├── .angular-cli.json ├── .editorconfig ├── .gitignore ├── README.md ├── e2e ├── app.e2e-spec.ts ├── app.po.ts └── tsconfig.e2e.json ├── karma.conf.js ├── keras └── cnn.h5 ├── package-lock.json ├── package.json ├── protractor.conf.js ├── src ├── app │ ├── app-routing.module.ts │ ├── app.component.html │ ├── app.component.scss │ ├── app.component.ts │ ├── app.module.ts │ └── drawable.directive.ts ├── assets │ ├── .gitkeep │ ├── group1-shard1of1 │ ├── group2-shard1of1 │ ├── group3-shard1of2 │ ├── group3-shard2of2 │ ├── group4-shard1of1 │ └── model.json ├── environments │ ├── environment.prod.ts │ └── environment.ts ├── favicon.ico ├── index.html ├── main.ts ├── polyfills.ts ├── styles.scss ├── test.ts ├── tsconfig.app.json ├── tsconfig.spec.json └── typings.d.ts ├── tsconfig.json └── tslint.json /.angular-cli.json: -------------------------------------------------------------------------------- 1 | { 2 | "$schema": "./node_modules/@angular/cli/lib/config/schema.json", 3 | "project": { 4 | "name": "mnist" 5 | }, 6 | "apps": [ 7 | { 8 | "root": "src", 9 | "outDir": "dist", 10 | "assets": [ 11 | "assets", 12 | "favicon.ico" 13 | ], 14 | "index": "index.html", 15 | "main": "main.ts", 16 | "polyfills": "polyfills.ts", 17 | "test": "test.ts", 18 | "tsconfig": "tsconfig.app.json", 19 | "testTsconfig": "tsconfig.spec.json", 20 | "prefix": "app", 21 | "styles": [ 22 | "styles.scss" 23 | ], 24 | "scripts": [], 25 | "environmentSource": "environments/environment.ts", 26 | "environments": { 27 | "dev": "environments/environment.ts", 28 | "prod": "environments/environment.prod.ts" 29 | } 30 | } 31 | ], 32 | "e2e": { 33 | "protractor": { 34 | "config": "./protractor.conf.js" 35 | } 36 | }, 37 | "lint": [ 38 | { 39 | "project": "src/tsconfig.app.json", 40 | "exclude": "**/node_modules/**" 41 | }, 42 | { 43 | "project": "src/tsconfig.spec.json", 44 | "exclude": "**/node_modules/**" 45 | }, 46 | { 47 | "project": "e2e/tsconfig.e2e.json", 48 | "exclude": "**/node_modules/**" 49 | } 50 | ], 51 | "test": { 52 | "karma": { 53 | "config": "./karma.conf.js" 54 | } 55 | }, 56 | "defaults": { 57 | "styleExt": "scss", 58 | "component": {} 59 | } 60 | } 61 | -------------------------------------------------------------------------------- /.editorconfig: -------------------------------------------------------------------------------- 1 | # Editor configuration, see http://editorconfig.org 2 | root = true 3 | 4 | [*] 5 | charset = utf-8 6 | indent_style = space 7 | indent_size = 2 8 | insert_final_newline = true 9 | trim_trailing_whitespace = true 10 | 11 | [*.md] 12 | max_line_length = off 13 | trim_trailing_whitespace = false 14 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # See http://help.github.com/ignore-files/ for more about ignoring files. 2 | 3 | # compiled output 4 | /dist 5 | /dist-server 6 | /tmp 7 | /out-tsc 8 | 9 | # dependencies 10 | /node_modules 11 | 12 | # IDEs and editors 13 | /.idea 14 | .project 15 | .classpath 16 | .c9/ 17 | *.launch 18 | .settings/ 19 | *.sublime-workspace 20 | 21 | # IDE - VSCode 22 | .vscode/* 23 | !.vscode/settings.json 24 | !.vscode/tasks.json 25 | !.vscode/launch.json 26 | !.vscode/extensions.json 27 | 28 | # misc 29 | /.sass-cache 30 | /connect.lock 31 | /coverage 32 | /libpeerconnection.log 33 | npm-debug.log 34 | yarn-error.log 35 | testem.log 36 | /typings 37 | 38 | # e2e 39 | /e2e/*.js 40 | /e2e/*.map 41 | 42 | # System Files 43 | .DS_Store 44 | Thumbs.db 45 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Machine learning TensorFlow model with Angular 2 | 3 | https://medium.com/@dhormale/integrate-machine-learning-tensorflow-model-with-angular-d72ec9287520 4 | 5 | Simplified implementation of Tensorflow.js MNIST Angular Demo 6 | https://dhormale.github.io/angular-tensorFlow-integration/ 7 | 8 | This demo imports an MNIST ConvNet trained in Keras Python, then makes predictions with TensorFlow.js 9 | 10 | clone , cd into it, `npm install && ng serve` 11 | 12 | ![alt text](https://cdn-images-1.medium.com/max/1000/1*LW5_RsWWnBLPZ2oeyeF5wg.gif "TensorFlow ML") 13 | -------------------------------------------------------------------------------- /e2e/app.e2e-spec.ts: -------------------------------------------------------------------------------- 1 | import { AppPage } from './app.po'; 2 | 3 | describe('mnist App', () => { 4 | let page: AppPage; 5 | 6 | beforeEach(() => { 7 | page = new AppPage(); 8 | }); 9 | 10 | it('should display welcome message', () => { 11 | page.navigateTo(); 12 | expect(page.getParagraphText()).toEqual('Welcome to app!'); 13 | }); 14 | }); 15 | -------------------------------------------------------------------------------- /e2e/app.po.ts: -------------------------------------------------------------------------------- 1 | import { browser, by, element } from 'protractor'; 2 | 3 | export class AppPage { 4 | navigateTo() { 5 | return browser.get('/'); 6 | } 7 | 8 | getParagraphText() { 9 | return element(by.css('app-root h1')).getText(); 10 | } 11 | } 12 | -------------------------------------------------------------------------------- /e2e/tsconfig.e2e.json: -------------------------------------------------------------------------------- 1 | { 2 | "extends": "../tsconfig.json", 3 | "compilerOptions": { 4 | "outDir": "../out-tsc/e2e", 5 | "baseUrl": "./", 6 | "module": "commonjs", 7 | "target": "es5", 8 | "types": [ 9 | "jasmine", 10 | "jasminewd2", 11 | "node" 12 | ] 13 | } 14 | } 15 | -------------------------------------------------------------------------------- /karma.conf.js: -------------------------------------------------------------------------------- 1 | // Karma configuration file, see link for more information 2 | // https://karma-runner.github.io/1.0/config/configuration-file.html 3 | 4 | module.exports = function (config) { 5 | config.set({ 6 | basePath: '', 7 | frameworks: ['jasmine', '@angular/cli'], 8 | plugins: [ 9 | require('karma-jasmine'), 10 | require('karma-chrome-launcher'), 11 | require('karma-jasmine-html-reporter'), 12 | require('karma-coverage-istanbul-reporter'), 13 | require('@angular/cli/plugins/karma') 14 | ], 15 | client:{ 16 | clearContext: false // leave Jasmine Spec Runner output visible in browser 17 | }, 18 | coverageIstanbulReporter: { 19 | reports: [ 'html', 'lcovonly' ], 20 | fixWebpackSourcePaths: true 21 | }, 22 | angularCli: { 23 | environment: 'dev' 24 | }, 25 | reporters: ['progress', 'kjhtml'], 26 | port: 9876, 27 | colors: true, 28 | logLevel: config.LOG_INFO, 29 | autoWatch: true, 30 | browsers: ['Chrome'], 31 | singleRun: false 32 | }); 33 | }; 34 | -------------------------------------------------------------------------------- /keras/cnn.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dhormale/angular-tensorFlow-integration/499ba5c61dd6186210b0b57513e96f0fa76e2c80/keras/cnn.h5 -------------------------------------------------------------------------------- /package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "mnist", 3 | "version": "0.0.0", 4 | "license": "MIT", 5 | "scripts": { 6 | "ng": "ng", 7 | "start": "ng serve", 8 | "build": "ng build --prod", 9 | "test": "ng test", 10 | "lint": "ng lint", 11 | "e2e": "ng e2e" 12 | }, 13 | "private": true, 14 | "dependencies": { 15 | "@angular/animations": "^5.2.0", 16 | "@angular/common": "^5.2.0", 17 | "@angular/compiler": "^5.2.0", 18 | "@angular/core": "^5.2.0", 19 | "@angular/forms": "^5.2.0", 20 | "@angular/http": "^5.2.0", 21 | "@angular/platform-browser": "^5.2.0", 22 | "@angular/platform-browser-dynamic": "^5.2.0", 23 | "@angular/router": "^5.2.0", 24 | "@tensorflow/tfjs": "^0.6.1", 25 | "chart.js": "^2.7.2", 26 | "core-js": "^2.4.1", 27 | "ng2-charts": "^1.6.0", 28 | "rxjs": "^5.5.6", 29 | "zone.js": "^0.8.19" 30 | }, 31 | "devDependencies": { 32 | "@angular/cli": "~1.7.3", 33 | "@angular/compiler-cli": "^5.2.0", 34 | "@angular/language-service": "^5.2.0", 35 | "@types/jasmine": "~2.8.3", 36 | "@types/jasminewd2": "~2.0.2", 37 | "@types/node": "~6.0.60", 38 | "codelyzer": "^4.0.1", 39 | "jasmine-core": "~2.8.0", 40 | "jasmine-spec-reporter": "~4.2.1", 41 | "karma": "~2.0.0", 42 | "karma-chrome-launcher": "~2.2.0", 43 | "karma-coverage-istanbul-reporter": "^1.2.1", 44 | "karma-jasmine": "~1.1.0", 45 | "karma-jasmine-html-reporter": "^0.2.2", 46 | "protractor": "~5.1.2", 47 | "ts-node": "~4.1.0", 48 | "tslint": "~5.9.1", 49 | "typescript": "~2.5.3" 50 | } 51 | } 52 | -------------------------------------------------------------------------------- /protractor.conf.js: -------------------------------------------------------------------------------- 1 | // Protractor configuration file, see link for more information 2 | // https://github.com/angular/protractor/blob/master/lib/config.ts 3 | 4 | const { SpecReporter } = require('jasmine-spec-reporter'); 5 | 6 | exports.config = { 7 | allScriptsTimeout: 11000, 8 | specs: [ 9 | './e2e/**/*.e2e-spec.ts' 10 | ], 11 | capabilities: { 12 | 'browserName': 'chrome' 13 | }, 14 | directConnect: true, 15 | baseUrl: 'http://localhost:4200/', 16 | framework: 'jasmine', 17 | jasmineNodeOpts: { 18 | showColors: true, 19 | defaultTimeoutInterval: 30000, 20 | print: function() {} 21 | }, 22 | onPrepare() { 23 | require('ts-node').register({ 24 | project: 'e2e/tsconfig.e2e.json' 25 | }); 26 | jasmine.getEnv().addReporter(new SpecReporter({ spec: { displayStacktrace: true } })); 27 | } 28 | }; 29 | -------------------------------------------------------------------------------- /src/app/app-routing.module.ts: -------------------------------------------------------------------------------- 1 | import { NgModule } from '@angular/core'; 2 | import { Routes, RouterModule } from '@angular/router'; 3 | 4 | const routes: Routes = []; 5 | 6 | @NgModule({ 7 | imports: [RouterModule.forRoot(routes)], 8 | exports: [RouterModule] 9 | }) 10 | export class AppRoutingModule { } 11 | -------------------------------------------------------------------------------- /src/app/app.component.html: -------------------------------------------------------------------------------- 1 |
2 |
3 |
4 |

Draw a number between 0 to 9

5 |
6 |
7 |
8 | 9 |
10 |
11 |
12 |

Predicted Number: {{predictedNumber}}

13 |
14 |
-------------------------------------------------------------------------------- /src/app/app.component.scss: -------------------------------------------------------------------------------- 1 | .wrapper { 2 | display: inline-flex; 3 | justify-content: flex-end; 4 | border: 10px solid lighten(#ef6c00, 15%); 5 | transition: border-color .2s ease-in; 6 | &:hover { 7 | border: 10px solid #ef6c00; 8 | transition: border-color .2s ease-in; 9 | } 10 | } 11 | 12 | canvas { 13 | cursor: crosshair; 14 | } 15 | 16 | .row { 17 | margin: 5vh 0vw; 18 | } -------------------------------------------------------------------------------- /src/app/app.component.ts: -------------------------------------------------------------------------------- 1 | import { Component, ViewChild, OnInit } from '@angular/core'; 2 | import { DrawableDirective } from './drawable.directive'; 3 | 4 | import * as tf from '@tensorflow/tfjs'; 5 | 6 | @Component({ 7 | selector: 'app-root', 8 | templateUrl: './app.component.html', 9 | styleUrls: ['./app.component.scss'] 10 | }) 11 | export class AppComponent implements OnInit { 12 | 13 | linearModel: tf.Sequential; 14 | prediction: any; 15 | predictedNumber: string; 16 | 17 | model: tf.Model; 18 | predictions: any; 19 | 20 | @ViewChild(DrawableDirective) canvas; 21 | 22 | ngOnInit() { 23 | this.loadModel(); 24 | } 25 | 26 | 27 | //// LOAD PRETRAINED KERAS MODEL //// 28 | 29 | async loadModel() { 30 | this.model = await tf.loadModel('/assets/model.json'); 31 | } 32 | 33 | async predict(imageData: ImageData) { 34 | 35 | const pred = await tf.tidy(() => { 36 | 37 | // Convert the canvas pixels to 38 | let img = tf.fromPixels(imageData, 1); 39 | img = img.reshape([1, 28, 28, 1]); 40 | img = tf.cast(img, 'float32'); 41 | 42 | // Make and format the predications 43 | const output = this.model.predict(img) as any; 44 | 45 | // Save predictions on the component 46 | this.predictions = Array.from(output.dataSync()); 47 | 48 | for (let i = 0; i < this.predictions.length; i++) { 49 | if (this.predictions[i] == "1") { 