make it possible for ai to make the first move

.devcontainer/Dockerfile

@@ -0,0 +1,14 @@
+# [Choice] Node.js version (use -bullseye variants on local arm64/Apple Silicon): 18, 16, 14, 18-bullseye, 16-bullseye, 14-bullseye, 18-buster, 16-buster, 14-buster
+ARG VARIANT=16-bullseye
+FROM mcr.microsoft.com/vscode/devcontainers/javascript-node:0-${VARIANT}
+
+# [Optional] Uncomment this section to install additional OS packages.
+# RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
+#     && apt-get -y install --no-install-recommends <your-package-list-here>
+
+# [Optional] Uncomment if you want to install an additional version of node using nvm
+# ARG EXTRA_NODE_VERSION=10
+# RUN su node -c "source /usr/local/share/nvm/nvm.sh && nvm install ${EXTRA_NODE_VERSION}"
+
+# [Optional] Uncomment if you want to install more global node modules
+# RUN su node -c "npm install -g <your-package-list-here>"

.devcontainer/base.Dockerfile

@@ -0,0 +1,55 @@
+# [Choice] Node.js version (use -bullseye variants on local arm64/Apple Silicon): 18-bullseye, 16-bullseye, 14-bullseye, 18-buster, 16-buster, 14-buster
+ARG VARIANT=16-bullseye
+FROM node:${VARIANT}
+
+# [Option] Install zsh
+ARG INSTALL_ZSH="true"
+# [Option] Upgrade OS packages to their latest versions
+ARG UPGRADE_PACKAGES="true"
+
+# Install needed packages, yarn, nvm and setup non-root user. Use a separate RUN statement to add your own dependencies.
+ARG USERNAME=node
+ARG USER_UID=1000
+ARG USER_GID=$USER_UID
+ARG NPM_GLOBAL=/usr/local/share/npm-global
+ENV NVM_DIR=/usr/local/share/nvm
+ENV NVM_SYMLINK_CURRENT=true \ 
+    PATH=${NPM_GLOBAL}/bin:${NVM_DIR}/current/bin:${PATH}
+COPY library-scripts/*.sh library-scripts/*.env /tmp/library-scripts/
+RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
+    # Remove imagemagick due to https://security-tracker.debian.org/tracker/CVE-2019-10131
+    && apt-get purge -y imagemagick imagemagick-6-common \
+    # Install common packages, non-root user, update yarn and install nvm
+    && bash /tmp/library-scripts/common-debian.sh "${INSTALL_ZSH}" "${USERNAME}" "${USER_UID}" "${USER_GID}" "${UPGRADE_PACKAGES}" "true" "true" \
+    # Install yarn, nvm
+    && rm -rf /opt/yarn-* /usr/local/bin/yarn /usr/local/bin/yarnpkg \
+    && bash /tmp/library-scripts/node-debian.sh "${NVM_DIR}" "none" "${USERNAME}" \
+    # Configure global npm install location, use group to adapt to UID/GID changes
+    && if ! cat /etc/group | grep -e "^npm:" > /dev/null 2>&1; then groupadd -r npm; fi \
+    && usermod -a -G npm ${USERNAME} \
+    && umask 0002 \
+    && mkdir -p ${NPM_GLOBAL} \
+    && touch /usr/local/etc/npmrc \
+    && chown ${USERNAME}:npm ${NPM_GLOBAL} /usr/local/etc/npmrc \
+    && chmod g+s ${NPM_GLOBAL} \
+    && npm config -g set prefix ${NPM_GLOBAL} \
+    && sudo -u ${USERNAME} npm config -g set prefix ${NPM_GLOBAL} \
+    # Install eslint
+    && su ${USERNAME} -c "umask 0002 && npm install -g eslint" \
+    && npm cache clean --force > /dev/null 2>&1 \
+    # Install python-is-python3 on bullseye to prevent node-gyp regressions
+    && . /etc/os-release \
+    && if [ "${VERSION_CODENAME}" = "bullseye" ]; then apt-get -y install --no-install-recommends python-is-python3; fi \
+    # Clean up
+    && apt-get autoremove -y && apt-get clean -y && rm -rf /var/lib/apt/lists/* /root/.gnupg /tmp/library-scripts
+
+# [Optional] Uncomment this section to install additional OS packages.
+# RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
+#     && apt-get -y install --no-install-recommends <your-package-list-here>
+
+# [Optional] Uncomment if you want to install an additional version of node using nvm
+# ARG EXTRA_NODE_VERSION=10
+# RUN su node -c "source /usr/local/share/nvm/nvm.sh && nvm install ${EXTRA_NODE_VERSION}"
+
+# [Optional] Uncomment if you want to install more global node modules
+# RUN su node -c "npm install -g <your-package-list-here>""

