Commit 8c2d4602 by vincent

check in latest build

parent 03ed2598
import { Rect } from './Rect';
import { Dimensions } from './types';
export declare class BoundingBox {
private _left;
private _top;
private _right;
private _bottom;
constructor(_left: number, _top: number, _right: number, _bottom: number);
readonly left: number;
readonly top: number;
readonly right: number;
readonly bottom: number;
readonly width: number;
readonly height: number;
readonly area: number;
toSquare(): BoundingBox;
round(): BoundingBox;
padAtBorders(imageHeight: number, imageWidth: number): {
dy: number;
edy: number;
dx: number;
edx: number;
y: number;
ey: number;
x: number;
ex: number;
w: number;
h: number;
};
calibrate(region: BoundingBox): BoundingBox;
rescale(s: Dimensions | number): BoundingBox;
toRect(): Rect;
}
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var Rect_1 = require("./Rect");
var utils_1 = require("./utils");
var BoundingBox = /** @class */ (function () {
function BoundingBox(_left, _top, _right, _bottom) {
this._left = _left;
this._top = _top;
this._right = _right;
this._bottom = _bottom;
}
Object.defineProperty(BoundingBox.prototype, "left", {
get: function () {
return this._left;
},
enumerable: true,
configurable: true
});
Object.defineProperty(BoundingBox.prototype, "top", {
get: function () {
return this._top;
},
enumerable: true,
configurable: true
});
Object.defineProperty(BoundingBox.prototype, "right", {
get: function () {
return this._right;
},
enumerable: true,
configurable: true
});
Object.defineProperty(BoundingBox.prototype, "bottom", {
get: function () {
return this._bottom;
},
enumerable: true,
configurable: true
});
Object.defineProperty(BoundingBox.prototype, "width", {
get: function () {
return this.right - this.left;
},
enumerable: true,
configurable: true
});
Object.defineProperty(BoundingBox.prototype, "height", {
get: function () {
return this.bottom - this.top;
},
enumerable: true,
configurable: true
});
Object.defineProperty(BoundingBox.prototype, "area", {
get: function () {
return this.width * this.height;
},
enumerable: true,
configurable: true
});
BoundingBox.prototype.toSquare = function () {
var _a = this, left = _a.left, top = _a.top, right = _a.right, bottom = _a.bottom;
var off = (Math.abs(this.width - this.height) / 2);
if (this.width < this.height) {
left -= off;
right += off;
}
if (this.height < this.width) {
top -= off;
bottom += off;
}
return new BoundingBox(left, top, right, bottom);
};
BoundingBox.prototype.round = function () {
return new BoundingBox(Math.round(this.left), Math.round(this.top), Math.round(this.right), Math.round(this.bottom));
};
BoundingBox.prototype.padAtBorders = function (imageHeight, imageWidth) {
var w = this.width + 1;
var h = this.height + 1;
var dx = 1;
var dy = 1;
var edx = w;
var edy = h;
var x = this.left;
var y = this.top;
var ex = this.right;
var ey = this.bottom;
if (ex > imageWidth) {
edx = -ex + imageWidth + w;
ex = imageWidth;
}
if (ey > imageHeight) {
edy = -ey + imageHeight + h;
ey = imageHeight;
}
if (x < 1) {
edy = 2 - x;
x = 1;
}
if (y < 1) {
edy = 2 - y;
y = 1;
}
return { dy: dy, edy: edy, dx: dx, edx: edx, y: y, ey: ey, x: x, ex: ex, w: w, h: h };
};
BoundingBox.prototype.calibrate = function (region) {
return new BoundingBox(this.left + (region.left * this.width), this.top + (region.top * this.height), this.right + (region.right * this.width), this.bottom + (region.bottom * this.height)).toSquare().round();
};
BoundingBox.prototype.rescale = function (s) {
var scaleX = utils_1.isDimensions(s) ? s.width : s;
var scaleY = utils_1.isDimensions(s) ? s.height : s;
return new BoundingBox(this.left * scaleX, this.top * scaleY, this.right * scaleX, this.bottom * scaleY);
};
BoundingBox.prototype.toRect = function () {
return new Rect_1.Rect(this.left, this.top, this.width, this.height);
};
return BoundingBox;
}());
exports.BoundingBox = BoundingBox;
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import { Rect } from './Rect';
import { Dimensions } from './types';
export declare class FaceDetection {
private _score;
private _box;
private _imageWidth;
private _imageHeight;
constructor(score: number, relativeBox: Rect, imageDims: Dimensions);
readonly score: number;
readonly box: Rect;
readonly imageWidth: number;
readonly imageHeight: number;
readonly relativeBox: Rect;
getScore(): number;
getBox(): Rect;
getImageWidth(): number;
getImageHeight(): number;
getRelativeBox(): Rect;
forSize(width: number, height: number): FaceDetection;
}
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var Rect_1 = require("./Rect");
var FaceDetection = /** @class */ (function () {
function FaceDetection(score, relativeBox, imageDims) {
var width = imageDims.width, height = imageDims.height;
this._imageWidth = width;
this._imageHeight = height;
this._score = score;
this._box = new Rect_1.Rect(relativeBox.x * width, relativeBox.y * height, relativeBox.width * width, relativeBox.height * height);
}
Object.defineProperty(FaceDetection.prototype, "score", {
get: function () {
return this._score;
},
enumerable: true,
configurable: true
});
Object.defineProperty(FaceDetection.prototype, "box", {
get: function () {
return this._box;
},
enumerable: true,
configurable: true
});
Object.defineProperty(FaceDetection.prototype, "imageWidth", {
get: function () {
return this._imageWidth;
},
enumerable: true,
configurable: true
});
Object.defineProperty(FaceDetection.prototype, "imageHeight", {
get: function () {
return this._imageHeight;
},
enumerable: true,
configurable: true
});
Object.defineProperty(FaceDetection.prototype, "relativeBox", {
get: function () {
return new Rect_1.Rect(this._box.x / this._imageWidth, this._box.y / this._imageHeight, this._box.width / this._imageWidth, this._box.height / this._imageHeight);
},
enumerable: true,
configurable: true
});
FaceDetection.prototype.getScore = function () {
return this.score;
};
FaceDetection.prototype.getBox = function () {
return this.box;
};
FaceDetection.prototype.getImageWidth = function () {
return this.imageWidth;
};
FaceDetection.prototype.getImageHeight = function () {
return this.imageHeight;
};
FaceDetection.prototype.getRelativeBox = function () {
return this.relativeBox;
};
FaceDetection.prototype.forSize = function (width, height) {
return new FaceDetection(this._score, this.getRelativeBox(), { width: width, height: height });
};
return FaceDetection;
}());
exports.FaceDetection = FaceDetection;
//# sourceMappingURL=FaceDetection.js.map
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import * as tf from '@tensorflow/tfjs-core';
import { Point } from './Point';
import { TResolvedNetInput, Dimensions } from './types';
export declare class NetInput {
private _inputs;
private _canvases;
private _isManaged;
private _isBatchInput;
private _inputDimensions;
private _paddings;
private _inputSize;
constructor(inputs: tf.Tensor4D | Array<TResolvedNetInput>, isBatchInput?: boolean, keepCanvases?: boolean);
readonly inputs: tf.Tensor3D[];
readonly canvases: HTMLCanvasElement[];
readonly isManaged: boolean;
readonly isBatchInput: boolean;
readonly batchSize: number;
readonly inputDimensions: number[][];
readonly paddings: Point[];
readonly inputSize: number;
readonly relativePaddings: Point[];
readonly reshapedInputDimensions: Dimensions[];
getInputDimensions(batchIdx: number): number[];
getInputHeight(batchIdx: number): number;
getInputWidth(batchIdx: number): number;
getPaddings(batchIdx: number): Point;
getRelativePaddings(batchIdx: number): Point;
getReshapedInputDimensions(batchIdx: number): Dimensions;
toBatchTensor(inputSize: number, isCenterInputs?: boolean): tf.Tensor4D;
/**
* By setting the isManaged flag, all newly created tensors will be
* automatically disposed after the batch tensor has been created
*/
managed(): this;
dispose(): void;
}
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var isTensor_1 = require("./commons/isTensor");
var padToSquare_1 = require("./padToSquare");
var Point_1 = require("./Point");
var utils_1 = require("./utils");
var NetInput = /** @class */ (function () {
function NetInput(inputs, isBatchInput, keepCanvases) {
if (isBatchInput === void 0) { isBatchInput = false; }
if (keepCanvases === void 0) { keepCanvases = false; }
var _this = this;
this._inputs = [];
this._canvases = [];
this._isManaged = false;
this._isBatchInput = false;
this._inputDimensions = [];
this._paddings = [];
this._inputSize = 0;
if (isTensor_1.isTensor4D(inputs)) {
this._inputs = tf.unstack(inputs);
}
if (Array.isArray(inputs)) {
this._inputs = inputs.map(function (input, idx) {
if (isTensor_1.isTensor3D(input)) {
// TODO: make sure not to dispose original tensors passed in by the user
return tf.clone(input);
}
if (isTensor_1.isTensor4D(input)) {
var shape = input.shape;
var batchSize = shape[0];
if (batchSize !== 1) {
throw new Error("NetInput - tf.Tensor4D with batchSize " + batchSize + " passed, but not supported in input array");
}
return input.reshape(shape.slice(1));
}
var canvas = input instanceof HTMLCanvasElement ? input : utils_1.createCanvasFromMedia(input);
if (keepCanvases) {
_this._canvases[idx] = canvas;
}
return tf.fromPixels(canvas);
});
}
this._isBatchInput = this.batchSize > 1 || isBatchInput;
this._inputDimensions = this._inputs.map(function (t) { return t.shape; });
}
Object.defineProperty(NetInput.prototype, "inputs", {
get: function () {
return this._inputs;
},
enumerable: true,
configurable: true
});
Object.defineProperty(NetInput.prototype, "canvases", {
get: function () {
return this._canvases;
},
enumerable: true,
configurable: true
});
Object.defineProperty(NetInput.prototype, "isManaged", {
get: function () {
return this._isManaged;
},
enumerable: true,
configurable: true
});
Object.defineProperty(NetInput.prototype, "isBatchInput", {
get: function () {
return this._isBatchInput;
},
enumerable: true,
configurable: true
});
Object.defineProperty(NetInput.prototype, "batchSize", {
get: function () {
return this._inputs.length;
},
enumerable: true,
configurable: true
});
Object.defineProperty(NetInput.prototype, "inputDimensions", {
get: function () {
return this._inputDimensions;
},
enumerable: true,
configurable: true
});
Object.defineProperty(NetInput.prototype, "paddings", {
get: function () {
return this._paddings;
},
enumerable: true,
configurable: true
});
Object.defineProperty(NetInput.prototype, "inputSize", {
get: function () {
return this._inputSize;
},
enumerable: true,
configurable: true
});
Object.defineProperty(NetInput.prototype, "relativePaddings", {
get: function () {
var _this = this;
return Array(this.inputs.length).fill(0).map(function (_, batchIdx) { return _this.getRelativePaddings(batchIdx); });
},
enumerable: true,
configurable: true
});
Object.defineProperty(NetInput.prototype, "reshapedInputDimensions", {
get: function () {
var _this = this;
return Array(this.inputs.length).fill(0).map(function (_, batchIdx) { return _this.getReshapedInputDimensions(batchIdx); });
},
enumerable: true,
configurable: true
});
NetInput.prototype.getInputDimensions = function (batchIdx) {
return this._inputDimensions[batchIdx];
};
NetInput.prototype.getInputHeight = function (batchIdx) {
return this._inputDimensions[batchIdx][0];
};
NetInput.prototype.getInputWidth = function (batchIdx) {
return this._inputDimensions[batchIdx][1];
};
NetInput.prototype.getPaddings = function (batchIdx) {
return this._paddings[batchIdx];
};
NetInput.prototype.getRelativePaddings = function (batchIdx) {
return new Point_1.Point((this.getPaddings(batchIdx).x + this.getInputWidth(batchIdx)) / this.getInputWidth(batchIdx), (this.getPaddings(batchIdx).y + this.getInputHeight(batchIdx)) / this.getInputHeight(batchIdx));
};
NetInput.prototype.getReshapedInputDimensions = function (batchIdx) {
var _a = [this.getInputHeight(batchIdx), this.getInputWidth(batchIdx)], h = _a[0], w = _a[1];
var f = this.inputSize / Math.max(h, w);
return {
height: Math.floor(h * f),
width: Math.floor(w * f)
};
};
NetInput.prototype.toBatchTensor = function (inputSize, isCenterInputs) {
var _this = this;
if (isCenterInputs === void 0) { isCenterInputs = true; }
this._inputSize = inputSize;
return tf.tidy(function () {
var inputTensors = _this._inputs.map(function (inputTensor) {
var _a = inputTensor.shape, originalHeight = _a[0], originalWidth = _a[1];
var imgTensor = inputTensor.expandDims().toFloat();
imgTensor = padToSquare_1.padToSquare(imgTensor, isCenterInputs);
var _b = imgTensor.shape.slice(1), heightAfterPadding = _b[0], widthAfterPadding = _b[1];
if (heightAfterPadding !== inputSize || widthAfterPadding !== inputSize) {
imgTensor = tf.image.resizeBilinear(imgTensor, [inputSize, inputSize]);
}
_this._paddings.push(new Point_1.Point(widthAfterPadding - originalWidth, heightAfterPadding - originalHeight));
return imgTensor;
});
var batchTensor = tf.stack(inputTensors).as4D(_this.batchSize, inputSize, inputSize, 3);
if (_this.isManaged) {
_this.dispose();
}
return batchTensor;
});
};
/**
* By setting the isManaged flag, all newly created tensors will be
* automatically disposed after the batch tensor has been created
*/
NetInput.prototype.managed = function () {
this._isManaged = true;
return this;
};
NetInput.prototype.dispose = function () {
this._inputs.forEach(function (t) { return t.dispose(); });
};
return NetInput;
}());
exports.NetInput = NetInput;
//# sourceMappingURL=NetInput.js.map
\ No newline at end of file
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\ No newline at end of file
export interface IPoint {
x: number;
y: number;
}
export declare class Point implements IPoint {
x: number;
y: number;
constructor(x: number, y: number);
add(pt: IPoint): Point;
sub(pt: IPoint): Point;
mul(pt: IPoint): Point;
div(pt: IPoint): Point;
abs(): Point;
magnitude(): number;
floor(): Point;
}
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var Point = /** @class */ (function () {
function Point(x, y) {
this.x = x;
this.y = y;
}
Point.prototype.add = function (pt) {
return new Point(this.x + pt.x, this.y + pt.y);
};
Point.prototype.sub = function (pt) {
return new Point(this.x - pt.x, this.y - pt.y);
};
Point.prototype.mul = function (pt) {
return new Point(this.x * pt.x, this.y * pt.y);
};
Point.prototype.div = function (pt) {
return new Point(this.x / pt.x, this.y / pt.y);
};
Point.prototype.abs = function () {
return new Point(Math.abs(this.x), Math.abs(this.y));
};
Point.prototype.magnitude = function () {
return Math.sqrt(Math.pow(this.x, 2) + Math.pow(this.y, 2));
};
Point.prototype.floor = function () {
return new Point(Math.floor(this.x), Math.floor(this.y));
};
return Point;
}());
exports.Point = Point;
//# sourceMappingURL=Point.js.map
\ No newline at end of file
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\ No newline at end of file
import { BoundingBox } from './BoundingBox';
export interface IRect {
x: number;
y: number;
width: number;
height: number;
}
export declare class Rect implements IRect {
x: number;
y: number;
width: number;
height: number;
constructor(x: number, y: number, width: number, height: number);
readonly right: number;
readonly bottom: number;
toSquare(): Rect;
pad(padX: number, padY: number): Rect;
floor(): Rect;
toBoundingBox(): BoundingBox;
clipAtImageBorders(imgWidth: number, imgHeight: number): Rect;
}
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var BoundingBox_1 = require("./BoundingBox");
var Rect = /** @class */ (function () {
function Rect(x, y, width, height) {
this.x = x;
this.y = y;
this.width = width;
this.height = height;
}
Object.defineProperty(Rect.prototype, "right", {
get: function () {
return this.x + this.width;
},
enumerable: true,
configurable: true
});
Object.defineProperty(Rect.prototype, "bottom", {
get: function () {
return this.y + this.height;
},
enumerable: true,
configurable: true
});
Rect.prototype.toSquare = function () {
var _a = this, x = _a.x, y = _a.y, width = _a.width, height = _a.height;
var diff = Math.abs(width - height);
if (width < height) {
x -= (diff / 2);
width += diff;
}
if (height < width) {
y -= (diff / 2);
height += diff;
}
return new Rect(x, y, width, height);
};
Rect.prototype.pad = function (padX, padY) {
var _a = this, x = _a.x, y = _a.y, width = _a.width, height = _a.height;
return new Rect(x - (padX / 2), y - (padY / 2), width + padX, height + padY);
};
Rect.prototype.floor = function () {
return new Rect(Math.floor(this.x), Math.floor(this.y), Math.floor(this.width), Math.floor(this.height));
};
Rect.prototype.toBoundingBox = function () {
return new BoundingBox_1.BoundingBox(this.x, this.y, this.x + this.width, this.y + this.height);
};
Rect.prototype.clipAtImageBorders = function (imgWidth, imgHeight) {
var _a = this, x = _a.x, y = _a.y, right = _a.right, bottom = _a.bottom;
var clippedX = Math.max(x, 0);
var clippedY = Math.max(y, 0);
var newWidth = right - clippedX;
var newHeight = bottom - clippedY;
var clippedWidth = Math.min(newWidth, imgWidth - clippedX);
var clippedHeight = Math.min(newHeight, imgHeight - clippedY);
return (new Rect(clippedX, clippedY, clippedWidth, clippedHeight)).floor();
};
return Rect;
}());
exports.Rect = Rect;
//# sourceMappingURL=Rect.js.map
\ No newline at end of file
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\ No newline at end of file
import { TNetInput } from 'tfjs-image-recognition-base';
import { TinyYolov2Types } from 'tfjs-tiny-yolov2';
import { TinyYolov2 } from '.';
import { FullFaceDescription } from './classes/FullFaceDescription';
import { FaceDetectionNet } from './faceDetectionNet/FaceDetectionNet';
import { FaceLandmarkNet } from './faceLandmarkNet/FaceLandmarkNet';
import { FaceRecognitionNet } from './faceRecognitionNet/FaceRecognitionNet';
import { FullFaceDescription } from './FullFaceDescription';
import { Mtcnn } from './mtcnn/Mtcnn';
import { MtcnnForwardParams } from './mtcnn/types';
import { TinyYolov2ForwardParams } from './tinyYolov2/types';
import { TNetInput } from './types';
export declare function allFacesSsdMobilenetv1Factory(ssdMobilenetv1: FaceDetectionNet, landmarkNet: FaceLandmarkNet, recognitionNet: FaceRecognitionNet): (input: TNetInput, minConfidence?: number, useBatchProcessing?: boolean) => Promise<FullFaceDescription[]>;
export declare function allFacesTinyYolov2Factory(tinyYolov2: TinyYolov2, landmarkNet: FaceLandmarkNet, recognitionNet: FaceRecognitionNet): (input: TNetInput, forwardParams?: TinyYolov2ForwardParams, useBatchProcessing?: boolean) => Promise<FullFaceDescription[]>;
export declare function allFacesTinyYolov2Factory(tinyYolov2: TinyYolov2, landmarkNet: FaceLandmarkNet, recognitionNet: FaceRecognitionNet): (input: TNetInput, forwardParams?: TinyYolov2Types.TinyYolov2ForwardParams, useBatchProcessing?: boolean) => Promise<FullFaceDescription[]>;
export declare function allFacesMtcnnFactory(mtcnn: Mtcnn, recognitionNet: FaceRecognitionNet): (input: TNetInput, mtcnnForwardParams?: MtcnnForwardParams, useBatchProcessing?: boolean) => Promise<FullFaceDescription[]>;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var extractFaceTensors_1 = require("./extractFaceTensors");
var FullFaceDescription_1 = require("./FullFaceDescription");
import * as tslib_1 from "tslib";
import { Point } from 'tfjs-image-recognition-base';
import { FullFaceDescription } from './classes/FullFaceDescription';
import { extractFaceTensors } from './dom';
function computeDescriptorsFactory(recognitionNet) {
return function (input, alignedFaceBoxes, useBatchProcessing) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var alignedFaceTensors, descriptors, _a;
return tslib_1.__generator(this, function (_b) {
switch (_b.label) {
case 0: return [4 /*yield*/, extractFaceTensors_1.extractFaceTensors(input, alignedFaceBoxes)];
case 0: return [4 /*yield*/, extractFaceTensors(input, alignedFaceBoxes)];
case 1:
alignedFaceTensors = _b.sent();
if (!useBatchProcessing) return [3 /*break*/, 3];
......@@ -41,7 +40,7 @@ function allFacesFactory(detectFaces, landmarkNet, recognitionNet) {
case 0: return [4 /*yield*/, detectFaces(input)];
case 1:
detections = _b.sent();
return [4 /*yield*/, extractFaceTensors_1.extractFaceTensors(input, detections)];
return [4 /*yield*/, extractFaceTensors(input, detections)];
case 2:
faceTensors = _b.sent();
if (!useBatchProcessing) return [3 /*break*/, 4];
......@@ -61,14 +60,14 @@ function allFacesFactory(detectFaces, landmarkNet, recognitionNet) {
case 7:
descriptors = _b.sent();
return [2 /*return*/, detections.map(function (detection, i) {
return new FullFaceDescription_1.FullFaceDescription(detection, faceLandmarksByFace[i].shiftByPoint(detection.getBox()), descriptors[i]);
return new FullFaceDescription(detection, faceLandmarksByFace[i].shiftByPoint(new Point(detection.box.x, detection.box.y)), descriptors[i]);
})];
}
});
});
};
}
function allFacesSsdMobilenetv1Factory(ssdMobilenetv1, landmarkNet, recognitionNet) {
export function allFacesSsdMobilenetv1Factory(ssdMobilenetv1, landmarkNet, recognitionNet) {
return function (input, minConfidence, useBatchProcessing) {
if (minConfidence === void 0) { minConfidence = 0.8; }
if (useBatchProcessing === void 0) { useBatchProcessing = false; }
......@@ -82,8 +81,7 @@ function allFacesSsdMobilenetv1Factory(ssdMobilenetv1, landmarkNet, recognitionN
});
};
}
exports.allFacesSsdMobilenetv1Factory = allFacesSsdMobilenetv1Factory;
function allFacesTinyYolov2Factory(tinyYolov2, landmarkNet, recognitionNet) {
export function allFacesTinyYolov2Factory(tinyYolov2, landmarkNet, recognitionNet) {
return function (input, forwardParams, useBatchProcessing) {
if (forwardParams === void 0) { forwardParams = {}; }
if (useBatchProcessing === void 0) { useBatchProcessing = false; }
......@@ -97,8 +95,7 @@ function allFacesTinyYolov2Factory(tinyYolov2, landmarkNet, recognitionNet) {
});
};
}
exports.allFacesTinyYolov2Factory = allFacesTinyYolov2Factory;
function allFacesMtcnnFactory(mtcnn, recognitionNet) {
export function allFacesMtcnnFactory(mtcnn, recognitionNet) {
var computeDescriptors = computeDescriptorsFactory(recognitionNet);
return function (input, mtcnnForwardParams, useBatchProcessing) {
if (mtcnnForwardParams === void 0) { mtcnnForwardParams = {}; }
......@@ -119,12 +116,11 @@ function allFacesMtcnnFactory(mtcnn, recognitionNet) {
descriptors = _a.sent();
return [2 /*return*/, results.map(function (_a, i) {
var faceDetection = _a.faceDetection, faceLandmarks = _a.faceLandmarks;
return new FullFaceDescription_1.FullFaceDescription(faceDetection, faceLandmarks, descriptors[i]);
return new FullFaceDescription(faceDetection, faceLandmarks, descriptors[i]);
})];
}
});
});
};
}
exports.allFacesMtcnnFactory = allFacesMtcnnFactory;
//# sourceMappingURL=allFacesFactory.js.map
\ No newline at end of file
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\ No newline at end of file
import { Dimensions, ObjectDetection, Rect } from 'tfjs-image-recognition-base';
export declare class FaceDetection extends ObjectDetection {
constructor(score: number, relativeBox: Rect, imageDims: Dimensions);
}
import * as tslib_1 from "tslib";
import { ObjectDetection } from 'tfjs-image-recognition-base';
var FaceDetection = /** @class */ (function (_super) {
tslib_1.__extends(FaceDetection, _super);
function FaceDetection(score, relativeBox, imageDims) {
return _super.call(this, score, score, '', relativeBox, imageDims) || this;
}
return FaceDetection;
}(ObjectDetection));
export { FaceDetection };
//# sourceMappingURL=FaceDetection.js.map
\ No newline at end of file
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\ No newline at end of file
import { Dimensions, Point, Rect } from 'tfjs-image-recognition-base';
import { FaceDetection } from './FaceDetection';
import { IPoint, Point } from './Point';
import { Rect } from './Rect';
import { Dimensions } from './types';
export declare class FaceLandmarks {
protected _imageWidth: number;
protected _imageHeight: number;
......@@ -15,7 +13,7 @@ export declare class FaceLandmarks {
getRelativePositions(): Point[];
forSize<T extends FaceLandmarks>(width: number, height: number): T;
shift<T extends FaceLandmarks>(x: number, y: number): T;
shiftByPoint<T extends FaceLandmarks>(pt: IPoint): T;
shiftByPoint<T extends FaceLandmarks>(pt: Point): T;
/**
* Aligns the face landmarks after face detection from the relative positions of the faces
* bounding box, or it's current shift. This function should be used to align the face images
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var getCenterPoint_1 = require("./commons/getCenterPoint");
var FaceDetection_1 = require("./FaceDetection");
var Point_1 = require("./Point");
var Rect_1 = require("./Rect");
import { getCenterPoint, Point, Rect } from 'tfjs-image-recognition-base';
import { FaceDetection } from './FaceDetection';
// face alignment constants
var relX = 0.5;
var relY = 0.43;
var relScale = 0.45;
var FaceLandmarks = /** @class */ (function () {
function FaceLandmarks(relativeFaceLandmarkPositions, imageDims, shift) {
if (shift === void 0) { shift = new Point_1.Point(0, 0); }
if (shift === void 0) { shift = new Point(0, 0); }
var width = imageDims.width, height = imageDims.height;
this._imageWidth = width;
this._imageHeight = height;
this._shift = shift;
this._faceLandmarks = relativeFaceLandmarkPositions.map(function (pt) { return pt.mul(new Point_1.Point(width, height)).add(shift); });
this._faceLandmarks = relativeFaceLandmarkPositions.map(function (pt) { return pt.mul(new Point(width, height)).add(shift); });
}
FaceLandmarks.prototype.getShift = function () {
return new Point_1.Point(this._shift.x, this._shift.y);
return new Point(this._shift.x, this._shift.y);
};
FaceLandmarks.prototype.getImageWidth = function () {
return this._imageWidth;
......@@ -31,13 +27,13 @@ var FaceLandmarks = /** @class */ (function () {
};
FaceLandmarks.prototype.getRelativePositions = function () {
var _this = this;
return this._faceLandmarks.map(function (pt) { return pt.sub(_this._shift).div(new Point_1.Point(_this._imageWidth, _this._imageHeight)); });
return this._faceLandmarks.map(function (pt) { return pt.sub(_this._shift).div(new Point(_this._imageWidth, _this._imageHeight)); });
};
FaceLandmarks.prototype.forSize = function (width, height) {
return new this.constructor(this.getRelativePositions(), { width: width, height: height });
};
FaceLandmarks.prototype.shift = function (x, y) {
return new this.constructor(this.getRelativePositions(), { width: this._imageWidth, height: this._imageHeight }, new Point_1.Point(x, y));
return new this.constructor(this.getRelativePositions(), { width: this._imageWidth, height: this._imageHeight }, new Point(x, y));
};
FaceLandmarks.prototype.shiftByPoint = function (pt) {
return this.shift(pt.x, pt.y);
......@@ -55,7 +51,7 @@ var FaceLandmarks = /** @class */ (function () {
*/
FaceLandmarks.prototype.align = function (detection) {
if (detection) {
var box = detection instanceof FaceDetection_1.FaceDetection
var box = detection instanceof FaceDetection
? detection.getBox().floor()
: detection;
return this.shift(box.x, box.y).align();
......@@ -65,16 +61,16 @@ var FaceLandmarks = /** @class */ (function () {
var distToMouth = function (pt) { return mouthCenter.sub(pt).magnitude(); };
var eyeToMouthDist = (distToMouth(leftEyeCenter) + distToMouth(rightEyeCenter)) / 2;
var size = Math.floor(eyeToMouthDist / relScale);
var refPoint = getCenterPoint_1.getCenterPoint(centers);
var refPoint = getCenterPoint(centers);
// TODO: pad in case rectangle is out of image bounds
var x = Math.floor(Math.max(0, refPoint.x - (relX * size)));
var y = Math.floor(Math.max(0, refPoint.y - (relY * size)));
return new Rect_1.Rect(x, y, Math.min(size, this._imageWidth + x), Math.min(size, this._imageHeight + y));
