LibreChat/api/server/services/Files/images/encode.js
Danny Avila 6ba7f60eec
🪙 feat: Configure Max Context and Output Tokens (#2648)
* chore: make frequent 'error' log into 'debug' log

* feat: add maxContextTokens as a conversation field

* refactor(settings): increase popover height

* feat: add DynamicInputNumber and maxContextTokens to all endpoints that support it (frontend), fix schema

* feat: maxContextTokens handling (backend)

* style: revert popover height

* feat: max tokens

* fix: Ollama Vision firebase compatibility

* fix: Ollama Vision, use message_file_map to determine multimodal request

* refactor: bring back MobileNav and improve title styling
2024-05-09 13:27:13 -04:00

136 lines
3.9 KiB
JavaScript

const axios = require('axios');
const { EModelEndpoint, FileSources, VisionModes } = require('librechat-data-provider');
const { getStrategyFunctions } = require('../strategies');
const { logger } = require('~/config');
/**
* Fetches an image from a URL and returns its base64 representation.
*
* @async
* @param {string} url The URL of the image.
* @returns {Promise<string>} The base64-encoded string of the image.
* @throws {Error} If there's an issue fetching the image or encoding it.
*/
async function fetchImageToBase64(url) {
try {
const response = await axios.get(url, {
responseType: 'arraybuffer',
});
return Buffer.from(response.data).toString('base64');
} catch (error) {
logger.error('Error fetching image to convert to base64', error);
throw error;
}
}
const base64Only = new Set([EModelEndpoint.google, EModelEndpoint.anthropic, 'Ollama', 'ollama']);
/**
* Encodes and formats the given files.
* @param {Express.Request} req - The request object.
* @param {Array<MongoFile>} files - The array of files to encode and format.
* @param {EModelEndpoint} [endpoint] - Optional: The endpoint for the image.
* @param {string} [mode] - Optional: The endpoint mode for the image.
* @returns {Promise<Object>} - A promise that resolves to the result object containing the encoded images and file details.
*/
async function encodeAndFormat(req, files, endpoint, mode) {
const promises = [];
const encodingMethods = {};
const result = {
files: [],
image_urls: [],
};
if (!files || !files.length) {
return result;
}
for (let file of files) {
const source = file.source ?? FileSources.local;
if (!file.height) {
promises.push([file, null]);
continue;
}
if (!encodingMethods[source]) {
const { prepareImagePayload } = getStrategyFunctions(source);
if (!prepareImagePayload) {
throw new Error(`Encoding function not implemented for ${source}`);
}
encodingMethods[source] = prepareImagePayload;
}
const preparePayload = encodingMethods[source];
/* Google & Anthropic don't support passing URLs to payload */
if (source !== FileSources.local && base64Only.has(endpoint)) {
const [_file, imageURL] = await preparePayload(req, file);
promises.push([_file, await fetchImageToBase64(imageURL)]);
continue;
}
promises.push(preparePayload(req, file));
}
const detail = req.body.imageDetail ?? 'auto';
/** @type {Array<[MongoFile, string]>} */
const formattedImages = await Promise.all(promises);
for (const [file, imageContent] of formattedImages) {
const fileMetadata = {
type: file.type,
file_id: file.file_id,
filepath: file.filepath,
filename: file.filename,
embedded: !!file.embedded,
};
if (file.height && file.width) {
fileMetadata.height = file.height;
fileMetadata.width = file.width;
}
if (!imageContent) {
result.files.push(fileMetadata);
continue;
}
const imagePart = {
type: 'image_url',
image_url: {
url: imageContent.startsWith('http')
? imageContent
: `data:${file.type};base64,${imageContent}`,
detail,
},
};
if (endpoint && endpoint === EModelEndpoint.google && mode === VisionModes.generative) {
delete imagePart.image_url;
imagePart.inlineData = {
mimeType: file.type,
data: imageContent,
};
} else if (endpoint && endpoint === EModelEndpoint.google) {
imagePart.image_url = imagePart.image_url.url;
} else if (endpoint && endpoint === EModelEndpoint.anthropic) {
imagePart.type = 'image';
imagePart.source = {
type: 'base64',
media_type: file.type,
data: imageContent,
};
delete imagePart.image_url;
}
result.image_urls.push(imagePart);
result.files.push(fileMetadata);
}
return result;
}
module.exports = {
encodeAndFormat,
};