50 | this.predictedNumber = i.toString(); 51 | } 52 | } 53 | if (this.predictedNumber == "") { 54 | this.predictedNumber = ":("; 55 | } 56 | }); 57 | 58 | } 59 | 60 | clear() { 61 | this.predictedNumber = ""; 62 | } 63 | 64 | } 65 | 66 | -------------------------------------------------------------------------------- /src/app/app.module.ts: -------------------------------------------------------------------------------- 1 | import { BrowserModule } from '@angular/platform-browser'; 2 | import { NgModule } from '@angular/core'; 3 | 4 | import { AppRoutingModule } from './app-routing.module'; 5 | 6 | import { AppComponent } from './app.component'; 7 | import { ChartsModule } from 'ng2-charts/ng2-charts'; 8 | 9 | import { DrawableDirective } from './drawable.directive'; 10 | 11 | @NgModule({ 12 | declarations: [ 13 | AppComponent, 14 | DrawableDirective 15 | ], 16 | imports: [ 17 | BrowserModule, 18 | AppRoutingModule, 19 | ChartsModule 20 | ], 21 | providers: [], 22 | bootstrap: [AppComponent] 23 | }) 24 | export class AppModule { } 25 | -------------------------------------------------------------------------------- /src/app/drawable.directive.ts: -------------------------------------------------------------------------------- 1 | import { 2 | Directive, 3 | HostListener, 4 | HostBinding, 5 | ElementRef, 6 | Output, 7 | EventEmitter, 8 | OnInit 9 | } from '@angular/core'; 10 | 11 | @Directive({ 12 | selector: '[drawable]' 13 | }) 14 | export class DrawableDirective implements OnInit { 15 | pos = { x: 0, y: 0 }; 16 | ctx: CanvasRenderingContext2D; 17 | canvas: HTMLCanvasElement; 18 | 19 | @Output() newImage = new EventEmitter(); 20 | 21 | constructor(private el: ElementRef) {} 22 | 23 | ngOnInit() { 24 | this.canvas = this.el.nativeElement as HTMLCanvasElement; 25 | this.ctx = this.canvas.getContext('2d'); 26 | } 27 | 28 | @HostListener('mouseup', ['$event']) 29 | onUp(e) { 30 | this.newImage.emit(this.getImgData()); 31 | } 32 | 33 | @HostListener('mouseenter', ['$event']) 34 | onEnter(e) { 35 | this.setPosition(e); 36 | } 37 | 38 | @HostListener('mousedown', ['$event']) 39 | onMove(e) { 40 | this.setPosition(e); 41 | } 42 | 43 | @HostListener('mousemove', ['$event']) 44 | onDown(e) { 45 | 46 | if (e.buttons !== 1) { 47 | return; 48 | } 49 | 50 | this.ctx.beginPath(); // begin 51 | 52 | this.ctx.lineWidth = 10; 53 | this.ctx.lineCap = 'round'; 54 | this.ctx.strokeStyle = '#111111'; 55 | 56 | this.ctx.moveTo(this.pos.x, this.pos.y); 57 | this.setPosition(e); 58 | this.ctx.lineTo(this.pos.x, this.pos.y); 59 | 60 | this.ctx.stroke(); 61 | } 62 | 63 | @HostListener('resize', ['$event']) 64 | onResize(e) { 65 | this.ctx.canvas.width = window.innerWidth; 66 | this.ctx.canvas.height = window.innerHeight; 67 | } 68 | 69 | setPosition(e) { 70 | this.pos.x = e.offsetX; 71 | this.pos.y = e.offsetY; 72 | } 73 | 74 | clear() { 75 | this.ctx.clearRect(0, 0, this.ctx.canvas.width, this.ctx.canvas.height); 76 | } 77 | 78 | getImgData(): ImageData { 79 | const scaled = this.ctx.drawImage(this.canvas, 0, 0, 28, 28); 80 | return this.ctx.getImageData(0, 0, 28, 28); 81 | } 82 | } 83 | -------------------------------------------------------------------------------- /src/assets/.gitkeep: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dhormale/angular-tensorFlow-integration/499ba5c61dd6186210b0b57513e96f0fa76e2c80/src/assets/.gitkeep -------------------------------------------------------------------------------- /src/assets/group1-shard1of1: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dhormale/angular-tensorFlow-integration/499ba5c61dd6186210b0b57513e96f0fa76e2c80/src/assets/group1-shard1of1 -------------------------------------------------------------------------------- /src/assets/group2-shard1of1: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dhormale/angular-tensorFlow-integration/499ba5c61dd6186210b0b57513e96f0fa76e2c80/src/assets/group2-shard1of1 -------------------------------------------------------------------------------- /src/assets/group3-shard1of2: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dhormale/angular-tensorFlow-integration/499ba5c61dd6186210b0b57513e96f0fa76e2c80/src/assets/group3-shard1of2 -------------------------------------------------------------------------------- /src/assets/group3-shard2of2: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dhormale/angular-tensorFlow-integration/499ba5c61dd6186210b0b57513e96f0fa76e2c80/src/assets/group3-shard2of2 -------------------------------------------------------------------------------- /src/assets/group4-shard1of1: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dhormale/angular-tensorFlow-integration/499ba5c61dd6186210b0b57513e96f0fa76e2c80/src/assets/group4-shard1of1 -------------------------------------------------------------------------------- /src/assets/model.json: -------------------------------------------------------------------------------- 1 | {"modelTopology": {"training_config": {"metrics": ["accuracy"], "loss": "categorical_crossentropy", "optimizer_config": {"class_name": "Adadelta", "config": {"epsilon": 1e-08, "lr": 1.0, "rho": 0.95, "decay": 0.0}}, "sample_weight_mode": null, "loss_weights": null}, "keras_version": "2.0.4", "model_config": {"class_name": "Sequential", "config": [{"class_name": "Conv2D", "config": {"kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "scale": 1.0, "seed": null, "mode": "fan_avg"}}, "name": "conv2d_1", "kernel_constraint": null, "bias_regularizer": null, "bias_constraint": null, "dtype": "float32", "activation": "relu", "trainable": true, "data_format": "channels_last", "padding": "valid", "strides": [1, 1], "dilation_rate": [1, 1], "kernel_regularizer": null, "filters": 32, "bias_initializer": {"class_name": "Zeros", "config": {}}, "batch_input_shape": [null, 28, 28, 1], "use_bias": true, "activity_regularizer": null, "kernel_size": [3, 3]}}, {"class_name": "Conv2D", "config": {"kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "scale": 1.0, "seed": null, "mode": "fan_avg"}}, "name": "conv2d_2", "kernel_constraint": null, "bias_regularizer": null, "bias_constraint": null, "activation": "relu", "trainable": true, "data_format": "channels_last", "padding": "valid", "strides": [1, 1], "dilation_rate": [1, 1], "kernel_regularizer": null, "filters": 64, "bias_initializer": {"class_name": "Zeros", "config": {}}, "use_bias": true, "activity_regularizer": null, "kernel_size": [3, 3]}}, {"class_name": "MaxPooling2D", "config": {"name": "max_pooling2d_1", "trainable": true, "data_format": "channels_last", "pool_size": [2, 2], "padding": "valid", "strides": [2, 2]}}, {"class_name": "Dropout", "config": {"rate": 0.25, "trainable": true, "name": "dropout_1"}}, {"class_name": "Flatten", "config": {"trainable": true, "name": "flatten_1"}}, {"class_name": "Dense", "config": {"kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "scale": 1.0, "seed": null, "mode": "fan_avg"}}, "name": "dense_1", "kernel_constraint": null, "bias_regularizer": null, "bias_constraint": null, "activation": "relu", "trainable": true, "kernel_regularizer": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "units": 128, "use_bias": true, "activity_regularizer": null}}, {"class_name": "Dropout", "config": {"rate": 0.5, "trainable": true, "name": "dropout_2"}}, {"class_name": "Dense", "config": {"kernel_initializer": {"class_name": "VarianceScaling", "config": {"distribution": "uniform", "scale": 1.0, "seed": null, "mode": "fan_avg"}}, "name": "dense_2", "kernel_constraint": null, "bias_regularizer": null, "bias_constraint": null, "activation": "softmax", "trainable": true, "kernel_regularizer": null, "bias_initializer": {"class_name": "Zeros", "config": {}}, "units": 10, "use_bias": true, "activity_regularizer": null}}]}, "backend": "tensorflow"}, "weightsManifest": [{"paths": ["group1-shard1of1"], "weights": [{"dtype": "float32", "shape": [3, 3, 1, 32], "name": "conv2d_1/kernel"}, {"dtype": "float32", "shape": [32], "name": "conv2d_1/bias"}]}, {"paths": ["group2-shard1of1"], "weights": [{"dtype": "float32", "shape": [3, 3, 32, 