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ruvector-extensions

v0.1.0

Published

Advanced features for ruvector: embeddings, UI, exports, temporal tracking, and persistence

Readme

ruvector-extensions

Advanced persistence and extension features for the ruvector vector database.

Features

  • 💾 Multiple Persistence Formats: JSON, Binary (MessagePack), SQLite
  • 📸 Snapshot Management: Create, list, restore, and delete database snapshots
  • 🔄 Incremental Saves: Save only changed data for efficiency
  • 📤 Export/Import: Flexible data portability
  • 🗜️ Compression Support: Gzip and Brotli compression for smaller files
  • 📊 Progress Tracking: Real-time progress callbacks for large operations
  • Auto-Save: Configurable automatic saves
  • 🔒 Data Integrity: Built-in checksum verification

Installation

npm install ruvector-extensions ruvector

Quick Start

import { VectorDB } from 'ruvector';
import { DatabasePersistence } from 'ruvector-extensions';

// Create a vector database
const db = new VectorDB({ dimension: 384 });

// Add vectors
db.insert({
  id: 'doc1',
  vector: [0.1, 0.2, ...], // 384-dimensional vector
  metadata: { title: 'My Document' }
});

// Create persistence manager
const persistence = new DatabasePersistence(db, {
  baseDir: './data',
  format: 'json',
  compression: 'gzip',
  autoSaveInterval: 60000, // Auto-save every minute
});

// Save database
await persistence.save({
  onProgress: (p) => console.log(`${p.percentage}% - ${p.message}`)
});

// Create snapshot
const snapshot = await persistence.createSnapshot('backup-v1');

// Later: restore from snapshot
await persistence.restoreSnapshot(snapshot.id);

API Documentation

DatabasePersistence

Main class for managing database persistence.

Constructor

new DatabasePersistence(db: VectorDB, options: PersistenceOptions)

Options:

  • baseDir (string): Base directory for persistence files
  • format (string): Default format - 'json', 'binary', or 'sqlite'
  • compression (string): Compression type - 'none', 'gzip', or 'brotli'
  • incremental (boolean): Enable incremental saves
  • autoSaveInterval (number): Auto-save interval in ms (0 = disabled)
  • maxSnapshots (number): Maximum snapshots to keep
  • batchSize (number): Batch size for large operations

Save Operations

save(options?): Promise<string>

Save the entire database to disk.

await persistence.save({
  path: './backup.json.gz',
  format: 'json',
  compress: true,
  onProgress: (p) => console.log(p.message)
});

saveIncremental(options?): Promise<string | null>

Save only changed data (returns null if no changes).

const path = await persistence.saveIncremental();
if (path) {
  console.log('Changes saved to:', path);
}

load(options): Promise<void>

Load database from disk.

await persistence.load({
  path: './backup.json.gz',
  verifyChecksum: true,
  onProgress: (p) => console.log(p.message)
});

Snapshot Management

createSnapshot(name, metadata?): Promise<SnapshotMetadata>

Create a named snapshot of the current database state.

const snapshot = await persistence.createSnapshot('pre-migration', {
  version: '2.0',
  user: 'admin'
});

console.log(`Created snapshot ${snapshot.id}`);
console.log(`Size: ${formatFileSize(snapshot.fileSize)}`);

listSnapshots(): Promise<SnapshotMetadata[]>

List all available snapshots (sorted newest first).

const snapshots = await persistence.listSnapshots();
for (const snap of snapshots) {
  console.log(`${snap.name}: ${snap.vectorCount} vectors`);
}

restoreSnapshot(id, options?): Promise<void>

Restore database from a snapshot.

await persistence.restoreSnapshot(snapshot.id, {
  verifyChecksum: true,
  onProgress: (p) => console.log(p.message)
});

deleteSnapshot(id): Promise<void>

Delete a snapshot.

await persistence.deleteSnapshot(oldSnapshotId);

Export/Import

export(options): Promise<void>

Export database to a file.

