@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
86 lines (75 loc) • 3.98 kB
text/typescript
/* 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);
}
}