Scale usage to many thousands of images, disables previews

- Apparently, tfjs doesn't do memory management for you!

.gitignore

@@ -104,7 +104,7 @@ venv.bak/
 .mypy_cache/
 
 #screenshot data
-*.png
+images/*.png
 *.jpg
 *.tar
 

webui/.gitignore

@@ -0,0 +1,48 @@
+# See http://help.github.com/ignore-files/ for more about ignoring files.
+
+# compiled output
+/dist
+/tmp
+/out-tsc
+# Only exists if Bazel was run
+/bazel-out
+
+.vscode/
+
+# dependencies
+/node_modules
+
+# profiling files
+chrome-profiler-events*.json
+speed-measure-plugin*.json
+
+# IDEs and editors
+/.idea
+.project
+.classpath
+.c9/
+*.launch
+.settings/
+*.sublime-workspace
+
+# IDE - VSCode
+.vscode/*
+!.vscode/settings.json
+!.vscode/tasks.json
+!.vscode/launch.json
+!.vscode/extensions.json
+.history/*
+
+# misc
+/.sass-cache
+/connect.lock
+/coverage
+/libpeerconnection.log
+npm-debug.log
+yarn-error.log
+testem.log
+/typings
+
+# System Files
+.DS_Store
+Thumbs.db

webui/README.md

@@ -0,0 +1,11 @@
+# Weballer
+
+Web front-end for Eyeballer
+
+
+### Setup
+
+```
+npm install
+ng serve
+```

webui/angular.json

@@ -0,0 +1,133 @@
+{
+  "$schema": "./node_modules/@angular/cli/lib/config/schema.json",
+  "version": 1,
+  "newProjectRoot": "projects",
+  "projects": {
+    "weballer": {
+      "projectType": "application",
+      "schematics": {
+        "@schematics/angular:component": {
+          "style": "scss"
+        }
+      },
+      "root": "",
+      "sourceRoot": "src",
+      "prefix": "app",
+      "architect": {
+        "build": {
+          "builder": "@angular-devkit/build-angular:browser",
+          "options": {
+            "outputPath": "dist/weballer",
+            "index": "src/index.html",
+            "main": "src/main.ts",
+            "polyfills": "src/polyfills.ts",
+            "tsConfig": "tsconfig.app.json",
+            "aot": true,
+            "assets": [
+              "src/favicon.ico",
+              "src/assets"
+            ],
+            "styles": [
+              "./node_modules/@angular/material/prebuilt-themes/deeppurple-amber.css",
+              "./node_modules/@fortawesome/fontawesome-free/css/all.min.css",
+              "src/styles.scss"
+            ],
+            "scripts": []
+          },
+          "configurations": {
+            "production": {
+              "fileReplacements": [
+                {
+                  "replace": "src/environments/environment.ts",
+                  "with": "src/environments/environment.prod.ts"
+                }
+              ],
+              "optimization": true,
+              "outputHashing": "all",
+              "sourceMap": false,
+              "namedChunks": false,
+              "extractLicenses": true,
+              "vendorChunk": false,
+              "buildOptimizer": true,
+              "budgets": [
+                {
+                  "type": "initial",
+                  "maximumWarning": "2mb",
+                  "maximumError": "5mb"
+                },
+                {
+                  "type": "anyComponentStyle",
+                  "maximumWarning": "6kb",
+                  "maximumError": "10kb"
+                }
+              ]
+            }
+          }
+        },
+        "serve": {
+          "builder": "@angular-devkit/build-angular:dev-server",
+          "options": {
+            "browserTarget": "weballer:build"
+          },
+          "configurations": {
+            "production": {
+              "browserTarget": "weballer:build:production"
+            }
+          }
+        },
+        "extract-i18n": {
+          "builder": "@angular-devkit/build-angular:extract-i18n",
+          "options": {
+            "browserTarget": "weballer:build"
+          }
+        },
+        "test": {
+          "builder": "@angular-devkit/build-angular:karma",
+          "options": {
+            "main": "src/test.ts",
+            "polyfills": "src/polyfills.ts",
+            "tsConfig": "tsconfig.spec.json",
+            "karmaConfig": "karma.conf.js",
+            "assets": [
+              "src/favicon.ico",
+              "src/assets"
+            ],
+            "styles": [
+              "src/styles.scss"
+            ],
+            "scripts": []
+          }
+        },
+        "lint": {
+          "builder": "@angular-devkit/build-angular:tslint",
+          "options": {
+            "tsConfig": [
+              "tsconfig.app.json",
+              "tsconfig.spec.json",
+              "e2e/tsconfig.json"
+            ],
+            "exclude": [
+              "**/node_modules/**"
+            ]
+          }
+        },
+        "e2e": {
+          "builder": "@angular-devkit/build-angular:protractor",
+          "options": {
+            "protractorConfig": "e2e/protractor.conf.js",
+            "devServerTarget": "weballer:serve"
+          },
+          "configurations": {
+            "production": {
+              "devServerTarget": "weballer:serve:production"
+            }
+          }
+        }
+      }
+    }
+  },
+  "defaultProject": "weballer",
+  "cli": {
+    "analytics": false
+  }
+}

webui/e2e/protractor.conf.js

@@ -0,0 +1,36 @@
+// @ts-check
+// Protractor configuration file, see link for more information
+// https://github.com/angular/protractor/blob/master/lib/config.ts
+
+const { SpecReporter, StacktraceOption } = require('jasmine-spec-reporter');
+
+/**
+ * @type { import("protractor").Config }
+ */
+exports.config = {
+  allScriptsTimeout: 11000,
+  specs: [
+    './src/**/*.e2e-spec.ts'
+  ],
+  capabilities: {
+    browserName: 'chrome'
+  },
+  directConnect: true,
+  baseUrl: 'http://localhost:4200/',
+  framework: 'jasmine',
+  jasmineNodeOpts: {
+    showColors: true,
+    defaultTimeoutInterval: 30000,
+    print: function() {}
+  },
+  onPrepare() {
+    require('ts-node').register({
+      project: require('path').join(__dirname, './tsconfig.json')
+    });
+    jasmine.getEnv().addReporter(new SpecReporter({
+      spec: {
+        displayStacktrace: StacktraceOption.PRETTY
+      }
+    }));
+  }
+};