64], "name": "conv2d_2/kernel"}, {"dtype": "float32", "shape": [64], "name": "conv2d_2/bias"}]}, {"paths": ["group3-shard1of2", "group3-shard2of2"], "weights": [{"dtype": "float32", "shape": [9216, 128], "name": "dense_1/kernel"}, {"dtype": "float32", "shape": [128], "name": "dense_1/bias"}]}, {"paths": ["group4-shard1of1"], "weights": [{"dtype": "float32", "shape": [128, 10], "name": "dense_2/kernel"}, {"dtype": "float32", "shape": [10], "name": "dense_2/bias"}]}]} -------------------------------------------------------------------------------- /src/environments/environment.prod.ts: -------------------------------------------------------------------------------- 1 | export const environment = { 2 | production: true 3 | }; 4 | -------------------------------------------------------------------------------- /src/environments/environment.ts: -------------------------------------------------------------------------------- 1 | // The file contents for the current environment will overwrite these during build. 2 | // The build system defaults to the dev environment which uses `environment.ts`, but if you do 3 | // `ng build --env=prod` then `environment.prod.ts` will be used instead. 4 | // The list of which env maps to which file can be found in `.angular-cli.json`. 5 | 6 | export const environment = { 7 | production: false 8 | }; 9 | -------------------------------------------------------------------------------- /src/favicon.ico: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dhormale/angular-tensorFlow-integration/499ba5c61dd6186210b0b57513e96f0fa76e2c80/src/favicon.ico -------------------------------------------------------------------------------- /src/index.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | Angular TensorFlow Integration 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | -------------------------------------------------------------------------------- /src/main.ts: -------------------------------------------------------------------------------- 1 | import { enableProdMode } from '@angular/core'; 2 | import { platformBrowserDynamic } from '@angular/platform-browser-dynamic'; 3 | 4 | import { AppModule } from './app/app.module'; 5 | import { environment } from './environments/environment'; 6 | 7 | if (environment.production) { 8 | enableProdMode(); 9 | } 10 | 11 | platformBrowserDynamic().bootstrapModule(AppModule) 12 | .catch(err => console.log(err)); 13 | -------------------------------------------------------------------------------- /src/polyfills.ts: -------------------------------------------------------------------------------- 1 | /** 2 | * This file includes polyfills needed by Angular and is loaded before the app. 3 | * You can add your own extra polyfills to this file. 4 | * 5 | * This file is divided into 2 sections: 6 | * 1. Browser polyfills. These are applied before loading ZoneJS and are sorted by browsers. 7 | * 2. Application imports. Files imported after ZoneJS that should be loaded before your main 8 | * file. 9 | * 10 | * The current setup is for so-called "evergreen" browsers; the last versions of browsers that 11 | * automatically update themselves. This includes Safari >= 10, Chrome >= 55 (including Opera), 12 | * Edge >= 13 on the desktop, and iOS 10 and Chrome on mobile. 13 | * 14 | * Learn more in https://angular.io/docs/ts/latest/guide/browser-support.html 15 | */ 16 | 17 | /*************************************************************************************************** 18 | * BROWSER POLYFILLS 19 | */ 20 | 21 | /** IE9, IE10 and IE11 requires all of the following polyfills. **/ 22 | // import 'core-js/es6/symbol'; 23 | // import 'core-js/es6/object'; 24 | // import 'core-js/es6/function'; 25 | // import 'core-js/es6/parse-int'; 26 | // import 'core-js/es6/parse-float'; 27 | // import 'core-js/es6/number'; 28 | // import 'core-js/es6/math'; 29 | // import 'core-js/es6/string'; 30 | // import 'core-js/es6/date'; 31 | // import 'core-js/es6/array'; 32 | // import 'core-js/es6/regexp'; 33 | // import 'core-js/es6/map'; 34 | // import 'core-js/es6/weak-map'; 35 | // import 'core-js/es6/set'; 36 | 37 | /** IE10 and IE11 requires the following for NgClass support on SVG elements */ 38 | // import 'classlist.js'; // Run `npm install --save classlist.js`. 