DB-VECTOR

Unified client for cloud vector databases with chunking and update functionality.

Features

• 🔌 Clients for Different Vector Search (Pinecone || MongoDB for now)
• ✂️ Advanced chunking functionality (wip)
• 🔄 Automatic vector database updates (wip)
• 📦 Simple and unified API (wip)
• 🚀 TypeScript support

Installation

npm install db-vector

Basic Usage

import { createClient, loadFolder } from 'db-vector';

// Create Client

const client = createClient({
  provider: 'pinecone',
  apiKey: 'API_KEY',
  config: {
    // provider-specific configuration
  }
});

const client = createClient({
  provider: 'mongodb',
  connectionString: 'CONNECTION_STRING',
  config: {
    // provider-specific configuration
  }
});

// Load docs from folder
const docs = await loadFolder('/documents')

// process and upsert documents

  await processDocument(client, indexname, namespace, doc, {
    batchSize: batchsize,
    onProgress: progressCallback
  })

Project Structure

db-vector/
├── src/
│   ├── clients/          # Clients for various providers
│   ├── lib/              # utils
│   ├── chunking/         # Chunking functionality
│   ├── types/           # TypeScript definitions
│   └── index.ts         # Main entry point
├── dist/                # Build output
├── tests/               # Test suite
└── docs/                # Documentation

License

MIT

Contributing

Contributions are welcome! Open an issue or pull request.