.devcontainer/devcontainer.json

@@ -0,0 +1,32 @@
+// For format details, see https://aka.ms/devcontainer.json. For config options, see the README at:
+// https://github.com/microsoft/vscode-dev-containers/tree/v0.238.0/containers/javascript-node
+{
+	"name": "Node.js",
+	"build": {
+		"dockerfile": "Dockerfile",
+		// Update 'VARIANT' to pick a Node version: 18, 16, 14.
+		// Append -bullseye or -buster to pin to an OS version.
+		// Use -bullseye variants on local arm64/Apple Silicon.
+		"args": { "VARIANT": "16-bullseye" }
+	},
+
+	// Configure tool-specific properties.
+	"customizations": {
+		// Configure properties specific to VS Code.
+		"vscode": {
+			// Add the IDs of extensions you want installed when the container is created.
+			"extensions": [
+				"dbaeumer.vscode-eslint"
+			]
+		}
+	},
+
+	// Use 'forwardPorts' to make a list of ports inside the container available locally.
+	// "forwardPorts": [],
+
+	// Use 'postCreateCommand' to run commands after the container is created.
+	// "postCreateCommand": "yarn install",
+
+	// Comment out to connect as root instead. More info: https://aka.ms/vscode-remote/containers/non-root.
+	"remoteUser": "node"
+}

app/main.ts

@@ -16,8 +16,8 @@ function createWindow(): BrowserWindow {
   win = new BrowserWindow({
     x: 0,
     y: 0,
-    width: size.width,
+    width: 650,
-    height: size.height,
+    height: 700,
     webPreferences: {
       nodeIntegration: true,
       allowRunningInsecureContent: (serve) ? true : false,

package.json

@@ -45,14 +45,20 @@
     "lint": "ng lint"
   },
   "dependencies": {
-    "@angular/common": "13.3.1",
+    "@angular/animations": "13.3.11",
-    "@angular/compiler": "13.3.1",
+    "@angular/cdk": "^13.0.0",
-    "@angular/core": "13.3.1",
+    "@angular/common": "13.3.11",
-    "@angular/forms": "13.3.1",
+    "@angular/compiler": "13.3.11",
-    "@angular/language-service": "13.3.1",
+    "@angular/core": "13.3.11",
-    "@angular/platform-browser": "13.3.1",
+    "@angular/forms": "13.3.11",
-    "@angular/platform-browser-dynamic": "13.3.1",
+    "@angular/language-service": "13.3.11",
-    "@angular/router": "13.3.1",
+    "@angular/platform-browser": "13.3.11",
+    "@angular/platform-browser-dynamic": "13.3.11",
+    "@angular/router": "13.3.11",
+    "@nebular/eva-icons": "9.0.3",
+    "@nebular/theme": "9.0.3",
+    "@tensorflow/tfjs": "1.7.4",
+    "eva-icons": "^1.1.2",
     "rxjs": "7.5.5",
     "tslib": "^2.1.0",
     "zone.js": "~0.11.5"
@@ -66,12 +72,14 @@
     "@angular-eslint/schematics": "13.1.0",
     "@angular-eslint/template-parser": "13.1.0",
     "@angular/cli": "13.3.1",
-    "@angular/compiler-cli": "13.3.1",
+    "@angular/compiler-cli": "13.3.11",
     "@ngx-translate/core": "14.0.0",
     "@ngx-translate/http-loader": "7.0.0",
     "@playwright/test": "1.20.2",
+    "@schematics/angular": "13.3.1",
     "@types/jasmine": "3.10.3",
     "@types/jasminewd2": "2.0.10",
+    "@types/long": "4.0.2",
     "@types/node": "17.0.23",
     "@typescript-eslint/eslint-plugin": "5.17.0",
     "@typescript-eslint/parser": "5.17.0",