return new Rect(x, y, Math.min(size, this._imageWidth + x), Math.min(size, this._imageHeight + y));
};
FaceLandmarks.prototype.getRefPointsForAlignment = function () {
throw new Error('getRefPointsForAlignment not implemented by base class');
};
return FaceLandmarks;
}());
exports.FaceLandmarks = FaceLandmarks;
export { FaceLandmarks };
//# sourceMappingURL=FaceLandmarks.js.map
\ No newline at end of file
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import { FaceLandmarks } from '../FaceLandmarks';
import { Point } from '../Point';
import { Point } from 'tfjs-image-recognition-base';
import { FaceLandmarks } from './FaceLandmarks';
export declare class FaceLandmarks5 extends FaceLandmarks {
protected getRefPointsForAlignment(): Point[];
}
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var getCenterPoint_1 = require("../commons/getCenterPoint");
var FaceLandmarks_1 = require("../FaceLandmarks");
import * as tslib_1 from "tslib";
import { getCenterPoint } from 'tfjs-image-recognition-base';
import { FaceLandmarks } from './FaceLandmarks';
var FaceLandmarks5 = /** @class */ (function (_super) {
tslib_1.__extends(FaceLandmarks5, _super);
function FaceLandmarks5() {
......@@ -13,10 +11,10 @@ var FaceLandmarks5 = /** @class */ (function (_super) {
return [
pts[0],
pts[1],
getCenterPoint_1.getCenterPoint([pts[3], pts[4]])
getCenterPoint([pts[3], pts[4]])
];
};
return FaceLandmarks5;
}(FaceLandmarks_1.FaceLandmarks));
exports.FaceLandmarks5 = FaceLandmarks5;
}(FaceLandmarks));
export { FaceLandmarks5 };
//# sourceMappingURL=FaceLandmarks5.js.map
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import { FaceLandmarks } from '../FaceLandmarks';
import { Point } from '../Point';
import { Point } from 'tfjs-image-recognition-base';
import { FaceLandmarks } from '../classes/FaceLandmarks';
export declare class FaceLandmarks68 extends FaceLandmarks {
getJawOutline(): Point[];
getLeftEyeBrow(): Point[];
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var getCenterPoint_1 = require("../commons/getCenterPoint");
var FaceLandmarks_1 = require("../FaceLandmarks");
import * as tslib_1 from "tslib";
import { getCenterPoint } from 'tfjs-image-recognition-base';
import { FaceLandmarks } from '../classes/FaceLandmarks';
var FaceLandmarks68 = /** @class */ (function (_super) {
tslib_1.__extends(FaceLandmarks68, _super);
function FaceLandmarks68() {
......@@ -34,9 +32,9 @@ var FaceLandmarks68 = /** @class */ (function (_super) {
this.getLeftEye(),
this.getRightEye(),
this.getMouth()
].map(getCenterPoint_1.getCenterPoint);
].map(getCenterPoint);
};
return FaceLandmarks68;
}(FaceLandmarks_1.FaceLandmarks));
exports.FaceLandmarks68 = FaceLandmarks68;
}(FaceLandmarks));
export { FaceLandmarks68 };
//# sourceMappingURL=FaceLandmarks68.js.map
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var FullFaceDescription = /** @class */ (function () {
function FullFaceDescription(_detection, _landmarks, _descriptor) {
this._detection = _detection;
......@@ -32,5 +30,5 @@ var FullFaceDescription = /** @class */ (function () {
};
return FullFaceDescription;
}());
exports.FullFaceDescription = FullFaceDescription;
export { FullFaceDescription };
//# sourceMappingURL=FullFaceDescription.js.map
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\ No newline at end of file
export * from './FaceDetection';
export * from './FaceLandmarks';
export * from './FaceLandmarks5';
export * from './FaceLandmarks68';
export * from './FullFaceDescription';
export * from './FaceDetection';
export * from './FaceLandmarks';
export * from './FaceLandmarks5';
export * from './FaceLandmarks68';
export * from './FullFaceDescription';
//# sourceMappingURL=index.js.map
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\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
import { ParamMapping } from './types';
export declare class NeuralNetwork<TNetParams> {
private _name;
protected _params: TNetParams | undefined;
protected _paramMappings: ParamMapping[];
constructor(_name: string);
readonly params: TNetParams | undefined;
readonly paramMappings: ParamMapping[];
getParamFromPath(paramPath: string): tf.Tensor;
reassignParamFromPath(paramPath: string, tensor: tf.Tensor): void;
getParamList(): {
path: string;
tensor: tf.Tensor<tf.Rank>;
}[];
getTrainableParams(): {
path: string;
tensor: tf.Tensor<tf.Rank>;
}[];
getFrozenParams(): {
path: string;
tensor: tf.Tensor<tf.Rank>;
}[];
variable(): void;
freeze(): void;
dispose(throwOnRedispose?: boolean): void;
load(weightsOrUrl: Float32Array | string | undefined): Promise<void>;
extractWeights(weights: Float32Array): void;
private traversePropertyPath(paramPath);
protected loadQuantizedParams(_: any): Promise<{
params: TNetParams;
paramMappings: ParamMapping[];
}>;
protected extractParams(_: any): {
params: TNetParams;
paramMappings: ParamMapping[];
};
}
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
var NeuralNetwork = /** @class */ (function () {
function NeuralNetwork(_name) {
this._name = _name;
this._params = undefined;
this._paramMappings = [];
}
Object.defineProperty(NeuralNetwork.prototype, "params", {
get: function () {
return this._params;
},
enumerable: true,
configurable: true
});
Object.defineProperty(NeuralNetwork.prototype, "paramMappings", {
get: function () {
return this._paramMappings;
},
enumerable: true,
configurable: true
});
NeuralNetwork.prototype.getParamFromPath = function (paramPath) {
var _a = this.traversePropertyPath(paramPath), obj = _a.obj, objProp = _a.objProp;
return obj[objProp];
};
NeuralNetwork.prototype.reassignParamFromPath = function (paramPath, tensor) {
var _a = this.traversePropertyPath(paramPath), obj = _a.obj, objProp = _a.objProp;
obj[objProp].dispose();
obj[objProp] = tensor;
};
NeuralNetwork.prototype.getParamList = function () {
var _this = this;
return this._paramMappings.map(function (_a) {
var paramPath = _a.paramPath;
return ({
path: paramPath,
tensor: _this.getParamFromPath(paramPath)
});
});
};
NeuralNetwork.prototype.getTrainableParams = function () {
return this.getParamList().filter(function (param) { return param.tensor instanceof tf.Variable; });
};
NeuralNetwork.prototype.getFrozenParams = function () {
return this.getParamList().filter(function (param) { return !(param.tensor instanceof tf.Variable); });
};
NeuralNetwork.prototype.variable = function () {
var _this = this;
this.getFrozenParams().forEach(function (_a) {
var path = _a.path, tensor = _a.tensor;
_this.reassignParamFromPath(path, tf.variable(tensor));
});
};
NeuralNetwork.prototype.freeze = function () {
var _this = this;
this.getTrainableParams().forEach(function (_a) {
var path = _a.path, tensor = _a.tensor;
_this.reassignParamFromPath(path, tf.tensor(tensor));
});
};
NeuralNetwork.prototype.dispose = function (throwOnRedispose) {
if (throwOnRedispose === void 0) { throwOnRedispose = true; }
this.getParamList().forEach(function (param) {
if (throwOnRedispose && param.tensor.isDisposed) {
throw new Error("param tensor has already been disposed for path " + param.path);
}
param.tensor.dispose();
});
this._params = undefined;
};
NeuralNetwork.prototype.load = function (weightsOrUrl) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var _a, paramMappings, params;
return tslib_1.__generator(this, function (_b) {
switch (_b.label) {
case 0:
if (weightsOrUrl instanceof Float32Array) {
this.extractWeights(weightsOrUrl);
return [2 /*return*/];
}
if (weightsOrUrl && typeof weightsOrUrl !== 'string') {
throw new Error(this._name + ".load - expected model uri, or weights as Float32Array");
}
return [4 /*yield*/, this.loadQuantizedParams(weightsOrUrl)];
case 1:
_a = _b.sent(), paramMappings = _a.paramMappings, params = _a.params;
this._paramMappings = paramMappings;
this._params = params;
return [2 /*return*/];
}
});
});
};
NeuralNetwork.prototype.extractWeights = function (weights) {
var _a = this.extractParams(weights), paramMappings = _a.paramMappings, params = _a.params;
this._paramMappings = paramMappings;
this._params = params;
};
NeuralNetwork.prototype.traversePropertyPath = function (paramPath) {
if (!this.params) {
throw new Error("traversePropertyPath - model has no loaded params");
}
var result = paramPath.split('/').reduce(function (res, objProp) {
if (!res.nextObj.hasOwnProperty(objProp)) {
throw new Error("traversePropertyPath - object does not have property " + objProp + ", for path " + paramPath);
}
return { obj: res.nextObj, objProp: objProp, nextObj: res.nextObj[objProp] };
}, { nextObj: this.params });
var obj = result.obj, objProp = result.objProp;
if (!obj || !objProp || !(obj[objProp] instanceof tf.Tensor)) {
throw new Error("traversePropertyPath - parameter is not a tensor, for path " + paramPath);
}
return { obj: obj, objProp: objProp };
};
NeuralNetwork.prototype.loadQuantizedParams = function (_) {
throw new Error(this._name + ".loadQuantizedParams - not implemented");
};
NeuralNetwork.prototype.extractParams = function (_) {
throw new Error(this._name + ".extractParams - not implemented");
};
return NeuralNetwork;
}());
exports.NeuralNetwork = NeuralNetwork;
//# sourceMappingURL=NeuralNetwork.js.map
\ No newline at end of file
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import * as tf from '@tensorflow/tfjs-core';
import { ConvParams } from './types';
export declare function convLayer(x: tf.Tensor4D, params: ConvParams, padding?: 'valid' | 'same', withRelu?: boolean): tf.Tensor4D;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function convLayer(x, params, padding, withRelu) {
if (padding === void 0) { padding = 'same'; }
if (withRelu === void 0) { withRelu = false; }
return tf.tidy(function () {
var out = tf.add(tf.conv2d(x, params.filters, [1, 1], padding), params.bias);
return withRelu ? tf.relu(out) : out;
});
}
exports.convLayer = convLayer;
//# sourceMappingURL=convLayer.js.map
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import { ParamMapping } from './types';
export declare function disposeUnusedWeightTensors(weightMap: any, paramMappings: ParamMapping[]): void;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
function disposeUnusedWeightTensors(weightMap, paramMappings) {
Object.keys(weightMap).forEach(function (path) {
if (!paramMappings.some(function (pm) { return pm.originalPath === path; })) {
weightMap[path].dispose();
}
});
}
exports.disposeUnusedWeightTensors = disposeUnusedWeightTensors;
//# sourceMappingURL=disposeUnusedWeightTensors.js.map
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import { ConvParams, ExtractWeightsFunction, ParamMapping } from './types';
export declare function extractConvParamsFactory(extractWeights: ExtractWeightsFunction, paramMappings: ParamMapping[]): (channelsIn: number, channelsOut: number, filterSize: number, mappedPrefix: string) => ConvParams;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function extractConvParamsFactory(extractWeights, paramMappings) {
return function (channelsIn, channelsOut, filterSize, mappedPrefix) {
var filters = tf.tensor4d(extractWeights(channelsIn * channelsOut * filterSize * filterSize), [filterSize, filterSize, channelsIn, channelsOut]);
var bias = tf.tensor1d(extractWeights(channelsOut));
paramMappings.push({ paramPath: mappedPrefix + "/filters" }, { paramPath: mappedPrefix + "/bias" });
return { filters: filters, bias: bias };
};
}
exports.extractConvParamsFactory = extractConvParamsFactory;
//# sourceMappingURL=extractConvParamsFactory.js.map
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import { ExtractWeightsFunction, FCParams, ParamMapping } from './types';
export declare function extractFCParamsFactory(extractWeights: ExtractWeightsFunction, paramMappings: ParamMapping[]): (channelsIn: number, channelsOut: number, mappedPrefix: string) => FCParams;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function extractFCParamsFactory(extractWeights, paramMappings) {
return function (channelsIn, channelsOut, mappedPrefix) {
var fc_weights = tf.tensor2d(extractWeights(channelsIn * channelsOut), [channelsIn, channelsOut]);
var fc_bias = tf.tensor1d(extractWeights(channelsOut));
paramMappings.push({ paramPath: mappedPrefix + "/weights" }, { paramPath: mappedPrefix + "/bias" });
return {
weights: fc_weights,
bias: fc_bias
};
};
}
exports.extractFCParamsFactory = extractFCParamsFactory;
//# sourceMappingURL=extractFCParamsFactory.js.map
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export declare function extractWeightEntry(weightMap: any, path: string, paramRank: number): {
path: string;
tensor: any;
};
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var isTensor_1 = require("./isTensor");
function extractWeightEntry(weightMap, path, paramRank) {
var tensor = weightMap[path];
if (!isTensor_1.isTensor(tensor, paramRank)) {
throw new Error("expected weightMap[" + path + "] to be a Tensor" + paramRank + "D, instead have " + tensor);
}
return { path: path, tensor: tensor };
}
exports.extractWeightEntry = extractWeightEntry;
//# sourceMappingURL=extractWeightEntry.js.map
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import { ParamMapping } from './types';
export declare function extractWeightEntryFactory(weightMap: any, paramMappings: ParamMapping[]): <T>(originalPath: string, paramRank: number, mappedPath?: string | undefined) => T;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var isTensor_1 = require("./isTensor");
function extractWeightEntryFactory(weightMap, paramMappings) {
return function (originalPath, paramRank, mappedPath) {
var tensor = weightMap[originalPath];
if (!isTensor_1.isTensor(tensor, paramRank)) {
throw new Error("expected weightMap[" + originalPath + "] to be a Tensor" + paramRank + "D, instead have " + tensor);
}
paramMappings.push({ originalPath: originalPath, paramPath: mappedPath || originalPath });
return tensor;
};
}
exports.extractWeightEntryFactory = extractWeightEntryFactory;
//# sourceMappingURL=extractWeightEntryFactory.js.map
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export declare function extractWeightsFactory(weights: Float32Array): {
extractWeights: (numWeights: number) => Float32Array;
getRemainingWeights: () => Float32Array;
};
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
function extractWeightsFactory(weights) {
var remainingWeights = weights;
function extractWeights(numWeights) {
var ret = remainingWeights.slice(0, numWeights);
remainingWeights = remainingWeights.slice(numWeights);
return ret;
}
function getRemainingWeights() {
return remainingWeights;
}
return {
extractWeights: extractWeights,
getRemainingWeights: getRemainingWeights
};
}
exports.extractWeightsFactory = extractWeightsFactory;
//# sourceMappingURL=extractWeightsFactory.js.map
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import { Point } from '../Point';
export declare function getCenterPoint(pts: Point[]): Point;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var Point_1 = require("../Point");
function getCenterPoint(pts) {
return pts.reduce(function (sum, pt) { return sum.add(pt); }, new Point_1.Point(0, 0))
.div(new Point_1.Point(pts.length, pts.length));
}
exports.getCenterPoint = getCenterPoint;
//# sourceMappingURL=getCenterPoint.js.map
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import { BoundingBox } from '../BoundingBox';
export declare function iou(box1: BoundingBox, box2: BoundingBox, isIOU?: boolean): number;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
function iou(box1, box2, isIOU) {
if (isIOU === void 0) { isIOU = true; }
var width = Math.max(0.0, Math.min(box1.right, box2.right) - Math.max(box1.left, box2.left) + 1);
var height = Math.max(0.0, Math.min(box1.bottom, box2.bottom) - Math.max(box1.top, box2.top) + 1);
var interSection = width * height;
return isIOU
? interSection / (box1.area + box2.area - interSection)
: interSection / Math.min(box1.area, box2.area);
}
exports.iou = iou;
//# sourceMappingURL=iou.js.map
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export declare function isMediaElement(input: any): boolean;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
function isMediaElement(input) {
return input instanceof HTMLImageElement
|| input instanceof HTMLVideoElement
|| input instanceof HTMLCanvasElement;
}
exports.isMediaElement = isMediaElement;
//# sourceMappingURL=isMediaElement.js.map
\ No newline at end of file
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export declare function isTensor(tensor: any, dim: number): boolean;
export declare function isTensor1D(tensor: any): boolean;
export declare function isTensor2D(tensor: any): boolean;
export declare function isTensor3D(tensor: any): boolean;
export declare function isTensor4D(tensor: any): boolean;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function isTensor(tensor, dim) {
return tensor instanceof tf.Tensor && tensor.shape.length === dim;
}
exports.isTensor = isTensor;
function isTensor1D(tensor) {
return isTensor(tensor, 1);
}
exports.isTensor1D = isTensor1D;
function isTensor2D(tensor) {
return isTensor(tensor, 2);
}
exports.isTensor2D = isTensor2D;
function isTensor3D(tensor) {
return isTensor(tensor, 3);
}
exports.isTensor3D = isTensor3D;
function isTensor4D(tensor) {
return isTensor(tensor, 4);
}
exports.isTensor4D = isTensor4D;
//# sourceMappingURL=isTensor.js.map
\ No newline at end of file
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\ No newline at end of file
export declare function getModelUris(uri: string | undefined, defaultModelName: string): {
modelBaseUri: string;
manifestUri: string;
};
export declare function loadWeightMap(uri: string | undefined, defaultModelName: string): Promise<any>;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
function getModelUris(uri, defaultModelName) {
var defaultManifestFilename = defaultModelName + "-weights_manifest.json";
if (!uri) {
return {
modelBaseUri: '',
manifestUri: defaultManifestFilename
};
}
if (uri === '/') {
return {
modelBaseUri: '/',
manifestUri: "/" + defaultManifestFilename
};
}
var protocol = uri.startsWith('http://') ? 'http://' : uri.startsWith('https://') ? 'https://' : '';
uri = uri.replace(protocol, '');
var parts = uri.split('/').filter(function (s) { return s; });
var manifestFile = uri.endsWith('.json')
? parts[parts.length - 1]
: defaultManifestFilename;
var modelBaseUri = protocol + (uri.endsWith('.json') ? parts.slice(0, parts.length - 1) : parts).join('/');
modelBaseUri = uri.startsWith('/') ? "/" + modelBaseUri : modelBaseUri;
return {
modelBaseUri: modelBaseUri,
manifestUri: modelBaseUri === '/' ? "/" + manifestFile : modelBaseUri + "/" + manifestFile
};
}
exports.getModelUris = getModelUris;
function loadWeightMap(uri, defaultModelName) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var _a, manifestUri, modelBaseUri, manifest;
return tslib_1.__generator(this, function (_b) {
switch (_b.label) {
case 0:
_a = getModelUris(uri, defaultModelName), manifestUri = _a.manifestUri, modelBaseUri = _a.modelBaseUri;
return [4 /*yield*/, fetch(manifestUri)];
case 1: return [4 /*yield*/, (_b.sent()).json()];
case 2:
manifest = _b.sent();
return [2 /*return*/, tf.io.loadWeights(manifest, modelBaseUri)];
}
});
});
}
exports.loadWeightMap = loadWeightMap;
//# sourceMappingURL=loadWeightMap.js.map
\ No newline at end of file
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\ No newline at end of file
import { BoundingBox } from '../BoundingBox';
export declare function nonMaxSuppression(boxes: BoundingBox[], scores: number[], iouThreshold: number, isIOU?: boolean): number[];
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var iou_1 = require("../iou");
function nonMaxSuppression(boxes, scores, iouThreshold, isIOU) {
if (isIOU === void 0) { isIOU = true; }
var indicesSortedByScore = scores
.map(function (score, boxIndex) { return ({ score: score, boxIndex: boxIndex }); })
.sort(function (c1, c2) { return c1.score - c2.score; })
.map(function (c) { return c.boxIndex; });
var pick = [];
var _loop_1 = function () {
var curr = indicesSortedByScore.pop();
pick.push(curr);
var indices = indicesSortedByScore;
var outputs = [];
for (var i = 0; i < indices.length; i++) {
var idx = indices[i];
var currBox = boxes[curr];
var idxBox = boxes[idx];
outputs.push(iou_1.iou(currBox, idxBox, isIOU));
}
indicesSortedByScore = indicesSortedByScore.filter(function (_, j) { return outputs[j] <= iouThreshold; });
};
while (indicesSortedByScore.length > 0) {
_loop_1();
}
return pick;
}
exports.nonMaxSuppression = nonMaxSuppression;
//# sourceMappingURL=nonMaxSuppression.js.map
\ No newline at end of file
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\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
export declare function normalize(x: tf.Tensor4D, meanRgb: number[]): tf.Tensor4D;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function normalize(x, meanRgb) {
return tf.tidy(function () {
var r = meanRgb[0], g = meanRgb[1], b = meanRgb[2];
var avg_r = tf.fill(x.shape.slice(0, 3).concat([1]), r);
var avg_g = tf.fill(x.shape.slice(0, 3).concat([1]), g);
var avg_b = tf.fill(x.shape.slice(0, 3).concat([1]), b);
var avg_rgb = tf.concat([avg_r, avg_g, avg_b], 3);
return tf.sub(x, avg_rgb);
});
}
exports.normalize = normalize;
//# sourceMappingURL=normalize.js.map
\ No newline at end of file
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\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
export declare type ConvParams = {
filters: tf.Tensor4D;
bias: tf.Tensor1D;
};
export declare type FCParams = {
weights: tf.Tensor2D;
bias: tf.Tensor1D;
};
export declare type ExtractWeightsFunction = (numWeights: number) => Float32Array;
export declare type BatchReshapeInfo = {
originalWidth: number;
originalHeight: number;
paddingX: number;
paddingY: number;
};
export declare type ParamMapping = {
originalPath?: string;
paramPath: string;
};
{"version":3,"file":"types.js","sourceRoot":"","sources":["../../src/commons/types.ts"],"names":[],"mappings":""}
\ No newline at end of file
import { Point } from 'tfjs-image-recognition-base';
export declare function drawContour(ctx: CanvasRenderingContext2D, points: Point[], isClosed?: boolean): void;
export function drawContour(ctx, points, isClosed) {
if (isClosed === void 0) { isClosed = false; }
ctx.beginPath();
points.slice(1).forEach(function (_a, prevIdx) {
var x = _a.x, y = _a.y;
var from = points[prevIdx];
ctx.moveTo(from.x, from.y);
ctx.lineTo(x, y);
});
if (isClosed) {
var from = points[points.length - 1];
var to = points[0];
if (!from || !to) {
return;
}
ctx.moveTo(from.x, from.y);
ctx.lineTo(to.x, to.y);
}
ctx.stroke();
}
//# sourceMappingURL=drawContour.js.map
\ No newline at end of file
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\ No newline at end of file
import { FaceLandmarks } from '../classes/FaceLandmarks';
import { DrawLandmarksOptions } from './types';
export declare function drawLandmarks(canvasArg: string | HTMLCanvasElement, faceLandmarks: FaceLandmarks | FaceLandmarks[], options?: DrawLandmarksOptions): void;
import { getContext2dOrThrow, getDefaultDrawOptions, resolveInput } from 'tfjs-image-recognition-base';
import { FaceLandmarks68 } from '../classes/FaceLandmarks68';
import { drawContour } from './drawContour';
export function drawLandmarks(canvasArg, faceLandmarks, options) {
var canvas = resolveInput(canvasArg);
if (!(canvas instanceof HTMLCanvasElement)) {
throw new Error('drawLandmarks - expected canvas to be of type: HTMLCanvasElement');
}
var drawOptions = Object.assign(getDefaultDrawOptions(options), (options || {}));
var drawLines = Object.assign({ drawLines: false }, (options || {})).drawLines;
var ctx = getContext2dOrThrow(canvas);
var lineWidth = drawOptions.lineWidth, _a = drawOptions.color, color = _a === void 0 ? 'blue' : _a;
var faceLandmarksArray = Array.isArray(faceLandmarks) ? faceLandmarks : [faceLandmarks];
faceLandmarksArray.forEach(function (landmarks) {
if (drawLines && landmarks instanceof FaceLandmarks68) {
ctx.strokeStyle = color;
ctx.lineWidth = lineWidth;
drawContour(ctx, landmarks.getJawOutline());
drawContour(ctx, landmarks.getLeftEyeBrow());
drawContour(ctx, landmarks.getRightEyeBrow());
drawContour(ctx, landmarks.getNose());
drawContour(ctx, landmarks.getLeftEye(), true);
drawContour(ctx, landmarks.getRightEye(), true);
drawContour(ctx, landmarks.getMouth(), true);
return;
}
// else draw points
var ptOffset = lineWidth / 2;
ctx.fillStyle = color;
landmarks.getPositions().forEach(function (pt) { return ctx.fillRect(pt.x - ptOffset, pt.y - ptOffset, lineWidth, lineWidth); });
});
}
//# sourceMappingURL=drawLandmarks.js.map
\ No newline at end of file
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\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
import { FaceDetection } from './FaceDetection';
import { Rect } from './Rect';
import { TNetInput } from './types';
import { Rect, TNetInput } from 'tfjs-image-recognition-base';
import { FaceDetection } from '../classes/FaceDetection';
/**
* Extracts the tensors of the image regions containing the detected faces.
* Useful if you want to compute the face descriptors for the face images.
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
var FaceDetection_1 = require("./FaceDetection");
var toNetInput_1 = require("./toNetInput");
import * as tslib_1 from "tslib";
import * as tf from '@tensorflow/tfjs-core';
import { toNetInput } from 'tfjs-image-recognition-base';
import { FaceDetection } from '../classes/FaceDetection';
/**
* Extracts the tensors of the image regions containing the detected faces.
* Useful if you want to compute the face descriptors for the face images.
......@@ -14,12 +12,12 @@ var toNetInput_1 = require("./toNetInput");
* @param detections The face detection results or face bounding boxes for that image.
* @returns Tensors of the corresponding image region for each detected face.
*/
function extractFaceTensors(input, detections) {
export function extractFaceTensors(input, detections) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var netInput;
return tslib_1.__generator(this, function (_a) {
switch (_a.label) {
case 0: return [4 /*yield*/, toNetInput_1.toNetInput(input, true)];
case 0: return [4 /*yield*/, toNetInput(input, true)];
case 1:
netInput = _a.sent();
if (netInput.batchSize > 1) {
......@@ -31,13 +29,13 @@ function extractFaceTensors(input, detections) {
return [2 /*return*/, tf.tidy(function () {
var imgTensor = netInput.inputs[0].expandDims().toFloat();
var _a = imgTensor.shape.slice(1), imgHeight = _a[0], imgWidth = _a[1], numChannels = _a[2];
var boxes = detections.map(function (det) { return det instanceof FaceDetection_1.FaceDetection
var boxes = detections.map(function (det) { return det instanceof FaceDetection
? det.forSize(imgWidth, imgHeight).getBox()
: det; })
.map(function (box) { return box.clipAtImageBorders(imgWidth, imgHeight); });
var faceTensors = boxes.map(function (_a) {
var x = _a.x, y = _a.y, width = _a.width, height = _a.height;
return tf.slice(imgTensor, [0, y, x, 0], [1, height, width, numChannels]);
return tf.slice4d(imgTensor, [0, y, x, 0], [1, height, width, numChannels]);
});
if (netInput.isManaged) {
netInput.dispose();
......@@ -48,5 +46,4 @@ function extractFaceTensors(input, detections) {
});
});
}
exports.extractFaceTensors = extractFaceTensors;
//# sourceMappingURL=extractFaceTensors.js.map
\ No newline at end of file
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\ No newline at end of file
import { FaceDetection } from './FaceDetection';
import { Rect } from './Rect';
import { TNetInput } from './types';
import { Rect, TNetInput } from 'tfjs-image-recognition-base';
import { FaceDetection } from '../classes/FaceDetection';
/**
* Extracts the image regions containing the detected faces.
