const fetch = require('node-fetch').default; const { SECRET_KEYS, readSecret } = require('../endpoints/secrets'); /** * 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 {boolean} isQuery - If the text is a query for embedding search * @param {import('../users').UserDirectoryList} directories - The directories object for the user * @param {string} model - The model to use for the embedding * @returns {Promise} - The array of vectors for the texts */ async function getCohereBatchVector(texts, isQuery, directories, model) { const key = readSecret(directories, SECRET_KEYS.COHERE); if (!key) { console.log('No API key found'); throw new Error('No API key found'); } const response = await fetch('https://api.cohere.ai/v1/embed', { method: 'POST', headers: { 'Content-Type': 'application/json', Authorization: `Bearer ${key}`, }, body: JSON.stringify({ texts: texts, model: model, input_type: isQuery ? 'search_query' : 'search_document', truncate: 'END', }), }); 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 {boolean} isQuery - If the text is a query for embedding search * @param {import('../users').UserDirectoryList} directories - The directories object for the user * @param {string} model - The model to use for the embedding * @returns {Promise} - The vector for the text */ async function getCohereVector(text, isQuery, directories, model) { const vectors = await getCohereBatchVector([text], isQuery, directories, model); return vectors[0]; } module.exports = { getCohereBatchVector, getCohereVector, };