const fetch = require('node-fetch').default; const { SECRET_KEYS, readSecret } = require('../endpoints/secrets'); const SOURCES = { 'nomicai': { secretKey: SECRET_KEYS.NOMICAI, url: 'api-atlas.nomic.ai/v1/embedding/text', model: 'nomic-embed-text-v1.5', }, }; /** * Gets the vector for the given text batch from an OpenAI compatible endpoint. * @param {string[]} texts - The array of texts to get the vector for * @param {string} source - The source of the vector * @param {import('../users').UserDirectoryList} directories - The directories object for the user * @returns {Promise} - The array of vectors for the texts */ async function getNomicAIBatchVector(texts, source, directories) { const config = SOURCES[source]; if (!config) { console.log('Unknown source', source); throw new Error('Unknown source'); } const key = readSecret(directories, config.secretKey); if (!key) { console.log('No API key found'); throw new Error('No API key found'); } const url = config.url; let response; response = await fetch(`https://${url}`, { method: 'POST', headers: { 'Content-Type': 'application/json', Authorization: `Bearer ${key}`, }, body: JSON.stringify({ texts: texts, model: config.model, }), }); if (!response.ok) { const text = await response.text(); console.log('API request failed', response.statusText, text); throw new Error('API request failed'); } const data = await response.json(); if (!Array.isArray(data?.embeddings)) { console.log('API response was not an array'); throw new Error('API response was not an array'); } return data.embeddings; } /** * Gets the vector for the given text from an OpenAI compatible endpoint. * @param {string} text - The text to get the vector for * @param {string} source - The source of the vector * @param {import('../users').UserDirectoryList} directories - The directories object for the user * @returns {Promise} - The vector for the text */ async function getNomicAIVector(text, source, directories) { const vectors = await getNomicAIBatchVector([text], source, directories); return vectors[0]; } module.exports = { getNomicAIVector, getNomicAIBatchVector, };