*
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var FaceDetection_1 = require("./FaceDetection");
var toNetInput_1 = require("./toNetInput");
var utils_1 = require("./utils");
import * as tslib_1 from "tslib";
import { createCanvas, getContext2dOrThrow, imageTensorToCanvas, toNetInput, } from 'tfjs-image-recognition-base';
import { FaceDetection } from '../classes/FaceDetection';
/**
* Extracts the image regions containing the detected faces.
*
......@@ -11,7 +8,7 @@ var utils_1 = require("./utils");
* @param detections The face detection results or face bounding boxes for that image.
* @returns The Canvases of the corresponding image region for each detected face.
*/
function extractFaces(input, detections) {
export function extractFaces(input, detections) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var canvas, netInput, ctx, boxes;
return tslib_1.__generator(this, function (_a) {
......@@ -19,7 +16,7 @@ function extractFaces(input, detections) {
case 0:
canvas = input;
if (!!(input instanceof HTMLCanvasElement)) return [3 /*break*/, 3];
return [4 /*yield*/, toNetInput_1.toNetInput(input, true)];
return [4 /*yield*/, toNetInput(input, true)];
case 1:
netInput = _a.sent();
if (netInput.batchSize > 1) {
......@@ -28,7 +25,7 @@ function extractFaces(input, detections) {
}
throw new Error('extractFaces - batchSize > 1 not supported');
}
return [4 /*yield*/, utils_1.imageTensorToCanvas(netInput.inputs[0])];
return [4 /*yield*/, imageTensorToCanvas(netInput.inputs[0])];
case 2:
canvas = _a.sent();
if (netInput.isManaged) {
......@@ -36,15 +33,15 @@ function extractFaces(input, detections) {
}
_a.label = 3;
case 3:
ctx = utils_1.getContext2dOrThrow(canvas);
boxes = detections.map(function (det) { return det instanceof FaceDetection_1.FaceDetection
ctx = getContext2dOrThrow(canvas);
boxes = detections.map(function (det) { return det instanceof FaceDetection
? det.forSize(canvas.width, canvas.height).getBox().floor()
: det; })
.map(function (box) { return box.clipAtImageBorders(canvas.width, canvas.height); });
return [2 /*return*/, boxes.map(function (_a) {
var x = _a.x, y = _a.y, width = _a.width, height = _a.height;
var faceImg = utils_1.createCanvas({ width: width, height: height });
utils_1.getContext2dOrThrow(faceImg)
var faceImg = createCanvas({ width: width, height: height });
getContext2dOrThrow(faceImg)
.putImageData(ctx.getImageData(x, y, width, height), 0, 0);
return faceImg;
})];
......@@ -52,5 +49,4 @@ function extractFaces(input, detections) {
});
});
}
exports.extractFaces = extractFaces;
//# sourceMappingURL=extractFaces.js.map
\ No newline at end of file
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\ No newline at end of file
export * from './drawContour';
export * from './drawLandmarks';
export * from './extractFaces';
export * from './extractFaceTensors';
export * from './types';
export * from './drawContour';
export * from './drawLandmarks';
export * from './extractFaces';
export * from './extractFaceTensors';
//# sourceMappingURL=index.js.map
\ No newline at end of file
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\ No newline at end of file
export declare type DrawLandmarksOptions = {
lineWidth?: number;
color?: string;
drawLines?: boolean;
};
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
//# sourceMappingURL=types.js.map
\ No newline at end of file
{"version":3,"file":"types.js","sourceRoot":"","sources":["../../src/dom/types.ts"],"names":[],"mappings":""}
\ No newline at end of file
import { FaceDetection } from '../FaceDetection';
import { FaceLandmarks } from '../FaceLandmarks';
import { DrawBoxOptions, DrawLandmarksOptions, DrawOptions, DrawTextOptions } from './types';
export declare function getDefaultDrawOptions(): DrawOptions;
export declare function drawBox(ctx: CanvasRenderingContext2D, x: number, y: number, w: number, h: number, options: DrawBoxOptions): void;
export declare function drawText(ctx: CanvasRenderingContext2D, x: number, y: number, text: string, options: DrawTextOptions): void;
export declare function drawDetection(canvasArg: string | HTMLCanvasElement, detection: FaceDetection | FaceDetection[], options?: DrawBoxOptions & DrawTextOptions & {
withScore: boolean;
}): void;
export declare function drawLandmarks(canvasArg: string | HTMLCanvasElement, faceLandmarks: FaceLandmarks | FaceLandmarks[], options?: DrawLandmarksOptions & {
drawLines: boolean;
}): void;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var faceLandmarkNet_1 = require("../faceLandmarkNet");
var utils_1 = require("../utils");
function getDefaultDrawOptions() {
return {
color: 'blue',
lineWidth: 2,
fontSize: 20,
fontStyle: 'Georgia'
};
}
exports.getDefaultDrawOptions = getDefaultDrawOptions;
function drawBox(ctx, x, y, w, h, options) {
var drawOptions = Object.assign(getDefaultDrawOptions(), (options || {}));
ctx.strokeStyle = drawOptions.color;
ctx.lineWidth = drawOptions.lineWidth;
ctx.strokeRect(x, y, w, h);
}
exports.drawBox = drawBox;
function drawText(ctx, x, y, text, options) {
var drawOptions = Object.assign(getDefaultDrawOptions(), (options || {}));
var padText = 2 + drawOptions.lineWidth;
ctx.fillStyle = drawOptions.color;
ctx.font = drawOptions.fontSize + "px " + drawOptions.fontStyle;
ctx.fillText(text, x + padText, y + padText + (drawOptions.fontSize * 0.6));
}
exports.drawText = drawText;
function drawDetection(canvasArg, detection, options) {
var canvas = utils_1.resolveInput(canvasArg);
if (!(canvas instanceof HTMLCanvasElement)) {
throw new Error('drawBox - expected canvas to be of type: HTMLCanvasElement');
}
var detectionArray = Array.isArray(detection)
? detection
: [detection];
detectionArray.forEach(function (det) {
var _a = det.getBox(), x = _a.x, y = _a.y, width = _a.width, height = _a.height;
var drawOptions = Object.assign(getDefaultDrawOptions(), (options || {}));
var withScore = Object.assign({ withScore: true }, (options || {})).withScore;
var ctx = utils_1.getContext2dOrThrow(canvas);
drawBox(ctx, x, y, width, height, drawOptions);
if (withScore) {
drawText(ctx, x, y, "" + utils_1.round(det.getScore()), drawOptions);
}
});
}
exports.drawDetection = drawDetection;
function drawContour(ctx, points, isClosed) {
if (isClosed === void 0) { isClosed = false; }
ctx.beginPath();
points.slice(1).forEach(function (_a, prevIdx) {
var x = _a.x, y = _a.y;
var from = points[prevIdx];
ctx.moveTo(from.x, from.y);
ctx.lineTo(x, y);
});
if (isClosed) {
var from = points[points.length - 1];
var to = points[0];
if (!from || !to) {
return;
}
ctx.moveTo(from.x, from.y);
ctx.lineTo(to.x, to.y);
}
ctx.stroke();
}
function drawLandmarks(canvasArg, faceLandmarks, options) {
var canvas = utils_1.resolveInput(canvasArg);
if (!(canvas instanceof HTMLCanvasElement)) {
throw new Error('drawLandmarks - expected canvas to be of type: HTMLCanvasElement');
}
var drawOptions = Object.assign(getDefaultDrawOptions(), (options || {}));
var drawLines = Object.assign({ drawLines: false }, (options || {})).drawLines;
var ctx = utils_1.getContext2dOrThrow(canvas);
var lineWidth = drawOptions.lineWidth, color = drawOptions.color;
var faceLandmarksArray = Array.isArray(faceLandmarks) ? faceLandmarks : [faceLandmarks];
faceLandmarksArray.forEach(function (landmarks) {
if (drawLines && landmarks instanceof faceLandmarkNet_1.FaceLandmarks68) {
ctx.strokeStyle = color;
ctx.lineWidth = lineWidth;
drawContour(ctx, landmarks.getJawOutline());
drawContour(ctx, landmarks.getLeftEyeBrow());
drawContour(ctx, landmarks.getRightEyeBrow());
drawContour(ctx, landmarks.getNose());
drawContour(ctx, landmarks.getLeftEye(), true);
drawContour(ctx, landmarks.getRightEye(), true);
drawContour(ctx, landmarks.getMouth(), true);
return;
}
// else draw points
var ptOffset = lineWidth / 2;
ctx.fillStyle = color;
landmarks.getPositions().forEach(function (pt) { return ctx.fillRect(pt.x - ptOffset, pt.y - ptOffset, lineWidth, lineWidth); });
});
}
exports.drawLandmarks = drawLandmarks;
//# sourceMappingURL=index.js.map
\ No newline at end of file
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\ No newline at end of file
export declare type DrawBoxOptions = {
lineWidth?: number;
color?: string;
};
export declare type DrawTextOptions = {
lineWidth?: number;
fontSize?: number;
fontStyle?: string;
color?: string;
};
export declare type DrawLandmarksOptions = {
lineWidth?: number;
color?: string;
};
export declare type DrawOptions = {
lineWidth: number;
fontSize: number;
fontStyle: string;
color: string;
};
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
//# sourceMappingURL=types.js.map
\ No newline at end of file
{"version":3,"file":"types.js","sourceRoot":"","sources":["../../src/drawing/types.ts"],"names":[],"mappings":""}
\ No newline at end of file
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
function euclideanDistance(arr1, arr2) {
export function euclideanDistance(arr1, arr2) {
if (arr1.length !== arr2.length)
throw new Error('euclideanDistance: arr1.length !== arr2.length');
var desc1 = Array.from(arr1);
......@@ -9,5 +7,4 @@ function euclideanDistance(arr1, arr2) {
.map(function (val, i) { return val - desc2[i]; })
.reduce(function (res, diff) { return res + Math.pow(diff, 2); }, 0));
}
exports.euclideanDistance = euclideanDistance;
//# sourceMappingURL=euclideanDistance.js.map
\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
import { Rect } from '../Rect';
import { Dimensions } from '../types';
export declare class FaceDetection {
private _score;
private _box;
private _imageWidth;
private _imageHeight;
constructor(score: number, relativeBox: Rect, imageDims: Dimensions);
getScore(): number;
getBox(): Rect;
getImageWidth(): number;
getImageHeight(): number;
getRelativeBox(): Rect;
forSize(width: number, height: number): FaceDetection;
}
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var Rect_1 = require("../Rect");
var FaceDetection = /** @class */ (function () {
function FaceDetection(score, relativeBox, imageDims) {
var width = imageDims.width, height = imageDims.height;
this._imageWidth = width;
this._imageHeight = height;
this._score = score;
this._box = new Rect_1.Rect(relativeBox.x * width, relativeBox.y * height, relativeBox.width * width, relativeBox.height * height);
}
FaceDetection.prototype.getScore = function () {
return this._score;
};
FaceDetection.prototype.getBox = function () {
return this._box;
};
FaceDetection.prototype.getImageWidth = function () {
return this._imageWidth;
};
FaceDetection.prototype.getImageHeight = function () {
return this._imageHeight;
};
FaceDetection.prototype.getRelativeBox = function () {
return new Rect_1.Rect(this._box.x / this._imageWidth, this._box.y / this._imageHeight, this._box.width / this._imageWidth, this._box.height / this._imageHeight);
};
FaceDetection.prototype.forSize = function (width, height) {
return new FaceDetection(this._score, this.getRelativeBox(), { width: width, height: height });
};
return FaceDetection;
}());
exports.FaceDetection = FaceDetection;
//# sourceMappingURL=FaceDetection.js.map
\ No newline at end of file
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\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
import { NeuralNetwork } from '../commons/NeuralNetwork';
import { FaceDetection } from '../FaceDetection';
import { NetInput } from '../NetInput';
import { TNetInput } from '../types';
import { NetInput, NeuralNetwork, TNetInput } from 'tfjs-image-recognition-base';
import { FaceDetection } from '../classes/FaceDetection';
import { NetParams } from './types';
export declare class FaceDetectionNet extends NeuralNetwork<NetParams> {
constructor();
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
var NeuralNetwork_1 = require("../commons/NeuralNetwork");
var FaceDetection_1 = require("../FaceDetection");
var Rect_1 = require("../Rect");
var toNetInput_1 = require("../toNetInput");
var extractParams_1 = require("./extractParams");
var loadQuantizedParams_1 = require("./loadQuantizedParams");
var mobileNetV1_1 = require("./mobileNetV1");
var nonMaxSuppression_1 = require("./nonMaxSuppression");
var outputLayer_1 = require("./outputLayer");
var predictionLayer_1 = require("./predictionLayer");
import * as tslib_1 from "tslib";
import * as tf from '@tensorflow/tfjs-core';
import { NeuralNetwork, Rect, toNetInput } from 'tfjs-image-recognition-base';
import { FaceDetection } from '../classes/FaceDetection';
import { extractParams } from './extractParams';
import { loadQuantizedParams } from './loadQuantizedParams';
import { mobileNetV1 } from './mobileNetV1';
import { nonMaxSuppression } from './nonMaxSuppression';
import { outputLayer } from './outputLayer';
import { predictionLayer } from './predictionLayer';
var FaceDetectionNet = /** @class */ (function (_super) {
tslib_1.__extends(FaceDetectionNet, _super);
function FaceDetectionNet() {
......@@ -25,9 +21,9 @@ var FaceDetectionNet = /** @class */ (function (_super) {
return tf.tidy(function () {
var batchTensor = input.toBatchTensor(512, false);
var x = tf.sub(tf.mul(batchTensor, tf.scalar(0.007843137718737125)), tf.scalar(1));
var features = mobileNetV1_1.mobileNetV1(x, params.mobilenetv1);
var _a = predictionLayer_1.predictionLayer(features.out, features.conv11, params.prediction_layer), boxPredictions = _a.boxPredictions, classPredictions = _a.classPredictions;
return outputLayer_1.outputLayer(boxPredictions, classPredictions, params.output_layer);
var features = mobileNetV1(x, params.mobilenetv1);
var _a = predictionLayer(features.out, features.conv11, params.prediction_layer), boxPredictions = _a.boxPredictions, classPredictions = _a.classPredictions;
return outputLayer(boxPredictions, classPredictions, params.output_layer);
});
};
FaceDetectionNet.prototype.forward = function (input) {
......@@ -37,7 +33,7 @@ var FaceDetectionNet = /** @class */ (function (_super) {
switch (_b.label) {
case 0:
_a = this.forwardInput;
return [4 /*yield*/, toNetInput_1.toNetInput(input, true)];
return [4 /*yield*/, toNetInput(input, true)];
case 1: return [2 /*return*/, _a.apply(this, [_b.sent()])];
}
});
......@@ -50,7 +46,7 @@ var FaceDetectionNet = /** @class */ (function (_super) {
var netInput, _a, _boxes, _scores, boxes, scores, i, scoresData, _b, _c, iouThreshold, indices, paddings, results;
return tslib_1.__generator(this, function (_d) {
switch (_d.label) {
case 0: return [4 /*yield*/, toNetInput_1.toNetInput(input, true)];
case 0: return [4 /*yield*/, toNetInput(input, true)];
case 1:
netInput = _d.sent();
_a = this.forwardInput(netInput), _boxes = _a.boxes, _scores = _a.scores;
......@@ -65,7 +61,7 @@ var FaceDetectionNet = /** @class */ (function (_super) {
case 2:
scoresData = _c.apply(_b, [_d.sent()]);
iouThreshold = 0.5;
indices = nonMaxSuppression_1.nonMaxSuppression(boxes, scoresData, maxResults, iouThreshold, minConfidence);
indices = nonMaxSuppression(boxes, scoresData, maxResults, iouThreshold, minConfidence);
paddings = netInput.getRelativePaddings(0);
results = indices
.map(function (idx) {
......@@ -77,7 +73,7 @@ var FaceDetectionNet = /** @class */ (function (_super) {
Math.max(0, boxes.get(idx, 1)),
Math.min(1.0, boxes.get(idx, 3))
].map(function (val) { return val * paddings.x; }), left = _b[0], right = _b[1];
return new FaceDetection_1.FaceDetection(scoresData[idx], new Rect_1.Rect(left, top, right - left, bottom - top), {
return new FaceDetection(scoresData[idx], new Rect(left, top, right - left, bottom - top), {
height: netInput.getInputHeight(0),
width: netInput.getInputWidth(0)
});
......@@ -90,12 +86,12 @@ var FaceDetectionNet = /** @class */ (function (_super) {
});
};
FaceDetectionNet.prototype.loadQuantizedParams = function (uri) {
return loadQuantizedParams_1.loadQuantizedParams(uri);
return loadQuantizedParams(uri);
};
FaceDetectionNet.prototype.extractParams = function (weights) {
return extractParams_1.extractParams(weights);
return extractParams(weights);
};
return FaceDetectionNet;
}(NeuralNetwork_1.NeuralNetwork));
exports.FaceDetectionNet = FaceDetectionNet;
}(NeuralNetwork));
export { FaceDetectionNet };
//# sourceMappingURL=FaceDetectionNet.js.map
\ No newline at end of file
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\ No newline at end of file
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var convLayer_1 = require("../commons/convLayer");
function boxPredictionLayer(x, params) {
import * as tf from '@tensorflow/tfjs-core';
import { convLayer } from 'tfjs-tiny-yolov2';
export function boxPredictionLayer(x, params) {
return tf.tidy(function () {
var batchSize = x.shape[0];
var boxPredictionEncoding = tf.reshape(convLayer_1.convLayer(x, params.box_encoding_predictor), [batchSize, -1, 1, 4]);
var classPrediction = tf.reshape(convLayer_1.convLayer(x, params.class_predictor), [batchSize, -1, 3]);
var boxPredictionEncoding = tf.reshape(convLayer(x, params.box_encoding_predictor), [batchSize, -1, 1, 4]);
var classPrediction = tf.reshape(convLayer(x, params.class_predictor), [batchSize, -1, 3]);
return {
boxPredictionEncoding: boxPredictionEncoding,
classPrediction: classPrediction
};
});
}
exports.boxPredictionLayer = boxPredictionLayer;
//# sourceMappingURL=boxPredictionLayer.js.map
\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
import { ParamMapping } from '../commons/types';
import { ParamMapping } from 'tfjs-image-recognition-base';
import { NetParams } from './types';
export declare function extractParams(weights: Float32Array): {
params: NetParams;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var extractWeightsFactory_1 = require("../commons/extractWeightsFactory");
import * as tf from '@tensorflow/tfjs-core';
import { extractWeightsFactory } from 'tfjs-image-recognition-base';
function extractorsFactory(extractWeights, paramMappings) {
function extractDepthwiseConvParams(numChannels, mappedPrefix) {
var filters = tf.tensor4d(extractWeights(3 * 3 * numChannels), [3, 3, numChannels, 1]);
......@@ -135,9 +133,9 @@ function extractorsFactory(extractWeights, paramMappings) {
extractPredictionLayerParams: extractPredictionLayerParams
};
}
function extractParams(weights) {
export function extractParams(weights) {
var paramMappings = [];
var _a = extractWeightsFactory_1.extractWeightsFactory(weights), extractWeights = _a.extractWeights, getRemainingWeights = _a.getRemainingWeights;
var _a = extractWeightsFactory(weights), extractWeights = _a.extractWeights, getRemainingWeights = _a.getRemainingWeights;
var _b = extractorsFactory(extractWeights, paramMappings), extractMobilenetV1Params = _b.extractMobilenetV1Params, extractPredictionLayerParams = _b.extractPredictionLayerParams;
var mobilenetv1 = extractMobilenetV1Params();
var prediction_layer = extractPredictionLayerParams();
......@@ -158,5 +156,4 @@ function extractParams(weights) {
paramMappings: paramMappings
};
}
exports.extractParams = extractParams;
//# sourceMappingURL=extractParams.js.map
\ No newline at end of file
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var FaceDetectionNet_1 = require("./FaceDetectionNet");
tslib_1.__exportStar(require("./FaceDetectionNet"), exports);
function createFaceDetectionNet(weights) {
var net = new FaceDetectionNet_1.FaceDetectionNet();
import { FaceDetectionNet } from './FaceDetectionNet';
export * from './FaceDetectionNet';
export function createFaceDetectionNet(weights) {
var net = new FaceDetectionNet();
net.extractWeights(weights);
return net;
}
exports.createFaceDetectionNet = createFaceDetectionNet;
function faceDetectionNet(weights) {
export function faceDetectionNet(weights) {
console.warn('faceDetectionNet(weights: Float32Array) will be deprecated in future, use createFaceDetectionNet instead');
return createFaceDetectionNet(weights);
}
exports.faceDetectionNet = faceDetectionNet;
//# sourceMappingURL=index.js.map
\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
import { ParamMapping } from '../commons/types';
import { ParamMapping } from 'tfjs-image-recognition-base';
import { NetParams } from './types';
export declare function loadQuantizedParams(uri: string | undefined): Promise<{
params: NetParams;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var disposeUnusedWeightTensors_1 = require("../commons/disposeUnusedWeightTensors");
var extractWeightEntryFactory_1 = require("../commons/extractWeightEntryFactory");
var isTensor_1 = require("../commons/isTensor");
var loadWeightMap_1 = require("../commons/loadWeightMap");
import * as tslib_1 from "tslib";
import { disposeUnusedWeightTensors, extractWeightEntryFactory, isTensor3D, loadWeightMap, } from 'tfjs-image-recognition-base';
var DEFAULT_MODEL_NAME = 'ssd_mobilenetv1_model';
function extractorsFactory(weightMap, paramMappings) {
var extractWeightEntry = extractWeightEntryFactory_1.extractWeightEntryFactory(weightMap, paramMappings);
var extractWeightEntry = extractWeightEntryFactory(weightMap, paramMappings);
function extractPointwiseConvParams(prefix, idx, mappedPrefix) {
var filters = extractWeightEntry(prefix + "/Conv2d_" + idx + "_pointwise/weights", 4, mappedPrefix + "/filters");
var batch_norm_offset = extractWeightEntry(prefix + "/Conv2d_" + idx + "_pointwise/convolution_bn_offset", 1, mappedPrefix + "/batch_norm_offset");
......@@ -85,19 +80,19 @@ function extractorsFactory(weightMap, paramMappings) {
extractPredictionLayerParams: extractPredictionLayerParams
};
}
function loadQuantizedParams(uri) {
export function loadQuantizedParams(uri) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var weightMap, paramMappings, _a, extractMobilenetV1Params, extractPredictionLayerParams, extra_dim, params;
return tslib_1.__generator(this, function (_b) {
switch (_b.label) {
case 0: return [4 /*yield*/, loadWeightMap_1.loadWeightMap(uri, DEFAULT_MODEL_NAME)];
case 0: return [4 /*yield*/, loadWeightMap(uri, DEFAULT_MODEL_NAME)];
case 1:
weightMap = _b.sent();
paramMappings = [];
_a = extractorsFactory(weightMap, paramMappings), extractMobilenetV1Params = _a.extractMobilenetV1Params, extractPredictionLayerParams = _a.extractPredictionLayerParams;
extra_dim = weightMap['Output/extra_dim'];
paramMappings.push({ originalPath: 'Output/extra_dim', paramPath: 'output_layer/extra_dim' });
if (!isTensor_1.isTensor3D(extra_dim)) {
if (!isTensor3D(extra_dim)) {
throw new Error("expected weightMap['Output/extra_dim'] to be a Tensor3D, instead have " + extra_dim);
}
params = {
......@@ -107,11 +102,10 @@ function loadQuantizedParams(uri) {
extra_dim: extra_dim
}
};
disposeUnusedWeightTensors_1.disposeUnusedWeightTensors(weightMap, paramMappings);
disposeUnusedWeightTensors(weightMap, paramMappings);
return [2 /*return*/, { params: params, paramMappings: paramMappings }];
}
});
});
}
exports.loadQuantizedParams = loadQuantizedParams;
//# sourceMappingURL=loadQuantizedParams.js.map
\ No newline at end of file
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\ No newline at end of file
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var pointwiseConvLayer_1 = require("./pointwiseConvLayer");
import * as tf from '@tensorflow/tfjs-core';
import { pointwiseConvLayer } from './pointwiseConvLayer';
var epsilon = 0.0010000000474974513;
function depthwiseConvLayer(x, params, strides) {
return tf.tidy(function () {
......@@ -13,10 +11,10 @@ function depthwiseConvLayer(x, params, strides) {
function getStridesForLayerIdx(layerIdx) {
return [2, 4, 6, 12].some(function (idx) { return idx === layerIdx; }) ? [2, 2] : [1, 1];
}
function mobileNetV1(x, params) {
export function mobileNetV1(x, params) {
return tf.tidy(function () {
var conv11 = null;
var out = pointwiseConvLayer_1.pointwiseConvLayer(x, params.conv_0, [2, 2]);
var out = pointwiseConvLayer(x, params.conv_0, [2, 2]);
var convPairParams = [
params.conv_1,
params.conv_2,
......@@ -36,7 +34,7 @@ function mobileNetV1(x, params) {
var layerIdx = i + 1;
var depthwiseConvStrides = getStridesForLayerIdx(layerIdx);
out = depthwiseConvLayer(out, param.depthwise_conv, depthwiseConvStrides);
out = pointwiseConvLayer_1.pointwiseConvLayer(out, param.pointwise_conv, [1, 1]);
out = pointwiseConvLayer(out, param.pointwise_conv, [1, 1]);
if (layerIdx === 11) {
conv11 = out;
}
......@@ -50,5 +48,4 @@ function mobileNetV1(x, params) {
};
});
}
exports.mobileNetV1 = mobileNetV1;
//# sourceMappingURL=mobileNetV1.js.map
\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
function nonMaxSuppression(boxes, scores, maxOutputSize, iouThreshold, scoreThreshold) {
export function nonMaxSuppression(boxes, scores, maxOutputSize, iouThreshold, scoreThreshold) {
var numBoxes = boxes.shape[0];
var outputSize = Math.min(maxOutputSize, numBoxes);
var candidates = scores
......@@ -30,7 +28,6 @@ function nonMaxSuppression(boxes, scores, maxOutputSize, iouThreshold, scoreThre
});
return selected;
}
exports.nonMaxSuppression = nonMaxSuppression;
function IOU(boxes, i, j) {
var yminI = Math.min(boxes.get(i, 0), boxes.get(i, 2));
var xminI = Math.min(boxes.get(i, 1), boxes.get(i, 3));
......
