VectoriaDB Constructor

constructor(config?: VectoriaConfig)

interface VectoriaConfig {
  modelName?: string;
  cacheDir?: string;
  dimensions?: number;
  defaultSimilarityThreshold?: number;
  defaultTopK?: number;
  useHNSW?: boolean;
  hnsw?: HNSWConfig;
  storageAdapter?: StorageAdapter;
  toolsHash?: string;
  version?: string;
  maxDocuments?: number;
  maxDocumentSize?: number;
  maxBatchSize?: number;
  verboseErrors?: boolean;
}

import { VectoriaDB, DocumentMetadata } from 'vectoriadb';

interface MyDocument extends DocumentMetadata {
  title: string;
  category: string;
}

const db = new VectoriaDB<MyDocument>();

const db = new VectoriaDB<MyDocument>({
  modelName: 'Xenova/all-MiniLM-L6-v2',
  cacheDir: './.cache/transformers',
  defaultSimilarityThreshold: 0.4,
  defaultTopK: 5,
});

import { FileStorageAdapter, SerializationUtils } from 'vectoriadb';

const documents = collectDocuments();

const db = new VectoriaDB<MyDocument>({
  storageAdapter: new FileStorageAdapter({
    cacheDir: './.cache/vectoriadb',
    namespace: 'my-index',
  }),
  toolsHash: SerializationUtils.createToolsHash(documents),
  version: '1.0.0',
});

const db = new VectoriaDB<MyDocument>({
  useHNSW: true,
  hnsw: {
    M: 16,
    efConstruction: 200,
    efSearch: 50,
  },
  maxDocuments: 100000,
});

interface DocumentMetadata {
  id: string;
  [key: string]: any;
}