircuit:
        """Prepare the quantum circuit."""
        pass
    
    @abstractmethod
    def execute(self, backend: str, **kwargs) -> Dict[str, Any]:
        """Execute the algorithm."""
        pass
    
    @abstractmethod
    def interpret_results(self, results: Dict[str, Any]) -> Any:
        """Interpret the quantum results."""
        pass

Error Handling in Quantum Code

from typing import Union
from enum import Enum

class QuantumError(Exception):
    """Base quantum computing error."""
    pass

class CircuitValidationError(QuantumError):
    """Circuit validation failed."""
    pass

class BackendError(QuantumError):
    """Quantum backend error."""
    pass

def validate_circuit(circuit: QuantumCircuit) -> None:
    """Validate quantum circuit before execution."""
    if circuit.num_qubits == 0:
        raise CircuitValidationError("Circuit must have at least one qubit")
    
    if circuit.depth() > 1000:
        raise CircuitValidationError("Circuit depth too large")
    
    # Additional validation rules...

API Development

Controller Pattern

import { Request, Response, NextFunction } from 'express';
import { CircuitService } from '../services/CircuitService';
import { APIError } from '../utils/errors';

export class CircuitController {
  constructor(private circuitService: CircuitService) {}

  async createCircuit(req: Request, res: Response, next: NextFunction) {
    try {
      const circuit = await this.circuitService.create(req.body);
      
      res.status(201).json({
        success: true,
        data: circuit
      });
    } catch (error) {
      next(error);
    }
  }

  async getCircuit(req: Request, res: Response, next: NextFunction) {
    try {
      const { id } = req.params;
      const circuit = await this.circuitService.findById(id);
      
      if (!circuit) {
        throw new APIError('CIRCUIT_NOT_FOUND', 'Circuit not found', 404);
      }
      
      res.json({
        success: true,
        data: circuit
      });
    } catch (error) {
      next(error);
    }
  }
}

Middleware Development

import { Request, Response, NextFunction } from 'express';
import jwt from 'jsonwebtoken';

export const authenticateToken = (req: Request, res: Response, next: NextFunction) => {
  const authHeader = req.headers['authorization'];
  const token = authHeader && authHeader.split(' ')[1];

  if (!token) {
    return res.status(401).json({
      success: false,
      error: {
        code: 'MISSING_TOKEN',
        message: 'Access token required'
      }
    });
  }

  jwt.verify(token, process.env.JWT_SECRET!, (err, user) => {
    if (err) {
      return res.status(403).json({
        success: false,
        error: {
          code: 'INVALID_TOKEN',
          message: 'Invalid access token'
        }
      });
    }
    req.user = user;
    next();
  });
};

Frontend Development

Component Structure

// components/quantum/QuantumCircuitEditor.tsx
import React, { useState, useCallback } from 'react';
import { Circuit, Gate } from '../../types/quantum';
import { useQuantumCircuit } from '../../hooks/useQuantumCircuit';

interface QuantumCircuitEditorProps {
  initialCircuit?: Circuit;
  onSave: (circuit: Circuit) => void;
  readonly?: boolean;
}

export const QuantumCircuitEditor: React.FC = ({
  initialCircuit,
  onSave,
  readonly = false
}) => {
  const { circuit, addGate, removeGate, updateGate } = useQuantumCircuit(initialCircuit);
  
  const handleAddGate = useCallback((gate: Gate) => {
    if (!readonly) {
      addGate(gate);
    }
  }, [addGate, readonly]);

  return (
    <div>
      {/* Circuit visualization */}
      <div>
        {circuit.gates.map((gate, index) =&gt; (
           updateGate(index, updatedGate)}
            onRemove={() =&gt; removeGate(index)}
            readonly={readonly}
          /&gt;
        ))}
      </div>
      
      {/* Gate palette */}
      {!readonly &amp;&amp; (
        
      )}
      
      {/* Save button */}
       onSave(circuit)}&gt;
        Save Circuit
      
    </div>
  );
};

Custom Hooks

// hooks/useQuantumCircuit.ts
import { useState, useCallback } from 'react';
import { Circuit, Gate } from '../types/quantum';

export const useQuantumCircuit = (initialCircuit?: Circuit) =&gt; {
  const [circuit, setCircuit] = useState(
    initialCircuit || { qubits: 1, gates: [] }
  );

  const addGate = useCallback((gate: Gate) =&gt; {
    setCircuit(prev =&gt; ({
      ...prev,
      gates: [...prev.gates, gate]
    }));
  }, []);

  const removeGate = useCallback((index: number) =&gt; {
    setCircuit(prev =&gt; ({
      ...prev,
      gates: prev.gates.filter((_, i) =&gt; i !== index)
    }));
  }, []);

  const updateGate = useCallback((index: number, gate: Gate) =&gt; {
    setCircuit(prev =&gt; ({
      ...prev,
      gates: prev.gates.map((g, i) =&gt; i === index ? gate : g)
    }));
  }, []);

  return {
    circuit,
    addGate,
    removeGate,
    updateGate,
    setCircuit
  };
};

Deployment

Development Environment

# Start all services with hot reload
npm run dev

# Start specific services
npm run dev:frontend   # Frontend only
npm run dev:backend    # Backend only
npm run dev:quantum    # Quantum services only

Production Build

# Build all services
npm run build

# Build specific services
npm run build:frontend
npm run build:backend
npm run build:quantum

Docker Deployment

# docker-compose.prod.yml
version: '3.8'
services:
  frontend:
    build:
      context: .
      dockerfile: frontend/Dockerfile.prod
    ports:
      - "3000:3000"
    environment:
      - NODE_ENV=production

  backend:
    build:
      context: .
      dockerfile: backend/Dockerfile.prod
    ports:
      - "8000:8000"
    environment:
      - NODE_ENV=production
      - DATABASE_URL=${DATABASE_URL}
    depends_on:
      - postgres

  quantum-services:
    build:
      context: .
      dockerfile: quantum-services/Dockerfile.prod
    ports:
      - "8001:8001"
    environment:
      - PYTHONPATH=/app/src

Troubleshooting

Common Issues

  1. Quantum Provider Authentication
# Check environment variables
echo $IBMQ_TOKEN
echo $AWS_ACCESS_KEY_ID

# Test provider connection
python -c "from qiskit import IBMQ; IBMQ.load_account()"
  1. Database Connection Issues
# Check database status
docker-compose ps postgres

# Connect to database directly
psql postgresql://localhost:5432/quantum_platform

# Reset database
npm run db:reset
  1. Port Conflicts
# Check what's using ports
lsof -i :3000
lsof -i :8000
lsof -i :8001

# Kill processes if needed
kill -9 

Debug Mode

Enable debug logging:

DEBUG=* npm run dev

View logs:

# View all logs
docker-compose logs -f

# View specific service logs
docker-compose logs -f backend
docker-compose logs -f quantum-services

Performance Monitoring

# Monitor resource usage
docker stats

# Profile Node.js application
npm run profile

# Monitor quantum job queue
npm run monitor:queue

Contributing

  1. Follow the development workflow
  2. Write comprehensive tests
  3. Update documentation
  4. Ensure code quality standards
  5. Submit pull requests for review

For more detailed contributing guidelines, see CONTRIBUTING.md.


Last Updated: June 14, 2024