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\ No newline at end of file
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
import * as tf from '@tensorflow/tfjs-core';
function getCenterCoordinatesAndSizesLayer(x) {
var vec = tf.unstack(tf.transpose(x, [1, 0]));
var sizes = [
......@@ -30,7 +28,7 @@ function decodeBoxesLayer(x0, x1) {
tf.add(add1_out, div1_out)
]), [1, 0]);
}
function outputLayer(boxPredictions, classPredictions, params) {
export function outputLayer(boxPredictions, classPredictions, params) {
return tf.tidy(function () {
var batchSize = boxPredictions.shape[0];
var boxes = decodeBoxesLayer(tf.reshape(tf.tile(params.extra_dim, [batchSize, 1, 1]), [-1, 4]), tf.reshape(boxPredictions, [-1, 4]));
......@@ -46,5 +44,4 @@ function outputLayer(boxPredictions, classPredictions, params) {
};
});
}
exports.outputLayer = outputLayer;
//# sourceMappingURL=outputLayer.js.map
\ No newline at end of file
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function pointwiseConvLayer(x, params, strides) {
import * as tf from '@tensorflow/tfjs-core';
export function pointwiseConvLayer(x, params, strides) {
return tf.tidy(function () {
var out = tf.conv2d(x, params.filters, strides, 'same');
out = tf.add(out, params.batch_norm_offset);
return tf.clipByValue(out, 0, 6);
});
}
exports.pointwiseConvLayer = pointwiseConvLayer;
//# sourceMappingURL=pointwiseConvLayer.js.map
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{"version":3,"file":"pointwiseConvLayer.js","sourceRoot":"","sources":["../../src/faceDetectionNet/pointwiseConvLayer.ts"],"names":[],"mappings":"AAAA,OAAO,KAAK,EAAE,MAAM,uBAAuB,CAAC;AAI5C,MAAM,6BACJ,CAAc,EACd,MAA2B,EAC3B,OAAyB;IAEzB,OAAO,EAAE,CAAC,IAAI,CAAC;QAEb,IAAI,GAAG,GAAG,EAAE,CAAC,MAAM,CAAC,CAAC,EAAE,MAAM,CAAC,OAAO,EAAE,OAAO,EAAE,MAAM,CAAC,CAAA;QACvD,GAAG,GAAG,EAAE,CAAC,GAAG,CAAC,GAAG,EAAE,MAAM,CAAC,iBAAiB,CAAC,CAAA;QAC3C,OAAO,EAAE,CAAC,WAAW,CAAC,GAAG,EAAE,CAAC,EAAE,CAAC,CAAC,CAAA;IAElC,CAAC,CAAC,CAAA;AACJ,CAAC"}
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var boxPredictionLayer_1 = require("./boxPredictionLayer");
var pointwiseConvLayer_1 = require("./pointwiseConvLayer");
function predictionLayer(x, conv11, params) {
import * as tf from '@tensorflow/tfjs-core';
import { boxPredictionLayer } from './boxPredictionLayer';
import { pointwiseConvLayer } from './pointwiseConvLayer';
export function predictionLayer(x, conv11, params) {
return tf.tidy(function () {
var conv0 = pointwiseConvLayer_1.pointwiseConvLayer(x, params.conv_0, [1, 1]);
var conv1 = pointwiseConvLayer_1.pointwiseConvLayer(conv0, params.conv_1, [2, 2]);
var conv2 = pointwiseConvLayer_1.pointwiseConvLayer(conv1, params.conv_2, [1, 1]);
var conv3 = pointwiseConvLayer_1.pointwiseConvLayer(conv2, params.conv_3, [2, 2]);
var conv4 = pointwiseConvLayer_1.pointwiseConvLayer(conv3, params.conv_4, [1, 1]);
var conv5 = pointwiseConvLayer_1.pointwiseConvLayer(conv4, params.conv_5, [2, 2]);
var conv6 = pointwiseConvLayer_1.pointwiseConvLayer(conv5, params.conv_6, [1, 1]);
var conv7 = pointwiseConvLayer_1.pointwiseConvLayer(conv6, params.conv_7, [2, 2]);
var boxPrediction0 = boxPredictionLayer_1.boxPredictionLayer(conv11, params.box_predictor_0);
var boxPrediction1 = boxPredictionLayer_1.boxPredictionLayer(x, params.box_predictor_1);
var boxPrediction2 = boxPredictionLayer_1.boxPredictionLayer(conv1, params.box_predictor_2);
var boxPrediction3 = boxPredictionLayer_1.boxPredictionLayer(conv3, params.box_predictor_3);
var boxPrediction4 = boxPredictionLayer_1.boxPredictionLayer(conv5, params.box_predictor_4);
var boxPrediction5 = boxPredictionLayer_1.boxPredictionLayer(conv7, params.box_predictor_5);
var conv0 = pointwiseConvLayer(x, params.conv_0, [1, 1]);
var conv1 = pointwiseConvLayer(conv0, params.conv_1, [2, 2]);
var conv2 = pointwiseConvLayer(conv1, params.conv_2, [1, 1]);
var conv3 = pointwiseConvLayer(conv2, params.conv_3, [2, 2]);
var conv4 = pointwiseConvLayer(conv3, params.conv_4, [1, 1]);
var conv5 = pointwiseConvLayer(conv4, params.conv_5, [2, 2]);
var conv6 = pointwiseConvLayer(conv5, params.conv_6, [1, 1]);
var conv7 = pointwiseConvLayer(conv6, params.conv_7, [2, 2]);
var boxPrediction0 = boxPredictionLayer(conv11, params.box_predictor_0);
var boxPrediction1 = boxPredictionLayer(x, params.box_predictor_1);
var boxPrediction2 = boxPredictionLayer(conv1, params.box_predictor_2);
var boxPrediction3 = boxPredictionLayer(conv3, params.box_predictor_3);
var boxPrediction4 = boxPredictionLayer(conv5, params.box_predictor_4);
var boxPrediction5 = boxPredictionLayer(conv7, params.box_predictor_5);
var boxPredictions = tf.concat([
boxPrediction0.boxPredictionEncoding,
boxPrediction1.boxPredictionEncoding,
......@@ -41,5 +39,4 @@ function predictionLayer(x, conv11, params) {
};
});
}
exports.predictionLayer = predictionLayer;
//# sourceMappingURL=predictionLayer.js.map
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\ No newline at end of file
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import * as tf from '@tensorflow/tfjs-core';
import { ConvParams } from '../commons/types';
import { ConvParams } from 'tfjs-tiny-yolov2';
export declare type PointwiseConvParams = {
filters: tf.Tensor4D;
batch_norm_offset: tf.Tensor1D;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
//# sourceMappingURL=types.js.map
\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
import { NeuralNetwork } from '../commons/NeuralNetwork';
import { NetInput } from '../NetInput';
import { TNetInput } from '../types';
import { FaceLandmarks68 } from './FaceLandmarks68';
import { NetInput, NeuralNetwork, TNetInput } from 'tfjs-image-recognition-base';
import { FaceLandmarks68 } from '../classes/FaceLandmarks68';
import { NetParams } from './types';
export declare class FaceLandmarkNet extends NeuralNetwork<NetParams> {
constructor();
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
var convLayer_1 = require("../commons/convLayer");
var NeuralNetwork_1 = require("../commons/NeuralNetwork");
var Point_1 = require("../Point");
var toNetInput_1 = require("../toNetInput");
var utils_1 = require("../utils");
var extractParams_1 = require("./extractParams");
var FaceLandmarks68_1 = require("./FaceLandmarks68");
var fullyConnectedLayer_1 = require("./fullyConnectedLayer");
var loadQuantizedParams_1 = require("./loadQuantizedParams");
import * as tslib_1 from "tslib";
import * as tf from '@tensorflow/tfjs-core';
import { isEven, NeuralNetwork, Point, toNetInput } from 'tfjs-image-recognition-base';
import { convLayer } from 'tfjs-tiny-yolov2';
import { FaceLandmarks68 } from '../classes/FaceLandmarks68';
import { extractParams } from './extractParams';
import { fullyConnectedLayer } from './fullyConnectedLayer';
import { loadQuantizedParams } from './loadQuantizedParams';
function conv(x, params) {
return convLayer_1.convLayer(x, params, 'valid', true);
return convLayer(x, params, 'valid', true);
}
function maxPool(x, strides) {
if (strides === void 0) { strides = [2, 2]; }
......@@ -42,8 +37,8 @@ var FaceLandmarkNet = /** @class */ (function (_super) {
out = conv(out, params.conv6);
out = maxPool(out, [1, 1]);
out = conv(out, params.conv7);
var fc0 = tf.relu(fullyConnectedLayer_1.fullyConnectedLayer(out.as2D(out.shape[0], -1), params.fc0));
var fc1 = fullyConnectedLayer_1.fullyConnectedLayer(fc0, params.fc1);
var fc0 = tf.relu(fullyConnectedLayer(out.as2D(out.shape[0], -1), params.fc0));
var fc1 = fullyConnectedLayer(fc0, params.fc1);
var createInterleavedTensor = function (fillX, fillY) {
return tf.stack([
tf.fill([68], fillX),
......@@ -74,7 +69,7 @@ var FaceLandmarkNet = /** @class */ (function (_super) {
switch (_b.label) {
case 0:
_a = this.forwardInput;
return [4 /*yield*/, toNetInput_1.toNetInput(input, true)];
return [4 /*yield*/, toNetInput(input, true)];
case 1: return [2 /*return*/, _a.apply(this, [_b.sent()])];
}
});
......@@ -86,7 +81,7 @@ var FaceLandmarkNet = /** @class */ (function (_super) {
var netInput, landmarkTensors, landmarksForBatch;
return tslib_1.__generator(this, function (_a) {
switch (_a.label) {
case 0: return [4 /*yield*/, toNetInput_1.toNetInput(input, true)];
case 0: return [4 /*yield*/, toNetInput(input, true)];
case 1:
netInput = _a.sent();
landmarkTensors = tf.tidy(function () { return tf.unstack(_this.forwardInput(netInput)); });
......@@ -99,9 +94,9 @@ var FaceLandmarkNet = /** @class */ (function (_super) {
return [4 /*yield*/, landmarkTensor.data()];
case 1:
landmarksArray = _b.apply(_a, [_c.sent()]);
xCoords = landmarksArray.filter(function (_, i) { return utils_1.isEven(i); });
yCoords = landmarksArray.filter(function (_, i) { return !utils_1.isEven(i); });
return [2 /*return*/, new FaceLandmarks68_1.FaceLandmarks68(Array(68).fill(0).map(function (_, i) { return new Point_1.Point(xCoords[i], yCoords[i]); }), {
xCoords = landmarksArray.filter(function (_, i) { return isEven(i); });
yCoords = landmarksArray.filter(function (_, i) { return !isEven(i); });
return [2 /*return*/, new FaceLandmarks68(Array(68).fill(0).map(function (_, i) { return new Point(xCoords[i], yCoords[i]); }), {
height: netInput.getInputHeight(batchIdx),
width: netInput.getInputWidth(batchIdx),
})];
......@@ -119,12 +114,12 @@ var FaceLandmarkNet = /** @class */ (function (_super) {
});
};
FaceLandmarkNet.prototype.loadQuantizedParams = function (uri) {
return loadQuantizedParams_1.loadQuantizedParams(uri);
return loadQuantizedParams(uri);
};
FaceLandmarkNet.prototype.extractParams = function (weights) {
return extractParams_1.extractParams(weights);
return extractParams(weights);
};
return FaceLandmarkNet;
}(NeuralNetwork_1.NeuralNetwork));
exports.FaceLandmarkNet = FaceLandmarkNet;
}(NeuralNetwork));
export { FaceLandmarkNet };
//# sourceMappingURL=FaceLandmarkNet.js.map
\ No newline at end of file
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\ No newline at end of file
import { IPoint, Point } from '../Point';
import { Rect } from '../Rect';
import { Dimensions } from '../types';
export declare class FaceLandmarks {
private _imageWidth;
private _imageHeight;
private _shift;
private _faceLandmarks;
constructor(relativeFaceLandmarkPositions: Point[], imageDims: Dimensions, shift?: Point);
getShift(): Point;
getImageWidth(): number;
getImageHeight(): number;
getPositions(): Point[];
getRelativePositions(): Point[];
getJawOutline(): Point[];
getLeftEyeBrow(): Point[];
getRightEyeBrow(): Point[];
getNose(): Point[];
getLeftEye(): Point[];
getRightEye(): Point[];
getMouth(): Point[];
forSize(width: number, height: number): FaceLandmarks;
shift(x: number, y: number): FaceLandmarks;
shiftByPoint(pt: IPoint): FaceLandmarks;
/**
* Aligns the face landmarks after face detection from the relative positions of the faces
* bounding box, or it's current shift. This function should be used to align the face images
* after face detection has been performed, before they are passed to the face recognition net.
* This will make the computed face descriptor more accurate.
*
* @param detection (optional) The bounding box of the face or the face detection result. If
* no argument was passed the position of the face landmarks are assumed to be relative to
* it's current shift.
* @returns The bounding box of the aligned face.
*/
align(detection?: Rect): Rect;
}
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var getCenterPoint_1 = require("../commons/getCenterPoint");
var FaceDetection_1 = require("../faceDetectionNet/FaceDetection");
var Point_1 = require("../Point");
var Rect_1 = require("../Rect");
// face alignment constants
var relX = 0.5;
var relY = 0.43;
var relScale = 0.45;
var FaceLandmarks = /** @class */ (function () {
function FaceLandmarks(relativeFaceLandmarkPositions, imageDims, shift) {
if (shift === void 0) { shift = new Point_1.Point(0, 0); }
var width = imageDims.width, height = imageDims.height;
this._imageWidth = width;
this._imageHeight = height;
this._shift = shift;
this._faceLandmarks = relativeFaceLandmarkPositions.map(function (pt) { return pt.mul(new Point_1.Point(width, height)).add(shift); });
}
FaceLandmarks.prototype.getShift = function () {
return new Point_1.Point(this._shift.x, this._shift.y);
};
FaceLandmarks.prototype.getImageWidth = function () {
return this._imageWidth;
};
FaceLandmarks.prototype.getImageHeight = function () {
return this._imageHeight;
};
FaceLandmarks.prototype.getPositions = function () {
return this._faceLandmarks;
};
FaceLandmarks.prototype.getRelativePositions = function () {
var _this = this;
return this._faceLandmarks.map(function (pt) { return pt.sub(_this._shift).div(new Point_1.Point(_this._imageWidth, _this._imageHeight)); });
};
FaceLandmarks.prototype.getJawOutline = function () {
return this._faceLandmarks.slice(0, 17);
};
FaceLandmarks.prototype.getLeftEyeBrow = function () {
return this._faceLandmarks.slice(17, 22);
};
FaceLandmarks.prototype.getRightEyeBrow = function () {
return this._faceLandmarks.slice(22, 27);
};
FaceLandmarks.prototype.getNose = function () {
return this._faceLandmarks.slice(27, 36);
};
FaceLandmarks.prototype.getLeftEye = function () {
return this._faceLandmarks.slice(36, 42);
};
FaceLandmarks.prototype.getRightEye = function () {
return this._faceLandmarks.slice(42, 48);
};
FaceLandmarks.prototype.getMouth = function () {
return this._faceLandmarks.slice(48, 68);
};
FaceLandmarks.prototype.forSize = function (width, height) {
return new FaceLandmarks(this.getRelativePositions(), { width: width, height: height });
};
FaceLandmarks.prototype.shift = function (x, y) {
return new FaceLandmarks(this.getRelativePositions(), { width: this._imageWidth, height: this._imageHeight }, new Point_1.Point(x, y));
};
FaceLandmarks.prototype.shiftByPoint = function (pt) {
return this.shift(pt.x, pt.y);
};
/**
* Aligns the face landmarks after face detection from the relative positions of the faces
* bounding box, or it's current shift. This function should be used to align the face images
* after face detection has been performed, before they are passed to the face recognition net.
* This will make the computed face descriptor more accurate.
*
* @param detection (optional) The bounding box of the face or the face detection result. If
* no argument was passed the position of the face landmarks are assumed to be relative to
* it's current shift.
* @returns The bounding box of the aligned face.
*/
FaceLandmarks.prototype.align = function (detection) {
if (detection) {
var box = detection instanceof FaceDetection_1.FaceDetection
? detection.getBox().floor()
: detection;
return this.shift(box.x, box.y).align();
}
var centers = [
this.getLeftEye(),
this.getRightEye(),
this.getMouth()
].map(getCenterPoint_1.getCenterPoint);
var leftEyeCenter = centers[0], rightEyeCenter = centers[1], mouthCenter = centers[2];
var distToMouth = function (pt) { return mouthCenter.sub(pt).magnitude(); };
var eyeToMouthDist = (distToMouth(leftEyeCenter) + distToMouth(rightEyeCenter)) / 2;
var size = Math.floor(eyeToMouthDist / relScale);
var refPoint = getCenterPoint_1.getCenterPoint(centers);
// TODO: pad in case rectangle is out of image bounds
var x = Math.floor(Math.max(0, refPoint.x - (relX * size)));
var y = Math.floor(Math.max(0, refPoint.y - (relY * size)));
return new Rect_1.Rect(x, y, size, size);
};
return FaceLandmarks;
}());
exports.FaceLandmarks = FaceLandmarks;
//# sourceMappingURL=FaceLandmarks.js.map
\ No newline at end of file
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\ No newline at end of file
import { ParamMapping } from '../commons/types';
import { ParamMapping } from 'tfjs-image-recognition-base';
import { NetParams } from './types';
export declare function extractParams(weights: Float32Array): {
params: NetParams;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var extractConvParamsFactory_1 = require("../commons/extractConvParamsFactory");
var extractFCParamsFactory_1 = require("../commons/extractFCParamsFactory");
var extractWeightsFactory_1 = require("../commons/extractWeightsFactory");
function extractParams(weights) {
import { extractWeightsFactory } from 'tfjs-image-recognition-base';
import { extractConvParamsFactory, extractFCParamsFactory } from 'tfjs-tiny-yolov2';
export function extractParams(weights) {
var paramMappings = [];
var _a = extractWeightsFactory_1.extractWeightsFactory(weights), extractWeights = _a.extractWeights, getRemainingWeights = _a.getRemainingWeights;
var extractConvParams = extractConvParamsFactory_1.extractConvParamsFactory(extractWeights, paramMappings);
var extractFCParams = extractFCParamsFactory_1.extractFCParamsFactory(extractWeights, paramMappings);
var _a = extractWeightsFactory(weights), extractWeights = _a.extractWeights, getRemainingWeights = _a.getRemainingWeights;
var extractConvParams = extractConvParamsFactory(extractWeights, paramMappings);
var extractFCParams = extractFCParamsFactory(extractWeights, paramMappings);
var conv0 = extractConvParams(3, 32, 3, 'conv0');
var conv1 = extractConvParams(32, 64, 3, 'conv1');
var conv2 = extractConvParams(64, 64, 3, 'conv2');
......@@ -37,5 +34,4 @@ function extractParams(weights) {
}
};
}
exports.extractParams = extractParams;
//# sourceMappingURL=extractParams.js.map
\ No newline at end of file
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\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
import { FCParams } from '../commons/types';
import { FCParams } from 'tfjs-tiny-yolov2';
export declare function fullyConnectedLayer(x: tf.Tensor2D, params: FCParams): tf.Tensor2D;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function fullyConnectedLayer(x, params) {
import * as tf from '@tensorflow/tfjs-core';
export function fullyConnectedLayer(x, params) {
return tf.tidy(function () {
return tf.add(tf.matMul(x, params.weights), params.bias);
});
}
exports.fullyConnectedLayer = fullyConnectedLayer;
//# sourceMappingURL=fullyConnectedLayer.js.map
\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
import { FaceLandmarkNet } from './FaceLandmarkNet';
export * from './FaceLandmarkNet';
export * from './FaceLandmarks68';
export declare function createFaceLandmarkNet(weights: Float32Array): FaceLandmarkNet;
export declare function faceLandmarkNet(weights: Float32Array): FaceLandmarkNet;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var FaceLandmarkNet_1 = require("./FaceLandmarkNet");
tslib_1.__exportStar(require("./FaceLandmarkNet"), exports);
tslib_1.__exportStar(require("./FaceLandmarks68"), exports);
function createFaceLandmarkNet(weights) {
var net = new FaceLandmarkNet_1.FaceLandmarkNet();
import { FaceLandmarkNet } from './FaceLandmarkNet';
export * from './FaceLandmarkNet';
export function createFaceLandmarkNet(weights) {
var net = new FaceLandmarkNet();
net.extractWeights(weights);
return net;
}
exports.createFaceLandmarkNet = createFaceLandmarkNet;
function faceLandmarkNet(weights) {
export function faceLandmarkNet(weights) {
console.warn('faceLandmarkNet(weights: Float32Array) will be deprecated in future, use createFaceLandmarkNet instead');
return createFaceLandmarkNet(weights);
}
exports.faceLandmarkNet = faceLandmarkNet;
//# sourceMappingURL=index.js.map
\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
import { ParamMapping } from '../commons/types';
import { ParamMapping } from 'tfjs-image-recognition-base';
import { NetParams } from './types';
export declare function loadQuantizedParams(uri: string | undefined): Promise<{
params: NetParams;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var disposeUnusedWeightTensors_1 = require("../commons/disposeUnusedWeightTensors");
var extractWeightEntryFactory_1 = require("../commons/extractWeightEntryFactory");
var loadWeightMap_1 = require("../commons/loadWeightMap");
import * as tslib_1 from "tslib";
import { disposeUnusedWeightTensors, extractWeightEntryFactory, loadWeightMap, } from 'tfjs-image-recognition-base';
var DEFAULT_MODEL_NAME = 'face_landmark_68_model';
function extractorsFactory(weightMap, paramMappings) {
var extractWeightEntry = extractWeightEntryFactory_1.extractWeightEntryFactory(weightMap, paramMappings);
var extractWeightEntry = extractWeightEntryFactory(weightMap, paramMappings);
function extractConvParams(prefix, mappedPrefix) {
var filters = extractWeightEntry(prefix + "/kernel", 4, mappedPrefix + "/filters");
var bias = extractWeightEntry(prefix + "/bias", 1, mappedPrefix + "/bias");
......@@ -22,12 +18,12 @@ function extractorsFactory(weightMap, paramMappings) {
extractFcParams: extractFcParams
};
}
function loadQuantizedParams(uri) {
export function loadQuantizedParams(uri) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var weightMap, paramMappings, _a, extractConvParams, extractFcParams, params;
return tslib_1.__generator(this, function (_b) {
switch (_b.label) {
case 0: return [4 /*yield*/, loadWeightMap_1.loadWeightMap(uri, DEFAULT_MODEL_NAME)];
case 0: return [4 /*yield*/, loadWeightMap(uri, DEFAULT_MODEL_NAME)];
case 1:
weightMap = _b.sent();
paramMappings = [];
......@@ -44,11 +40,10 @@ function loadQuantizedParams(uri) {
fc0: extractFcParams('dense', 'fc0'),
fc1: extractFcParams('logits', 'fc1')
};
disposeUnusedWeightTensors_1.disposeUnusedWeightTensors(weightMap, paramMappings);
disposeUnusedWeightTensors(weightMap, paramMappings);
return [2 /*return*/, { params: params, paramMappings: paramMappings }];
}
});
});
}
exports.loadQuantizedParams = loadQuantizedParams;
//# sourceMappingURL=loadQuantizedParams.js.map
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import { ConvParams, FCParams } from '../commons/types';
import { ConvParams, FCParams } from 'tfjs-tiny-yolov2';
export declare type NetParams = {
conv0: ConvParams;
conv1: ConvParams;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
//# sourceMappingURL=types.js.map
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import * as tf from '@tensorflow/tfjs-core';
import { NeuralNetwork } from '../commons/NeuralNetwork';
import { NetInput } from '../NetInput';
import { TNetInput } from '../types';
import { NetInput, NeuralNetwork, TNetInput } from 'tfjs-image-recognition-base';
import { NetParams } from './types';
export declare class FaceRecognitionNet extends NeuralNetwork<NetParams> {
constructor();
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
var NeuralNetwork_1 = require("../commons/NeuralNetwork");
var normalize_1 = require("../commons/normalize");
var toNetInput_1 = require("../toNetInput");
var convLayer_1 = require("./convLayer");
var extractParams_1 = require("./extractParams");
var loadQuantizedParams_1 = require("./loadQuantizedParams");
var residualLayer_1 = require("./residualLayer");
import * as tslib_1 from "tslib";
import * as tf from '@tensorflow/tfjs-core';
import { NeuralNetwork, normalize, toNetInput } from 'tfjs-image-recognition-base';
import { convDown } from './convLayer';
import { extractParams } from './extractParams';
import { loadQuantizedParams } from './loadQuantizedParams';
import { residual, residualDown } from './residualLayer';
var FaceRecognitionNet = /** @class */ (function (_super) {
tslib_1.__extends(FaceRecognitionNet, _super);
function FaceRecognitionNet() {
......@@ -22,23 +18,23 @@ var FaceRecognitionNet = /** @class */ (function (_super) {
return tf.tidy(function () {
var batchTensor = input.toBatchTensor(150, true);
var meanRgb = [122.782, 117.001, 104.298];
var normalized = normalize_1.normalize(batchTensor, meanRgb).div(tf.scalar(256));
var out = convLayer_1.convDown(normalized, params.conv32_down);
var normalized = normalize(batchTensor, meanRgb).div(tf.scalar(256));
var out = convDown(normalized, params.conv32_down);
out = tf.maxPool(out, 3, 2, 'valid');
out = residualLayer_1.residual(out, params.conv32_1);
out = residualLayer_1.residual(out, params.conv32_2);
out = residualLayer_1.residual(out, params.conv32_3);
out = residualLayer_1.residualDown(out, params.conv64_down);
out = residualLayer_1.residual(out, params.conv64_1);
out = residualLayer_1.residual(out, params.conv64_2);
out = residualLayer_1.residual(out, params.conv64_3);
out = residualLayer_1.residualDown(out, params.conv128_down);
out = residualLayer_1.residual(out, params.conv128_1);
out = residualLayer_1.residual(out, params.conv128_2);
out = residualLayer_1.residualDown(out, params.conv256_down);
out = residualLayer_1.residual(out, params.conv256_1);
out = residualLayer_1.residual(out, params.conv256_2);
out = residualLayer_1.residualDown(out, params.conv256_down_out);
out = residual(out, params.conv32_1);
out = residual(out, params.conv32_2);
out = residual(out, params.conv32_3);
out = residualDown(out, params.conv64_down);
out = residual(out, params.conv64_1);
out = residual(out, params.conv64_2);
out = residual(out, params.conv64_3);
out = residualDown(out, params.conv128_down);
out = residual(out, params.conv128_1);
out = residual(out, params.conv128_2);
out = residualDown(out, params.conv256_down);
out = residual(out, params.conv256_1);
out = residual(out, params.conv256_2);
out = residualDown(out, params.conv256_down_out);
var globalAvg = out.mean([1, 2]);
var fullyConnected = tf.matMul(globalAvg, params.fc);
return fullyConnected;
......@@ -51,7 +47,7 @@ var FaceRecognitionNet = /** @class */ (function (_super) {
switch (_b.label) {
case 0:
_a = this.forwardInput;
return [4 /*yield*/, toNetInput_1.toNetInput(input, true)];
return [4 /*yield*/, toNetInput(input, true)];
case 1: return [2 /*return*/, _a.apply(this, [_b.sent()])];
}
});
......@@ -63,7 +59,7 @@ var FaceRecognitionNet = /** @class */ (function (_super) {
var netInput, faceDescriptorTensors, faceDescriptorsForBatch;
return tslib_1.__generator(this, function (_a) {
switch (_a.label) {
case 0: return [4 /*yield*/, toNetInput_1.toNetInput(input, true)];
case 0: return [4 /*yield*/, toNetInput(input, true)];
case 1:
netInput = _a.sent();
faceDescriptorTensors = tf.tidy(function () { return tf.unstack(_this.forwardInput(netInput)); });
......@@ -79,12 +75,12 @@ var FaceRecognitionNet = /** @class */ (function (_super) {
});
};
FaceRecognitionNet.prototype.loadQuantizedParams = function (uri) {
