@vladmandic/face-api/src/faceFeatureExtractor/loadParamsFactory.ts

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

import { extractWeightEntryFactory, loadSeparableConvParamsFactory, ParamMapping } from '../common/index';
import { loadConvParamsFactory } from '../common/loadConvParamsFactory';
import { DenseBlock3Params, DenseBlock4Params } from './types';

export function loadParamsFactory(weightMap: any, paramMappings: ParamMapping[]) {
  const extractWeightEntry = extractWeightEntryFactory(weightMap, paramMappings);

  const extractConvParams = loadConvParamsFactory(extractWeightEntry);
  const extractSeparableConvParams = loadSeparableConvParamsFactory(extractWeightEntry);

  function extractDenseBlock3Params(prefix: string, isFirstLayer = false): DenseBlock3Params {
    const conv0 = isFirstLayer
      ? extractConvParams(`${prefix}/conv0`)
      : extractSeparableConvParams(`${prefix}/conv0`);
    const conv1 = extractSeparableConvParams(`${prefix}/conv1`);
    const conv2 = extractSeparableConvParams(`${prefix}/conv2`);

    return { conv0, conv1, conv2 };
  }

  function extractDenseBlock4Params(prefix: string, isFirstLayer = false): DenseBlock4Params {
    const conv0 = isFirstLayer
      ? extractConvParams(`${prefix}/conv0`)
      : extractSeparableConvParams(`${prefix}/conv0`);
    const conv1 = extractSeparableConvParams(`${prefix}/conv1`);
    const conv2 = extractSeparableConvParams(`${prefix}/conv2`);
    const conv3 = extractSeparableConvParams(`${prefix}/conv3`);

    return {
      conv0, conv1, conv2, conv3,
    };
  }

  return {
    extractDenseBlock3Params,
    extractDenseBlock4Params,
  };
}