@huggingface/transformers
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State-of-the-art Machine Learning for the web. Run 🤗 Transformers directly in your browser, with no need for a server!
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JavaScript
/**
* @file Module used to configure Transformers.js.
*
* **Example:** Disable remote models.
* ```javascript
* import { env } from '@huggingface/transformers';
* env.allowRemoteModels = false;
* ```
*
* **Example:** Set local model path.
* ```javascript
* import { env } from '@huggingface/transformers';
* env.localModelPath = '/path/to/local/models/';
* ```
*
* **Example:** Set cache directory.
* ```javascript
* import { env } from '@huggingface/transformers';
* env.cacheDir = '/path/to/cache/directory/';
* ```
*
* @module env
*/
import fs from 'fs';
import path from 'path';
import url from 'url';
const VERSION = '3.5.0';
// Check if various APIs are available (depends on environment)
const IS_BROWSER_ENV = typeof window !== "undefined" && typeof window.document !== "undefined";
const IS_WEBWORKER_ENV = typeof self !== "undefined" && self.constructor?.name === 'DedicatedWorkerGlobalScope';
const IS_WEB_CACHE_AVAILABLE = typeof self !== "undefined" && 'caches' in self;
const IS_WEBGPU_AVAILABLE = typeof navigator !== 'undefined' && 'gpu' in navigator;
const IS_WEBNN_AVAILABLE = typeof navigator !== 'undefined' && 'ml' in navigator;
const IS_PROCESS_AVAILABLE = typeof process !== 'undefined';
const IS_NODE_ENV = IS_PROCESS_AVAILABLE && process?.release?.name === 'node';
const IS_FS_AVAILABLE = !isEmpty(fs);
const IS_PATH_AVAILABLE = !isEmpty(path);
/**
* A read-only object containing information about the APIs available in the current environment.
*/
export const apis = Object.freeze({
/** Whether we are running in a browser environment (and not a web worker) */
IS_BROWSER_ENV,
/** Whether we are running in a web worker environment */
IS_WEBWORKER_ENV,
/** Whether the Cache API is available */
IS_WEB_CACHE_AVAILABLE,
/** Whether the WebGPU API is available */
IS_WEBGPU_AVAILABLE,
/** Whether the WebNN API is available */
IS_WEBNN_AVAILABLE,
/** Whether the Node.js process API is available */
IS_PROCESS_AVAILABLE,
/** Whether we are running in a Node.js environment */
IS_NODE_ENV,
/** Whether the filesystem API is available */
IS_FS_AVAILABLE,
/** Whether the path API is available */
IS_PATH_AVAILABLE,
});
const RUNNING_LOCALLY = IS_FS_AVAILABLE && IS_PATH_AVAILABLE;
let dirname__ = './';
if (RUNNING_LOCALLY) {
// NOTE: We wrap `import.meta` in a call to `Object` to prevent Webpack from trying to bundle it in CommonJS.
// Although we get the warning: "Accessing import.meta directly is unsupported (only property access or destructuring is supported)",
// it is safe to ignore since the bundled value (`{}`) isn't used for CommonJS environments (we use __dirname instead).
const _import_meta_url = Object(import.meta).url;
if (_import_meta_url) {
dirname__ = path.dirname(path.dirname(url.fileURLToPath(_import_meta_url))) // ESM
} else if (typeof __dirname !== 'undefined') {
dirname__ = path.dirname(__dirname) // CommonJS
}
}
// Only used for environments with access to file system
const DEFAULT_CACHE_DIR = RUNNING_LOCALLY
? path.join(dirname__, '/.cache/')
: null;
// Set local model path, based on available APIs
const DEFAULT_LOCAL_MODEL_PATH = '/models/';
const localModelPath = RUNNING_LOCALLY
? path.join(dirname__, DEFAULT_LOCAL_MODEL_PATH)
: DEFAULT_LOCAL_MODEL_PATH;
/**
* Global variable given visible to users to control execution. This provides users a simple way to configure Transformers.js.
* @typedef {Object} TransformersEnvironment
* @property {string} version This version of Transformers.js.
* @property {{onnx: Partial<import('onnxruntime-common').Env>}} backends Expose environment variables of different backends,
* allowing users to set these variables if they want to.
* @property {boolean} allowRemoteModels Whether to allow loading of remote files, defaults to `true`.
* If set to `false`, it will have the same effect as setting `local_files_only=true` when loading pipelines, models, tokenizers, processors, etc.
* @property {string} remoteHost Host URL to load models from. Defaults to the Hugging Face Hub.
* @property {string} remotePathTemplate Path template to fill in and append to `remoteHost` when loading models.
* @property {boolean} allowLocalModels Whether to allow loading of local files, defaults to `false` if running in-browser, and `true` otherwise.
* If set to `false`, it will skip the local file check and try to load the model from the remote host.
* @property {string} localModelPath Path to load local models from. Defaults to `/models/`.
* @property {boolean} useFS Whether to use the file system to load files. By default, it is `true` if available.
* @property {boolean} useBrowserCache Whether to use Cache API to cache models. By default, it is `true` if available.
* @property {boolean} useFSCache Whether to use the file system to cache files. By default, it is `true` if available.
* @property {string} cacheDir The directory to use for caching files with the file system. By default, it is `./.cache`.
* @property {boolean} useCustomCache Whether to use a custom cache system (defined by `customCache`), defaults to `false`.
* @property {Object} customCache The custom cache to use. Defaults to `null`. Note: this must be an object which
* implements the `match` and `put` functions of the Web Cache API. For more information, see https://developer.mozilla.org/en-US/docs/Web/API/Cache.
* If you wish, you may also return a `Promise<string>` from the `match` function if you'd like to use a file path instead of `Promise<Response>`.
*/
/** @type {TransformersEnvironment} */
export const env = {
version: VERSION,
/////////////////// Backends settings ///////////////////
// NOTE: These will be populated later by the backends themselves.
backends: {
// onnxruntime-web/onnxruntime-node
onnx: {},
},
/////////////////// Model settings ///////////////////
allowRemoteModels: true,
remoteHost: 'https://huggingface.co/',
remotePathTemplate: '{model}/resolve/{revision}/',
allowLocalModels: !(IS_BROWSER_ENV || IS_WEBWORKER_ENV),
localModelPath: localModelPath,
useFS: IS_FS_AVAILABLE,
/////////////////// Cache settings ///////////////////
useBrowserCache: IS_WEB_CACHE_AVAILABLE,
useFSCache: IS_FS_AVAILABLE,
cacheDir: DEFAULT_CACHE_DIR,
useCustomCache: false,
customCache: null,
//////////////////////////////////////////////////////
}
/**
* @param {Object} obj
* @private
*/
function isEmpty(obj) {
return Object.keys(obj).length === 0;
}