webui/e2e/src/app.e2e-spec.ts

@@ -0,0 +1,23 @@
+import { AppPage } from './app.po';
+import { browser, logging } from 'protractor';
+
+describe('workspace-project App', () => {
+  let page: AppPage;
+
+  beforeEach(() => {
+    page = new AppPage();
+  });
+
+  it('should display welcome message', () => {
+    page.navigateTo();
+    expect(page.getTitleText()).toEqual('weballer app is running!');
+  });
+
+  afterEach(async () => {
+    // Assert that there are no errors emitted from the browser
+    const logs = await browser.manage().logs().get(logging.Type.BROWSER);
+    expect(logs).not.toContain(jasmine.objectContaining({
+      level: logging.Level.SEVERE,
+    } as logging.Entry));
+  });
+});

webui/e2e/src/app.po.ts

@@ -0,0 +1,11 @@
+import { browser, by, element } from 'protractor';
+
+export class AppPage {
+  navigateTo(): Promise<unknown> {
+    return browser.get(browser.baseUrl) as Promise<unknown>;
+  }
+
+  getTitleText(): Promise<string> {
+    return element(by.css('app-root .content span')).getText() as Promise<string>;
+  }
+}

webui/e2e/tsconfig.json

@@ -0,0 +1,14 @@
+/* To learn more about this file see: https://angular.io/config/tsconfig. */
+{
+  "extends": "../tsconfig.json",
+  "compilerOptions": {
+    "outDir": "../out-tsc/e2e",
+    "module": "commonjs",
+    "target": "es2018",
+    "types": [
+      "jasmine",
+      "jasminewd2",
+      "node"
+    ]
+  }
+}

webui/karma.conf.js

@@ -0,0 +1,32 @@
+// Karma configuration file, see link for more information
+// https://karma-runner.github.io/1.0/config/configuration-file.html
+
+module.exports = function (config) {
+  config.set({
+    basePath: '',
+    frameworks: ['jasmine', '@angular-devkit/build-angular'],
+    plugins: [
+      require('karma-jasmine'),
+      require('karma-chrome-launcher'),
+      require('karma-jasmine-html-reporter'),
+      require('karma-coverage-istanbul-reporter'),
+      require('@angular-devkit/build-angular/plugins/karma')
+    ],
+    client: {
+      clearContext: false // leave Jasmine Spec Runner output visible in browser
+    },
+    coverageIstanbulReporter: {
+      dir: require('path').join(__dirname, './coverage/weballer'),
+      reports: ['html', 'lcovonly', 'text-summary'],
+      fixWebpackSourcePaths: true
+    },
+    reporters: ['progress', 'kjhtml'],
+    port: 9876,
+    colors: true,
+    logLevel: config.LOG_INFO,
+    autoWatch: true,
+    browsers: ['Chrome'],
+    singleRun: false,
+    restartOnFileChange: true
+  });
+};

webui/package.json

@@ -0,0 +1,54 @@
+{
+  "name": "weballer",
+  "version": "0.0.0",
+  "scripts": {
+    "ng": "ng",
+    "start": "ng serve",
+    "build": "ng build",
+    "test": "ng test",
+    "lint": "ng lint",
+    "e2e": "ng e2e"
+  },
+  "private": true,
+  "dependencies": {
+    "@angular/animations": "~11.2.6",
+    "@angular/cdk": "^11.2.5",
+    "@angular/common": "~11.2.6",
+    "@angular/compiler": "~11.2.6",
+    "@angular/core": "~11.2.6",
+    "@angular/flex-layout": "^11.0.0-beta.33",
+    "@angular/forms": "~11.2.6",
+    "@angular/material": "^11.2.5",
+    "@angular/platform-browser": "~11.2.6",
+    "@angular/platform-browser-dynamic": "~11.2.6",
+    "@angular/router": "~11.2.6",
+    "@fortawesome/fontawesome-free": "^5.15.3",
+    "@tensorflow/tfjs": "^3.3.0",
+    "base64-arraybuffer": "^0.2.0",
+    "ngx-dropzone": "^3.0.0",
+    "rxjs": "~6.6.6",
+    "tslib": "^2.0.0",
+    "zone.js": "~0.10.3"
+  },
+  "devDependencies": {
+    "@angular-devkit/build-angular": "^0.1102.5",
+    "@angular/cli": "~11.2.5",
+    "@angular/compiler-cli": "~11.2.6",
+    "@types/jasmine": "~3.6.0",
+    "@types/jasminewd2": "~2.0.3",
+    "@types/node": "^12.11.1",
+    "@types/webgl2": "0.0.6",
+    "codelyzer": "^6.0.0",
+    "jasmine-core": "~3.6.0",
+    "jasmine-spec-reporter": "~5.0.0",
+    "karma": "~6.2.0",
+    "karma-chrome-launcher": "~3.1.0",
+    "karma-coverage-istanbul-reporter": "~3.0.2",
+    "karma-jasmine": "~4.0.0",
+    "karma-jasmine-html-reporter": "^1.5.0",
+    "protractor": "~7.0.0",
+    "ts-node": "~8.3.0",
+    "tslint": "~6.1.0",
+    "typescript": "~4.1.5"
+  }
+}

webui/src/app/app-routing.module.ts

@@ -0,0 +1,13 @@
+import { NgModule } from '@angular/core';
+import { Routes, RouterModule } from '@angular/router';
+import { EyeballerComponent } from './components/eyeballer/eyeballer.component';
+
+const routes: Routes = [
+  { path: '', component: EyeballerComponent },
+];
+
+@NgModule({
+  imports: [RouterModule.forRoot(routes, { relativeLinkResolution: 'legacy' })],
+  exports: [RouterModule]
+})
+export class AppRoutingModule { }

webui/src/app/app.component.html

@@ -0,0 +1,2 @@
+<router-outlet>
+<router-outlet>

webui/src/app/app.component.spec.ts

@@ -0,0 +1,35 @@
+import { TestBed, waitForAsync } from '@angular/core/testing';
+import { RouterTestingModule } from '@angular/router/testing';
+import { AppComponent } from './app.component';
+
+describe('AppComponent', () => {
+  beforeEach(waitForAsync(() => {
+    TestBed.configureTestingModule({
+      imports: [
+        RouterTestingModule
+      ],
+      declarations: [
+        AppComponent
+      ],
+    }).compileComponents();
+  }));
+
+  it('should create the app', () => {
+    const fixture = TestBed.createComponent(AppComponent);
+    const app = fixture.componentInstance;
+    expect(app).toBeTruthy();
+  });
+
+  it(`should have as title 'weballer'`, () => {
+    const fixture = TestBed.createComponent(AppComponent);
+    const app = fixture.componentInstance;
+    expect(app.title).toEqual('weballer');
+  });
+
+  it('should render title', () => {
+    const fixture = TestBed.createComponent(AppComponent);
+    fixture.detectChanges();
+    const compiled = fixture.nativeElement;
+    expect(compiled.querySelector('.content span').textContent).toContain('weballer app is running!');
+  });
+});

