@vladmandic/face-api/src/faceRecognitionNet/convLayer.ts

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

import * as tf from '../../dist/tfjs.esm';

import { scale } from './scaleLayer';
import { ConvLayerParams } from './types';

function convLayer(
  x: tf.Tensor4D,
  params: ConvLayerParams,
  strides: [number, number],
  withRelu: boolean,
  padding: 'valid' | 'same' = 'same',
): tf.Tensor4D {
  const { filters, bias } = params.conv;

  let out = tf.conv2d(x, filters, strides, padding);
  out = tf.add(out, bias);
  out = scale(out, params.scale);
  return withRelu ? tf.relu(out) : out;
}

export function conv(x: tf.Tensor4D, params: ConvLayerParams) {
  return convLayer(x, params, [1, 1], true);
}

export function convNoRelu(x: tf.Tensor4D, params: ConvLayerParams) {
  return convLayer(x, params, [1, 1], false);
}

export function convDown(x: tf.Tensor4D, params: ConvLayerParams) {
  return convLayer(x, params, [2, 2], true, 'valid');
}