/** * @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 tflite from '@tensorflow/tfjs-tflite'; import {Class} from '../common'; import {ImageClassificationResult, ImageClassifier} from './common'; /** * The base class for all image classification TFLite models. * * @template T The type of inference options. */ export class ImageClassifierTFLite extends ImageClassifier { constructor(private tfliteImageClassifier: tflite.ImageClassifier) { super(); } async predict( img: ImageData|HTMLImageElement|HTMLCanvasElement|HTMLVideoElement, infereceOptions?: T): Promise { if (!this.tfliteImageClassifier) { throw new Error('source model is not loaded'); } const tfliteResults = this.tfliteImageClassifier.classify(img); if (!tfliteResults) { return {classes: []}; } const classes: Class[] = tfliteResults.map(result => { return { className: result.className, score: result.probability, }; }); const finalResult: ImageClassificationResult = {classes}; return finalResult; } cleanUp() { if (!this.tfliteImageClassifier) { throw new Error('source model is not loaded'); } this.tfliteImageClassifier.cleanUp(); } }