await persistence.export({
  path: './export/database.json',
  format: 'json',
  compress: true,
  includeIndex: false,
  onProgress: (p) => console.log(p.message)
});

import(options): Promise<void>

Import database from a file.

await persistence.import({
  path: './export/database.json',
  clear: true, // Clear existing data first
  verifyChecksum: true,
  onProgress: (p) => console.log(p.message)
});

Auto-Save

startAutoSave(): void

Start automatic saves at configured interval.

persistence.startAutoSave();

stopAutoSave(): void

Stop automatic saves.

persistence.stopAutoSave();

shutdown(): Promise<void>

Cleanup and perform final save.

await persistence.shutdown();

Utility Functions

formatFileSize(bytes): string

Format bytes as human-readable size.

console.log(formatFileSize(1536000)); // "1.46 MB"

formatTimestamp(timestamp): string

Format Unix timestamp as ISO string.

console.log(formatTimestamp(Date.now())); // "2024-01-15T10:30:00.000Z"

estimateMemoryUsage(state): number

Estimate memory usage of a database state.

const usage = estimateMemoryUsage(state);
console.log(`Estimated: ${formatFileSize(usage)}`);

Examples

Example 1: Basic Persistence

import { VectorDB } from 'ruvector';
import { DatabasePersistence } from 'ruvector-extensions';

const db = new VectorDB({ dimension: 128 });

// Add data
for (let i = 0; i < 1000; i++) {
  db.insert({
    id: `doc-${i}`,
    vector: Array(128).fill(0).map(() => Math.random())
  });
}

// Save
const persistence = new DatabasePersistence(db, {
  baseDir: './data'
});

await persistence.save();
console.log('Database saved!');

Example 2: Snapshot Workflow

// Create initial snapshot
const v1 = await persistence.createSnapshot('version-1.0');

// Make changes
db.insert({ id: 'new-doc', vector: [...] });

// Create new snapshot
const v2 = await persistence.createSnapshot('version-1.1');

// Rollback to v1 if needed
await persistence.restoreSnapshot(v1.id);

Example 3: Export/Import

// Export to JSON
await persistence.export({
  path: './backup.json',
  format: 'json',
  compress: false
});

// Import into new database
const db2 = new VectorDB({ dimension: 128 });
const p2 = new DatabasePersistence(db2, { baseDir: './data2' });

await p2.import({
  path: './backup.json',
  verifyChecksum: true
});

Example 4: Progress Tracking

await persistence.save({
  onProgress: (progress) => {
    console.log(`[${progress.percentage}%] ${progress.message}`);
    console.log(`${progress.current}/${progress.total} items`);
  }
});

Example 5: Auto-Save

const persistence = new DatabasePersistence(db, {
  baseDir: './data',
  autoSaveInterval: 300000, // Save every 5 minutes
  incremental: true
});

// Auto-save runs automatically
// Stop when done
await persistence.shutdown();

TypeScript Support

Full TypeScript definitions are included:

import type {
  PersistenceOptions,
  SnapshotMetadata,
  DatabaseState,
  ProgressCallback,
  ExportOptions,
  ImportOptions
} from 'ruvector-extensions';

Performance Tips

  1. Use Binary Format: Faster than JSON for large databases
  2. Enable Compression: Reduces storage size by 70-90%
  3. Incremental Saves: Much faster for small changes
  4. Batch Size: Adjust batchSize for optimal performance
  5. Auto-Save: Use reasonable intervals (5-10 minutes)

Error Handling

All async methods may throw errors:

try {
  await persistence.save();
} catch (error) {
  if (error.code === 'ENOSPC') {
    console.error('Not enough disk space');
  } else if (error.message.includes('checksum')) {
    console.error('Data corruption detected');
  } else {
    console.error('Save failed:', error.message);
  }
}

License

MIT - See LICENSE for details

Contributing

Contributions welcome! Please see the main ruvector repository for contribution guidelines.

Support

  • Documentation: https://github.com/ruvnet/ruvector
  • Issues: https://github.com/ruvnet/ruvector/issues
  • Discord: Join our community