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@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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/** * @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; }