Documentation

Everything you need to build with Lumen.

Installation & Setup

Get started with Lumen in your project quickly and easily.

NPM Installation

npm install lumen-ai

Basic Setup

import { Lumen } from 'lumen-ai';

const lumen = new Lumen({
    apiKey: 'your-api-key',
    environment: 'production'
});

Basic Configuration

Configure Lumen for your specific needs with our flexible configuration options.

Configuration Options

const config = {
    apiKey: 'your-api-key',
    environment: 'production',
    timeout: 30000,
    retries: 3,
    models: ['gpt-4', 'stable-diffusion'],
    logging: true
}

const lumen = new Lumen(config);

Authentication

Secure your Lumen API requests with proper authentication.

API Key Authentication

// Using API key in headers
const headers = {
    'Authorization': 'Bearer your-api-key',
    'Content-Type': 'application/json'
};

// Or using the SDK
const lumen = new Lumen({
    apiKey: process.env.LUMEN_API_KEY
});

First API Call

Make your first API call with Lumen.

Simple Text Analysis

// Basic sentiment analysis
const result = await lumen.analyze({
    text: "This is a sample text",
    type: "sentiment"
});

console.log(result.sentiment);

Architecture Overview

Understanding Lumen's architecture and core components.

System Components

const lumen = new Lumen({
    components: {
        nlp: true,        // Natural Language Processing
        vision: true,     // Computer Vision
        audio: true,      // Audio Processing
        inference: true   // Model Inference
    }
});

Data Flow

Lumen uses a streamlined data flow architecture:

  • Input Processing
  • Model Selection
  • Inference Engine
  • Output Formatting

Data Models

Core data structures and models used in Lumen.

Basic Data Types

interface LumenInput {
    text?: string;
    image?: Buffer;
    audio?: Buffer;
    metadata?: Record;
}

interface LumenOutput {
    result: any;
    confidence: number;
    timing: {
        start: number;
        end: number;
        duration: number;
    };
}

Model Configuration

const modelConfig = {
    type: 'classification',
    architecture: 'transformer',
    parameters: {
        layers: 12,
        heads: 8,
        hiddenSize: 768
    }
};

Error Handling

Comprehensive guide to handling errors in Lumen.

Error Types

try {
    const result = await lumen.process(input);
} catch (error) {
    if (error instanceof LumenValidationError) {
        // Handle validation errors
    } else if (error instanceof LumenAPIError) {
        // Handle API errors
    } else if (error instanceof LumenTimeoutError) {
        // Handle timeout errors
    }
}

Custom Error Handlers

lumen.onError((error, context) => {
    logger.error({
        message: error.message,
        code: error.code,
        context: context
    });
    
    // Implement fallback behavior
    return fallbackHandler(error);
});

Best Practices

Recommended patterns and practices for Lumen applications.

Performance Optimization

// Use batch processing for multiple inputs
const results = await lumen.batchProcess({
    inputs: [input1, input2, input3],
    options: {
        concurrency: 3,
        timeout: 30000
    }
});

// Implement caching for frequent requests
const cache = new LumenCache({
    ttl: 3600,
    maxSize: 1000
});

Resource Management

// Properly initialize and cleanup resources
const lumen = new Lumen();

process.on('SIGTERM', async () => {
    await lumen.shutdown();
    process.exit(0);
});

// Use connection pooling
lumen.setConnectionPool({
    min: 5,
    max: 20,
    idleTimeoutMillis: 30000
});

Endpoints

Complete list of available API endpoints and their usage.

REST API Endpoints

// Text Analysis
POST /api/v1/analyze/text
POST /api/v1/analyze/sentiment

// Image Processing
POST /api/v1/vision/detect
POST /api/v1/vision/classify

// Model Management
GET /api/v1/models
POST /api/v1/models/train
PUT /api/v1/models/{id}/deploy

Request/Response Format

Standard formats for API requests and responses.

Request Format

// Standard Request Format
{
    "input": {
        "text": "Sample text",
        "options": {
            "language": "en",
            "model": "default"
        }
    },
    "config": {
        "timeout": 30000,
        "version": "v1"
    }
}

Response Format

// Standard Response Format
{
    "status": "success",
    "data": {
        "result": {},
        "metadata": {}
    },
    "timing": {
        "processed_at": "2024-01-01T12:00:00Z",
        "duration_ms": 127
    }
}

Rate Limits

Understanding and handling API rate limits.

Rate Limit Rules

// Rate Limit Headers
X-RateLimit-Limit: 1000
X-RateLimit-Remaining: 999
X-RateLimit-Reset: 1640995200

// Handling Rate Limits
try {
    const response = await lumen.api.call({
        endpoint: '/analyze',
        method: 'POST',
        data: {
            text: "Sample text for analysis"
        }
    });
} catch (error) {
    if (error.code === 429) {
        const resetTime = error.headers['X-RateLimit-Reset'];
        await wait(resetTime);
        // Retry request
    }
}

API Versioning

API version management and compatibility.

Version Selection

const ridge = new Ridge({
    apiVersion: 'v1',
    compatibility: {
        minVersion: 'v1',
        maxVersion: 'v2'
    }
});

Framework Plugins

Official plugins for popular frameworks and libraries.