39 | 40 | /** IE10 and IE11 requires the following for the Reflect API. */ 41 | // import 'core-js/es6/reflect'; 42 | 43 | 44 | /** Evergreen browsers require these. **/ 45 | // Used for reflect-metadata in JIT. If you use AOT (and only Angular decorators), you can remove. 46 | import 'core-js/es7/reflect'; 47 | 48 | 49 | /** 50 | * Required to support Web Animations `@angular/platform-browser/animations`. 51 | * Needed for: All but Chrome, Firefox and Opera. http://caniuse.com/#feat=web-animation 52 | **/ 53 | // import 'web-animations-js'; // Run `npm install --save web-animations-js`. 54 | 55 | /** 56 | * By default, zone.js will patch all possible macroTask and DomEvents 57 | * user can disable parts of macroTask/DomEvents patch by setting following flags 58 | */ 59 | 60 | // (window as any).__Zone_disable_requestAnimationFrame = true; // disable patch requestAnimationFrame 61 | // (window as any).__Zone_disable_on_property = true; // disable patch onProperty such as onclick 62 | // (window as any).__zone_symbol__BLACK_LISTED_EVENTS = ['scroll', 'mousemove']; // disable patch specified eventNames 63 | 64 | /* 65 | * in IE/Edge developer tools, the addEventListener will also be wrapped by zone.js 66 | * with the following flag, it will bypass `zone.js` patch for IE/Edge 67 | */ 68 | // (window as any).__Zone_enable_cross_context_check = true; 69 | 70 | /*************************************************************************************************** 71 | * Zone JS is required by default for Angular itself. 72 | */ 73 | import 'zone.js/dist/zone'; // Included with Angular CLI. 74 | 75 | 76 | 77 | /*************************************************************************************************** 78 | * APPLICATION IMPORTS 79 | */ 80 | -------------------------------------------------------------------------------- /src/styles.scss: -------------------------------------------------------------------------------- 1 | /* You can add global styles to this file, and also import other style files */ 2 | -------------------------------------------------------------------------------- /src/test.ts: -------------------------------------------------------------------------------- 1 | // This file is required by karma.conf.js and loads recursively all the .spec and framework files 2 | 3 | import 'zone.js/dist/zone-testing'; 4 | import { getTestBed } from '@angular/core/testing'; 5 | import { 6 | BrowserDynamicTestingModule, 7 | platformBrowserDynamicTesting 8 | } from '@angular/platform-browser-dynamic/testing'; 9 | 10 | declare const require: any; 11 | 12 | // First, initialize the Angular testing environment. 13 | getTestBed().initTestEnvironment( 14 | BrowserDynamicTestingModule, 15 | platformBrowserDynamicTesting() 16 | ); 17 | // Then we find all the tests. 18 | const context = require.context('./', true, /\.spec\.ts$/); 19 | // And load the modules. 20 | context.keys().map(context); 21 | -------------------------------------------------------------------------------- /src/tsconfig.app.json: -------------------------------------------------------------------------------- 1 | { 2 | "extends": "../tsconfig.json", 3 | "compilerOptions": { 4 | "outDir": "../out-tsc/app", 5 | "baseUrl": "./", 6 | "module": "es2015", 7 | "types": [] 8 | }, 9 | "exclude": [ 10 | "test.ts", 11 | "**/*.spec.ts" 12 | ] 13 | } 14 | -------------------------------------------------------------------------------- /src/tsconfig.spec.json: -------------------------------------------------------------------------------- 1 | { 2 | "extends": "../tsconfig.json", 3 | "compilerOptions": { 4 | "outDir": "../out-tsc/spec", 5 | "baseUrl": "./", 6 | "module": "commonjs", 7 | "types": [ 8 | "jasmine", 9 | "node" 10 | ] 11 | }, 12 | "files": [ 13 | "test.ts" 14 | ], 15 | "include": [ 16 | "**/*.spec.ts", 17 | "**/*.d.ts" 18 | ] 19 | } 20 | -------------------------------------------------------------------------------- /src/typings.d.ts: -------------------------------------------------------------------------------- 1 | /* SystemJS module definition */ 2 | declare var module: NodeModule; 3 | interface NodeModule { 4 | id: string; 5 | } 6 | -------------------------------------------------------------------------------- /tsconfig.json: -------------------------------------------------------------------------------- 1 | { 2 | "compileOnSave": false, 3 | "compilerOptions": { 4 | "outDir": "./dist/out-tsc", 5 | "sourceMap": true, 6 | "declaration": false, 7 | "moduleResolution": "node", 8 | "emitDecoratorMetadata": true, 9 | "experimentalDecorators": true, 10 | "target": "es5", 11 | "typeRoots": [ 12 | "node_modules/@types" 13 | ], 14 | "lib": [ 15 | "es2017", 16 | "dom" 17 | ] 18 | } 19 | } 20 | -------------------------------------------------------------------------------- /tslint.json: -------------------------------------------------------------------------------- 1 | { 2 | "rulesDirectory": [ 3 | "node_modules/codelyzer" 4 | ], 5 | "rules": { 6 | "arrow-return-shorthand": true, 7 | "callable-types": true, 8 | "class-name": true, 9 | "comment-format": [ 10 | true, 11 | "check-space" 12 | ], 13 | "curly": true, 14 | "deprecation": { 15 | "severity": "warn" 16 | }, 17 | "eofline": true, 18 | "forin": true, 19 | "import-blacklist": [ 20 | true, 21 | "rxjs", 22 | "rxjs/Rx" 23 | ], 24 | "import-spacing": true, 25 | "indent": [ 26 | true, 27 | "spaces" 28 | ], 29 | "interface-over-type-literal": true, 30 | "label-position": true, 31 | "max-line-length": [ 32 | true, 33 | 256 34 | ], 35 | "member-access": false, 36 | "member-ordering": [ 37 | true, 38 | { 39 | "order": [ 40 | "static-field", 41 | "instance-field", 42 | "static-method", 43 | "instance-method" 44 | ] 45 | } 46 | ], 47 | "no-arg": true, 48 | "no-bitwise": true, 49 | "no-console": [ 50 | true, 51 | "debug", 52 | "info", 53 | "time", 54 | "timeEnd", 55 | "trace" 56 | ], 57 | "no-construct": true, 58 | "no-debugger": true, 59 | "no-duplicate-super": true, 60 | "no-empty": false, 61 | "no-empty-interface": true, 62 | "no-eval": true, 63 | "no-inferrable-types": [ 64 | true, 65 | "ignore-params" 66 | ], 67 | "no-misused-new": true, 68 | "no-non-null-assertion": true, 69 | "no-shadowed-variable": true, 70 | "no-string-literal": false, 71 | "no-string-throw": true, 72 | "no-switch-case-fall-through": true, 73 | "no-trailing-whitespace": false, 74 | "no-unnecessary-initializer": true, 75 | "no-unused-expression": true, 76 | "no-use-before-declare": true, 77 | "no-var-keyword": true, 78 | "object-literal-sort-keys": false, 79 | "one-line": [ 80 | true, 81 | "check-open-brace", 82 | "check-catch", 83 | "check-else", 84 | "check-whitespace" 85 | ], 86 | "prefer-const": true, 87 | "quotemark": [ 88 | true, 89 | "single" 90 | ], 91 | "radix": true, 92 | "triple-equals": [ 93 | true, 94 | "allow-null-check" 95 | ], 96 | "typedef-whitespace": [ 97 | true, 98 | { 99 | "call-signature": "nospace", 100 | "index-signature": "nospace", 101 | "parameter": "nospace", 102 | "property-declaration": "nospace", 103 | "variable-declaration": "nospace" 104 | } 105 | ], 106 | "unified-signatures": true, 107 | "variable-name": false, 108 | "whitespace": [ 109 | true, 110 | "check-branch", 111 | "check-decl", 112 | "check-operator", 113 | "check-separator", 114 | "check-type" 115 | ], 116 | "directive-selector": [ 117 | true, 118 | "attribute", 119 | "", 120 | "camelCase" 121 | ], 122 | "component-selector": [ 123 | true, 124 | "element", 125 | "", 126 | "kebab-case" 127 | ], 128 | "no-output-on-prefix": true, 129 | "use-input-property-decorator": true, 130 | "use-output-property-decorator": true, 131 | "use-host-property-decorator": true, 132 | "no-input-rename": true, 133 | "no-output-rename": true, 134 | "use-life-cycle-interface": true, 135 | "use-pipe-transform-interface": true, 136 | "component-class-suffix": true, 137 | "directive-class-suffix": true 138 | } 139 | } 140 | --------------------------------------------------------------------------------