webui/src/app/app.component.ts

@@ -0,0 +1,10 @@
+import { Component } from '@angular/core';
+
+@Component({
+  selector: 'app-root',
+  templateUrl: './app.component.html',
+  styleUrls: ['./app.component.scss']
+})
+export class AppComponent {
+  title = 'weballer';
+}

webui/src/app/app.module.ts

@@ -0,0 +1,28 @@
+import { BrowserModule } from '@angular/platform-browser';
+import { NgModule } from '@angular/core';
+import { FlexLayoutModule } from "@angular/flex-layout";
+import { BrowserAnimationsModule } from '@angular/platform-browser/animations';
+import { NgxDropzoneModule } from 'ngx-dropzone';
+
+import { BaseMaterialModule } from './base-materials';
+import { AppRoutingModule } from './app-routing.module';
+import { AppComponent } from './app.component';
+import { EyeballerComponent } from './components/eyeballer/eyeballer.component';
+
+@NgModule({
+  declarations: [
+    AppComponent,
+    EyeballerComponent
+  ],
+  imports: [
+    BrowserModule,
+    AppRoutingModule,
+    NgxDropzoneModule,
+    BrowserAnimationsModule,
+    BaseMaterialModule,
+    FlexLayoutModule
+  ],
+  providers: [],
+  bootstrap: [AppComponent]
+})
+export class AppModule { }

webui/src/app/base-materials.ts

@@ -0,0 +1,58 @@
+/*
+  Electric Scan
+  Copyright (C) 2019  Bishop Fox
+
+  This program is free software; you can redistribute it and/or
+  modify it under the terms of the GNU General Public License
+  as published by the Free Software Foundation; either version 2
+  of the License, or (at your option) any later version.
+
+  This program is distributed in the hope that it will be useful,
+  but WITHOUT ANY WARRANTY; without even the implied warranty of
+  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+  GNU General Public License for more details.
+
+  You should have received a copy of the GNU General Public License
+  along with this program; if not, write to the Free Software
+  Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA  02110-1301, USA.
+*/
+
+import { NgModule } from '@angular/core';
+import { MatBadgeModule } from '@angular/material/badge';
+import { MatButtonModule } from '@angular/material/button';
+import { MatCardModule } from '@angular/material/card';
+import { MatCheckboxModule } from '@angular/material/checkbox';
+import { MatOptionModule } from '@angular/material/core';
+import { MatDialogModule } from '@angular/material/dialog';
+import { MatDividerModule } from '@angular/material/divider';
+import { MatFormFieldModule } from '@angular/material/form-field';
+import { MatGridListModule } from '@angular/material/grid-list';
+import { MatIconModule } from '@angular/material/icon';
+import { MatInputModule } from '@angular/material/input';
+import { MatMenuModule } from '@angular/material/menu';
+import { MatProgressBarModule } from '@angular/material/progress-bar';
+import { MatProgressSpinnerModule } from '@angular/material/progress-spinner';
+import { MatSelectModule } from '@angular/material/select';
+import { MatSidenavModule } from '@angular/material/sidenav';
+import { MatSlideToggleModule } from '@angular/material/slide-toggle';
+import { MatSnackBarModule } from '@angular/material/snack-bar';
+import { MatSortModule } from '@angular/material/sort';
+import { MatTableModule } from '@angular/material/table';
+import { MatTabsModule } from '@angular/material/tabs';
+import { MatToolbarModule } from '@angular/material/toolbar';
+import { MatTooltipModule } from '@angular/material/tooltip';
+import { MatExpansionModule } from '@angular/material/expansion';
+
+const modules = [
+  MatButtonModule, MatCheckboxModule, MatOptionModule, MatSelectModule, MatMenuModule, MatTabsModule,
+  MatFormFieldModule, MatTooltipModule, MatToolbarModule, MatIconModule, MatProgressSpinnerModule,
+  MatDialogModule, MatGridListModule, MatCardModule, MatTableModule, MatSortModule, MatInputModule,
+  MatSnackBarModule, MatSlideToggleModule, MatDividerModule, MatProgressBarModule, MatBadgeModule,
+  MatSidenavModule, MatExpansionModule
+];
+
+@NgModule({
+  imports: modules,
+  exports: modules,
+})
+export class BaseMaterialModule { }