React Integration

import { useLumen } from '@lumen/react';

function App() {
    const { analyze, loading } = useLumen();
    
    const handleAnalysis = async () => {
        const result = await analyze(data);
        console.log(result);
    };
}

Vue Integration

import { createLumen } from '@lumen/vue';

export default {
    setup() {
        const lumen = createLumen();
        
        const processData = async () => {
            const result = await lumen.process(data);
            return result;
        };
    }
}

Angular Integration

import { LumenModule } from '@lumen/angular';

@NgModule({
    imports: [
        LumenModule.forRoot({
            apiKey: 'your-api-key',
            config: { /* ... */ }
        })
    ]
})

Cloud Providers

Seamless integration with major cloud platforms and services.

AWS Integration

const lumen = new Lumen({
    cloud: {
        provider: 'aws',
        region: 'us-east-1',
        credentials: {
            accessKeyId: process.env.AWS_ACCESS_KEY,
            secretAccessKey: process.env.AWS_SECRET_KEY
        },
        services: {
            s3: true,
            lambda: true,
            sagemaker: true
        }
    }
});

Google Cloud Integration

const lumen = new Lumen({
    cloud: {
        provider: 'gcp',
        projectId: 'your-project-id',
        keyFilename: 'path/to/service-account.json',
        services: {
            storage: true,
            functions: true,
            aiPlatform: true
        }
    }
});

Azure Integration

const lumen = new Lumen({
    cloud: {
        provider: 'azure',
        tenantId: 'your-tenant-id',
        clientId: 'your-client-id',
        clientSecret: process.env.AZURE_CLIENT_SECRET,
        services: {
            blob: true,
            functions: true,
            cognitiveServices: true
        }
    }
});

Cloud Agnostic Features

  • Automatic failover between providers
  • Cross-cloud data synchronization
  • Unified monitoring and logging
  • Cost optimization strategies

Third-party Services

Connecting Lumen with external services.

Service Integration

lumen.connect({
    service: 'slack',
    webhook: process.env.SLACK_WEBHOOK,
    events: ['alert', 'error']
});

Custom Integrations

Building custom integrations with Lumen.

Custom Adapter

class CustomAdapter extends LumenAdapter {
    async connect() {
        // Implementation
    }
    
    async process(data) {
        // Custom processing logic
    }
}

Performance Optimization

Optimize your Lumen implementation for maximum performance.

Batch Processing

const results = await lumen.batchProcess({
    texts: ['text1', 'text2', 'text3'],
    options: {
        concurrency: 3,
        timeout: 30000
    }
});

Security Guidelines

Best practices for securing your Lumen implementation and protecting sensitive data.

API Key Management

// Store API keys securely in environment variables
require('dotenv').config();

const lumen = new Lumen({
    apiKey: process.env.LUMEN_API_KEY,
    environment: 'production'
});

Data Encryption

// Enable end-to-end encryption
const lumen = new Lumen({
    apiKey: process.env.LUMEN_API_KEY,
    encryption: {
        enabled: true,
        algorithm: 'aes-256-gcm',
        key: process.env.ENCRYPTION_KEY
    }
});

Rate Limiting

// Implement rate limiting
const lumen = new Lumen({
    rateLimit: {
        maxRequests: 100,
        windowMs: 60000, // 1 minute
        retryAfter: 5000 // 5 seconds
    }
});

Custom Models

Create and deploy your own AI models with Lumen.

Model Training

// Train a custom model
const model = await lumen.models.train({
    name: 'custom-classifier',
    type: 'classification',
    data: trainingData,
    parameters: {
        epochs: 100,
        batchSize: 32,
        learningRate: 0.001
    }
});

Model Deployment

// Deploy your model
await lumen.models.deploy({
    modelId: model.id,
    version: '1.0.0',
    scaling: {
        minInstances: 1,
        maxInstances: 5,
        targetConcurrency: 80
    }
});

Model Monitoring

// Monitor model performance
const metrics = await lumen.models.getMetrics({
    modelId: model.id,
    timeframe: '24h',
    metrics: ['accuracy', 'latency', 'requests']
});

Advanced Configuration

Advanced configuration options for fine-tuning your Lumen implementation.

Custom Middleware

// Add custom middleware
lumen.use(async (req, next) => {
    // Pre-processing
    console.log('Processing request:', req.id);
    
    const result = await next(req);
    
    // Post-processing
    console.log('Request completed:', result.status);
    return result;
});

Distributed Setup

// Configure distributed processing
const lumen = new Lumen({
    cluster: {
        enabled: true,
        nodes: ['node1', 'node2', 'node3'],
        strategy: 'round-robin',
        healthCheck: {
            interval: 30000,
            timeout: 5000
        }
    }
});

Custom Error Handling

// Advanced error handling
lumen.onError((error, context) => {
    if (error instanceof RateLimitError) {
        return handleRateLimit(error);
    }
    
    if (error instanceof ValidationError) {
        return handleValidation(error, context);
    }
    
    // Log to monitoring service
    monitoring.logError({
        error,
        context,
        severity: 'high'
    });
    
    return fallbackResponse(error);
});