return loadQuantizedParams_1.loadQuantizedParams(uri);
return loadQuantizedParams(uri);
};
FaceRecognitionNet.prototype.extractParams = function (weights) {
return extractParams_1.extractParams(weights);
return extractParams(weights);
};
return FaceRecognitionNet;
}(NeuralNetwork_1.NeuralNetwork));
exports.FaceRecognitionNet = FaceRecognitionNet;
}(NeuralNetwork));
export { FaceRecognitionNet };
//# sourceMappingURL=FaceRecognitionNet.js.map
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\ No newline at end of file
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var scaleLayer_1 = require("./scaleLayer");
import * as tf from '@tensorflow/tfjs-core';
import { scale } from './scaleLayer';
function convLayer(x, params, strides, withRelu, padding) {
if (padding === void 0) { padding = 'same'; }
var _a = params.conv, filters = _a.filters, bias = _a.bias;
var out = tf.conv2d(x, filters, strides, padding);
out = tf.add(out, bias);
out = scaleLayer_1.scale(out, params.scale);
out = scale(out, params.scale);
return withRelu ? tf.relu(out) : out;
}
function conv(x, params) {
export function conv(x, params) {
return convLayer(x, params, [1, 1], true);
}
exports.conv = conv;
function convNoRelu(x, params) {
export function convNoRelu(x, params) {
return convLayer(x, params, [1, 1], false);
}
exports.convNoRelu = convNoRelu;
function convDown(x, params) {
export function convDown(x, params) {
return convLayer(x, params, [2, 2], true, 'valid');
}
exports.convDown = convDown;
//# sourceMappingURL=convLayer.js.map
\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
import { ParamMapping } from '../commons/types';
import { ParamMapping } from 'tfjs-image-recognition-base';
import { NetParams } from './types';
export declare function extractParams(weights: Float32Array): {
params: NetParams;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var extractWeightsFactory_1 = require("../commons/extractWeightsFactory");
var utils_1 = require("../utils");
import * as tf from '@tensorflow/tfjs-core';
import { extractWeightsFactory, isFloat } from 'tfjs-image-recognition-base';
function extractorsFactory(extractWeights, paramMappings) {
function extractFilterValues(numFilterValues, numFilters, filterSize) {
var weights = extractWeights(numFilterValues);
var depth = weights.length / (numFilters * filterSize * filterSize);
if (utils_1.isFloat(depth)) {
if (isFloat(depth)) {
throw new Error("depth has to be an integer: " + depth + ", weights.length: " + weights.length + ", numFilters: " + numFilters + ", filterSize: " + filterSize);
}
return tf.tidy(function () { return tf.transpose(tf.tensor4d(weights, [numFilters, depth, filterSize, filterSize]), [2, 3, 1, 0]); });
......@@ -43,8 +40,8 @@ function extractorsFactory(extractWeights, paramMappings) {
extractResidualLayerParams: extractResidualLayerParams
};
}
function extractParams(weights) {
var _a = extractWeightsFactory_1.extractWeightsFactory(weights), extractWeights = _a.extractWeights, getRemainingWeights = _a.getRemainingWeights;
export function extractParams(weights) {
var _a = extractWeightsFactory(weights), extractWeights = _a.extractWeights, getRemainingWeights = _a.getRemainingWeights;
var paramMappings = [];
var _b = extractorsFactory(extractWeights, paramMappings), extractConvLayerParams = _b.extractConvLayerParams, extractResidualLayerParams = _b.extractResidualLayerParams;
var conv32_down = extractConvLayerParams(4704, 32, 7, 'conv32_down');
......@@ -87,5 +84,4 @@ function extractParams(weights) {
};
return { params: params, paramMappings: paramMappings };
}
exports.extractParams = extractParams;
//# sourceMappingURL=extractParams.js.map
\ No newline at end of file
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var FaceRecognitionNet_1 = require("./FaceRecognitionNet");
tslib_1.__exportStar(require("./FaceRecognitionNet"), exports);
function createFaceRecognitionNet(weights) {
var net = new FaceRecognitionNet_1.FaceRecognitionNet();
import { FaceRecognitionNet } from './FaceRecognitionNet';
export * from './FaceRecognitionNet';
export function createFaceRecognitionNet(weights) {
var net = new FaceRecognitionNet();
net.extractWeights(weights);
return net;
}
exports.createFaceRecognitionNet = createFaceRecognitionNet;
function faceRecognitionNet(weights) {
export function faceRecognitionNet(weights) {
console.warn('faceRecognitionNet(weights: Float32Array) will be deprecated in future, use createFaceRecognitionNet instead');
return createFaceRecognitionNet(weights);
}
exports.faceRecognitionNet = faceRecognitionNet;
//# sourceMappingURL=index.js.map
\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
import { ParamMapping } from '../commons/types';
import { ParamMapping } from 'tfjs-image-recognition-base';
import { NetParams } from './types';
export declare function loadQuantizedParams(uri: string | undefined): Promise<{
params: NetParams;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var disposeUnusedWeightTensors_1 = require("../commons/disposeUnusedWeightTensors");
var extractWeightEntryFactory_1 = require("../commons/extractWeightEntryFactory");
var isTensor_1 = require("../commons/isTensor");
var loadWeightMap_1 = require("../commons/loadWeightMap");
import * as tslib_1 from "tslib";
import { disposeUnusedWeightTensors, extractWeightEntryFactory, isTensor2D, loadWeightMap, } from 'tfjs-image-recognition-base';
var DEFAULT_MODEL_NAME = 'face_recognition_model';
function extractorsFactory(weightMap, paramMappings) {
var extractWeightEntry = extractWeightEntryFactory_1.extractWeightEntryFactory(weightMap, paramMappings);
var extractWeightEntry = extractWeightEntryFactory(weightMap, paramMappings);
function extractScaleLayerParams(prefix) {
var weights = extractWeightEntry(prefix + "/scale/weights", 1);
var biases = extractWeightEntry(prefix + "/scale/biases", 1);
......@@ -30,12 +25,12 @@ function extractorsFactory(weightMap, paramMappings) {
extractResidualLayerParams: extractResidualLayerParams
};
}
function loadQuantizedParams(uri) {
export function loadQuantizedParams(uri) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var weightMap, paramMappings, _a, extractConvLayerParams, extractResidualLayerParams, conv32_down, conv32_1, conv32_2, conv32_3, conv64_down, conv64_1, conv64_2, conv64_3, conv128_down, conv128_1, conv128_2, conv256_down, conv256_1, conv256_2, conv256_down_out, fc, params;
return tslib_1.__generator(this, function (_b) {
switch (_b.label) {
case 0: return [4 /*yield*/, loadWeightMap_1.loadWeightMap(uri, DEFAULT_MODEL_NAME)];
case 0: return [4 /*yield*/, loadWeightMap(uri, DEFAULT_MODEL_NAME)];
case 1:
weightMap = _b.sent();
paramMappings = [];
......@@ -57,7 +52,7 @@ function loadQuantizedParams(uri) {
conv256_down_out = extractResidualLayerParams('conv256_down_out');
fc = weightMap['fc'];
paramMappings.push({ originalPath: 'fc', paramPath: 'fc' });
if (!isTensor_1.isTensor2D(fc)) {
if (!isTensor2D(fc)) {
throw new Error("expected weightMap[fc] to be a Tensor2D, instead have " + fc);
}
params = {
......@@ -78,11 +73,10 @@ function loadQuantizedParams(uri) {
conv256_down_out: conv256_down_out,
fc: fc
};
disposeUnusedWeightTensors_1.disposeUnusedWeightTensors(weightMap, paramMappings);
disposeUnusedWeightTensors(weightMap, paramMappings);
return [2 /*return*/, { params: params, paramMappings: paramMappings }];
}
});
});
}
exports.loadQuantizedParams = loadQuantizedParams;
//# sourceMappingURL=loadQuantizedParams.js.map
\ No newline at end of file
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\ No newline at end of file
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import * as tf from '@tensorflow/tfjs-core';
export declare function normalize(x: tf.Tensor4D): tf.Tensor4D;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function normalize(x) {
return tf.tidy(function () {
var avg_r = tf.fill(x.shape.slice(0, 3).concat([1]), 122.782);
var avg_g = tf.fill(x.shape.slice(0, 3).concat([1]), 117.001);
var avg_b = tf.fill(x.shape.slice(0, 3).concat([1]), 104.298);
var avg_rgb = tf.concat([avg_r, avg_g, avg_b], 3);
return tf.div(tf.sub(x, avg_rgb), tf.scalar(256));
});
}
exports.normalize = normalize;
//# sourceMappingURL=normalize.js.map
\ No newline at end of file
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var convLayer_1 = require("./convLayer");
function residual(x, params) {
var out = convLayer_1.conv(x, params.conv1);
out = convLayer_1.convNoRelu(out, params.conv2);
import * as tf from '@tensorflow/tfjs-core';
import { conv, convDown, convNoRelu } from './convLayer';
export function residual(x, params) {
var out = conv(x, params.conv1);
out = convNoRelu(out, params.conv2);
out = tf.add(out, x);
out = tf.relu(out);
return out;
}
exports.residual = residual;
function residualDown(x, params) {
var out = convLayer_1.convDown(x, params.conv1);
out = convLayer_1.convNoRelu(out, params.conv2);
export function residualDown(x, params) {
var out = convDown(x, params.conv1);
out = convNoRelu(out, params.conv2);
var pooled = tf.avgPool(x, 2, 2, 'valid');
var zeros = tf.zeros(pooled.shape);
var isPad = pooled.shape[3] !== out.shape[3];
......@@ -32,5 +29,4 @@ function residualDown(x, params) {
out = tf.relu(out);
return out;
}
exports.residualDown = residualDown;
//# sourceMappingURL=residualLayer.js.map
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\ No newline at end of file
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\ No newline at end of file
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function scale(x, params) {
import * as tf from '@tensorflow/tfjs-core';
export function scale(x, params) {
return tf.add(tf.mul(x, params.weights), params.biases);
}
exports.scale = scale;
//# sourceMappingURL=scaleLayer.js.map
\ No newline at end of file
{"version":3,"file":"scaleLayer.js","sourceRoot":"","sources":["../../src/faceRecognitionNet/scaleLayer.ts"],"names":[],"mappings":";;AAAA,0CAA4C;AAI5C,eAAsB,CAAc,EAAE,MAAwB;IAC5D,OAAO,EAAE,CAAC,GAAG,CAAC,EAAE,CAAC,GAAG,CAAC,CAAC,EAAE,MAAM,CAAC,OAAO,CAAC,EAAE,MAAM,CAAC,MAAM,CAAC,CAAA;AACzD,CAAC;AAFD,sBAEC"}
\ No newline at end of file
{"version":3,"file":"scaleLayer.js","sourceRoot":"","sources":["../../src/faceRecognitionNet/scaleLayer.ts"],"names":[],"mappings":"AAAA,OAAO,KAAK,EAAE,MAAM,uBAAuB,CAAC;AAI5C,MAAM,gBAAgB,CAAc,EAAE,MAAwB;IAC5D,OAAO,EAAE,CAAC,GAAG,CAAC,EAAE,CAAC,GAAG,CAAC,CAAC,EAAE,MAAM,CAAC,OAAO,CAAC,EAAE,MAAM,CAAC,MAAM,CAAC,CAAA;AACzD,CAAC"}
\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
import { ConvParams } from '../commons/types';
import { ConvParams } from 'tfjs-tiny-yolov2';
export declare type ScaleLayerParams = {
weights: tf.Tensor1D;
biases: tf.Tensor1D;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
//# sourceMappingURL=types.js.map
\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
import { FaceDetection } from './FaceDetection';
import { NetInput, TNetInput } from 'tfjs-image-recognition-base';
import { TinyYolov2Types } from 'tfjs-tiny-yolov2';
import { FaceDetection } from './classes/FaceDetection';
import { FaceLandmarks68 } from './classes/FaceLandmarks68';
import { FullFaceDescription } from './classes/FullFaceDescription';
import { FaceDetectionNet } from './faceDetectionNet/FaceDetectionNet';
import { FaceLandmarkNet } from './faceLandmarkNet/FaceLandmarkNet';
import { FaceLandmarks68 } from './faceLandmarkNet/FaceLandmarks68';
import { FaceRecognitionNet } from './faceRecognitionNet/FaceRecognitionNet';
import { FullFaceDescription } from './FullFaceDescription';
import { Mtcnn } from './mtcnn/Mtcnn';
import { MtcnnForwardParams, MtcnnResult } from './mtcnn/types';
import { NetInput } from './NetInput';
import { TinyYolov2 } from './tinyYolov2/TinyYolov2';
import { TinyYolov2ForwardParams } from './tinyYolov2/types';
import { TNetInput } from './types';
export declare const detectionNet: FaceDetectionNet;
export declare const landmarkNet: FaceLandmarkNet;
export declare const recognitionNet: FaceRecognitionNet;
......@@ -32,10 +31,10 @@ export declare function locateFaces(input: TNetInput, minConfidence?: number, ma
export declare function detectLandmarks(input: TNetInput): Promise<FaceLandmarks68 | FaceLandmarks68[]>;
export declare function computeFaceDescriptor(input: TNetInput): Promise<Float32Array | Float32Array[]>;
export declare function mtcnn(input: TNetInput, forwardParams: MtcnnForwardParams): Promise<MtcnnResult[]>;
export declare function tinyYolov2(input: TNetInput, forwardParams: TinyYolov2ForwardParams): Promise<FaceDetection[]>;
export declare function tinyYolov2(input: TNetInput, forwardParams: TinyYolov2Types.TinyYolov2ForwardParams): Promise<FaceDetection[]>;
export declare type allFacesSsdMobilenetv1Function = (input: tf.Tensor | NetInput | TNetInput, minConfidence?: number, useBatchProcessing?: boolean) => Promise<FullFaceDescription[]>;
export declare const allFacesSsdMobilenetv1: allFacesSsdMobilenetv1Function;
export declare type allFacesTinyYolov2Function = (input: tf.Tensor | NetInput | TNetInput, forwardParams?: TinyYolov2ForwardParams, useBatchProcessing?: boolean) => Promise<FullFaceDescription[]>;
export declare type allFacesTinyYolov2Function = (input: tf.Tensor | NetInput | TNetInput, forwardParams?: TinyYolov2Types.TinyYolov2ForwardParams, useBatchProcessing?: boolean) => Promise<FullFaceDescription[]>;
export declare const allFacesTinyYolov2: allFacesTinyYolov2Function;
export declare type allFacesMtcnnFunction = (input: tf.Tensor | NetInput | TNetInput, mtcnnForwardParams?: MtcnnForwardParams, useBatchProcessing?: boolean) => Promise<FullFaceDescription[]>;
export declare const allFacesMtcnn: allFacesMtcnnFunction;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var allFacesFactory_1 = require("./allFacesFactory");
var FaceDetectionNet_1 = require("./faceDetectionNet/FaceDetectionNet");
var FaceLandmarkNet_1 = require("./faceLandmarkNet/FaceLandmarkNet");
var FaceRecognitionNet_1 = require("./faceRecognitionNet/FaceRecognitionNet");
var Mtcnn_1 = require("./mtcnn/Mtcnn");
var TinyYolov2_1 = require("./tinyYolov2/TinyYolov2");
exports.detectionNet = new FaceDetectionNet_1.FaceDetectionNet();
exports.landmarkNet = new FaceLandmarkNet_1.FaceLandmarkNet();
exports.recognitionNet = new FaceRecognitionNet_1.FaceRecognitionNet();
import { allFacesMtcnnFactory, allFacesSsdMobilenetv1Factory, allFacesTinyYolov2Factory } from './allFacesFactory';
import { FaceDetectionNet } from './faceDetectionNet/FaceDetectionNet';
import { FaceLandmarkNet } from './faceLandmarkNet/FaceLandmarkNet';
import { FaceRecognitionNet } from './faceRecognitionNet/FaceRecognitionNet';
import { Mtcnn } from './mtcnn/Mtcnn';
import { TinyYolov2 } from './tinyYolov2/TinyYolov2';
export var detectionNet = new FaceDetectionNet();
export var landmarkNet = new FaceLandmarkNet();
export var recognitionNet = new FaceRecognitionNet();
// nets need more specific names, to avoid ambiguity in future
// when alternative net implementations are provided
exports.nets = {
ssdMobilenetv1: exports.detectionNet,
faceLandmark68Net: exports.landmarkNet,
faceRecognitionNet: exports.recognitionNet,
mtcnn: new Mtcnn_1.Mtcnn(),
tinyYolov2: new TinyYolov2_1.TinyYolov2()
export var nets = {
ssdMobilenetv1: detectionNet,
faceLandmark68Net: landmarkNet,
faceRecognitionNet: recognitionNet,
mtcnn: new Mtcnn(),
tinyYolov2: new TinyYolov2()
};
function loadSsdMobilenetv1Model(url) {
return exports.nets.ssdMobilenetv1.load(url);
export function loadSsdMobilenetv1Model(url) {
return nets.ssdMobilenetv1.load(url);
}
exports.loadSsdMobilenetv1Model = loadSsdMobilenetv1Model;
function loadFaceLandmarkModel(url) {
return exports.nets.faceLandmark68Net.load(url);
export function loadFaceLandmarkModel(url) {
return nets.faceLandmark68Net.load(url);
}
exports.loadFaceLandmarkModel = loadFaceLandmarkModel;
function loadFaceRecognitionModel(url) {
return exports.nets.faceRecognitionNet.load(url);
export function loadFaceRecognitionModel(url) {
return nets.faceRecognitionNet.load(url);
}
exports.loadFaceRecognitionModel = loadFaceRecognitionModel;
function loadMtcnnModel(url) {
return exports.nets.mtcnn.load(url);
export function loadMtcnnModel(url) {
return nets.mtcnn.load(url);
}
exports.loadMtcnnModel = loadMtcnnModel;
function loadTinyYolov2Model(url) {
return exports.nets.tinyYolov2.load(url);
export function loadTinyYolov2Model(url) {
return nets.tinyYolov2.load(url);
}
exports.loadTinyYolov2Model = loadTinyYolov2Model;
function loadFaceDetectionModel(url) {
export function loadFaceDetectionModel(url) {
return loadSsdMobilenetv1Model(url);
}
exports.loadFaceDetectionModel = loadFaceDetectionModel;
function loadModels(url) {
export function loadModels(url) {
return Promise.all([
loadSsdMobilenetv1Model(url),
loadFaceLandmarkModel(url),
......@@ -51,29 +43,23 @@ function loadModels(url) {
loadTinyYolov2Model(url)
]);
}
exports.loadModels = loadModels;
function locateFaces(input, minConfidence, maxResults) {
return exports.nets.ssdMobilenetv1.locateFaces(input, minConfidence, maxResults);
export function locateFaces(input, minConfidence, maxResults) {
return nets.ssdMobilenetv1.locateFaces(input, minConfidence, maxResults);
}
exports.locateFaces = locateFaces;
function detectLandmarks(input) {
return exports.nets.faceLandmark68Net.detectLandmarks(input);
export function detectLandmarks(input) {
return nets.faceLandmark68Net.detectLandmarks(input);
}
exports.detectLandmarks = detectLandmarks;
function computeFaceDescriptor(input) {
return exports.nets.faceRecognitionNet.computeFaceDescriptor(input);
export function computeFaceDescriptor(input) {
return nets.faceRecognitionNet.computeFaceDescriptor(input);
}
exports.computeFaceDescriptor = computeFaceDescriptor;
function mtcnn(input, forwardParams) {
return exports.nets.mtcnn.forward(input, forwardParams);
export function mtcnn(input, forwardParams) {
return nets.mtcnn.forward(input, forwardParams);
}
exports.mtcnn = mtcnn;
function tinyYolov2(input, forwardParams) {
return exports.nets.tinyYolov2.locateFaces(input, forwardParams);
export function tinyYolov2(input, forwardParams) {
return nets.tinyYolov2.locateFaces(input, forwardParams);
}
exports.tinyYolov2 = tinyYolov2;
exports.allFacesSsdMobilenetv1 = allFacesFactory_1.allFacesSsdMobilenetv1Factory(exports.nets.ssdMobilenetv1, exports.nets.faceLandmark68Net, exports.nets.faceRecognitionNet);
exports.allFacesTinyYolov2 = allFacesFactory_1.allFacesTinyYolov2Factory(exports.nets.tinyYolov2, exports.nets.faceLandmark68Net, exports.nets.faceRecognitionNet);
exports.allFacesMtcnn = allFacesFactory_1.allFacesMtcnnFactory(exports.nets.mtcnn, exports.nets.faceRecognitionNet);
exports.allFaces = exports.allFacesSsdMobilenetv1;
export var allFacesSsdMobilenetv1 = allFacesSsdMobilenetv1Factory(nets.ssdMobilenetv1, nets.faceLandmark68Net, nets.faceRecognitionNet);
export var allFacesTinyYolov2 = allFacesTinyYolov2Factory(nets.tinyYolov2, nets.faceLandmark68Net, nets.faceRecognitionNet);
export var allFacesMtcnn = allFacesMtcnnFactory(nets.mtcnn, nets.faceRecognitionNet);
export var allFaces = allFacesSsdMobilenetv1;
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import * as tf from '@tensorflow/tfjs-core';
export { tf };
export * from './BoundingBox';
export * from './FaceDetection';
export * from './FullFaceDescription';
export * from './NetInput';
export * from './Point';
export * from './Rect';
export * from './drawing';
export * from 'tfjs-image-recognition-base';
export * from './classes';
export * from './dom';
export * from './euclideanDistance';
export * from './extractFaces';
export * from './extractFaceTensors';
export * from './faceDetectionNet';
export * from './faceLandmarkNet';
export * from './faceRecognitionNet';
export * from './globalApi';
export * from './iou';
export * from './mtcnn';
export * from './padToSquare';
export * from './tinyYolov2';
export * from './toNetInput';
export * from './utils';
export * from './types';
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
exports.tf = tf;
tslib_1.__exportStar(require("./BoundingBox"), exports);
tslib_1.__exportStar(require("./FaceDetection"), exports);
tslib_1.__exportStar(require("./FullFaceDescription"), exports);
tslib_1.__exportStar(require("./NetInput"), exports);
tslib_1.__exportStar(require("./Point"), exports);
tslib_1.__exportStar(require("./Rect"), exports);
tslib_1.__exportStar(require("./drawing"), exports);
tslib_1.__exportStar(require("./euclideanDistance"), exports);
tslib_1.__exportStar(require("./extractFaces"), exports);
tslib_1.__exportStar(require("./extractFaceTensors"), exports);
tslib_1.__exportStar(require("./faceDetectionNet"), exports);
tslib_1.__exportStar(require("./faceLandmarkNet"), exports);
tslib_1.__exportStar(require("./faceRecognitionNet"), exports);
tslib_1.__exportStar(require("./globalApi"), exports);
tslib_1.__exportStar(require("./iou"), exports);
tslib_1.__exportStar(require("./mtcnn"), exports);
tslib_1.__exportStar(require("./padToSquare"), exports);
tslib_1.__exportStar(require("./tinyYolov2"), exports);
tslib_1.__exportStar(require("./toNetInput"), exports);
tslib_1.__exportStar(require("./utils"), exports);
import * as tf from '@tensorflow/tfjs-core';
export { tf };
export * from 'tfjs-image-recognition-base';
export * from './classes';
export * from './dom';
export * from './euclideanDistance';
export * from './faceDetectionNet';
export * from './faceLandmarkNet';
export * from './faceRecognitionNet';
export * from './globalApi';
export * from './mtcnn';
export * from './tinyYolov2';
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import { BoundingBox } from './BoundingBox';
export declare function iou(box1: BoundingBox, box2: BoundingBox, isIOU?: boolean): number;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
function iou(box1, box2, isIOU) {
if (isIOU === void 0) { isIOU = true; }
var width = Math.max(0.0, Math.min(box1.right, box2.right) - Math.max(box1.left, box2.left) + 1);
var height = Math.max(0.0, Math.min(box1.bottom, box2.bottom) - Math.max(box1.top, box2.top) + 1);
var interSection = width * height;
return isIOU
? interSection / (box1.area + box2.area - interSection)
: interSection / Math.min(box1.area, box2.area);
}
exports.iou = iou;
//# sourceMappingURL=iou.js.map
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\ No newline at end of file
import { Rect } from '../Rect';
export declare class BoundingBox {
private _left;
private _top;
private _right;
private _bottom;
constructor(_left: number, _top: number, _right: number, _bottom: number);
readonly left: number;
readonly top: number;
readonly right: number;
readonly bottom: number;
readonly width: number;
readonly height: number;
toSquare(): BoundingBox;
round(): BoundingBox;
padAtBorders(imageHeight: number, imageWidth: number): {
dy: number;
edy: number;
dx: number;
edx: number;
y: number;
ey: number;
x: number;
ex: number;
w: number;
h: number;
};
calibrate(region: BoundingBox): BoundingBox;
toRect(): Rect;
}
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var Rect_1 = require("../Rect");
var BoundingBox = /** @class */ (function () {
function BoundingBox(_left, _top, _right, _bottom) {
this._left = _left;
this._top = _top;
this._right = _right;
this._bottom = _bottom;
}
Object.defineProperty(BoundingBox.prototype, "left", {
get: function () {
return this._left;
},
enumerable: true,
configurable: true
});
Object.defineProperty(BoundingBox.prototype, "top", {
get: function () {
return this._top;
},
enumerable: true,
configurable: true
});
Object.defineProperty(BoundingBox.prototype, "right", {
get: function () {
return this._right;
},
enumerable: true,
configurable: true
});
Object.defineProperty(BoundingBox.prototype, "bottom", {
get: function () {
return this._bottom;
},
enumerable: true,
configurable: true
});
Object.defineProperty(BoundingBox.prototype, "width", {
get: function () {
return this.right - this.left;
},
enumerable: true,
configurable: true
});
Object.defineProperty(BoundingBox.prototype, "height", {
get: function () {
return this.bottom - this.top;
},
enumerable: true,
configurable: true
});
BoundingBox.prototype.toSquare = function () {
var _a = this, left = _a.left, top = _a.top, right = _a.right, bottom = _a.bottom;
var off = (Math.abs(this.width - this.height) / 2);
if (this.width < this.height) {
left -= off;
right += off;
}
if (this.height < this.width) {
top -= off;
bottom += off;
}
return new BoundingBox(left, top, right, bottom);
};
BoundingBox.prototype.round = function () {
return new BoundingBox(Math.round(this.left), Math.round(this.top), Math.round(this.right), Math.round(this.bottom));
};
BoundingBox.prototype.padAtBorders = function (imageHeight, imageWidth) {
var w = this.width + 1;
var h = this.height + 1;
var dx = 1;
var dy = 1;
var edx = w;
var edy = h;
var x = this.left;
var y = this.top;
var ex = this.right;
var ey = this.bottom;
if (ex > imageWidth) {
edx = -ex + imageWidth + w;
ex = imageWidth;
}
if (ey > imageHeight) {
edy = -ey + imageHeight + h;
ey = imageHeight;
}
if (x < 1) {
edy = 2 - x;
x = 1;
}
if (y < 1) {
edy = 2 - y;
y = 1;
}
return { dy: dy, edy: edy, dx: dx, edx: edx, y: y, ey: ey, x: x, ex: ex, w: w, h: h };
};
BoundingBox.prototype.calibrate = function (region) {
return new BoundingBox(this.left + (region.left * this.width), this.top + (region.top * this.height), this.right + (region.right * this.width), this.bottom + (region.bottom * this.height)).toSquare().round();
};
BoundingBox.prototype.toRect = function () {
return new Rect_1.Rect(this.left, this.top, this.width, this.height);
};
return BoundingBox;
}());
exports.BoundingBox = BoundingBox;
//# sourceMappingURL=BoundingBox.js.map
\ No newline at end of file
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import { NeuralNetwork } from '../commons/NeuralNetwork';
import { NetInput } from '../NetInput';
import { TNetInput } from '../types';
import { NetInput, NeuralNetwork, TNetInput } from 'tfjs-image-recognition-base';
import { MtcnnForwardParams, MtcnnResult, NetParams } from './types';