webui/src/app/components/eyeballer/eyeballer.component.html

@@ -0,0 +1,114 @@
+<mat-toolbar class="app-toolbar" color="primary"  fxLayout="row" fxLayoutAlign="start center">
+  <h2>
+    <img src="assets/eyeballer_logo.png" width="46" height="60">
+  </h2>
+  Eyeballer
+  <span fxFlex></span>
+  <span>Bishop Fox R&D</span>
+  <span fxFlex></span>
+
+  <button mat-raised-button (click)="restart()">
+    <i class="fas fa-fw fa-undo"></i>
+    Restart
+  </button>
+
+</mat-toolbar>
+
+<!-- Model Loading Progress -->
+<div *ngIf="!tfFilesCompleted">
+  <mat-progress-bar mode="indeterminate"></mat-progress-bar>
+</div>
+
+<!-- Drop Zone -->
+<div *ngIf="tfFilesCompleted && !eyeballing && !eyeballCompleted">
+  <mat-card>
+    Drop your screenshots below:
+    <br><br>
+    <ngx-dropzone (change)="onSelect($event)">
+      <ngx-dropzone-label>
+        Files dropped here are <span style="font-weight: bold">not uploaded anywhere.</span> No data leaves your computer at all on this tool.
+      </ngx-dropzone-label>
+    </ngx-dropzone>
+  </mat-card>
+
+  <br />
+
+  <mat-card><span style="font-weight: bold">Note:</span> For best results,
+    ensure your screenshots are taken natively in a <span style="font-weight: bold">16:10 aspect ratio.</span> (ie: 1440x900 or other)
+  </mat-card>
+  <mat-card>
+    Source code available at <a href="https://github.com/BishopFox/eyeballer" target="_blank" rel="noopener noreferrer">GitHub</a>
+  </mat-card>
+</div>
+
+<!-- Progress Bar -->
+<div *ngIf="tfFilesCompleted && eyeballing && !eyeballCompleted">
+  <mat-card>
+    <h3>Classifying: {{this.eyeballedCount}} of {{this.imageCount}}</h3>
+    <mat-progress-bar mode="determinate" [value]="eyeballPercent()"></mat-progress-bar>
+  </mat-card>
+  <mat-card>
+    This processing is happening in your browser. <span style="font-weight: bold">There is no backend.</span>
+  </mat-card>
+</div>
+
+<!-- Results -->
+<div *ngIf="tfFilesCompleted && !eyeballing && eyeballCompleted">
+  <div class="results-container">
+    <h2>Results</h2>
+    <mat-toolbar>
+      <mat-toolbar-row style="height:40px;">
+        <span class="button-spacer"></span>
+        <button class="label-button" mat-raised-button color="primary" [disabled]="selected.webapp === 0" (click)="selected.webapp = 0; updateSelections()">Must Include</button>
+        <button class="label-button" mat-raised-button color="basic" [disabled]="selected.webapp === 1" (click)="selected.webapp = 1; updateSelections()">Webapp</button>
+        <button class="label-button" mat-raised-button color="accent" [disabled]="selected.webapp === 2" (click)="selected.webapp = 2; updateSelections()">Never Include</button>
+        <label class="label-count">{{ classifications.webapp.length }}</label>
+        <span class="button-spacer"></span>
+      </mat-toolbar-row>
+      <mat-toolbar-row style="height:40px;">
+        <span class="button-spacer"></span>
+        <button class="label-button" mat-raised-button color="primary" [disabled]="selected.oldLooking === 0" (click)="selected.oldLooking = 0; updateSelections()">Must Include</button>
+        <button class="label-button" mat-raised-button color="basic" [disabled]="selected.oldLooking === 1" (click)="selected.oldLooking = 1; updateSelections()">Old Looking</button>
+        <button class="label-button" mat-raised-button color="accent" [disabled]="selected.oldLooking === 2" (click)="selected.oldLooking = 2; updateSelections()">Never Include</button>
+        <label class="label-count">{{ classifications.oldLooking.length }}</label>
+        <span class="button-spacer"></span>
+      </mat-toolbar-row>
+      <mat-toolbar-row style="height:40px;">
+        <span class="button-spacer"></span>
+        <button class="label-button" mat-raised-button color="primary" mat-raised-button [disabled]="selected.loginPage === 0" (click)="selected.loginPage = 0; updateSelections()">Must Include</button>
+        <button class="label-button" mat-raised-button color="basic" [disabled]="selected.loginPage === 1" (click)="selected.loginPage = 1; updateSelections()">Login Page</button>
+        <button class="label-button" mat-raised-button color="accent" [disabled]="selected.loginPage === 2" (click)="selected.loginPage = 2; updateSelections()">Never Include</button>
+        <label class="label-count">{{ classifications.loginPage.length }}</label>
+        <span class="button-spacer"></span>
+      </mat-toolbar-row>
+      <mat-toolbar-row style="height:40px;">
+        <span class="button-spacer"></span>
+        <button class="label-button" mat-raised-button color="primary" mat-raised-button [disabled]="selected.custom404 === 0" (click)="selected.custom404 = 0; updateSelections()">Must Include</button>
+        <button class="label-button" mat-raised-button color="basic" [disabled]="selected.custom404 === 1" (click)="selected.custom404 = 1; updateSelections()">Custom 404</button>
+        <button class="label-button" mat-raised-button color="accent" [disabled]="selected.custom404 === 2" (click)="selected.custom404 = 2; updateSelections()">Never Include</button>
+        <label class="label-count">{{ classifications.custom404.length }}</label>
+        <span class="button-spacer"></span>
+      </mat-toolbar-row>
+      <mat-toolbar-row style="height:40px;">
+        <span class="button-spacer"></span>
+        <button class="label-button" mat-raised-button color="primary" mat-raised-button [disabled]="selected.parked === 0" (click)="selected.parked = 0; updateSelections()">Must Include</button>
+        <button class="label-button" mat-raised-button color="basic" [disabled]="selected.parked === 1" (click)="selected.parked = 1; updateSelections()">Parked Domain</button>
+        <button class="label-button" mat-raised-button color="accent" [disabled]="selected.parked === 2" (click)="selected.parked = 2; updateSelections()">Never Include</button>
+        <label class="label-count">{{ classifications.parked.length }}</label>
+        <span class="button-spacer"></span>
+      </mat-toolbar-row>
+    </mat-toolbar>
+
+    <mat-card>
+      <span style="font-weight: bold">Total Selected:</span> {{ selectedScreens.length }}
+    </mat-card>
+    <br>
+    <mat-card>
+      <button class="export-button" mat-raised-button color="primary" (click)="exportResults()">
+        Export
+      </button>
+      <a href="https://github.com/BishopFox/eyeballer#what-the-labels-mean" target="_blank" rel="noopener noreferrer">What do these labels mean?</a>
+    </mat-card>
+  </div>
+
+</div>

