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OezmenK
2022-07-26 15:29:57 +02:00
parent 3ab800f967
commit 539b3c02f5
5 changed files with 167 additions and 410 deletions
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package-lock.json generated
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@@ -29162,7 +28889,8 @@
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"dev": true
},
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@@ -29180,6 +28908,7 @@
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@@ -29189,6 +28918,7 @@
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"dev": true,
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@@ -29534,7 +29264,8 @@
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"dev": true
},
"escape-goat": {
"version": "2.1.1",
@@ -30530,7 +30261,8 @@
"get-caller-file": {
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"dev": true
},
"get-intrinsic": {
"version": "1.1.1",
@@ -31547,7 +31279,8 @@
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"dev": true
},
"is-generator-function": {
"version": "1.0.10",
@@ -32825,11 +32558,6 @@
}
}
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"long": {
"version": "4.0.0",
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},
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@@ -33449,12 +33177,9 @@
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},
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"version": "2.6.7",
"resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.6.7.tgz",
"integrity": "sha512-ZjMPFEfVx5j+y2yF35Kzx5sF7kDzxuDj6ziH4FFbOp87zKDZNx8yExJIb05OGF4Nlt9IHFIMBkRl41VdvcNdbQ==",
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}
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},
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"version": "1.3.1",
@@ -35561,7 +35286,8 @@
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"resolved": "https://registry.npmjs.org/regenerator-runtime/-/regenerator-runtime-0.13.9.tgz",
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"dev": true
},
"regenerator-transform": {
"version": "0.15.0",
@@ -35695,7 +35421,8 @@
"require-directory": {
"version": "2.1.1",
"resolved": "https://registry.npmjs.org/require-directory/-/require-directory-2.1.1.tgz",
"integrity": "sha1-jGStX9MNqxyXbiNE/+f3kqam30I="
"integrity": "sha1-jGStX9MNqxyXbiNE/+f3kqam30I=",
"dev": true
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@@ -35877,7 +35604,7 @@
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"devOptional": true
"dev": true
},
"sanitize-filename": {
"version": "1.6.3",
@@ -36510,7 +36237,8 @@
"sprintf-js": {
"version": "1.0.3",
"resolved": "https://registry.npmjs.org/sprintf-js/-/sprintf-js-1.0.3.tgz",
"integrity": "sha512-D9cPgkvLlV3t3IzL0D0YLvGA9Ahk4PcvVwUbN0dSGr1aP0Nrt4AEnTUbuGvquEC0mA64Gqt1fzirlRs5ibXx8g=="
"integrity": "sha512-D9cPgkvLlV3t3IzL0D0YLvGA9Ahk4PcvVwUbN0dSGr1aP0Nrt4AEnTUbuGvquEC0mA64Gqt1fzirlRs5ibXx8g==",
"dev": true
},
"sshpk": {
"version": "1.16.1",
@@ -36643,6 +36371,7 @@
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"resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
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"dev": true,
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"emoji-regex": "^8.0.0",
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@@ -36686,6 +36415,7 @@
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"dev": true,
"requires": {
"ansi-regex": "^5.0.1"
}
@@ -37000,11 +36730,6 @@
"punycode": "^2.1.1"
}
},
"tr46": {
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"resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
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},
"tree-kill": {
"version": "1.2.2",
"resolved": "https://registry.npmjs.org/tree-kill/-/tree-kill-1.2.2.tgz",
@@ -37678,11 +37403,6 @@
}
}
},
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"resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
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},
"webpack": {
"version": "5.70.0",
"resolved": "https://registry.npmjs.org/webpack/-/webpack-5.70.0.tgz",
@@ -37923,15 +37643,6 @@
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"dev": true
},
"whatwg-url": {
"version": "5.0.0",
"resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
"integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
"requires": {
"tr46": "~0.0.3",
"webidl-conversions": "^3.0.0"
}
},
"which": {
"version": "2.0.2",
"resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
@@ -38008,6 +37719,7 @@
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"resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
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"dev": true,
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"string-width": "^4.1.0",
@@ -38018,6 +37730,7 @@
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"dev": true,
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"color-convert": "^2.0.1"
}
@@ -38026,6 +37739,7 @@
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"dev": true,
"requires": {
"color-name": "~1.1.4"
}
@@ -38033,7 +37747,8 @@
"color-name": {
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@@ -38101,7 +37816,8 @@
"y18n": {
"version": "5.0.8",
"resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
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"dev": true
},
"yallist": {
"version": "4.0.0",

2
package.json
View File

@@ -57,7 +57,7 @@
"@angular/router": "13.3.11",
"@nebular/eva-icons": "9.0.3",
"@nebular/theme": "9.0.3",
"@tensorflow/tfjs": "3.18.0",
"@tensorflow/tfjs": "1.7.4",
"eva-icons": "^1.1.2",
"rxjs": "7.5.5",
"tslib": "^2.1.0",

18
src/app/ai.service.ts
View File

@@ -12,6 +12,22 @@ export class AiService {
}
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();
@@ -99,7 +115,7 @@ constructModel() {
};
async trainOnGames(games, setState) {
const model = this.constructModel();
const model = this.getModel();
// model.dispose();
let AllX = [];
let AllY = [];

1
src/app/board/board.component.html
View File

@@ -5,6 +5,7 @@
<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>

30
src/app/board/board.component.ts
View File

@@ -16,6 +16,7 @@ export class BoardComponent implements OnInit {
xIsNext: boolean;
fields: any[];
history: any[];
ai = new AiService();
constructor() {}
@@ -23,6 +24,29 @@ export class BoardComponent implements OnInit {
this.resetGame();
}
async makeAiMove(){
const history = this.history.slice();
const squares = history[history.length - 1];
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);
@@ -37,10 +61,10 @@ export class BoardComponent implements OnInit {
}
});
});
const ai = new AiService();
// const ai = new AiService();
const games = [];
games.push(ai.getMoves(AllMoves));
ai.trainOnGames(games, (data)=>{ console.log(data); });
games.push(this.ai.getMoves(AllMoves));
this.ai.trainOnGames(games, (data)=>{ console.log(data); });
}
resetGame() {