| 1 | import fetch from 'node-fetch'; |
| 2 | import urlJoin from 'url-join'; |
| 3 | import { setAdditionalHeadersByType } from '../additional-headers.js'; |
| 4 | import { TEXTGEN_TYPES } from '../constants.js'; |
| 5 | import { trimV1 } from '../util.js'; |
| 6 | |
| 7 | /** |
| 8 | * Gets the vector for the given text from LlamaCpp |
| 9 | * @param {string[]} texts - The array of texts to get the vectors for |
| 10 | * @param {string} apiUrl - The API URL |
| 11 | * @param {import('../users.js').UserDirectoryList} directories - The directories object for the user |
| 12 | * @returns {Promise<number[][]>} - The array of vectors for the texts |
| 13 | */ |
| 14 | export async function getLlamaCppBatchVector(texts, apiUrl, directories) { |
| 15 | const url = new URL(urlJoin(trimV1(apiUrl), '/v1/embeddings')); |
| 16 | |
| 17 | const headers = {}; |
| 18 | setAdditionalHeadersByType(headers, TEXTGEN_TYPES.LLAMACPP, apiUrl, directories); |
| 19 | |
| 20 | const response = await fetch(url, { |
| 21 | method: 'POST', |
| 22 | headers: { |
| 23 | 'Content-Type': 'application/json', |
| 24 | ...headers, |
| 25 | }, |
| 26 | body: JSON.stringify({ input: texts }), |
| 27 | }); |
| 28 | |
| 29 | if (!response.ok) { |
| 30 | const responseText = await response.text(); |
| 31 | throw new Error(`LlamaCpp: Failed to get vector for text: ${response.statusText} ${responseText}`); |
| 32 | } |
| 33 | |
| 34 | /** @type {any} */ |
| 35 | const data = await response.json(); |
| 36 | |
| 37 | if (!Array.isArray(data?.data)) { |
| 38 | throw new Error('API response was not an array'); |
| 39 | } |
| 40 | |
| 41 | // Sort data by x.index to ensure the order is correct |
| 42 | data.data.sort((a, b) => a.index - b.index); |
| 43 | |
| 44 | const vectors = data.data.map(x => x.embedding); |
| 45 | return vectors; |
| 46 | } |
| 47 | |
| 48 | /** |
| 49 | * Gets the vector for the given text from LlamaCpp |
| 50 | * @param {string} text - The text to get the vector for |
| 51 | * @param {string} apiUrl - The API URL |
| 52 | * @param {import('../users.js').UserDirectoryList} directories - The directories object for the user |
| 53 | * @returns {Promise<number[]>} - The vector for the text |
| 54 | */ |
| 55 | export async function getLlamaCppVector(text, apiUrl, directories) { |
| 56 | const vectors = await getLlamaCppBatchVector([text], apiUrl, directories); |
| 57 | return vectors[0]; |
| 58 | } |