export declare class Mtcnn extends NeuralNetwork<NetParams> {
constructor();
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
var NeuralNetwork_1 = require("../commons/NeuralNetwork");
var FaceDetection_1 = require("../FaceDetection");
var Point_1 = require("../Point");
var Rect_1 = require("../Rect");
var toNetInput_1 = require("../toNetInput");
var bgrToRgbTensor_1 = require("./bgrToRgbTensor");
var config_1 = require("./config");
var extractParams_1 = require("./extractParams");
var FaceLandmarks5_1 = require("./FaceLandmarks5");
var getDefaultMtcnnForwardParams_1 = require("./getDefaultMtcnnForwardParams");
var getSizesForScale_1 = require("./getSizesForScale");
var loadQuantizedParams_1 = require("./loadQuantizedParams");
var pyramidDown_1 = require("./pyramidDown");
var stage1_1 = require("./stage1");
var stage2_1 = require("./stage2");
var stage3_1 = require("./stage3");
import * as tslib_1 from "tslib";
import * as tf from '@tensorflow/tfjs-core';
import { NeuralNetwork, Point, Rect, toNetInput } from 'tfjs-image-recognition-base';
import { FaceDetection } from '../classes/FaceDetection';
import { FaceLandmarks5 } from '../classes/FaceLandmarks5';
import { bgrToRgbTensor } from './bgrToRgbTensor';
import { CELL_SIZE } from './config';
import { extractParams } from './extractParams';
import { getDefaultMtcnnForwardParams } from './getDefaultMtcnnForwardParams';
import { getSizesForScale } from './getSizesForScale';
import { loadQuantizedParams } from './loadQuantizedParams';
import { pyramidDown } from './pyramidDown';
import { stage1 } from './stage1';
import { stage2 } from './stage2';
import { stage3 } from './stage3';
var Mtcnn = /** @class */ (function (_super) {
tslib_1.__extends(Mtcnn, _super);
function Mtcnn() {
......@@ -42,7 +37,7 @@ var Mtcnn = /** @class */ (function (_super) {
stats = {};
tsTotal = Date.now();
imgTensor = tf.tidy(function () {
return bgrToRgbTensor_1.bgrToRgbTensor(tf.expandDims(inputTensor).toFloat());
return bgrToRgbTensor(tf.expandDims(inputTensor).toFloat());
});
onReturn = function (results) {
// dispose tensors on return
......@@ -52,17 +47,17 @@ var Mtcnn = /** @class */ (function (_super) {
return results;
};
_a = imgTensor.shape.slice(1), height = _a[0], width = _a[1];
_b = Object.assign({}, getDefaultMtcnnForwardParams_1.getDefaultMtcnnForwardParams(), forwardParams), minFaceSize = _b.minFaceSize, scaleFactor = _b.scaleFactor, maxNumScales = _b.maxNumScales, scoreThresholds = _b.scoreThresholds, scaleSteps = _b.scaleSteps;
scales = (scaleSteps || pyramidDown_1.pyramidDown(minFaceSize, scaleFactor, [height, width]))
_b = Object.assign({}, getDefaultMtcnnForwardParams(), forwardParams), minFaceSize = _b.minFaceSize, scaleFactor = _b.scaleFactor, maxNumScales = _b.maxNumScales, scoreThresholds = _b.scoreThresholds, scaleSteps = _b.scaleSteps;
scales = (scaleSteps || pyramidDown(minFaceSize, scaleFactor, [height, width]))
.filter(function (scale) {
var sizes = getSizesForScale_1.getSizesForScale(scale, [height, width]);
return Math.min(sizes.width, sizes.height) > config_1.CELL_SIZE;
var sizes = getSizesForScale(scale, [height, width]);
return Math.min(sizes.width, sizes.height) > CELL_SIZE;
})
.slice(0, maxNumScales);
stats.scales = scales;
stats.pyramid = scales.map(function (scale) { return getSizesForScale_1.getSizesForScale(scale, [height, width]); });
stats.pyramid = scales.map(function (scale) { return getSizesForScale(scale, [height, width]); });
ts = Date.now();
return [4 /*yield*/, stage1_1.stage1(imgTensor, scales, scoreThresholds[0], params.pnet, stats)];
return [4 /*yield*/, stage1(imgTensor, scales, scoreThresholds[0], params.pnet, stats)];
case 1:
out1 = _c.sent();
stats.total_stage1 = Date.now() - ts;
......@@ -73,7 +68,7 @@ var Mtcnn = /** @class */ (function (_super) {
// using the inputCanvas to extract and resize the image patches, since it is faster
// than doing this on the gpu
ts = Date.now();
return [4 /*yield*/, stage2_1.stage2(inputCanvas, out1.boxes, scoreThresholds[1], params.rnet, stats)];
return [4 /*yield*/, stage2(inputCanvas, out1.boxes, scoreThresholds[1], params.rnet, stats)];
case 2:
out2 = _c.sent();
stats.total_stage2 = Date.now() - ts;
......@@ -82,16 +77,16 @@ var Mtcnn = /** @class */ (function (_super) {
}
stats.stage3_numInputBoxes = out2.boxes.length;
ts = Date.now();
return [4 /*yield*/, stage3_1.stage3(inputCanvas, out2.boxes, scoreThresholds[2], params.onet, stats)];
return [4 /*yield*/, stage3(inputCanvas, out2.boxes, scoreThresholds[2], params.onet, stats)];
case 3:
out3 = _c.sent();
stats.total_stage3 = Date.now() - ts;
results = out3.boxes.map(function (box, idx) { return ({
faceDetection: new FaceDetection_1.FaceDetection(out3.scores[idx], new Rect_1.Rect(box.left / width, box.top / height, box.width / width, box.height / height), {
faceDetection: new FaceDetection(out3.scores[idx], new Rect(box.left / width, box.top / height, box.width / width, box.height / height), {
height: height,
width: width
}),
faceLandmarks: new FaceLandmarks5_1.FaceLandmarks5(out3.points[idx].map(function (pt) { return pt.div(new Point_1.Point(width, height)); }), { width: width, height: height })
faceLandmarks: new FaceLandmarks5(out3.points[idx].map(function (pt) { return pt.div(new Point(width, height)); }), { width: width, height: height })
}); });
return [2 /*return*/, onReturn({ results: results, stats: stats })];
}
......@@ -106,7 +101,7 @@ var Mtcnn = /** @class */ (function (_super) {
switch (_b.label) {
case 0:
_a = this.forwardInput;
return [4 /*yield*/, toNetInput_1.toNetInput(input, true, true)];
return [4 /*yield*/, toNetInput(input, true, true)];
case 1: return [4 /*yield*/, _a.apply(this, [_b.sent(),
forwardParams])];
case 2: return [2 /*return*/, (_b.sent()).results];
......@@ -122,7 +117,7 @@ var Mtcnn = /** @class */ (function (_super) {
switch (_b.label) {
case 0:
_a = this.forwardInput;
return [4 /*yield*/, toNetInput_1.toNetInput(input, true, true)];
return [4 /*yield*/, toNetInput(input, true, true)];
case 1: return [2 /*return*/, _a.apply(this, [_b.sent(),
forwardParams])];
}
......@@ -131,12 +126,12 @@ var Mtcnn = /** @class */ (function (_super) {
};
// none of the param tensors are quantized yet
Mtcnn.prototype.loadQuantizedParams = function (uri) {
return loadQuantizedParams_1.loadQuantizedParams(uri);
return loadQuantizedParams(uri);
};
Mtcnn.prototype.extractParams = function (weights) {
return extractParams_1.extractParams(weights);
return extractParams(weights);
};
return Mtcnn;
}(NeuralNetwork_1.NeuralNetwork));
exports.Mtcnn = Mtcnn;
}(NeuralNetwork));
export { Mtcnn };
//# sourceMappingURL=Mtcnn.js.map
\ No newline at end of file
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var convLayer_1 = require("../commons/convLayer");
var fullyConnectedLayer_1 = require("../faceLandmarkNet/fullyConnectedLayer");
var prelu_1 = require("./prelu");
var sharedLayers_1 = require("./sharedLayers");
function ONet(x, params) {
import * as tf from '@tensorflow/tfjs-core';
import { convLayer } from 'tfjs-tiny-yolov2';
import { fullyConnectedLayer } from '../faceLandmarkNet/fullyConnectedLayer';
import { prelu } from './prelu';
import { sharedLayer } from './sharedLayers';
export function ONet(x, params) {
return tf.tidy(function () {
var out = sharedLayers_1.sharedLayer(x, params);
var out = sharedLayer(x, params);
out = tf.maxPool(out, [2, 2], [2, 2], 'same');
out = convLayer_1.convLayer(out, params.conv4, 'valid');
out = prelu_1.prelu(out, params.prelu4_alpha);
out = convLayer(out, params.conv4, 'valid');
out = prelu(out, params.prelu4_alpha);
var vectorized = tf.reshape(out, [out.shape[0], params.fc1.weights.shape[0]]);
var fc1 = fullyConnectedLayer_1.fullyConnectedLayer(vectorized, params.fc1);
var prelu5 = prelu_1.prelu(fc1, params.prelu5_alpha);
var fc2_1 = fullyConnectedLayer_1.fullyConnectedLayer(prelu5, params.fc2_1);
var fc1 = fullyConnectedLayer(vectorized, params.fc1);
var prelu5 = prelu(fc1, params.prelu5_alpha);
var fc2_1 = fullyConnectedLayer(prelu5, params.fc2_1);
var max = tf.expandDims(tf.max(fc2_1, 1), 1);
var prob = tf.softmax(tf.sub(fc2_1, max), 1);
var regions = fullyConnectedLayer_1.fullyConnectedLayer(prelu5, params.fc2_2);
var points = fullyConnectedLayer_1.fullyConnectedLayer(prelu5, params.fc2_3);
var regions = fullyConnectedLayer(prelu5, params.fc2_2);
var points = fullyConnectedLayer(prelu5, params.fc2_3);
var scores = tf.unstack(prob, 1)[1];
return { scores: scores, regions: regions, points: points };
});
}
exports.ONet = ONet;
//# sourceMappingURL=ONet.js.map
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var convLayer_1 = require("../commons/convLayer");
var sharedLayers_1 = require("./sharedLayers");
function PNet(x, params) {
import * as tf from '@tensorflow/tfjs-core';
import { convLayer } from 'tfjs-tiny-yolov2';
import { sharedLayer } from './sharedLayers';
export function PNet(x, params) {
return tf.tidy(function () {
var out = sharedLayers_1.sharedLayer(x, params, true);
var conv = convLayer_1.convLayer(out, params.conv4_1, 'valid');
var out = sharedLayer(x, params, true);
var conv = convLayer(out, params.conv4_1, 'valid');
var max = tf.expandDims(tf.max(conv, 3), 3);
var prob = tf.softmax(tf.sub(conv, max), 3);
var regions = convLayer_1.convLayer(out, params.conv4_2, 'valid');
var regions = convLayer(out, params.conv4_2, 'valid');
return { prob: prob, regions: regions };
});
}
exports.PNet = PNet;
//# sourceMappingURL=PNet.js.map
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var fullyConnectedLayer_1 = require("../faceLandmarkNet/fullyConnectedLayer");
var prelu_1 = require("./prelu");
var sharedLayers_1 = require("./sharedLayers");
function RNet(x, params) {
import * as tf from '@tensorflow/tfjs-core';
import { fullyConnectedLayer } from '../faceLandmarkNet/fullyConnectedLayer';
import { prelu } from './prelu';
import { sharedLayer } from './sharedLayers';
export function RNet(x, params) {
return tf.tidy(function () {
var convOut = sharedLayers_1.sharedLayer(x, params);
var convOut = sharedLayer(x, params);
var vectorized = tf.reshape(convOut, [convOut.shape[0], params.fc1.weights.shape[0]]);
var fc1 = fullyConnectedLayer_1.fullyConnectedLayer(vectorized, params.fc1);
var prelu4 = prelu_1.prelu(fc1, params.prelu4_alpha);
var fc2_1 = fullyConnectedLayer_1.fullyConnectedLayer(prelu4, params.fc2_1);
var fc1 = fullyConnectedLayer(vectorized, params.fc1);
var prelu4 = prelu(fc1, params.prelu4_alpha);
var fc2_1 = fullyConnectedLayer(prelu4, params.fc2_1);
var max = tf.expandDims(tf.max(fc2_1, 1), 1);
var prob = tf.softmax(tf.sub(fc2_1, max), 1);
var regions = fullyConnectedLayer_1.fullyConnectedLayer(prelu4, params.fc2_2);
var regions = fullyConnectedLayer(prelu4, params.fc2_2);
var scores = tf.unstack(prob, 1)[1];
return { scores: scores, regions: regions };
});
}
exports.RNet = RNet;
//# sourceMappingURL=RNet.js.map
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function bgrToRgbTensor(tensor) {
import * as tf from '@tensorflow/tfjs-core';
export function bgrToRgbTensor(tensor) {
return tf.tidy(function () { return tf.stack(tf.unstack(tensor, 3).reverse(), 3); });
}
exports.bgrToRgbTensor = bgrToRgbTensor;
//# sourceMappingURL=bgrToRgbTensor.js.map
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export declare function calculateScaleSteps(numScales: number, minFaceSize: number, dims: number[]): number[];
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
function calculateScaleSteps(numScales, minFaceSize, dims) {
var height = dims[0], width = dims[1];
var maxDim = Math.max(height, width);
if (Math.min(height, width) < minFaceSize) {
throw new Error("Image dimensions: " + height + " x " + width + " are smaller than specified minimum face size of " + minFaceSize);
}
var scaleStep = (maxDim - minFaceSize) / numScales;
return Array(numScales).fill(0).map(function (_, i) { return ((i + 1) * scaleStep + minFaceSize) / maxDim; }).reverse();
}
exports.calculateScaleSteps = calculateScaleSteps;
//# sourceMappingURL=calculateScaleSteps.js.map
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
exports.CELL_STRIDE = 2;
exports.CELL_SIZE = 12;
export var CELL_STRIDE = 2;
export var CELL_SIZE = 12;
//# sourceMappingURL=config.js.map
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import * as tf from '@tensorflow/tfjs-core';
import { BoundingBox } from '../BoundingBox';
import { Dimensions } from '../types';
import { BoundingBox, Dimensions } from 'tfjs-image-recognition-base';
export declare function extractImagePatches(img: HTMLCanvasElement, boxes: BoundingBox[], {width, height}: Dimensions): Promise<tf.Tensor4D[]>;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
var utils_1 = require("../utils");
var normalize_1 = require("./normalize");
function extractImagePatches(img, boxes, _a) {
import * as tslib_1 from "tslib";
import * as tf from '@tensorflow/tfjs-core';
import { normalize } from './normalize';
import { getContext2dOrThrow, createCanvas } from 'tfjs-image-recognition-base';
export function extractImagePatches(img, boxes, _a) {
var width = _a.width, height = _a.height;
return tslib_1.__awaiter(this, void 0, void 0, function () {
var _this = this;
......@@ -12,7 +10,7 @@ function extractImagePatches(img, boxes, _a) {
return tslib_1.__generator(this, function (_b) {
switch (_b.label) {
case 0:
imgCtx = utils_1.getContext2dOrThrow(img);
imgCtx = getContext2dOrThrow(img);
return [4 /*yield*/, Promise.all(boxes.map(function (box) { return tslib_1.__awaiter(_this, void 0, void 0, function () {
var _a, y, ey, x, ex, fromX, fromY, imgData;
return tslib_1.__generator(this, function (_b) {
......@@ -27,8 +25,8 @@ function extractImagePatches(img, boxes, _a) {
bitmaps = _b.sent();
imagePatchesDatas = [];
bitmaps.forEach(function (bmp) {
var patch = utils_1.createCanvas({ width: width, height: height });
var patchCtx = utils_1.getContext2dOrThrow(patch);
var patch = createCanvas({ width: width, height: height });
var patchCtx = getContext2dOrThrow(patch);
patchCtx.drawImage(bmp, 0, 0, width, height);
var data = patchCtx.getImageData(0, 0, width, height).data;
var currData = [];
......@@ -43,7 +41,7 @@ function extractImagePatches(img, boxes, _a) {
return [2 /*return*/, imagePatchesDatas.map(function (data) {
var t = tf.tidy(function () {
var imagePatchTensor = tf.transpose(tf.tensor4d(data, [1, width, height, 3]), [0, 2, 1, 3]).toFloat();
return normalize_1.normalize(imagePatchTensor);
return normalize(imagePatchTensor);
});
return t;
})];
......@@ -51,5 +49,4 @@ function extractImagePatches(img, boxes, _a) {
});
});
}
exports.extractImagePatches = extractImagePatches;
//# sourceMappingURL=extractImagePatches.js.map
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import { ParamMapping } from '../commons/types';
import { ParamMapping } from 'tfjs-image-recognition-base';
import { NetParams } from './types';
export declare function extractParams(weights: Float32Array): {
params: NetParams;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
var extractConvParamsFactory_1 = require("../commons/extractConvParamsFactory");
var extractFCParamsFactory_1 = require("../commons/extractFCParamsFactory");
var extractWeightsFactory_1 = require("../commons/extractWeightsFactory");
import * as tslib_1 from "tslib";
import * as tf from '@tensorflow/tfjs-core';
import { extractWeightsFactory } from 'tfjs-image-recognition-base';
import { extractConvParamsFactory, extractFCParamsFactory } from 'tfjs-tiny-yolov2';
function extractorsFactory(extractWeights, paramMappings) {
var extractConvParams = extractConvParamsFactory_1.extractConvParamsFactory(extractWeights, paramMappings);
var extractFCParams = extractFCParamsFactory_1.extractFCParamsFactory(extractWeights, paramMappings);
var extractConvParams = extractConvParamsFactory(extractWeights, paramMappings);
var extractFCParams = extractFCParamsFactory(extractWeights, paramMappings);
function extractPReluParams(size, paramPath) {
var alpha = tf.tensor1d(extractWeights(size));
paramMappings.push({ paramPath: paramPath });
......@@ -54,8 +51,8 @@ function extractorsFactory(extractWeights, paramMappings) {
extractONetParams: extractONetParams
};
}
function extractParams(weights) {
var _a = extractWeightsFactory_1.extractWeightsFactory(weights), extractWeights = _a.extractWeights, getRemainingWeights = _a.getRemainingWeights;
export function extractParams(weights) {
var _a = extractWeightsFactory(weights), extractWeights = _a.extractWeights, getRemainingWeights = _a.getRemainingWeights;
var paramMappings = [];
var _b = extractorsFactory(extractWeights, paramMappings), extractPNetParams = _b.extractPNetParams, extractRNetParams = _b.extractRNetParams, extractONetParams = _b.extractONetParams;
var pnet = extractPNetParams();
......@@ -66,5 +63,4 @@ function extractParams(weights) {
}
return { params: { pnet: pnet, rnet: rnet, onet: onet }, paramMappings: paramMappings };
}
exports.extractParams = extractParams;
//# sourceMappingURL=extractParams.js.map
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\ No newline at end of file
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
function getDefaultMtcnnForwardParams() {
export function getDefaultMtcnnForwardParams() {
return {
minFaceSize: 20,
scaleFactor: 0.709,
......@@ -8,5 +6,4 @@ function getDefaultMtcnnForwardParams() {
scoreThresholds: [0.6, 0.7, 0.7]
};
}
exports.getDefaultMtcnnForwardParams = getDefaultMtcnnForwardParams;
//# sourceMappingURL=getDefaultMtcnnForwardParams.js.map
\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
function getSizesForScale(scale, _a) {
export function getSizesForScale(scale, _a) {
var height = _a[0], width = _a[1];
return {
height: Math.floor(height * scale),
width: Math.floor(width * scale)
};
}
exports.getSizesForScale = getSizesForScale;
//# sourceMappingURL=getSizesForScale.js.map
\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
import { Mtcnn } from './Mtcnn';
export * from './Mtcnn';
export * from './FaceLandmarks5';
export declare function createMtcnn(weights: Float32Array): Mtcnn;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var Mtcnn_1 = require("./Mtcnn");
tslib_1.__exportStar(require("./Mtcnn"), exports);
tslib_1.__exportStar(require("./FaceLandmarks5"), exports);
function createMtcnn(weights) {
var net = new Mtcnn_1.Mtcnn();
import { Mtcnn } from './Mtcnn';
export * from './Mtcnn';
export function createMtcnn(weights) {
var net = new Mtcnn();
net.extractWeights(weights);
return net;
}
exports.createMtcnn = createMtcnn;
//# sourceMappingURL=index.js.map
\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
import { ParamMapping } from '../commons/types';
import { ParamMapping } from 'tfjs-image-recognition-base';
import { NetParams } from './types';
export declare function loadQuantizedParams(uri: string | undefined): Promise<{
params: NetParams;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var disposeUnusedWeightTensors_1 = require("../commons/disposeUnusedWeightTensors");
var extractWeightEntryFactory_1 = require("../commons/extractWeightEntryFactory");
var loadWeightMap_1 = require("../commons/loadWeightMap");
import * as tslib_1 from "tslib";
import { disposeUnusedWeightTensors, extractWeightEntryFactory, loadWeightMap, } from 'tfjs-image-recognition-base';
var DEFAULT_MODEL_NAME = 'mtcnn_model';
function extractorsFactory(weightMap, paramMappings) {
var extractWeightEntry = extractWeightEntryFactory_1.extractWeightEntryFactory(weightMap, paramMappings);
var extractWeightEntry = extractWeightEntryFactory(weightMap, paramMappings);
function extractConvParams(prefix) {
var filters = extractWeightEntry(prefix + "/weights", 4, prefix + "/filters");
var bias = extractWeightEntry(prefix + "/bias", 1);
......@@ -60,12 +56,12 @@ function extractorsFactory(weightMap, paramMappings) {
extractONetParams: extractONetParams
};
}
function loadQuantizedParams(uri) {
export function loadQuantizedParams(uri) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var weightMap, paramMappings, _a, extractPNetParams, extractRNetParams, extractONetParams, pnet, rnet, onet;
return tslib_1.__generator(this, function (_b) {
switch (_b.label) {
case 0: return [4 /*yield*/, loadWeightMap_1.loadWeightMap(uri, DEFAULT_MODEL_NAME)];
case 0: return [4 /*yield*/, loadWeightMap(uri, DEFAULT_MODEL_NAME)];
case 1:
weightMap = _b.sent();
paramMappings = [];
......@@ -73,11 +69,10 @@ function loadQuantizedParams(uri) {
pnet = extractPNetParams();
rnet = extractRNetParams();
onet = extractONetParams();
disposeUnusedWeightTensors_1.disposeUnusedWeightTensors(weightMap, paramMappings);
disposeUnusedWeightTensors(weightMap, paramMappings);
return [2 /*return*/, { params: { pnet: pnet, rnet: rnet, onet: onet }, paramMappings: paramMappings }];
}
});
});
}
exports.loadQuantizedParams = loadQuantizedParams;
//# sourceMappingURL=loadQuantizedParams.js.map
\ No newline at end of file
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import { BoundingBox } from './BoundingBox';
export declare function nms(boxes: BoundingBox[], scores: number[], iouThreshold: number, isIOU?: boolean): number[];
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
function nms(boxes, scores, iouThreshold, isIOU) {
if (isIOU === void 0) { isIOU = true; }
var areas = boxes.map(function (box) { return (box.width + 1) * (box.height + 1); });
var indicesSortedByScore = scores
.map(function (score, boxIndex) { return ({ score: score, boxIndex: boxIndex }); })
.sort(function (c1, c2) { return c1.score - c2.score; })
.map(function (c) { return c.boxIndex; });
var pick = [];
var _loop_1 = function () {
var curr = indicesSortedByScore.pop();
pick.push(curr);
var indices = indicesSortedByScore;
var outputs = [];
for (var i = 0; i < indices.length; i++) {
var idx = indices[i];
var currBox = boxes[curr];
var idxBox = boxes[idx];
var width = Math.max(0.0, Math.min(currBox.right, idxBox.right) - Math.max(currBox.left, idxBox.left) + 1);
var height = Math.max(0.0, Math.min(currBox.bottom, idxBox.bottom) - Math.max(currBox.top, idxBox.top) + 1);
var interSection = width * height;
var out = isIOU
? interSection / (areas[curr] + areas[idx] - interSection)
: interSection / Math.min(areas[curr], areas[idx]);
outputs.push(out);
}
indicesSortedByScore = indicesSortedByScore.filter(function (_, j) { return outputs[j] <= iouThreshold; });
};
while (indicesSortedByScore.length > 0) {
_loop_1();
}
return pick;
}
exports.nms = nms;
//# sourceMappingURL=nms.js.map
\ No newline at end of file
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\ No newline at end of file
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function normalize(x) {
import * as tf from '@tensorflow/tfjs-core';
export function normalize(x) {
return tf.tidy(function () { return tf.mul(tf.sub(x, tf.scalar(127.5)), tf.scalar(0.0078125)); });
}
exports.normalize = normalize;
//# sourceMappingURL=normalize.js.map
\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function prelu(x, alpha) {
import * as tf from '@tensorflow/tfjs-core';
export function prelu(x, alpha) {
return tf.tidy(function () {
return tf.add(tf.relu(x), tf.mul(alpha, tf.neg(tf.relu(tf.neg(x)))));
});
}
exports.prelu = prelu;
//# sourceMappingURL=prelu.js.map
\ No newline at end of file
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\ No newline at end of file
{"version":3,"file":"prelu.js","sourceRoot":"","sources":["../../src/mtcnn/prelu.ts"],"names":[],"mappings":"AAAA,OAAO,KAAK,EAAE,MAAM,uBAAuB,CAAC;AAE5C,MAAM,gBAAqC,CAAI,EAAE,KAAkB;IACjE,OAAO,EAAE,CAAC,IAAI,CAAC;QACb,OAAA,EAAE,CAAC,GAAG,CACJ,EAAE,CAAC,IAAI,CAAC,CAAC,CAAC,EACV,EAAE,CAAC,GAAG,CAAC,KAAK,EAAE,EAAE,CAAC,GAAG,CAAC,EAAE,CAAC,IAAI,CAAC,EAAE,CAAC,GAAG,CAAC,CAAC,CAAC,CAAC,CAAC,CAAC,CAC1C;IAHD,CAGC,CACF,CAAA;AACH,CAAC"}
\ No newline at end of file
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var config_1 = require("./config");
function pyramidDown(minFaceSize, scaleFactor, dims) {
import { CELL_SIZE } from './config';
export function pyramidDown(minFaceSize, scaleFactor, dims) {
var height = dims[0], width = dims[1];
var m = config_1.CELL_SIZE / minFaceSize;
var m = CELL_SIZE / minFaceSize;
var scales = [];
var minLayer = Math.min(height, width) * m;
var exp = 0;
......@@ -14,5 +12,4 @@ function pyramidDown(minFaceSize, scaleFactor, dims) {
}
return scales;
}
exports.pyramidDown = pyramidDown;
//# sourceMappingURL=pyramidDown.js.map
\ No newline at end of file
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var convLayer_1 = require("../commons/convLayer");
var prelu_1 = require("./prelu");
function sharedLayer(x, params, isPnet) {
import * as tf from '@tensorflow/tfjs-core';
import { convLayer } from 'tfjs-tiny-yolov2';
import { prelu } from './prelu';
export function sharedLayer(x, params, isPnet) {
if (isPnet === void 0) { isPnet = false; }
return tf.tidy(function () {
var out = convLayer_1.convLayer(x, params.conv1, 'valid');
out = prelu_1.prelu(out, params.prelu1_alpha);
var out = convLayer(x, params.conv1, 'valid');
out = prelu(out, params.prelu1_alpha);
out = tf.maxPool(out, isPnet ? [2, 2] : [3, 3], [2, 2], 'same');
out = convLayer_1.convLayer(out, params.conv2, 'valid');
out = prelu_1.prelu(out, params.prelu2_alpha);
out = convLayer(out, params.conv2, 'valid');
out = prelu(out, params.prelu2_alpha);
out = isPnet ? out : tf.maxPool(out, [3, 3], [2, 2], 'valid');
out = convLayer_1.convLayer(out, params.conv3, 'valid');
out = prelu_1.prelu(out, params.prelu3_alpha);
out = convLayer(out, params.conv3, 'valid');
out = prelu(out, params.prelu3_alpha);
return out;
});
}
exports.sharedLayer = sharedLayer;
//# sourceMappingURL=sharedLayers.js.map
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import * as tf from '@tensorflow/tfjs-core';
import { BoundingBox } from '../BoundingBox';
import { BoundingBox } from 'tfjs-image-recognition-base';
import { PNetParams } from './types';
export declare function stage1(imgTensor: tf.Tensor4D, scales: number[], scoreThreshold: number, params: PNetParams, stats: any): {
boxes: BoundingBox[];
