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- "use strict";
- Object.defineProperty(exports, "__esModule", { value: true });
- var tslib_1 = require("tslib");
- var tf = require("@tensorflow/tfjs-core");
- var dom_1 = require("../dom");
- var NeuralNetwork_1 = require("../NeuralNetwork");
- var ops_1 = require("../ops");
- var denseBlock_1 = require("./denseBlock");
- var extractParams_1 = require("./extractParams");
- var extractParamsFromWeigthMap_1 = require("./extractParamsFromWeigthMap");
- var FaceFeatureExtractor = /** @class */ (function (_super) {
- tslib_1.__extends(FaceFeatureExtractor, _super);
- function FaceFeatureExtractor() {
- return _super.call(this, 'FaceFeatureExtractor') || this;
- }
- FaceFeatureExtractor.prototype.forwardInput = function (input) {
- var params = this.params;
- if (!params) {
- throw new Error('FaceFeatureExtractor - load model before inference');
- }
- return tf.tidy(function () {
- var batchTensor = input.toBatchTensor(112, true);
- var meanRgb = [122.782, 117.001, 104.298];
- var normalized = ops_1.normalize(batchTensor, meanRgb).div(tf.scalar(255));
- var out = denseBlock_1.denseBlock4(normalized, params.dense0, true);
- out = denseBlock_1.denseBlock4(out, params.dense1);
- out = denseBlock_1.denseBlock4(out, params.dense2);
- out = denseBlock_1.denseBlock4(out, params.dense3);
- out = tf.avgPool(out, [7, 7], [2, 2], 'valid');
- return out;
- });
- };
- FaceFeatureExtractor.prototype.forward = function (input) {
- return tslib_1.__awaiter(this, void 0, void 0, function () {
- var _a;
- return tslib_1.__generator(this, function (_b) {
- switch (_b.label) {
- case 0:
- _a = this.forwardInput;
- return [4 /*yield*/, dom_1.toNetInput(input)];
- case 1: return [2 /*return*/, _a.apply(this, [_b.sent()])];
- }
- });
- });
- };
- FaceFeatureExtractor.prototype.getDefaultModelName = function () {
- return 'face_feature_extractor_model';
- };
- FaceFeatureExtractor.prototype.extractParamsFromWeigthMap = function (weightMap) {
- return extractParamsFromWeigthMap_1.extractParamsFromWeigthMap(weightMap);
- };
- FaceFeatureExtractor.prototype.extractParams = function (weights) {
- return extractParams_1.extractParams(weights);
- };
- return FaceFeatureExtractor;
- }(NeuralNetwork_1.NeuralNetwork));
- exports.FaceFeatureExtractor = FaceFeatureExtractor;
- //# sourceMappingURL=FaceFeatureExtractor.js.map
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