src/app/ai.service.ts

@@ -0,0 +1,164 @@
+/* eslint-disable @typescript-eslint/naming-convention */
+/* eslint-disable @typescript-eslint/no-unused-expressions */
+/* eslint-disable space-before-function-paren */
+/* eslint-disable prefer-const */
+/* eslint-disable @typescript-eslint/quotes */
+/* eslint-disable @typescript-eslint/member-ordering */
+import * as tf from "@tensorflow/tfjs";
+
+export class AiService {
+
+    constructor() {
+
+    }
+
+     async doPredict(myBoard) {
+      const tenseBlock = tf.tensor([myBoard]);
+      const result = await this.currentModel.predict(tenseBlock);
+    
+      const flatty = result.flatten();
+      const maxy = flatty.argMax();
+      const move = await maxy.data();
+      const allMoves = await flatty.data();
+    
+      flatty.dispose();
+      tenseBlock.dispose();
+      result.dispose();
+      maxy.dispose();
+      return [move[0], allMoves];
+    };
+
+private currentModel;
+flipX(arr) {
+  return [arr.slice(6), arr.slice(3, 6), arr.slice(0, 3)].flat();
+};
+
+flipY(arr) {
+ return this.flipX(arr.slice().reverse());
+}
+// Creates a 1 hot of the diff
+showMove(first, second) {
+  let result = [];
+  first.forEach((move, i) => {
+    result.push(Math.abs(move - second[i]));
+  });
+  return result;
+};
+
+getMoves (block) {
+  let x = [];
+  let y = [];
+  // Make all the moves
+  for (let i = 0; i < block.length - 1; i++) {
+    const theMove = this.showMove(block[i], block[i + 1]);
+    // Normal move
+    x.push(block[i]);
+    y.push(theMove);
+    // Flipped X move
+    x.push(this.flipX(block[i]));
+    y.push(this.flipX(theMove));
+    // Inverted Move
+    x.push(block[i].slice().reverse());
+    y.push(theMove.slice().reverse());
+    // Flipped Y move
+    x.push(this.flipY(block[i]));
+    y.push(this.flipY(theMove));
+  }
+  return { x, y };
+};
+
+constructModel() {
+  this.currentModel && this.currentModel.dispose();
+  tf.disposeVariables();
+
+  const model = tf.sequential();
+
+  model.add(
+    tf.layers.dense({
+      inputShape: [9],
+      units: 64,
+      activation: "relu"
+    })
+  );
+
+  model.add(
+    tf.layers.dense({
+      units: 64,
+      activation: "relu"
+    })
+  );
+
+  model.add(
+    tf.layers.dense({
+      units: 9,
+      activation: "softmax"
+    })
+  );
+
+  const learningRate = 0.005;
+  model.compile({
+    optimizer: tf.train.adam(learningRate),
+    loss: "categoricalCrossentropy",
+    metrics: ["accuracy"]
+  });
+
+  this.currentModel = model;
+  return model;
+};
+
+ getModel() {
+  if (this.currentModel) {
+    return this.currentModel;
+  } else {
+    return this.constructModel();
+  }
+};
+
+async trainOnGames(games, setState) {
+  const model = this.constructModel();
+  // model.dispose();
+  let AllX = [];
+  let AllY = [];
+
+  // console.log("Games in", JSON.stringify(games));
+  games.forEach((game) => {
+    AllX = AllX.concat(game.x);
+    AllY = AllY.concat(game.y);
+  });
+
+  // Tensorfy!
+  console.log(AllX);
+  const stackedX = tf.stack(AllX);
+  const stackedY = tf.stack(AllY);
+  await this.trainModel(model, stackedX, stackedY);
+
+  // clean up!
+  stackedX.dispose();
+  stackedY.dispose();
+
+  setState(model);
+  // return updatedModel;
+};
+
+async trainModel (model, stackedX, stackedY) {
+  const allCallbacks = {
+    // onTrainBegin: log => console.log(log),
+    // onTrainEnd: log => console.log(log),
+    // onEpochBegin: (epoch, log) => console.log(epoch, log),
+    onEpochEnd: (epoch, log) => console.log(epoch, log)
+    // onBatchBegin: (batch, log) => console.log(batch, log),
+    // onBatchEnd: (batch, log) => console.log(batch, log)
+  };
+
+  await model.fit(stackedX, stackedY, {
+    epochs: 100,
+    shuffle: true,
+    batchSize: 32,
+    callbacks: allCallbacks
+  });
+
+  console.log("Model Trained");
+
+  return model;
+};
+}

src/app/app.component.html

@@ -1 +1,15 @@
+<nb-layout>
+
+  <nb-layout-header fixed>
+  <!-- Insert header here -->
+  </nb-layout-header>
+
+  <nb-layout-column>
     <app-board></app-board>
+  </nb-layout-column>
+
+  <nb-layout-footer fixed>
+  <!-- Insert footer here -->
+  </nb-layout-footer>
+
+</nb-layout>

src/app/app.module.ts

@@ -14,6 +14,9 @@ import { TranslateHttpLoader } from '@ngx-translate/http-loader';
 
 import { AppComponent } from './app.component';
 import { BoardModule } from './board/board.module';
+import { BrowserAnimationsModule } from '@angular/platform-browser/animations';
+import { NbThemeModule, NbLayoutModule } from '@nebular/theme';
+import { NbEvaIconsModule } from '@nebular/eva-icons';
 
