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@vladmandic/face-api

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FaceAPI: AI-powered Face Detection & Rotation Tracking, Face Description & Recognition, Age & Gender & Emotion Prediction for Browser and NodeJS using TensorFlow/JS

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/* eslint-disable max-classes-per-file */ import * as tf from '../../dist/tfjs.esm'; import { AgeAndGenderPrediction } from '../ageGenderNet/types'; import { TNetInput } from '../dom/index'; import { extendWithAge, WithAge } from '../factories/WithAge'; import { WithFaceDetection } from '../factories/WithFaceDetection'; import { WithFaceLandmarks } from '../factories/WithFaceLandmarks'; import { extendWithGender, WithGender } from '../factories/WithGender'; import { ComposableTask } from './ComposableTask'; import { ComputeAllFaceDescriptorsTask, ComputeSingleFaceDescriptorTask } from './ComputeFaceDescriptorsTasks'; import { extractAllFacesAndComputeResults, extractSingleFaceAndComputeResult } from './extractFacesAndComputeResults'; import { nets } from './nets'; import { PredictAllFaceExpressionsTask, PredictAllFaceExpressionsWithFaceAlignmentTask, PredictSingleFaceExpressionsTask, PredictSingleFaceExpressionsWithFaceAlignmentTask } from './PredictFaceExpressionsTask'; export class PredictAgeAndGenderTaskBase<TReturn, TParentReturn> extends ComposableTask<TReturn> { constructor( // eslint-disable-next-line no-unused-vars protected parentTask: ComposableTask<TParentReturn> | Promise<TParentReturn>, // eslint-disable-next-line no-unused-vars protected input: TNetInput, // eslint-disable-next-line no-unused-vars protected extractedFaces?: Array<HTMLCanvasElement | tf.Tensor3D>, ) { super(); } } export class PredictAllAgeAndGenderTask<TSource extends WithFaceDetection<{}>> extends PredictAgeAndGenderTaskBase<WithAge<WithGender<TSource>>[], TSource[]> { public override async run(): Promise<WithAge<WithGender<TSource>>[]> { const parentResults = await this.parentTask; const ageAndGenderByFace = await extractAllFacesAndComputeResults<TSource, AgeAndGenderPrediction[]>( parentResults, this.input, async (faces) => Promise.all(faces.map((face) => nets.ageGenderNet.predictAgeAndGender(face) as Promise<AgeAndGenderPrediction>)), this.extractedFaces, ); return parentResults.map((parentResult, i) => { const { age, gender, genderProbability } = ageAndGenderByFace[i]; return extendWithAge(extendWithGender(parentResult, gender, genderProbability), age); }); } withFaceExpressions() { return new PredictAllFaceExpressionsTask(this, this.input); } } export class PredictSingleAgeAndGenderTask<TSource extends WithFaceDetection<{}>> extends PredictAgeAndGenderTaskBase<WithAge<WithGender<TSource>> | undefined, TSource | undefined> { public override async run(): Promise<WithAge<WithGender<TSource>> | undefined> { const parentResult = await this.parentTask; if (!parentResult) return undefined; const { age, gender, genderProbability } = await extractSingleFaceAndComputeResult<TSource, AgeAndGenderPrediction>( parentResult, this.input, (face) => nets.ageGenderNet.predictAgeAndGender(face) as Promise<AgeAndGenderPrediction>, this.extractedFaces, ); return extendWithAge(extendWithGender(parentResult, gender, genderProbability), age); } withFaceExpressions() { return new PredictSingleFaceExpressionsTask(this, this.input); } } export class PredictAllAgeAndGenderWithFaceAlignmentTask<TSource extends WithFaceLandmarks<WithFaceDetection<{}>>> extends PredictAllAgeAndGenderTask<TSource> { override withFaceExpressions() { return new PredictAllFaceExpressionsWithFaceAlignmentTask(this, this.input); } withFaceDescriptors() { return new ComputeAllFaceDescriptorsTask(this, this.input); } } export class PredictSingleAgeAndGenderWithFaceAlignmentTask<TSource extends WithFaceLandmarks<WithFaceDetection<{}>>> extends PredictSingleAgeAndGenderTask<TSource> { override withFaceExpressions() { return new PredictSingleFaceExpressionsWithFaceAlignmentTask(this, this.input); } withFaceDescriptor() { return new ComputeSingleFaceDescriptorTask(this, this.input); } }