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var BoundingBox_1 = require("../BoundingBox");
var nonMaxSuppression_1 = require("../commons/nonMaxSuppression");
var Point_1 = require("../Point");
var config_1 = require("./config");
var getSizesForScale_1 = require("./getSizesForScale");
var normalize_1 = require("./normalize");
var PNet_1 = require("./PNet");
import * as tf from '@tensorflow/tfjs-core';
import { BoundingBox, nonMaxSuppression, Point } from 'tfjs-image-recognition-base';
import { CELL_SIZE, CELL_STRIDE } from './config';
import { getSizesForScale } from './getSizesForScale';
import { normalize } from './normalize';
import { PNet } from './PNet';
function rescaleAndNormalize(x, scale) {
return tf.tidy(function () {
var _a = getSizesForScale_1.getSizesForScale(scale, x.shape.slice(1)), height = _a.height, width = _a.width;
var _a = getSizesForScale(scale, x.shape.slice(1)), height = _a.height, width = _a.width;
var resized = tf.image.resizeBilinear(x, [height, width]);
var normalized = normalize_1.normalize(resized);
var normalized = normalize(resized);
return tf.transpose(normalized, [0, 2, 1, 3]);
});
}
......@@ -22,14 +18,14 @@ function extractBoundingBoxes(scoresTensor, regionsTensor, scale, scoreThreshold
for (var y = 0; y < scoresTensor.shape[0]; y++) {
for (var x = 0; x < scoresTensor.shape[1]; x++) {
if (scoresTensor.get(y, x) >= scoreThreshold) {
indices.push(new Point_1.Point(x, y));
indices.push(new Point(x, y));
}
}
}
var boundingBoxes = indices.map(function (idx) {
var cell = new BoundingBox_1.BoundingBox(Math.round((idx.y * config_1.CELL_STRIDE + 1) / scale), Math.round((idx.x * config_1.CELL_STRIDE + 1) / scale), Math.round((idx.y * config_1.CELL_STRIDE + config_1.CELL_SIZE) / scale), Math.round((idx.x * config_1.CELL_STRIDE + config_1.CELL_SIZE) / scale));
var cell = new BoundingBox(Math.round((idx.y * CELL_STRIDE + 1) / scale), Math.round((idx.x * CELL_STRIDE + 1) / scale), Math.round((idx.y * CELL_STRIDE + CELL_SIZE) / scale), Math.round((idx.x * CELL_STRIDE + CELL_SIZE) / scale));
var score = scoresTensor.get(idx.y, idx.x);
var region = new BoundingBox_1.BoundingBox(regionsTensor.get(idx.y, idx.x, 0), regionsTensor.get(idx.y, idx.x, 1), regionsTensor.get(idx.y, idx.x, 2), regionsTensor.get(idx.y, idx.x, 3));
var region = new BoundingBox(regionsTensor.get(idx.y, idx.x, 0), regionsTensor.get(idx.y, idx.x, 1), regionsTensor.get(idx.y, idx.x, 2), regionsTensor.get(idx.y, idx.x, 3));
return {
cell: cell,
score: score,
......@@ -38,13 +34,13 @@ function extractBoundingBoxes(scoresTensor, regionsTensor, scale, scoreThreshold
});
return boundingBoxes;
}
function stage1(imgTensor, scales, scoreThreshold, params, stats) {
export function stage1(imgTensor, scales, scoreThreshold, params, stats) {
stats.stage1 = [];
var pnetOutputs = scales.map(function (scale) { return tf.tidy(function () {
var statsForScale = { scale: scale };
var resized = rescaleAndNormalize(imgTensor, scale);
var ts = Date.now();
var _a = PNet_1.PNet(resized, params), prob = _a.prob, regions = _a.regions;
var _a = PNet(resized, params), prob = _a.prob, regions = _a.regions;
statsForScale.pnet = Date.now() - ts;
var scoresTensor = tf.unstack(tf.unstack(prob, 3)[1])[0];
var regionsTensor = tf.unstack(regions)[0];
......@@ -65,7 +61,7 @@ function stage1(imgTensor, scales, scoreThreshold, params, stats) {
return [];
}
var ts = Date.now();
var indices = nonMaxSuppression_1.nonMaxSuppression(boundingBoxes.map(function (bbox) { return bbox.cell; }), boundingBoxes.map(function (bbox) { return bbox.score; }), 0.5);
var indices = nonMaxSuppression(boundingBoxes.map(function (bbox) { return bbox.cell; }), boundingBoxes.map(function (bbox) { return bbox.score; }), 0.5);
statsForScale.nms = Date.now() - ts;
statsForScale.numBoxes = indices.length;
stats.stage1.push(statsForScale);
......@@ -76,14 +72,14 @@ function stage1(imgTensor, scales, scoreThreshold, params, stats) {
var finalScores = [];
if (allBoxes.length > 0) {
var ts = Date.now();
var indices = nonMaxSuppression_1.nonMaxSuppression(allBoxes.map(function (bbox) { return bbox.cell; }), allBoxes.map(function (bbox) { return bbox.score; }), 0.7);
var indices = nonMaxSuppression(allBoxes.map(function (bbox) { return bbox.cell; }), allBoxes.map(function (bbox) { return bbox.score; }), 0.7);
stats.stage1_nms = Date.now() - ts;
finalScores = indices.map(function (idx) { return allBoxes[idx].score; });
finalBoxes = indices
.map(function (idx) { return allBoxes[idx]; })
.map(function (_a) {
var cell = _a.cell, region = _a.region;
return new BoundingBox_1.BoundingBox(cell.left + (region.left * cell.width), cell.top + (region.top * cell.height), cell.right + (region.right * cell.width), cell.bottom + (region.bottom * cell.height)).toSquare().round();
return new BoundingBox(cell.left + (region.left * cell.width), cell.top + (region.top * cell.height), cell.right + (region.right * cell.width), cell.bottom + (region.bottom * cell.height)).toSquare().round();
});
}
return {
......@@ -91,5 +87,4 @@ function stage1(imgTensor, scales, scoreThreshold, params, stats) {
scores: finalScores
};
}
exports.stage1 = stage1;
//# sourceMappingURL=stage1.js.map
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\ No newline at end of file
import { BoundingBox } from '../BoundingBox';
import { BoundingBox } from 'tfjs-image-recognition-base';
import { RNetParams } from './types';
export declare function stage2(img: HTMLCanvasElement, inputBoxes: BoundingBox[], scoreThreshold: number, params: RNetParams, stats: any): Promise<{
boxes: BoundingBox[];
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
var BoundingBox_1 = require("../BoundingBox");
var nonMaxSuppression_1 = require("../commons/nonMaxSuppression");
var extractImagePatches_1 = require("./extractImagePatches");
var RNet_1 = require("./RNet");
function stage2(img, inputBoxes, scoreThreshold, params, stats) {
import * as tslib_1 from "tslib";
import * as tf from '@tensorflow/tfjs-core';
import { BoundingBox, nonMaxSuppression } from 'tfjs-image-recognition-base';
import { extractImagePatches } from './extractImagePatches';
import { RNet } from './RNet';
export function stage2(img, inputBoxes, scoreThreshold, params, stats) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var ts, rnetInputs, rnetOuts, scoresTensor, scores, _a, _b, indices, filteredBoxes, filteredScores, finalBoxes, finalScores, indicesNms, regions_1;
return tslib_1.__generator(this, function (_c) {
switch (_c.label) {
case 0:
ts = Date.now();
return [4 /*yield*/, extractImagePatches_1.extractImagePatches(img, inputBoxes, { width: 24, height: 24 })];
return [4 /*yield*/, extractImagePatches(img, inputBoxes, { width: 24, height: 24 })];
case 1:
rnetInputs = _c.sent();
stats.stage2_extractImagePatches = Date.now() - ts;
ts = Date.now();
rnetOuts = rnetInputs.map(function (rnetInput) {
var out = RNet_1.RNet(rnetInput, params);
var out = RNet(rnetInput, params);
rnetInput.dispose();
return out;
});
......@@ -45,10 +42,10 @@ function stage2(img, inputBoxes, scoreThreshold, params, stats) {
finalScores = [];
if (filteredBoxes.length > 0) {
ts = Date.now();
indicesNms = nonMaxSuppression_1.nonMaxSuppression(filteredBoxes, filteredScores, 0.7);
indicesNms = nonMaxSuppression(filteredBoxes, filteredScores, 0.7);
stats.stage2_nms = Date.now() - ts;
regions_1 = indicesNms.map(function (idx) {
return new BoundingBox_1.BoundingBox(rnetOuts[indices[idx]].regions.get(0, 0), rnetOuts[indices[idx]].regions.get(0, 1), rnetOuts[indices[idx]].regions.get(0, 2), rnetOuts[indices[idx]].regions.get(0, 3));
return new BoundingBox(rnetOuts[indices[idx]].regions.get(0, 0), rnetOuts[indices[idx]].regions.get(0, 1), rnetOuts[indices[idx]].regions.get(0, 2), rnetOuts[indices[idx]].regions.get(0, 3));
});
finalScores = indicesNms.map(function (idx) { return filteredScores[idx]; });
finalBoxes = indicesNms.map(function (idx, i) { return filteredBoxes[idx].calibrate(regions_1[i]); });
......@@ -65,5 +62,4 @@ function stage2(img, inputBoxes, scoreThreshold, params, stats) {
});
});
}
exports.stage2 = stage2;
//# sourceMappingURL=stage2.js.map
\ No newline at end of file
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import { Point } from '../Point';
import { BoundingBox } from './BoundingBox';
import { ONetParams } from './types';
export declare function stage3(img: HTMLCanvasElement, inputBoxes: BoundingBox[], scoreThreshold: number, params: ONetParams, stats: any): Promise<{
boxes: BoundingBox[];
scores: number[];
points: Point[][];
}>;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var Point_1 = require("../Point");
var BoundingBox_1 = require("./BoundingBox");
var extractImagePatches_1 = require("./extractImagePatches");
var nms_1 = require("./nms");
var ONet_1 = require("./ONet");
var tf = require("@tensorflow/tfjs-core");
function stage3(img, inputBoxes, scoreThreshold, params, stats) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var ts, onetInputs, onetOuts, scoresTensor, scores, _a, _b, indices, filteredRegions, filteredBoxes, filteredScores, finalBoxes, finalScores, points, indicesNms;
return tslib_1.__generator(this, function (_c) {
switch (_c.label) {
case 0:
ts = Date.now();
return [4 /*yield*/, extractImagePatches_1.extractImagePatches(img, inputBoxes, { width: 48, height: 48 })];
case 1:
onetInputs = _c.sent();
stats.stage3_extractImagePatches = Date.now() - ts;
ts = Date.now();
onetOuts = onetInputs.map(function (onetInput) {
var out = ONet_1.ONet(onetInput, params);
onetInput.dispose();
return out;
});
stats.stage3_onet = Date.now() - ts;
console.time('scoreDatas2');
scoresTensor = onetOuts.length > 1
? tf.tidy(function () { return tf.concat(onetOuts.map(function (out) { return out.scores; })); })
: onetOuts[0].scores;
_b = (_a = Array).from;
return [4 /*yield*/, scoresTensor.data()];
case 2:
scores = _b.apply(_a, [_c.sent()]);
scoresTensor.dispose();
console.timeEnd('scoreDatas2');
indices = scores
.map(function (score, idx) { return ({ score: score, idx: idx }); })
.filter(function (c) { return c.score > scoreThreshold; })
.map(function (_a) {
var idx = _a.idx;
return idx;
});
filteredRegions = indices.map(function (idx) { return new BoundingBox_1.BoundingBox(onetOuts[idx].regions.get(0, 0), onetOuts[idx].regions.get(0, 1), onetOuts[idx].regions.get(0, 2), onetOuts[idx].regions.get(0, 3)); });
filteredBoxes = indices
.map(function (idx, i) { return inputBoxes[idx].calibrate(filteredRegions[i]); });
filteredScores = indices.map(function (idx) { return scores[idx]; });
finalBoxes = [];
finalScores = [];
points = [];
if (filteredBoxes.length > 0) {
ts = Date.now();
indicesNms = nms_1.nms(filteredBoxes, filteredScores, 0.7, false);
stats.stage3_nms = Date.now() - ts;
finalBoxes = indicesNms.map(function (idx) { return filteredBoxes[idx]; });
finalScores = indicesNms.map(function (idx) { return filteredScores[idx]; });
points = indicesNms.map(function (idx, i) {
return Array(5).fill(0).map(function (_, ptIdx) {
return new Point_1.Point(((onetOuts[idx].points.get(0, ptIdx) * (finalBoxes[i].width + 1)) + finalBoxes[i].left), ((onetOuts[idx].points.get(0, ptIdx + 5) * (finalBoxes[i].height + 1)) + finalBoxes[i].top));
});
});
}
onetOuts.forEach(function (t) {
t.regions.dispose();
t.scores.dispose();
t.points.dispose();
});
return [2 /*return*/, {
boxes: finalBoxes,
scores: finalScores,
points: points
}];
}
});
});
}
exports.stage3 = stage3;
//# sourceMappingURL=stage3.1.js.map
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\ No newline at end of file
import { BoundingBox } from '../BoundingBox';
import { Point } from '../Point';
import { BoundingBox, Point } from 'tfjs-image-recognition-base';
import { ONetParams } from './types';
export declare function stage3(img: HTMLCanvasElement, inputBoxes: BoundingBox[], scoreThreshold: number, params: ONetParams, stats: any): Promise<{
boxes: BoundingBox[];
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
var BoundingBox_1 = require("../BoundingBox");
var nonMaxSuppression_1 = require("../commons/nonMaxSuppression");
var Point_1 = require("../Point");
var extractImagePatches_1 = require("./extractImagePatches");
var ONet_1 = require("./ONet");
function stage3(img, inputBoxes, scoreThreshold, params, stats) {
import * as tslib_1 from "tslib";
import * as tf from '@tensorflow/tfjs-core';
import { BoundingBox, nonMaxSuppression, Point } from 'tfjs-image-recognition-base';
import { extractImagePatches } from './extractImagePatches';
import { ONet } from './ONet';
export function stage3(img, inputBoxes, scoreThreshold, params, stats) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var ts, onetInputs, onetOuts, scoresTensor, scores, _a, _b, indices, filteredRegions, filteredBoxes, filteredScores, finalBoxes, finalScores, points, indicesNms;
return tslib_1.__generator(this, function (_c) {
switch (_c.label) {
case 0:
ts = Date.now();
return [4 /*yield*/, extractImagePatches_1.extractImagePatches(img, inputBoxes, { width: 48, height: 48 })];
return [4 /*yield*/, extractImagePatches(img, inputBoxes, { width: 48, height: 48 })];
case 1:
onetInputs = _c.sent();
stats.stage3_extractImagePatches = Date.now() - ts;
ts = Date.now();
onetOuts = onetInputs.map(function (onetInput) {
var out = ONet_1.ONet(onetInput, params);
var out = ONet(onetInput, params);
onetInput.dispose();
return out;
});
......@@ -40,7 +36,7 @@ function stage3(img, inputBoxes, scoreThreshold, params, stats) {
var idx = _a.idx;
return idx;
});
filteredRegions = indices.map(function (idx) { return new BoundingBox_1.BoundingBox(onetOuts[idx].regions.get(0, 0), onetOuts[idx].regions.get(0, 1), onetOuts[idx].regions.get(0, 2), onetOuts[idx].regions.get(0, 3)); });
filteredRegions = indices.map(function (idx) { return new BoundingBox(onetOuts[idx].regions.get(0, 0), onetOuts[idx].regions.get(0, 1), onetOuts[idx].regions.get(0, 2), onetOuts[idx].regions.get(0, 3)); });
filteredBoxes = indices
.map(function (idx, i) { return inputBoxes[idx].calibrate(filteredRegions[i]); });
filteredScores = indices.map(function (idx) { return scores[idx]; });
......@@ -49,13 +45,13 @@ function stage3(img, inputBoxes, scoreThreshold, params, stats) {
points = [];
if (filteredBoxes.length > 0) {
ts = Date.now();
indicesNms = nonMaxSuppression_1.nonMaxSuppression(filteredBoxes, filteredScores, 0.7, false);
indicesNms = nonMaxSuppression(filteredBoxes, filteredScores, 0.7, false);
stats.stage3_nms = Date.now() - ts;
finalBoxes = indicesNms.map(function (idx) { return filteredBoxes[idx]; });
finalScores = indicesNms.map(function (idx) { return filteredScores[idx]; });
points = indicesNms.map(function (idx, i) {
return Array(5).fill(0).map(function (_, ptIdx) {
return new Point_1.Point(((onetOuts[idx].points.get(0, ptIdx) * (finalBoxes[i].width + 1)) + finalBoxes[i].left), ((onetOuts[idx].points.get(0, ptIdx + 5) * (finalBoxes[i].height + 1)) + finalBoxes[i].top));
return new Point(((onetOuts[idx].points.get(0, ptIdx) * (finalBoxes[i].width + 1)) + finalBoxes[i].left), ((onetOuts[idx].points.get(0, ptIdx + 5) * (finalBoxes[i].height + 1)) + finalBoxes[i].top));
});
});
}
......@@ -73,5 +69,4 @@ function stage3(img, inputBoxes, scoreThreshold, params, stats) {
});
});
}
exports.stage3 = stage3;
//# sourceMappingURL=stage3.js.map
\ No newline at end of file
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\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
import { ConvParams, FCParams } from '../commons/types';
import { FaceDetection } from '../FaceDetection';
import { FaceLandmarks5 } from './FaceLandmarks5';
import { ConvParams, FCParams } from 'tfjs-tiny-yolov2';
import { FaceDetection } from '../classes/FaceDetection';
import { FaceLandmarks5 } from '../classes/FaceLandmarks5';
export declare type SharedParams = {
conv1: ConvParams;
prelu1_alpha: tf.Tensor1D;
......
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
//# sourceMappingURL=types.js.map
\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
/**
* Pads the smaller dimension of an image tensor with zeros, such that width === height.
*
* @param imgTensor The image tensor.
* @param isCenterImage (optional, default: false) If true, add padding on both sides of the image, such that the image.
* @returns The padded tensor with width === height.
*/
export declare function padToSquare(imgTensor: tf.Tensor4D, isCenterImage?: boolean): tf.Tensor4D;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
/**
* Pads the smaller dimension of an image tensor with zeros, such that width === height.
*
* @param imgTensor The image tensor.
* @param isCenterImage (optional, default: false) If true, add padding on both sides of the image, such that the image.
* @returns The padded tensor with width === height.
*/
function padToSquare(imgTensor, isCenterImage) {
if (isCenterImage === void 0) { isCenterImage = false; }
return tf.tidy(function () {
var _a = imgTensor.shape.slice(1), height = _a[0], width = _a[1];
if (height === width) {
return imgTensor;
}
var dimDiff = Math.abs(height - width);
var paddingAmount = Math.round(dimDiff * (isCenterImage ? 0.5 : 1));
var paddingAxis = height > width ? 2 : 1;
var createPaddingTensor = function (paddingAmount) {
var paddingTensorShape = imgTensor.shape.slice();
paddingTensorShape[paddingAxis] = paddingAmount;
return tf.fill(paddingTensorShape, 0);
};
var paddingTensorAppend = createPaddingTensor(paddingAmount);
var remainingPaddingAmount = dimDiff - paddingTensorAppend.shape[paddingAxis];
var paddingTensorPrepend = isCenterImage && remainingPaddingAmount
? createPaddingTensor(remainingPaddingAmount)
: null;
var tensorsToStack = [
paddingTensorPrepend,
imgTensor,
paddingTensorAppend
]
.filter(function (t) { return t !== null; });
return tf.concat(tensorsToStack, paddingAxis);
});
}
exports.padToSquare = padToSquare;
//# sourceMappingURL=padToSquare.js.map
\ No newline at end of file
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\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
import { BoundingBox } from '../BoundingBox';
import { NeuralNetwork } from '../commons/NeuralNetwork';
import { FaceDetection } from '../FaceDetection';
import { NetInput } from '../NetInput';
import { Point } from '../Point';
import { TNetInput } from '../types';
import { NetParams, PostProcessingParams, TinyYolov2ForwardParams } from './types';
export declare class TinyYolov2 extends NeuralNetwork<NetParams> {
private _withSeparableConvs;
private _anchors;
import { Point, TNetInput } from 'tfjs-image-recognition-base';
import { TinyYolov2 as TinyYolov2Base, TinyYolov2Types } from 'tfjs-tiny-yolov2';
import { FaceDetection } from '../classes';
export declare class TinyYolov2 extends TinyYolov2Base {
constructor(withSeparableConvs?: boolean);
readonly withSeparableConvs: boolean;
readonly anchors: Point[];
forwardInput(input: NetInput, inputSize: number): tf.Tensor4D;
forward(input: TNetInput, inputSize: number): Promise<tf.Tensor4D>;
locateFaces(input: TNetInput, forwardParams?: TinyYolov2ForwardParams): Promise<FaceDetection[]>;
postProcess(outputTensor: tf.Tensor4D, {scoreThreshold, paddings}: PostProcessingParams): {
box: BoundingBox;
score: number;
row: number;
col: number;
anchor: number;
}[];
protected loadQuantizedParams(uri: string | undefined): Promise<{
params: NetParams;
paramMappings: {
originalPath?: string | undefined;
paramPath: string;
}[];
}>;
protected extractParams(weights: Float32Array): {
params: NetParams;
paramMappings: {
originalPath?: string | undefined;
paramPath: string;
}[];
};
locateFaces(input: TNetInput, forwardParams: TinyYolov2Types.TinyYolov2ForwardParams): Promise<FaceDetection[]>;
protected loadQuantizedParams(modelUri: string | undefined): any;
}
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
var BoundingBox_1 = require("../BoundingBox");
var convLayer_1 = require("../commons/convLayer");
var NeuralNetwork_1 = require("../commons/NeuralNetwork");
var nonMaxSuppression_1 = require("../commons/nonMaxSuppression");
var normalize_1 = require("../commons/normalize");
var FaceDetection_1 = require("../FaceDetection");
var toNetInput_1 = require("../toNetInput");
var utils_1 = require("../utils");
var config_1 = require("./config");
var convWithBatchNorm_1 = require("./convWithBatchNorm");
var extractParams_1 = require("./extractParams");
var getDefaultParams_1 = require("./getDefaultParams");
var loadQuantizedParams_1 = require("./loadQuantizedParams");
import * as tslib_1 from "tslib";
import { TinyYolov2 as TinyYolov2Base } from 'tfjs-tiny-yolov2';
import { FaceDetection } from '../classes';
import { BOX_ANCHORS, BOX_ANCHORS_SEPARABLE, DEFAULT_MODEL_NAME, DEFAULT_MODEL_NAME_SEPARABLE_CONV, IOU_THRESHOLD, MEAN_RGB_SEPARABLE, } from './const';
var TinyYolov2 = /** @class */ (function (_super) {
tslib_1.__extends(TinyYolov2, _super);
function TinyYolov2(withSeparableConvs) {
if (withSeparableConvs === void 0) { withSeparableConvs = true; }
var _this = _super.call(this, 'TinyYolov2') || this;
_this._withSeparableConvs = withSeparableConvs;
_this._anchors = withSeparableConvs ? config_1.BOX_ANCHORS_SEPARABLE : config_1.BOX_ANCHORS;
var _this = this;
var config = Object.assign({}, {
withSeparableConvs: withSeparableConvs,
iouThreshold: IOU_THRESHOLD,
classes: ['face']
}, withSeparableConvs
? {
anchors: BOX_ANCHORS_SEPARABLE,
meanRgb: MEAN_RGB_SEPARABLE
}
: {
anchors: BOX_ANCHORS,
withClassScores: true
});
_this = _super.call(this, config) || this;
return _this;
}
Object.defineProperty(TinyYolov2.prototype, "withSeparableConvs", {
get: function () {
return this._withSeparableConvs;
return this.config.withSeparableConvs;
},
enumerable: true,
configurable: true
});
Object.defineProperty(TinyYolov2.prototype, "anchors", {
get: function () {
return this._anchors;
return this.config.anchors;
},
enumerable: true,
configurable: true
});
TinyYolov2.prototype.forwardInput = function (input, inputSize) {
var _this = this;
var params = this.params;
if (!params) {
throw new Error('TinyYolov2 - load model before inference');
}
var out = tf.tidy(function () {
var batchTensor = input.toBatchTensor(inputSize, false);
batchTensor = _this.withSeparableConvs
? normalize_1.normalize(batchTensor, config_1.MEAN_RGB)
: batchTensor;
batchTensor = batchTensor.div(tf.scalar(256));
var out = convWithBatchNorm_1.convWithBatchNorm(batchTensor, params.conv0);
out = tf.maxPool(out, [2, 2], [2, 2], 'same');
out = convWithBatchNorm_1.convWithBatchNorm(out, params.conv1);
out = tf.maxPool(out, [2, 2], [2, 2], 'same');
out = convWithBatchNorm_1.convWithBatchNorm(out, params.conv2);
out = tf.maxPool(out, [2, 2], [2, 2], 'same');
out = convWithBatchNorm_1.convWithBatchNorm(out, params.conv3);
out = tf.maxPool(out, [2, 2], [2, 2], 'same');
out = convWithBatchNorm_1.convWithBatchNorm(out, params.conv4);
out = tf.maxPool(out, [2, 2], [2, 2], 'same');
out = convWithBatchNorm_1.convWithBatchNorm(out, params.conv5);
out = tf.maxPool(out, [2, 2], [1, 1], 'same');
out = convWithBatchNorm_1.convWithBatchNorm(out, params.conv6);
out = convWithBatchNorm_1.convWithBatchNorm(out, params.conv7);
out = convLayer_1.convLayer(out, params.conv8, 'valid', false);
return out;
});
return out;
};
TinyYolov2.prototype.forward = function (input, inputSize) {
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*/, toNetInput_1.toNetInput(input, true, true)];
case 1: return [4 /*yield*/, _a.apply(this, [_b.sent(), inputSize])];
case 2: return [2 /*return*/, _b.sent()];
}
});
});
};
TinyYolov2.prototype.locateFaces = function (input, forwardParams) {
if (forwardParams === void 0) { forwardParams = {}; }
return tslib_1.__awaiter(this, void 0, void 0, function () {
var _a, _inputSize, scoreThreshold, inputSize, netInput, out, out0, inputDimensions, paddings, results, boxes, scores, indices, detections;
return tslib_1.__generator(this, function (_b) {
switch (_b.label) {
case 0:
_a = getDefaultParams_1.getDefaultParams(forwardParams), _inputSize = _a.inputSize, scoreThreshold = _a.scoreThreshold;
inputSize = typeof _inputSize === 'string'
? config_1.INPUT_SIZES[_inputSize]
: _inputSize;
if (typeof inputSize !== 'number') {
throw new Error("TinyYolov2 - unknown inputSize: " + inputSize + ", expected number or one of xs | sm | md | lg");
}
return [4 /*yield*/, toNetInput_1.toNetInput(input, true)];
var objectDetections;
return tslib_1.__generator(this, function (_a) {
switch (_a.label) {
case 0: return [4 /*yield*/, this.detect(input, forwardParams)];
case 1:
netInput = _b.sent();
return [4 /*yield*/, this.forwardInput(netInput, inputSize)];
case 2:
out = _b.sent();
out0 = tf.tidy(function () { return tf.unstack(out)[0].expandDims(); });
inputDimensions = {
width: netInput.getInputWidth(0),
height: netInput.getInputHeight(0)
};
paddings = netInput.getRelativePaddings(0);
results = this.postProcess(out0, { scoreThreshold: scoreThreshold, paddings: paddings });
boxes = results.map(function (res) { return res.box; });
scores = results.map(function (res) { return res.score; });
out.dispose();
out0.dispose();
indices = nonMaxSuppression_1.nonMaxSuppression(boxes.map(function (box) { return box.rescale(inputSize); }), scores, config_1.IOU_THRESHOLD, true);
detections = indices.map(function (idx) {
return new FaceDetection_1.FaceDetection(scores[idx], boxes[idx].toRect(), inputDimensions);
});
return [2 /*return*/, detections];
objectDetections = _a.sent();
return [2 /*return*/, objectDetections.map(function (det) { return new FaceDetection(det.score, det.relativeBox, { width: det.imageWidth, height: det.imageHeight }); })];
}
});
});
};
TinyYolov2.prototype.postProcess = function (outputTensor, _a) {
var _this = this;
var scoreThreshold = _a.scoreThreshold, paddings = _a.paddings;
var numCells = outputTensor.shape[1];
var _b = tf.tidy(function () {
var reshaped = outputTensor.reshape([numCells, numCells, config_1.NUM_BOXES, _this.withSeparableConvs ? 5 : 6]);
var boxes = reshaped.slice([0, 0, 0, 0], [numCells, numCells, config_1.NUM_BOXES, 4]);
var scores = reshaped.slice([0, 0, 0, 4], [numCells, numCells, config_1.NUM_BOXES, 1]);
return [boxes, scores];