 
 // AoT requires an exported function for factories
@@ -34,7 +37,11 @@ const httpLoaderFactory = (http: HttpClient): TranslateHttpLoader =>  new Transl
         useFactory: httpLoaderFactory,
         deps: [HttpClient]
       }
-    })
+    }),
+    BrowserAnimationsModule,
+    NbThemeModule.forRoot({ name: 'cosmic' }),
+    NbLayoutModule,
+    NbEvaIconsModule
   ],
   providers: [],
   bootstrap: [AppComponent]

src/app/board/board.component.html

@@ -2,7 +2,10 @@
   <h1>Tic-Tac-Toe</h1>
 </section>
 <section w-full>
-    <p><button (click)="resetGame()">Neues Spiel!<br /></button><br /></p>
+    <p><button nbButton outline status="danger" (click)="resetGame()">Neues Spiel!<br /></button><br /></p>
+    <p><button nbButton outline status="danger" (click)="trainUp('X')" *ngIf="winner">Train like X!<br /></button><br /></p>
+    <p><button nbButton outline status="danger" (click)="trainUp('O')" *ngIf="winner">Train like O!<br /></button><br /></p>
+    <p><button nbButton outline status="success" (click)="makeAiMove()">Make Ai move<br /></button><br /></p>
     <h1>current player: {{ player }}</h1>
     <h2 *ngIf="winner">Gewinner: {{ winner }}<br /></h2><br />
   </section>
@@ -10,3 +13,4 @@
   <app-square class="square-container  h-48" *ngFor="let val of fields; let i=index" [value]="val"
     (click)="playerPress(i)"></app-square>
 </section>
+

src/app/board/board.component.spec.ts

@@ -40,6 +40,15 @@ describe('BoardComponent', () => {
     expect(component.calculateWinner()).not.toBe(null);
   });
 
+  it('top down vertical test', () => {
+    component.playerPress(1);
+    component.playerPress(0);
+    component.playerPress(4);
+    component.playerPress(5);
+    component.playerPress(7);
+    expect(component.calculateWinner()).not.toBe(null);
 
 
   });
+
+});

src/app/board/board.component.ts

@@ -1,4 +1,9 @@
+/* eslint-disable @typescript-eslint/naming-convention */
+/* eslint-disable arrow-body-style */
+/* eslint-disable @typescript-eslint/prefer-for-of */
+/* eslint-disable @typescript-eslint/member-ordering */
 import { Component, OnInit } from '@angular/core';
+import { AiService } from '../ai.service';
 
 @Component({
   selector: 'app-board',
@@ -10,6 +15,10 @@ export class BoardComponent implements OnInit {
   draw: boolean;
   xIsNext: boolean;
   fields: any[];
+  history: any[];
+  ai = new AiService();
+
+  games = [];
 
   constructor() {}
 
@@ -17,11 +26,58 @@ export class BoardComponent implements OnInit {
     this.resetGame();
   }
 
+  async makeAiMove(){
+    const history = this.history.slice();
+    let squares = history[history.length - 1];
+    if(squares === undefined) {
+      squares = this.fields.slice();
+    }
+    const normalizedMoves = squares.map((v) => {
+      if (v === "X") {
+        return this.xIsNext ? 1 : -1;
+      } else if (v === "O") {
+        return this.xIsNext ? -1 : 1;
+      } else {
+        return 0;
+      }
+    });
+    let [move, moves] = await this.ai.doPredict(normalizedMoves);
+    while (squares[move] !== null && squares.includes(null)) {
+      console.log(`AI Failed - Spot ${move} - Resorting to next highest`);
+      // Make current move 0
+      moves[move] = 0;
+      move = moves.indexOf(Math.max(...moves));
+      // move = Math.floor(Math.random() * 9);
+    }
+    this.playerPress(move);
+  }
+
+  trainUp(playerLearn) {
+    console.log('Train Called - to be more like ', playerLearn);
+
+    const AllMoves = this.history.map((board) => {
+      return board.map((v) => {
+        if (v === playerLearn) {
+          return 1;
+        } else if (v === null) {
+          return 0;
+        } else {
+          return -1;
+        }
+      });
+    });
+    // const ai = new AiService();
+    
+    this.games.push(this.ai.getMoves(AllMoves));
+    this.ai.trainOnGames(this.games, (data)=>{ console.log(data); });
+  }
+
   resetGame() {
     this.winner = null;
     this.draw = false;
     this.xIsNext = true;
     this.fields = Array(9).fill(null);
+    this.history = [];
   }
 
   get player() {
@@ -36,6 +92,8 @@ export class BoardComponent implements OnInit {
     if (!this.fields[i]) {
       this.fields.splice(i, 1, this.player);
 
