Voyage AI
The VoyageEmbeddings
class uses the Voyage AI REST API to generate embeddings for a given text.
The inputType
parameter allows you to specify the type of input text for better embedding results. You can set it to query
, document
, or leave it undefined (which is equivalent to None
).
query
: Use this for search or retrieval queries. Voyage AI will prepend a prompt to optimize the embeddings for query use cases.document
: Use this for documents or content that you want to be retrievable. Voyage AI will prepend a prompt to optimize the embeddings for document use cases.None
(default): The input text will be directly encoded without any additional prompt.
import { VoyageEmbeddings } from "@langchain/community/embeddings/voyage";
const embeddings = new VoyageEmbeddings({
apiKey: "YOUR-API-KEY", // In Node.js defaults to process.env.VOYAGEAI_API_KEY
inputType: "document", // Optional: specify input type as 'query', 'document', or omit for None / Undefined / Null
});
Related
- Embedding model conceptual guide
- Embedding model how-to guides