UNPKG

voyage-ai-provider

Version:

Voyage AI Provider for running Voyage AI models with Vercel AI SDK

99 lines (69 loc) 2.9 kB
# AI SDK - Voyage AI Provider ## Introduction The Voyage AI Provider is a provider for the AI SDK. It provides a simple interface to the Voyage AI API. ## Installation ```bash npm install voyage-ai-provider # or yarn add voyage-ai-provider # or pnpm add voyage-ai-provider # or bun add voyage-ai-provider ``` ## Configuration The Voyage AI Provider requires an API key to be configured. You can obtain an API key by signing up at [Voyage](https://voyageai.com). add the following to your `.env` file: ```bash VOYAGE_API_KEY=your-api-key ``` ## Usage ```typescript import { voyage } from 'voyage-ai-provider'; import { embedMany } from 'ai'; const embeddingModel = voyage.textEmbeddingModel('voyage-3-lite'); export const generateEmbeddings = async ( value: string, ): Promise<Array<{ embedding: number[]; content: string }>> => { // Generate chunks from the input value const chunks = value.split('\n'); // Optional: You can also split the input value by comma // const chunks = value.split('.'); // Or you can use LLM to generate chunks(summarize) from the input value const { embeddings } = await embedMany({ model: embeddingModel, values: chunks, }); return embeddings.map((e, i) => ({ content: chunks[i], embedding: e })); }; ``` ### How to pass additional settings to the model The settings object should contain the settings you want to add to the model. You can find the available settings for the model in the Voyage API documentation: https://docs.voyageai.com/reference/embeddings-api ```typescript const voyage = createVoyage({ apiKey: process.env.VOYAGE_API_KEY, }); // Initialize the embedding model const embeddingModel = voyage.textEmbeddingModel( 'voyage-3-lite', // adding settings { inputType: 'document', outputDimension: '1024', // the new model voyage-code-3, voyage-3-large has 4 different output dimensions: 256, 512, 1024 (default), 2048 outputDtype: 'float', }, ); ``` ## Voyage embedding models: | Model | Context Length (tokens) | Embedding Dimension | | --------------------- | ----------------------- | ------------------------------ | | voyage-3-large | 32,000 | 1024 (default), 256, 512, 2048 | | voyage-3 | 32,000 | 1024 | | voyage-3-lite | 32,000 | 512 | | voyage-code-3 | 32,000 | 1024 (default), 256, 512, 2048 | | voyage-finance-2 | 32,000 | 1024 | | voyage-multilingual-2 | 32,000 | 1024 | | voyage-law-2 | 16,000 | 1024 | | voyage-code-2 | 16,000 | 1536 | ## Authors - [patelvivekdev](https://patelvivek.dev)