+      this.history.push(this.fields.slice());
+
       this.xIsNext = !this.xIsNext;
       this.calculateWinner();
     }
@@ -51,7 +109,7 @@ export class BoardComponent implements OnInit {
 
       [0, 3, 6],
 
-      [2, 4, 7],
+      [1, 4, 7],
 
       [2, 5, 8],
 

src/app/board/board.module.ts

@@ -4,10 +4,11 @@ import { CommonModule } from '@angular/common';
 import { BoardComponent } from './board.component';
 import { SharedModule } from '../shared/shared.module';
 import { SquareModule } from '../square/square.module';
+import { NbButtonModule } from '@nebular/theme';
 
 @NgModule({
   declarations: [BoardComponent],
-  imports: [CommonModule, SharedModule, SquareModule],
+  imports: [CommonModule, SharedModule, SquareModule, NbButtonModule],
   exports: [BoardComponent]
 })
 export class BoardModule {}

src/app/detail/detail.component.html

@@ -1,7 +1,7 @@
 <div class="container">
   <h1 class="title">
-    {{ 'PAGES.DETAIL.TITLE' | translate }}
+    {{ 'PAGES.DETAIL.TITLE' }}
   </h1>
 
-  <a routerLink="/">{{ 'PAGES.DETAIL.BACK_TO_HOME' | translate }}</a>
+  <a routerLink="/">{{ 'PAGES.DETAIL.BACK_TO_HOME' }}</a>
 </div>

src/app/square/square.component.ts

@@ -4,7 +4,9 @@ import { Component, Input, OnInit } from '@angular/core';
   selector: 'app-square',
   template: `
     
-      <button>{{ value }}</button>
+      <button nbButton *ngIf="!value">{{ value }}</button>
+      <button nbButton hero status="success" *ngIf="value == 'X'">{{ value }}</button>
+      <button nbButton hero status="info" *ngIf="value == 'O'">{{ value }}</button>
   `,
   styles: [
      `
@@ -16,6 +18,7 @@ import { Component, Input, OnInit } from '@angular/core';
      button {
        width: 100%;
        height: 200px;
+       font-size: 5em !important;
 
      }
     `

src/app/square/square.module.ts

@@ -3,10 +3,11 @@ import { CommonModule } from '@angular/common';
 
 import { SharedModule } from '../shared/shared.module';
 import { SquareComponent } from '../square/square.component';
+import { NbButtonModule } from '@nebular/theme';
 
 @NgModule({
   declarations: [SquareComponent],
-  imports: [CommonModule, SharedModule],
+  imports: [CommonModule, SharedModule, NbButtonModule],
   exports: [SquareComponent]
 })
 export class SquareModule {}

src/styles.scss

@@ -1,3 +1,10 @@
+@use 'themes' as *;
+
+@use '@nebular/theme/styles/globals' as *;
+
+@include nb-install() {
+  @include nb-theme-global();
+};
 /* You can add global styles to this file, and also import other style files */
 html, body {
   margin: 0;

src/themes.scss

@@ -0,0 +1,19 @@
+@forward '@nebular/theme/styles/theming';
+@use '@nebular/theme/styles/theming' as *;
+@use '@nebular/theme/styles/themes/cosmic';
+
+$nb-themes: nb-register-theme((
+
+  // add your variables here like:
+
+  // color-primary-100: #f2f6ff,
+  // color-primary-200: #d9e4ff,
+  // color-primary-300: #a6c1ff,
+  // color-primary-400: #598bff,
+  // color-primary-500: #3366ff,
+  // color-primary-600: #274bdb,
+  // color-primary-700: #1a34b8,
+  // color-primary-800: #102694,
+  // color-primary-900: #091c7a,
+
+), cosmic, cosmic);

src/tsconfig.app.json

@@ -4,7 +4,8 @@
     "outDir": "../out-tsc/app",
     "baseUrl": "",
     "types": [
-      "node"
+      "node",
+      "@types/long"
     ]
   },
   "files": [

tsconfig.json

@@ -9,6 +9,7 @@
     "emitDecoratorMetadata": true,
     "experimentalDecorators": true,
     "allowJs": true,
+    "skipLibCheck": true,
     "target": "es5",
     "typeRoots": [
       "node_modules/@types"