webui/src/app/components/eyeballer/eyeballer.component.scss

@@ -0,0 +1,128 @@
+.app-toolbar {
+    position: fixed;
+    position: -webkit-sticky; /* For macOS/iOS Safari */
+    top: 0; /* Sets the sticky toolbar to be on top */
+    z-index: 1000; /* Ensure that your app's content doesn't overlap the toolbar */
+}
+
+.not-completed-container {
+    display: grid;
+    justify-items: center;
+    align-items: center;
+
+    grid-template-columns: 1fr 1fr 1fr;
+}
+
+.not-completed-message {
+    grid-column: 2/3;
+    grid-row: 2/3;
+}
+
+.results-container {
+    display: grid;
+    justify-items: center;
+    align-items: center;
+
+    grid-template-columns: 1fr;
+}
+
+.eyeballed-class-container {
+    display: grid;
+    justify-items: center;
+    align-items: center;
+
+    // grid-template-rows: minmax(250px, auto);
+    grid-template-columns: 1fr 1fr 1fr 1fr;
+    grid-gap: 1em;
+    margin: 1em;
+}
+
+.result-card {
+    max-width: 100%;
+}
+
+.result-card:hover {
+    background-color: #f5f5f5;
+}
+
+.result-card:hover img {
+    opacity: .5;
+}
+
+.result-card > div {
+    display: none;
+    position: absolute;
+    top: 50%;
+    left: 50%;
+    width: 70px;
+    height: 70px;
+    z-index: 10;
+}
+
+.fill-remaining-space {
+    flex: 1 1 auto;
+}
+
+.fill-space {
+    flex: auto;
+}
+
+.img-container {
+  position: relative;
+  text-align: center;
+  color: white;
+}
+
+.preview-image {
+  width: 100%;
+}
+
+.webapp-label {
+  background-color: blue;
+  color: white;
+  margin-left: 1px;
+  margin-right: 1px;
+}
+.old-looking-label {
+  background-color: green;
+  color: white;
+  margin-left: 1px;
+  margin-right: 1px;
+}
+.login-label {
+  background-color: purple;
+  color: white;
+  margin-left: 1px;
+  margin-right: 1px;
+}
+.custom-404-label {
+  background-color: orange;
+  color: white;
+  margin-left: 1px;
+  margin-right: 1px;
+}
+.parked-label {
+  background-color: red;
+  color: white;
+  margin-left: 1px;
+  margin-right: 1px;
+}
+
+.label-count {
+  margin-left: 10px;
+  width: 50px!important;
+  min-width: unset!important;
+}
+
+.label-button{
+  width: 130px!important;
+  min-width: unset!important;
+}
+
+.button-spacer {
+  flex: 1 1 auto;
+}
+
+.export-button {
+  margin-right: 10px;
+}

webui/src/app/components/eyeballer/eyeballer.component.spec.ts

@@ -0,0 +1,25 @@
+import { ComponentFixture, TestBed, waitForAsync } from '@angular/core/testing';
+
+import { EyeballerComponent } from './eyeballer.component';
+
+describe('EyeballerComponent', () => {
+  let component: EyeballerComponent;
+  let fixture: ComponentFixture<EyeballerComponent>;
+
+  beforeEach(waitForAsync(() => {
+    TestBed.configureTestingModule({
+      declarations: [ EyeballerComponent ]
+    })
+    .compileComponents();
+  }));
+
+  beforeEach(() => {
+    fixture = TestBed.createComponent(EyeballerComponent);
+    component = fixture.componentInstance;
+    fixture.detectChanges();
+  });
+
+  it('should create', () => {
+    expect(component).toBeTruthy();
+  });
+});