}), boxesTensor = _b[0], scoresTensor = _b[1];
var results = [];
for (var row = 0; row < numCells; row++) {
for (var col = 0; col < numCells; col++) {
for (var anchor = 0; anchor < config_1.NUM_BOXES; anchor++) {
var score = utils_1.sigmoid(scoresTensor.get(row, col, anchor, 0));
if (!scoreThreshold || score > scoreThreshold) {
var ctX = ((col + utils_1.sigmoid(boxesTensor.get(row, col, anchor, 0))) / numCells) * paddings.x;
var ctY = ((row + utils_1.sigmoid(boxesTensor.get(row, col, anchor, 1))) / numCells) * paddings.y;
var width = ((Math.exp(boxesTensor.get(row, col, anchor, 2)) * this.anchors[anchor].x) / numCells) * paddings.x;
var height = ((Math.exp(boxesTensor.get(row, col, anchor, 3)) * this.anchors[anchor].y) / numCells) * paddings.y;
var x = (ctX - (width / 2));
var y = (ctY - (height / 2));
results.push({
box: new BoundingBox_1.BoundingBox(x, y, x + width, y + height),
score: score,
row: row,
col: col,
anchor: anchor
});
}
}
}
}
boxesTensor.dispose();
scoresTensor.dispose();
return results;
};
TinyYolov2.prototype.loadQuantizedParams = function (uri) {
return loadQuantizedParams_1.loadQuantizedParams(uri, this.withSeparableConvs);
};
TinyYolov2.prototype.extractParams = function (weights) {
return extractParams_1.extractParams(weights, this.withSeparableConvs);
TinyYolov2.prototype.loadQuantizedParams = function (modelUri) {
var defaultModelName = this.withSeparableConvs ? DEFAULT_MODEL_NAME_SEPARABLE_CONV : DEFAULT_MODEL_NAME;
return _super.prototype.loadQuantizedParams.call(this, modelUri, defaultModelName);
};
return TinyYolov2;
}(NeuralNetwork_1.NeuralNetwork));
exports.TinyYolov2 = TinyYolov2;
}(TinyYolov2Base));
export { TinyYolov2 };
//# sourceMappingURL=TinyYolov2.js.map
\ No newline at end of file
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import { Point } from '../Point';
export declare const INPUT_SIZES: {
xs: number;
sm: number;
md: number;
lg: number;
};
export declare const NUM_BOXES = 5;
export declare const IOU_THRESHOLD = 0.4;
export declare const BOX_ANCHORS: Point[];
export declare const BOX_ANCHORS_SEPARABLE: Point[];
export declare const MEAN_RGB: number[];
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var Point_1 = require("../Point");
exports.INPUT_SIZES = { xs: 224, sm: 320, md: 416, lg: 608 };
exports.NUM_BOXES = 5;
exports.IOU_THRESHOLD = 0.4;
exports.BOX_ANCHORS = [
new Point_1.Point(0.738768, 0.874946),
new Point_1.Point(2.42204, 2.65704),
new Point_1.Point(4.30971, 7.04493),
new Point_1.Point(10.246, 4.59428),
new Point_1.Point(12.6868, 11.8741)
];
exports.BOX_ANCHORS_SEPARABLE = [
new Point_1.Point(1.603231, 2.094468),
new Point_1.Point(6.041143, 7.080126),
new Point_1.Point(2.882459, 3.518061),
new Point_1.Point(4.266906, 5.178857),
new Point_1.Point(9.041765, 10.66308)
];
exports.MEAN_RGB = [117.001, 114.697, 97.404];
//# sourceMappingURL=config.js.map
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import { Point } from 'tfjs-image-recognition-base';
export declare const IOU_THRESHOLD = 0.4;
export declare const BOX_ANCHORS: Point[];
export declare const BOX_ANCHORS_SEPARABLE: Point[];
export declare const MEAN_RGB_SEPARABLE: [number, number, number];
export declare const DEFAULT_MODEL_NAME = "tiny_yolov2_model";
export declare const DEFAULT_MODEL_NAME_SEPARABLE_CONV = "tiny_yolov2_separable_conv_model";
import { Point } from 'tfjs-image-recognition-base';
export var IOU_THRESHOLD = 0.4;
export var BOX_ANCHORS = [
new Point(0.738768, 0.874946),
new Point(2.42204, 2.65704),
new Point(4.30971, 7.04493),
new Point(10.246, 4.59428),
new Point(12.6868, 11.8741)
];
export var BOX_ANCHORS_SEPARABLE = [
new Point(1.603231, 2.094468),
new Point(6.041143, 7.080126),
new Point(2.882459, 3.518061),
new Point(4.266906, 5.178857),
new Point(9.041765, 10.66308)
];
export var MEAN_RGB_SEPARABLE = [117.001, 114.697, 97.404];
export var DEFAULT_MODEL_NAME = 'tiny_yolov2_model';
export var DEFAULT_MODEL_NAME_SEPARABLE_CONV = 'tiny_yolov2_separable_conv_model';
//# sourceMappingURL=const.js.map
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import * as tf from '@tensorflow/tfjs-core';
import { ConvWithBatchNorm, SeparableConvParams } from './types';
export declare function convWithBatchNorm(x: tf.Tensor4D, params: ConvWithBatchNorm | SeparableConvParams): tf.Tensor4D;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var leaky_1 = require("./leaky");
var types_1 = require("./types");
function convWithBatchNorm(x, params) {
return tf.tidy(function () {
var out = tf.pad(x, [[0, 0], [1, 1], [1, 1], [0, 0]]);
if (params instanceof types_1.SeparableConvParams) {
out = tf.separableConv2d(out, params.depthwise_filter, params.pointwise_filter, [1, 1], 'valid');
out = tf.add(out, params.bias);
}
else {
out = tf.conv2d(out, params.conv.filters, [1, 1], 'valid');
out = tf.sub(out, params.bn.sub);
out = tf.mul(out, params.bn.truediv);
out = tf.add(out, params.conv.bias);
}
return leaky_1.leaky(out);
});
}
exports.convWithBatchNorm = convWithBatchNorm;
//# sourceMappingURL=convWithBatchNorm.js.map
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import { ParamMapping } from '../commons/types';
import { NetParams } from './types';
export declare function extractParams(weights: Float32Array, withSeparableConvs: boolean): {
params: NetParams;
paramMappings: ParamMapping[];
};
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
var extractConvParamsFactory_1 = require("../commons/extractConvParamsFactory");
var extractWeightsFactory_1 = require("../commons/extractWeightsFactory");
var types_1 = require("./types");
function extractorsFactory(extractWeights, paramMappings) {
var extractConvParams = extractConvParamsFactory_1.extractConvParamsFactory(extractWeights, paramMappings);
function extractBatchNormParams(size, mappedPrefix) {
var sub = tf.tensor1d(extractWeights(size));
var truediv = tf.tensor1d(extractWeights(size));
paramMappings.push({ paramPath: mappedPrefix + "/sub" }, { paramPath: mappedPrefix + "/truediv" });
return { sub: sub, truediv: truediv };
}
function extractConvWithBatchNormParams(channelsIn, channelsOut, mappedPrefix) {
var conv = extractConvParams(channelsIn, channelsOut, 3, mappedPrefix + "/conv");
var bn = extractBatchNormParams(channelsOut, mappedPrefix + "/bn");
return { conv: conv, bn: bn };
}
function extractSeparableConvParams(channelsIn, channelsOut, mappedPrefix) {
var depthwise_filter = tf.tensor4d(extractWeights(3 * 3 * channelsIn), [3, 3, channelsIn, 1]);
var pointwise_filter = tf.tensor4d(extractWeights(channelsIn * channelsOut), [1, 1, channelsIn, channelsOut]);
var bias = tf.tensor1d(extractWeights(channelsOut));
paramMappings.push({ paramPath: mappedPrefix + "/depthwise_filter" }, { paramPath: mappedPrefix + "/pointwise_filter" }, { paramPath: mappedPrefix + "/bias" });
return new types_1.SeparableConvParams(depthwise_filter, pointwise_filter, bias);
}
return {
extractConvParams: extractConvParams,
extractConvWithBatchNormParams: extractConvWithBatchNormParams,
extractSeparableConvParams: extractSeparableConvParams
};
}
function extractParams(weights, withSeparableConvs) {
var _a = extractWeightsFactory_1.extractWeightsFactory(weights), extractWeights = _a.extractWeights, getRemainingWeights = _a.getRemainingWeights;
var paramMappings = [];
var _b = extractorsFactory(extractWeights, paramMappings), extractConvParams = _b.extractConvParams, extractConvWithBatchNormParams = _b.extractConvWithBatchNormParams, extractSeparableConvParams = _b.extractSeparableConvParams;
var extractConvFn = withSeparableConvs ? extractSeparableConvParams : extractConvWithBatchNormParams;
var numAnchorEncodings = withSeparableConvs ? 5 : 6;
var conv0 = extractConvFn(3, 16, 'conv0');
var conv1 = extractConvFn(16, 32, 'conv1');
var conv2 = extractConvFn(32, 64, 'conv2');
var conv3 = extractConvFn(64, 128, 'conv3');
var conv4 = extractConvFn(128, 256, 'conv4');
var conv5 = extractConvFn(256, 512, 'conv5');
var conv6 = extractConvFn(512, 1024, 'conv6');
var conv7 = extractConvFn(1024, 1024, 'conv7');
var conv8 = extractConvParams(1024, 5 * numAnchorEncodings, 1, 'conv8');
if (getRemainingWeights().length !== 0) {
throw new Error("weights remaing after extract: " + getRemainingWeights().length);
}
var params = { conv0: conv0, conv1: conv1, conv2: conv2, conv3: conv3, conv4: conv4, conv5: conv5, conv6: conv6, conv7: conv7, conv8: conv8 };
return { params: params, paramMappings: paramMappings };
}
exports.extractParams = extractParams;
//# sourceMappingURL=extractParams.js.map
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import { SizeType, TinyYolov2ForwardParams } from './types';
export declare function getDefaultParams(params: TinyYolov2ForwardParams): {
inputSize: SizeType;
scoreThreshold: number;
} & TinyYolov2ForwardParams;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var types_1 = require("./types");
function getDefaultParams(params) {
return Object.assign({}, {
inputSize: types_1.SizeType.MD,
scoreThreshold: 0.5
}, params);
}
exports.getDefaultParams = getDefaultParams;
//# sourceMappingURL=getDefaultParams.js.map
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"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var TinyYolov2_1 = require("./TinyYolov2");
tslib_1.__exportStar(require("./TinyYolov2"), exports);
function createTinyYolov2(weights, withSeparableConvs) {
import { TinyYolov2 } from './TinyYolov2';
export * from './TinyYolov2';
export function createTinyYolov2(weights, withSeparableConvs) {
if (withSeparableConvs === void 0) { withSeparableConvs = true; }
var net = new TinyYolov2_1.TinyYolov2(withSeparableConvs);
var net = new TinyYolov2(withSeparableConvs);
net.extractWeights(weights);
return net;
}
exports.createTinyYolov2 = createTinyYolov2;
//# sourceMappingURL=index.js.map
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import * as tf from '@tensorflow/tfjs-core';
export declare function leaky(x: tf.Tensor4D): tf.Tensor4D;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function leaky(x) {
return tf.tidy(function () {
var min = tf.mul(x, tf.scalar(0.10000000149011612));
return tf.add(tf.relu(tf.sub(x, min)), min);
//return tf.maximum(x, min)
});
}
exports.leaky = leaky;
//# sourceMappingURL=leaky.js.map
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import { ParamMapping } from '../commons/types';
import { NetParams } from './types';
export declare function loadQuantizedParams(uri: string | undefined, withSeparableConvs: boolean): Promise<{
params: NetParams;
paramMappings: ParamMapping[];
}>;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var disposeUnusedWeightTensors_1 = require("../commons/disposeUnusedWeightTensors");
var extractWeightEntryFactory_1 = require("../commons/extractWeightEntryFactory");
var loadWeightMap_1 = require("../commons/loadWeightMap");
var types_1 = require("./types");
var DEFAULT_MODEL_NAME = 'tiny_yolov2_model';
var DEFAULT_MODEL_NAME_SEPARABLE_CONV = 'tiny_yolov2_separable_conv_model';
function extractorsFactory(weightMap, paramMappings) {
var extractWeightEntry = extractWeightEntryFactory_1.extractWeightEntryFactory(weightMap, paramMappings);
function extractBatchNormParams(prefix) {
var sub = extractWeightEntry(prefix + "/sub", 1);
var truediv = extractWeightEntry(prefix + "/truediv", 1);
return { sub: sub, truediv: truediv };
}
function extractConvParams(prefix) {
var filters = extractWeightEntry(prefix + "/filters", 4);
var bias = extractWeightEntry(prefix + "/bias", 1);
return { filters: filters, bias: bias };
}
function extractConvWithBatchNormParams(prefix) {
var conv = extractConvParams(prefix + "/conv");
var bn = extractBatchNormParams(prefix + "/bn");
return { conv: conv, bn: bn };
}
function extractSeparableConvParams(prefix) {
var depthwise_filter = extractWeightEntry(prefix + "/depthwise_filter", 4);
var pointwise_filter = extractWeightEntry(prefix + "/pointwise_filter", 4);
var bias = extractWeightEntry(prefix + "/bias", 1);
return new types_1.SeparableConvParams(depthwise_filter, pointwise_filter, bias);
}
return {
extractConvParams: extractConvParams,
extractConvWithBatchNormParams: extractConvWithBatchNormParams,
extractSeparableConvParams: extractSeparableConvParams
};
}
function loadQuantizedParams(uri, withSeparableConvs) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var weightMap, paramMappings, _a, extractConvParams, extractConvWithBatchNormParams, extractSeparableConvParams, extractConvFn, params;
return tslib_1.__generator(this, function (_b) {
switch (_b.label) {
case 0: return [4 /*yield*/, loadWeightMap_1.loadWeightMap(uri, withSeparableConvs ? DEFAULT_MODEL_NAME_SEPARABLE_CONV : DEFAULT_MODEL_NAME)];
case 1:
weightMap = _b.sent();
paramMappings = [];
_a = extractorsFactory(weightMap, paramMappings), extractConvParams = _a.extractConvParams, extractConvWithBatchNormParams = _a.extractConvWithBatchNormParams, extractSeparableConvParams = _a.extractSeparableConvParams;
extractConvFn = withSeparableConvs ? extractSeparableConvParams : extractConvWithBatchNormParams;
params = {
conv0: extractConvFn('conv0'),
conv1: extractConvFn('conv1'),
conv2: extractConvFn('conv2'),
conv3: extractConvFn('conv3'),
conv4: extractConvFn('conv4'),
conv5: extractConvFn('conv5'),
conv6: extractConvFn('conv6'),
conv7: extractConvFn('conv7'),
conv8: extractConvParams('conv8')
};
disposeUnusedWeightTensors_1.disposeUnusedWeightTensors(weightMap, paramMappings);
return [2 /*return*/, { params: params, paramMappings: paramMappings }];
}
});
});
}
exports.loadQuantizedParams = loadQuantizedParams;
//# sourceMappingURL=loadQuantizedParams.js.map
\ No newline at end of file
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\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
export declare function normalize(x: tf.Tensor4D): tf.Tensor4D;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tf = require("@tensorflow/tfjs-core");
function normalize(x) {
return tf.tidy(function () {
var avg_r = tf.fill(x.shape.slice(0, 3).concat([1]), 117.001);
var avg_g = tf.fill(x.shape.slice(0, 3).concat([1]), 114.697);
var avg_b = tf.fill(x.shape.slice(0, 3).concat([1]), 97.404);
var avg_rgb = tf.concat([avg_r, avg_g, avg_b], 3);
return tf.sub(x, avg_rgb);
});
}
exports.normalize = normalize;
//# sourceMappingURL=normalize.js.map
\ No newline at end of file
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\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
import { ConvParams } from '../commons/types';
import { Point } from '../Point';
export declare type BatchNorm = {
sub: tf.Tensor1D;
truediv: tf.Tensor1D;
};
export declare class SeparableConvParams {
depthwise_filter: tf.Tensor4D;
pointwise_filter: tf.Tensor4D;
bias: tf.Tensor1D;
constructor(depthwise_filter: tf.Tensor4D, pointwise_filter: tf.Tensor4D, bias: tf.Tensor1D);
}
export declare type ConvWithBatchNorm = {
conv: ConvParams;
bn: BatchNorm;
};
export declare type NetParams = {
conv0: ConvWithBatchNorm | SeparableConvParams;
conv1: ConvWithBatchNorm | SeparableConvParams;
conv2: ConvWithBatchNorm | SeparableConvParams;
conv3: ConvWithBatchNorm | SeparableConvParams;
conv4: ConvWithBatchNorm | SeparableConvParams;
conv5: ConvWithBatchNorm | SeparableConvParams;
conv6: ConvWithBatchNorm | SeparableConvParams;
conv7: ConvWithBatchNorm | SeparableConvParams;
conv8: ConvParams;
};
export declare enum SizeType {
XS = "xs",
SM = "sm",
MD = "md",
LG = "lg",
}
export declare type TinyYolov2ForwardParams = {
inputSize?: SizeType | number;
scoreThreshold?: number;
};
export declare type PostProcessingParams = {
scoreThreshold?: number;
paddings: Point;
};
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var SeparableConvParams = /** @class */ (function () {
function SeparableConvParams(depthwise_filter, pointwise_filter, bias) {
this.depthwise_filter = depthwise_filter;
this.pointwise_filter = pointwise_filter;
this.bias = bias;
}
return SeparableConvParams;
}());
exports.SeparableConvParams = SeparableConvParams;
var SizeType;
(function (SizeType) {
SizeType["XS"] = "xs";
SizeType["SM"] = "sm";
SizeType["MD"] = "md";
SizeType["LG"] = "lg";
})(SizeType = exports.SizeType || (exports.SizeType = {}));
//# sourceMappingURL=types.js.map
\ No newline at end of file
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\ No newline at end of file
import { NetInput } from './NetInput';
import { TNetInput } from './types';
/**
* Validates the input to make sure, they are valid net inputs and awaits all media elements
* to be finished loading.
*
* @param input The input, which can be a media element or an array of different media elements.
* @param manageCreatedInput If a new NetInput instance is created from the inputs, this flag
* determines, whether to set the NetInput as managed or not.
* @returns A NetInput instance, which can be passed into one of the neural networks.
*/
export declare function toNetInput(inputs: TNetInput, manageCreatedInput?: boolean, keepCanvases?: boolean): Promise<NetInput>;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var isMediaElement_1 = require("./commons/isMediaElement");
var isTensor_1 = require("./commons/isTensor");
var NetInput_1 = require("./NetInput");
var utils_1 = require("./utils");
/**
* Validates the input to make sure, they are valid net inputs and awaits all media elements
* to be finished loading.
*
* @param input The input, which can be a media element or an array of different media elements.
* @param manageCreatedInput If a new NetInput instance is created from the inputs, this flag
* determines, whether to set the NetInput as managed or not.
* @returns A NetInput instance, which can be passed into one of the neural networks.
*/
function toNetInput(inputs, manageCreatedInput, keepCanvases) {
if (manageCreatedInput === void 0) { manageCreatedInput = false; }
if (keepCanvases === void 0) { keepCanvases = false; }
return tslib_1.__awaiter(this, void 0, void 0, function () {
var afterCreate, inputArgArray, getIdxHint, inputArray;
return tslib_1.__generator(this, function (_a) {
switch (_a.label) {
case 0:
if (inputs instanceof NetInput_1.NetInput) {
return [2 /*return*/, inputs];
}
afterCreate = function (netInput) { return manageCreatedInput
? netInput.managed()
: netInput; };
if (isTensor_1.isTensor4D(inputs)) {
return [2 /*return*/, afterCreate(new NetInput_1.NetInput(inputs))];
}
inputArgArray = Array.isArray(inputs)
? inputs
: [inputs];
if (!inputArgArray.length) {
throw new Error('toNetInput - empty array passed as input');
}
getIdxHint = function (idx) { return Array.isArray(inputs) ? " at input index " + idx + ":" : ''; };
inputArray = inputArgArray.map(utils_1.resolveInput);
inputArray.forEach(function (input, i) {
if (!isMediaElement_1.isMediaElement(input) && !isTensor_1.isTensor3D(input) && !isTensor_1.isTensor4D(input)) {
if (typeof inputArgArray[i] === 'string') {
throw new Error("toNetInput -" + getIdxHint(i) + " string passed, but could not resolve HTMLElement for element id " + inputArgArray[i]);
}
throw new Error("toNetInput -" + getIdxHint(i) + " expected media to be of type HTMLImageElement | HTMLVideoElement | HTMLCanvasElement | tf.Tensor3D, or to be an element id");
}
if (isTensor_1.isTensor4D(input)) {
// if tf.Tensor4D is passed in the input array, the batch size has to be 1
var batchSize = input.shape[0];
if (batchSize !== 1) {
throw new Error("toNetInput -" + getIdxHint(i) + " tf.Tensor4D with batchSize " + batchSize + " passed, but not supported in input array");
}
}
});
// wait for all media elements being loaded
return [4 /*yield*/, Promise.all(inputArray.map(function (input) { return isMediaElement_1.isMediaElement(input) && utils_1.awaitMediaLoaded(input); }))];
case 1:
// wait for all media elements being loaded
_a.sent();
return [2 /*return*/, afterCreate(new NetInput_1.NetInput(inputArray, Array.isArray(inputs), keepCanvases))];
}
});
});
}
exports.toNetInput = toNetInput;
//# sourceMappingURL=toNetInput.js.map
\ No newline at end of file
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\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
import { NetInput } from './NetInput';
export declare type TMediaElement = HTMLImageElement | HTMLVideoElement | HTMLCanvasElement;
export declare type TResolvedNetInput = TMediaElement | tf.Tensor3D | tf.Tensor4D;
export declare type TNetInputArg = string | TResolvedNetInput;
export declare type TNetInput = TNetInputArg | Array<TNetInputArg> | NetInput | tf.Tensor4D;
export declare type Dimensions = {
width: number;
height: number;
};
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
//# sourceMappingURL=types.js.map
\ No newline at end of file
{"version":3,"file":"types.js","sourceRoot":"","sources":["../src/types.ts"],"names":[],"mappings":""}
\ No newline at end of file
import * as tf from '@tensorflow/tfjs-core';
import { Dimensions } from './types';
export declare function isFloat(num: number): boolean;
export declare function isEven(num: number): boolean;
export declare function round(num: number): number;
export declare function sigmoid(x: number): number;
export declare function isDimensions(obj: any): boolean;
export declare function resolveInput(arg: string | any): any;
export declare function isLoaded(media: HTMLImageElement | HTMLVideoElement): boolean;
export declare function awaitMediaLoaded(media: HTMLImageElement | HTMLVideoElement | HTMLCanvasElement): Promise<{}>;
export declare function getContext2dOrThrow(canvas: HTMLCanvasElement): CanvasRenderingContext2D;
export declare function createCanvas({width, height}: Dimensions): HTMLCanvasElement;
export declare function createCanvasFromMedia(media: HTMLImageElement | HTMLVideoElement, dims?: Dimensions): HTMLCanvasElement;
export declare function getMediaDimensions(media: HTMLImageElement | HTMLVideoElement): {
width: number;
height: number;
};
export declare function bufferToImage(buf: Blob): Promise<HTMLImageElement>;
export declare function imageTensorToCanvas(imgTensor: tf.Tensor, canvas?: HTMLCanvasElement): Promise<HTMLCanvasElement>;
"use strict";
Object.defineProperty(exports, "__esModule", { value: true });
var tslib_1 = require("tslib");
var tf = require("@tensorflow/tfjs-core");
var isTensor_1 = require("./commons/isTensor");
function isFloat(num) {
return num % 1 !== 0;
}
exports.isFloat = isFloat;
function isEven(num) {
return num % 2 === 0;
}
exports.isEven = isEven;
function round(num) {
return Math.floor(num * 100) / 100;
}
exports.round = round;
function sigmoid(x) {
return 1 / (1 + Math.exp(-x));
}
exports.sigmoid = sigmoid;
function isDimensions(obj) {
return obj && obj.width && obj.height;
}
exports.isDimensions = isDimensions;
function resolveInput(arg) {
if (typeof arg === 'string') {
return document.getElementById(arg);
}
return arg;
}
exports.resolveInput = resolveInput;
function isLoaded(media) {
return (media instanceof HTMLImageElement && media.complete)
|| (media instanceof HTMLVideoElement && media.readyState >= 3);
}
exports.isLoaded = isLoaded;
function awaitMediaLoaded(media) {
return new Promise(function (resolve, reject) {
if (media instanceof HTMLCanvasElement || isLoaded(media)) {
return resolve();
}
function onLoad(e) {
if (!e.currentTarget)
return;
e.currentTarget.removeEventListener('load', onLoad);
e.currentTarget.removeEventListener('error', onError);
resolve(e);
}
function onError(e) {
if (!e.currentTarget)
return;
e.currentTarget.removeEventListener('load', onLoad);
e.currentTarget.removeEventListener('error', onError);
reject(e);
}
media.addEventListener('load', onLoad);
media.addEventListener('error', onError);
});
}
exports.awaitMediaLoaded = awaitMediaLoaded;
function getContext2dOrThrow(canvas) {
var ctx = canvas.getContext('2d');
if (!ctx) {
throw new Error('canvas 2d context is null');
}
return ctx;
}
exports.getContext2dOrThrow = getContext2dOrThrow;
function createCanvas(_a) {
var width = _a.width, height = _a.height;
var canvas = document.createElement('canvas');
canvas.width = width;
canvas.height = height;
return canvas;
}
exports.createCanvas = createCanvas;
function createCanvasFromMedia(media, dims) {
if (!isLoaded(media)) {
throw new Error('createCanvasFromMedia - media has not finished loading yet');
}
var _a = dims || getMediaDimensions(media), width = _a.width, height = _a.height;
var canvas = createCanvas({ width: width, height: height });
getContext2dOrThrow(canvas).drawImage(media, 0, 0, width, height);
return canvas;
}
exports.createCanvasFromMedia = createCanvasFromMedia;
function getMediaDimensions(media) {
if (media instanceof HTMLImageElement) {
return { width: media.naturalWidth, height: media.naturalHeight };
}
if (media instanceof HTMLVideoElement) {
return { width: media.videoWidth, height: media.videoHeight };
}
return media;
}
exports.getMediaDimensions = getMediaDimensions;
function bufferToImage(buf) {
return new Promise(function (resolve, reject) {
if (!(buf instanceof Blob)) {
return reject('bufferToImage - expected buf to be of type: Blob');
}
var reader = new FileReader();
reader.onload = function () {
var img = new Image();
img.onload = function () { return resolve(img); };
img.onerror = reject;
img.src = reader.result;
};
reader.onerror = reject;
reader.readAsDataURL(buf);
});
}
exports.bufferToImage = bufferToImage;
function imageTensorToCanvas(imgTensor, canvas) {
return tslib_1.__awaiter(this, void 0, void 0, function () {
var targetCanvas, _a, height, width, numChannels, imgTensor3D;
return tslib_1.__generator(this, function (_b) {
switch (_b.label) {
case 0:
targetCanvas = canvas || document.createElement('canvas');
_a = imgTensor.shape.slice(isTensor_1.isTensor4D(imgTensor) ? 1 : 0), height = _a[0], width = _a[1], numChannels = _a[2];
imgTensor3D = tf.tidy(function () { return imgTensor.as3D(height, width, numChannels).toInt(); });
return [4 /*yield*/, tf.toPixels(imgTensor3D, targetCanvas)];
case 1:
_b.sent();
imgTensor3D.dispose();
return [2 /*return*/, targetCanvas];
}
});
});
}
exports.imageTensorToCanvas = imageTensorToCanvas;
//# sourceMappingURL=utils.js.map
\ No newline at end of file
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