/** * @license * Copyright 2021 Google LLC. All Rights Reserved. * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. * ============================================================================= */ import * as qna from '@tensorflow-models/qna'; import { TaskModelLoader } from '../../task_model'; import { Runtime, Task, TFJSModelCommonLoadingOption } from '../common'; import { QuestionAnswerer, QuestionAnswerResult } from './common'; declare type QnaNs = typeof qna; /** Loading options. */ export interface BertQATFJSLoadingOptions extends TFJSModelCommonLoadingOption, qna.ModelConfig { } /** * Inference options. * * TODO: placeholder. */ export interface BertQATFJSInferenceOptions { } /** Loader for Q&A TFJS model. */ export declare class BertQATFJSLoader extends TaskModelLoader { readonly metadata: { name: string; description: string; resourceUrls: { 'github': string; }; runtime: Runtime; version: string; supportedTasks: Task[]; }; readonly packageUrls: string[][]; readonly sourceModelGlobalNamespace = "qna"; protected transformSourceModel(sourceModelGlobal: QnaNs, loadingOptions?: BertQATFJSLoadingOptions): Promise; } /** * Pre-trained TFJS Bert Q&A model. * * Usage: * * ```js * // Load the model with options (optional). * const model = await tfTask.QuestionAndAnswer.BertQA.TFJS.load(); * * // Run inference with question and context. * const result = await model.predict(question, context); * console.log(result.answers); * * // Clean up. * model.cleanUp(); * ``` * * Refer to `tfTask.QuestionAnswerer` for the `predict` and `cleanUp` method. * * @docextratypes [ * {description: 'Options for `load`', symbol: 'BertQATFJSLoadingOptions'}, * {description: 'Options for `predict`', symbol: * 'BertQATFJSInferenceOptions'} * ] * * @doc {heading: 'Question & Answer', subheading: 'Models'} */ export declare class BertQATFJS extends QuestionAnswerer { private qnaModel?; private loadingOptions?; constructor(qnaModel?: qna.QuestionAndAnswer, loadingOptions?: BertQATFJSLoadingOptions); predict(question: string, context: string, infereceOptions?: BertQATFJSInferenceOptions): Promise; } export declare const bertQaTfjsLoader: BertQATFJSLoader; export {};