webui/src/app/components/eyeballer/eyeballer.component.ts

@@ -0,0 +1,264 @@
+import { Component, OnInit } from '@angular/core';
+import * as base64 from 'base64-arraybuffer';
+import * as tf from '@tensorflow/tfjs';
+
+
+@Component({
+  selector: 'app-eyeballer',
+  templateUrl: './eyeballer.component.html',
+  styleUrls: ['./eyeballer.component.scss']
+})
+export class EyeballerComponent implements OnInit {
+
+  offset = tf.scalar(127.5);
+  confidence = 0.5;
+
+  width = 224;
+  height = 224;
+
+  tfFilesCompleted = false;
+  tfFiles: File[] = [];
+  model: any = null;
+
+  imageCount = 0;
+  finishedLoading = false;
+  eyeballing = false;
+  eyeballCompleted = false;
+  eyeballedCount = 0;
+  classifications = {
+    custom404: [],
+    loginPage: [],
+    webapp: [],
+    oldLooking: [],
+    parked: [],
+  };
+
+  // What labels are selected?
+  // This is a tri-state:
+  //  0 means "always select"
+  //  1 means "don't care"
+  //  2 means "never select"
+  selected = {
+    custom404: 2,
+    loginPage: 1,
+    webapp: 0,
+    oldLooking: 1,
+    parked: 2,
+  }
+
+  selectedScreens: string[] = [];
+
+  constructor() {}
+
+  ngOnInit() {
+    this.fetchTfFiles();
+  }
+
+  async onSelect(event) {
+    this.imageCount = event.addedFiles.length;
+    this.eyeballing = true;
+    await this.classifyImages(event.addedFiles);
+    this.eyeballing = false;
+    this.eyeballCompleted = true;
+    await this.updateSelections();
+  }
+
+  async classifyImages(files) {
+    this.model = await tf.loadLayersModel(tf.io.browserFiles(this.tfFiles));
+    for(const file of files) {
+      await this.classify(file);
+      this.eyeballedCount++;
+    }
+  }
+
+  async classify(file) {
+    const dataString = await this.dataURI(file);
+    const img = new Image(this.width, this.height);
+    img.src = dataString;
+    img.onerror = () => {
+      return;
+    }
+    img.onload = () => {
+      tf.tidy(() => {
+        const tensor = tf.browser.fromPixels(img)
+          .resizeNearestNeighbor([224, 224])
+          .toFloat()
+          .sub(this.offset)
+          .div(this.offset)
+          .expandDims();
+        const resultTensor = <tf.Tensor<tf.Rank>> this.model.predict(tensor);
+        const predictions = resultTensor.dataSync();
+        tensor.dispose();
+        resultTensor.dispose();
+        if (predictions[0] > this.confidence) {
+          this.classifications.custom404.push(file.name);
+        }
+        if (predictions[1] > this.confidence) {
+          this.classifications.loginPage.push(file.name);
+        }
+        if (predictions[2] > this.confidence) {
+          this.classifications.webapp.push(file.name);
+        }
+        if (predictions[3] > this.confidence) {
+          this.classifications.oldLooking.push(file.name);
+        }
+        if (predictions[4] > this.confidence) {
+          this.classifications.parked.push(file.name);
+        }
+      });
+    };
+
+  }
+
+
+
+  isWebapp(key) {
+    if(this.classifications.webapp.includes(key)) {
+      return "Webapp"
+    }
+    return ""
+  }
+  isCustom404(key) {
+    if(this.classifications.custom404.includes(key)) {
+      return "Custom 404"
+    }
+    return ""
+  }
+  isLoginPage(key) {
+    if(this.classifications.loginPage.includes(key)) {
+      return "Login Page"
+    }
+    return ""
+  }
+  isOldLooking(key) {
+    if(this.classifications.oldLooking.includes(key)) {
+      return "Old Looking"
+    }
+    return ""
+  }
+  isParked(key) {
+    if(this.classifications.parked.includes(key)) {
+      return "Parked Domain"
+    }
+    return ""
+  }
+
+  async fetchTfFiles() {
+    let resp = await fetch('/assets/tf/model.json');
+    const manifest = await resp.json();
+    const paths: string[] = Array.from(manifest.weightsManifest[0]?.paths);
+
+    this.tfFiles = [];
+    resp = await fetch('/assets/tf/model.json');
+    const blob = await resp.blob();
+    this.tfFiles.push(new File([blob], 'model.json'));
+    await Promise.all(paths.map(async (path) => {
+      const tfFile = await this.fetchTfFile(path);
+      this.tfFiles.push(tfFile);
+    }));
+    this.tfFilesCompleted = true;
+  }
+
+  async fetchTfFile(name: string): Promise<File> {
+    const base = name.split('/').reverse()[0];
+    const resp = await fetch(`/assets/tf/${base}`);
+    const blob = await resp.blob();
+    return new File([blob], base);
+  }
+
+  async updateSelections() {
+    // First thing: load up all the images into the set
+    let selectedScreensSet = new Set([]);
+    for (let entry of this.classifications.webapp) {
+      selectedScreensSet.add(entry);
+    }
+    for (let entry of this.classifications.oldLooking) {
+      selectedScreensSet.add(entry);
+    }
+    for (let entry of this.classifications.loginPage) {
+      selectedScreensSet.add(entry);
+    }
+    for (let entry of this.classifications.custom404) {
+      selectedScreensSet.add(entry);
+    }
+    for (let entry of this.classifications.parked) {
+      selectedScreensSet.add(entry);
+    }
+    let selectionsArray = Array.from(selectedScreensSet);
+
+    // Calculate intersections for each "must include" selections
+    if (this.selected.webapp === 0){
+      let tempArray = selectionsArray.filter(value => this.classifications.webapp.includes(value));
+      selectionsArray = tempArray;
+    }
+    if (this.selected.oldLooking === 0){
+      let tempArray = selectionsArray.filter(value => this.classifications.oldLooking.includes(value));
+      selectionsArray = tempArray;
+    }
+    if (this.selected.loginPage === 0){
+      let tempArray = selectionsArray.filter(value => this.classifications.loginPage.includes(value));
+      selectionsArray = tempArray;
+    }
+    if (this.selected.custom404 === 0){
+      let tempArray = selectionsArray.filter(value => this.classifications.custom404.includes(value));
+      selectionsArray = tempArray;
+    }
+    if (this.selected.parked === 0){
+      let tempArray = selectionsArray.filter(value => this.classifications.parked.includes(value));
+      selectionsArray = tempArray;
+    }
+
+    // Now remove any "Must not include" selection
+    selectedScreensSet = new Set(selectionsArray);
+    if (this.selected.webapp === 2){
+      for (let entry of this.classifications.webapp) {
+        selectedScreensSet.delete(entry);
+      }
+    }
+    if (this.selected.oldLooking === 2){
+      for (let entry of this.classifications.oldLooking) {
+        selectedScreensSet.delete(entry);
+      }
+    }
+    if (this.selected.loginPage === 2){
+      for (let entry of this.classifications.loginPage) {
+        selectedScreensSet.delete(entry);
+      }
+    }
+    if (this.selected.custom404 === 2){
+      for (let entry of this.classifications.custom404) {
+        selectedScreensSet.delete(entry);
+      }
+    }
+    if (this.selected.parked === 2){
+      for (let entry of this.classifications.parked) {
+        selectedScreensSet.delete(entry);
+      }
+    }
+    this.selectedScreens = Array.from(selectedScreensSet);
+  }
+
+  async dataURI(file: File): Promise<string> {
+    const buf = await file.arrayBuffer();
+    let ext = file.name.split('.').reverse()[0]?.toLocaleLowerCase();
+    if (!["jpg", "jpeg", "png", "gif", "bmp"].some(allow => allow === ext)) {
+      ext = "jpg";
+    }
+    return `data:image/${encodeURIComponent(ext)};base64,${base64.encode(buf)}`;
+  }
+
+  eyeballPercent() {
+    return (this.eyeballedCount / this.imageCount) * 100;
+  }
+
+  restart() {
+    window.location.reload();
+  }
+
+  async exportResults() {
+    const str = this.selectedScreens.join("\n");
+    const blob = new Blob([str], { type: 'text/csv' });
+    const url= window.URL.createObjectURL(blob);
+    window.open(url);
+  }
+}

webui/src/assets/tf/model.json

@@ -0,0 +1 @@
+{"format": "layers-model", "generatedBy": "keras v2.2.4-tf", "convertedBy": "TensorFlow.js Converter v3.1.0", "modelTopology": {"keras_version": "2.2.4-tf", "backend": "tensorflow", "model_config": {"class_name": "Sequential", "config": {"name": "sequential", "layers": [{"class_name": "Model", "config": {"name": "mobilenet_1.00_224", "layers": [{"name": "input_1", "class_name": "InputLayer", "config": {"batch_input_shape": [null, 224, 224, 3], "dtype": "float32", "sparse": false, "ragged": false, "name": "input_1"}, "inbound_nodes": []}, {"name": "conv1_pad", "class_name": "ZeroPadding2D", "config": {"name": "conv1_pad", "trainable": true, "dtype": "float32", "padding": [[0, 1], [0, 1]], "data_format": "channels_last"}, "inbound_nodes": [[["input_1", 0, 0, {}]]]}, {"name": "conv1", "class_name": "Conv2D", "config": {"name": "conv1", "trainable": true, "dtype": "float32", "filters": 32, "kernel_size": [3, 3], "strides": [2, 2], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null, "dtype": "float32"}}, "bias_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv1_pad", 0, 0, {}]]]}, {"name": "conv1_bn", "class_name": "BatchNormalization", "config": {"name": "conv1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "gamma_initializer": {"class_name": "Ones", "config": {"dtype": "float32"}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "moving_variance_initializer": {"class_name": "Ones", "config": {"dtype": "float32"}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv1", 0, 0, {}]]]}, {"name": "conv1_relu", "class_name": "ReLU", "config": {"name": "conv1_relu", "trainable": true, "dtype": "float32", "max_value": 6.0, "negative_slope": 0.0, "threshold": 0.0}, "inbound_nodes": [[["conv1_bn", 0, 0, {}]]]}, {"name": "conv_dw_1", "class_name": "DepthwiseConv2D", "config": {"name": "conv_dw_1", "trainable": true, "dtype": "float32", "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": false, "bias_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "bias_regularizer": null, "activity_regularizer": null, "bias_constraint": null, "depth_multiplier": 1, "depthwise_initializer": {"class_name": "GlorotUniform", "config": {"seed": null, "dtype": "float32"}}, "depthwise_regularizer": null, "depthwise_constraint": null}, "inbound_nodes": [[["conv1_relu", 0, 0, {}]]]}, {"name": "conv_dw_1_bn", "class_name": "BatchNormalization", "config": {"name": "conv_dw_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "gamma_initializer": {"class_name": "Ones", "config": {"dtype": "float32"}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "moving_variance_initializer": {"class_name": "Ones", "config": {"dtype": "float32"}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["conv_dw_1", 0, 0, {}]]]}, {"name": "conv_dw_1_relu", "class_name": "ReLU", "config": {"name": "conv_dw_1_relu", "trainable": true, "dtype": "float32", "max_value": 6.0, "negative_slope": 0.0, "threshold": 0.0}, "inbound_nodes": [[["conv_dw_1_bn", 0, 0, {}]]]}, {"name": "conv_pw_1", "class_name": "Conv2D", "config": {"name": "conv_pw_1", "trainable": true, "dtype": "float32", "filters": 64, "kernel_size": [1, 1], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": "linear", "use_bias": false, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null, "dtype": "float32"}}, "bias_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["conv_dw_1_relu", 0, 0, {}]]]}, {"name": "conv_pw_1_bn", "class_name": "BatchNormalization", "config": {"name": "conv_pw_1_bn", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "gamma_initializer": {"class_name": "Ones", "config": {"dtype": "float32"}}, "moving_mean_initializer": {"class_Line truncated

