Quantum Integration Platform – Development Guide
Table of Contents
- Development Environment Setup
- Project Architecture
- Development Workflow
- Code Standards
- Testing Guidelines
- Quantum Circuit Development
- API Development
- Frontend Development
- Deployment
- Troubleshooting
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
- 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
- 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
- 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
- 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
┌─────────────────┠┌─────────────────┠┌─────────────────â”
│ Frontend │ │ Backend API │ │ Quantum Services│
│ (React/Next) │◄──►│ (Node.js) │◄──►│ (Python) │
└─────────────────┘ └─────────────────┘ └─────────────────┘
│
â–¼
┌─────────────────â”
│ 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 codedevelop– Integration branch for featuresfeature/*– Feature development branchesrelease/*– Release preparation brancheshotfix/*– Critical bug fixes
Feature Development Process
- Create Feature Branch
git checkout develop
git pull origin develop
git checkout -b feature/quantum-algorithm-optimization
- 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
- Code Review Process
- Create Pull Request against
developbranch - 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 featurefix: Bug fixdocs: Documentation changesstyle: Code style changesrefactor: Code refactoringtest: Adding or updating testschore: 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
-
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
- Use nouns for resources:
-
Response Format
interface APIResponse {
success: boolean;
data?: T;
error?: {
code: string;
message: string;
details?: any;
};
pagination?: {
page: number;
limit: number;
total: number;
};
}
- 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
- 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
- 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) => (
updateGate(index, updatedGate)}
onRemove={() => removeGate(index)}
readonly={readonly}
/>
))}
</div>
{/* Gate palette */}
{!readonly && (
)}
{/* Save button */}
onSave(circuit)}>
Save Circuit
</div>
);
};
Custom Hooks
// hooks/useQuantumCircuit.ts
import { useState, useCallback } from 'react';
import { Circuit, Gate } from '../types/quantum';
export const useQuantumCircuit = (initialCircuit?: Circuit) => {
const [circuit, setCircuit] = useState(
initialCircuit || { qubits: 1, gates: [] }
);
const addGate = useCallback((gate: Gate) => {
setCircuit(prev => ({
...prev,
gates: [...prev.gates, gate]
}));
}, []);
const removeGate = useCallback((index: number) => {
setCircuit(prev => ({
...prev,
gates: prev.gates.filter((_, i) => i !== index)
}));
}, []);
const updateGate = useCallback((index: number, gate: Gate) => {
setCircuit(prev => ({
...prev,
gates: prev.gates.map((g, i) => 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
- 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()"
- 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
- 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
- Follow the development workflow
- Write comprehensive tests
- Update documentation
- Ensure code quality standards
- Submit pull requests for review
For more detailed contributing guidelines, see CONTRIBUTING.md.
Last Updated: June 14, 2024