webui/src/environments/environment.prod.ts

@@ -0,0 +1,3 @@
+export const environment = {
+  production: true
+};

webui/src/environments/environment.ts

@@ -0,0 +1,16 @@
+// This file can be replaced during build by using the `fileReplacements` array.
+// `ng build --prod` replaces `environment.ts` with `environment.prod.ts`.
+// The list of file replacements can be found in `angular.json`.
+
+export const environment = {
+  production: false
+};
+
+/*
+ * For easier debugging in development mode, you can import the following file
+ * to ignore zone related error stack frames such as `zone.run`, `zoneDelegate.invokeTask`.
+ *
+ * This import should be commented out in production mode because it will have a negative impact
+ * on performance if an error is thrown.
+ */
+// import 'zone.js/dist/zone-error';  // Included with Angular CLI.

webui/src/index.html

@@ -0,0 +1,19 @@
+<!doctype html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <title>Eyeballer</title>
+  <base href="/">
+  <meta name="viewport" content="width=device-width, initial-scale=1">
+  <link rel="icon" type="image/x-icon" href="favicon.ico">
+</head>
+<body>
+  <app-root>
+    <h1>
+      <div style="text-align: center; margin: auto; width: 50%; padding: 50px 0;">
+        <i class="fas fa-spinner fa-spin fa-2x"></i>
+      </div>
+    </h1>
+  </app-root>
+</body>
+</html>

webui/src/main.ts

@@ -0,0 +1,12 @@
+import { enableProdMode } from '@angular/core';
+import { platformBrowserDynamic } from '@angular/platform-browser-dynamic';
+
+import { AppModule } from './app/app.module';
+import { environment } from './environments/environment';
+
+if (environment.production) {
+  enableProdMode();
+}
+
+platformBrowserDynamic().bootstrapModule(AppModule)
+  .catch(err => console.error(err));

webui/src/polyfills.ts

@@ -0,0 +1,63 @@
+/**
+ * This file includes polyfills needed by Angular and is loaded before the app.
+ * You can add your own extra polyfills to this file.
+ *
+ * This file is divided into 2 sections:
+ *   1. Browser polyfills. These are applied before loading ZoneJS and are sorted by browsers.
+ *   2. Application imports. Files imported after ZoneJS that should be loaded before your main
+ *      file.
+ *
+ * The current setup is for so-called "evergreen" browsers; the last versions of browsers that
+ * automatically update themselves. This includes Safari >= 10, Chrome >= 55 (including Opera),
+ * Edge >= 13 on the desktop, and iOS 10 and Chrome on mobile.
+ *
+ * Learn more in https://angular.io/guide/browser-support
+ */
+
+/***************************************************************************************************
+ * BROWSER POLYFILLS
+ */
+
+/** IE10 and IE11 requires the following for NgClass support on SVG elements */
+// import 'classlist.js';  // Run `npm install --save classlist.js`.
+
+/**
+ * Web Animations `@angular/platform-browser/animations`
+ * Only required if AnimationBuilder is used within the application and using IE/Edge or Safari.
+ * Standard animation support in Angular DOES NOT require any polyfills (as of Angular 6.0).
+ */
+// import 'web-animations-js';  // Run `npm install --save web-animations-js`.
+
+/**
+ * By default, zone.js will patch all possible macroTask and DomEvents
+ * user can disable parts of macroTask/DomEvents patch by setting following flags
+ * because those flags need to be set before `zone.js` being loaded, and webpack
+ * will put import in the top of bundle, so user need to create a separate file
+ * in this directory (for example: zone-flags.ts), and put the following flags
+ * into that file, and then add the following code before importing zone.js.
+ * import './zone-flags';
+ *
+ * The flags allowed in zone-flags.ts are listed here.
+ *
+ * The following flags will work for all browsers.
+ *
+ * (window as any).__Zone_disable_requestAnimationFrame = true; // disable patch requestAnimationFrame
+ * (window as any).__Zone_disable_on_property = true; // disable patch onProperty such as onclick
+ * (window as any).__zone_symbol__UNPATCHED_EVENTS = ['scroll', 'mousemove']; // disable patch specified eventNames
+ *
+ *  in IE/Edge developer tools, the addEventListener will also be wrapped by zone.js
+ *  with the following flag, it will bypass `zone.js` patch for IE/Edge
+ *
+ *  (window as any).__Zone_enable_cross_context_check = true;
+ *
+ */
+
+/***************************************************************************************************
+ * Zone JS is required by default for Angular itself.
+ */
+import 'zone.js/dist/zone';  // Included with Angular CLI.
+
+
+/***************************************************************************************************
+ * APPLICATION IMPORTS
+ */

webui/src/styles.scss

@@ -0,0 +1,13 @@
+@import '@angular/material/prebuilt-themes/deeppurple-amber.css';
+
+html, body {
+  margin: 0;
+  padding: 0;
+  font-family: Roboto, Arial, sans-serif;
+
+  height: 90%;
+}
+
+body {
+  margin-top: 64px;
+}

webui/src/test.ts

@@ -0,0 +1,25 @@
+// This file is required by karma.conf.js and loads recursively all the .spec and framework files
+
+import 'zone.js/dist/zone-testing';
+import { getTestBed } from '@angular/core/testing';
+import {
+  BrowserDynamicTestingModule,
+  platformBrowserDynamicTesting
+} from '@angular/platform-browser-dynamic/testing';
+
+declare const require: {
+  context(path: string, deep?: boolean, filter?: RegExp): {
+    keys(): string[];
+    <T>(id: string): T;
+  };
+};
+
+// First, initialize the Angular testing environment.
+getTestBed().initTestEnvironment(
+  BrowserDynamicTestingModule,
+  platformBrowserDynamicTesting()
+);
+// Then we find all the tests.
+const context = require.context('./', true, /\.spec\.ts$/);
+// And load the modules.
+context.keys().map(context);

webui/tsconfig.app.json

@@ -0,0 +1,15 @@
+/* To learn more about this file see: https://angular.io/config/tsconfig. */
+{
+  "extends": "./tsconfig.json",
+  "compilerOptions": {
+    "outDir": "./out-tsc/app",
+    "types": []
+  },
+  "files": [
+    "src/main.ts",
+    "src/polyfills.ts"
+  ],
+  "include": [
+    "src/**/*.d.ts"
+  ]
+}

webui/tsconfig.json

@@ -0,0 +1,20 @@
+/* To learn more about this file see: https://angular.io/config/tsconfig. */
+{
+  "compileOnSave": false,
+  "compilerOptions": {
+    "baseUrl": "./",
+    "outDir": "./dist/out-tsc",
+    "sourceMap": true,
+    "declaration": false,
+    "downlevelIteration": true,
+    "experimentalDecorators": true,
+    "moduleResolution": "node",
+    "importHelpers": true,
+    "target": "es2015",
+    "module": "es2020",
+    "lib": [
+      "es2018",
+      "dom"
+    ]
+  }
+}

webui/tsconfig.spec.json

@@ -0,0 +1,18 @@
+/* To learn more about this file see: https://angular.io/config/tsconfig. */
+{
+  "extends": "./tsconfig.json",
+  "compilerOptions": {
+    "outDir": "./out-tsc/spec",
+    "types": [
+      "jasmine"
+    ]
+  },
+  "files": [
+    "src/test.ts",
+    "src/polyfills.ts"
+  ],
+  "include": [
+    "src/**/*.spec.ts",
+    "src/**/*.d.ts"
+  ]
+}

webui/tslint.json

@@ -0,0 +1,152 @@
+{
+  "extends": "tslint:recommended",
+  "rules": {
+    "align": {
+      "options": [
+        "parameters",
+        "statements"
+      ]
+    },
+    "array-type": false,
+    "arrow-return-shorthand": true,
+    "curly": true,
+    "deprecation": {
+      "severity": "warning"
+    },
+    "component-class-suffix": true,
+    "contextual-lifecycle": true,
+    "directive-class-suffix": true,
+    "directive-selector": [
+      true,
+      "attribute",
+      "app",
+      "camelCase"
+    ],
+    "component-selector": [
+      true,
+      "element",
+      "app",
+      "kebab-case"
+    ],
+    "eofline": true,
+    "import-blacklist": [
+      true,
+      "rxjs/Rx"
+    ],
+    "import-spacing": true,
+    "indent": {
+      "options": [
+        "spaces"
+      ]
+    },
+    "max-classes-per-file": false,
+    "max-line-length": [
+      true,
+      140
+    ],
+    "member-ordering": [
+      true,
+      {
+        "order": [
+          "static-field",
+          "instance-field",
+          "static-method",
+          "instance-method"
+        ]
+      }
+    ],
+    "no-console": [
+      true,
+      "debug",
+      "info",
+      "time",
+      "timeEnd",
+      "trace"
+    ],
+    "no-empty": false,
+    "no-inferrable-types": [
+      true,
+      "ignore-params"
+    ],
+    "no-non-null-assertion": true,
+    "no-redundant-jsdoc": true,
+    "no-switch-case-fall-through": true,
+    "no-var-requires": false,
+    "object-literal-key-quotes": [
+      true,
+      "as-needed"
+    ],
+    "quotemark": [
+      true,
+      "single"
+    ],
+    "semicolon": {
+      "options": [
+        "always"
+      ]
+    },
+    "space-before-function-paren": {
+      "options": {
+        "anonymous": "never",
+        "asyncArrow": "always",
+        "constructor": "never",
+        "method": "never",
+        "named": "never"
+      }
+    },
+    "typedef": [
+      true,
+      "call-signature"
+    ],
+    "typedef-whitespace": {
+      "options": [
+        {
+          "call-signature": "nospace",
+          "index-signature": "nospace",
+          "parameter": "nospace",
+          "property-declaration": "nospace",
+          "variable-declaration": "nospace"
+        },
+        {
+          "call-signature": "onespace",
+          "index-signature": "onespace",
+          "parameter": "onespace",
+          "property-declaration": "onespace",
+          "variable-declaration": "onespace"
+        }
+      ]
+    },
+    "variable-name": {
+      "options": [
+        "ban-keywords",
+        "check-format",
+        "allow-pascal-case"
+      ]
+    },
+    "whitespace": {
+      "options": [
+        "check-branch",
+        "check-decl",
+        "check-operator",
+        "check-separator",
+        "check-type",
+        "check-typecast"
+      ]
+    },
+    "no-conflicting-lifecycle": true,
+    "no-host-metadata-property": true,
+    "no-input-rename": true,
+    "no-inputs-metadata-property": true,
+    "no-output-native": true,
+    "no-output-on-prefix": true,
+    "no-output-rename": true,
+    "no-outputs-metadata-property": true,
+    "template-banana-in-box": true,
+    "template-no-negated-async": true,
+    "use-lifecycle-interface": true,
+    "use-pipe-transform-interface": true
+  },
+  "rulesDirectory": [
+    "codelyzer"
+  ]
+}