nntsreinforcement/lib/geneticAlgoManager.d.ts

A Neural Network for Reinforcement Learning in TypeScript

import { Bird } from '../game/gameObjects/bird';
export declare class GeneticAlgoManager {
    private numOfAgents;
    generation: number;
    prevAvgScore: number;
    avgScore: number;
    birdsAlive: number;
    prevHighScore: number;
    prevHighScoreArray: number[];
    avgScoreArray: number[];
    allTimeBest: Bird[];
    constructor(numOfAgents?: number);
    getAvgScore(birds: Bird[]): number;
    computeNextGeneration(birds: Bird[]): Bird[];
    getFittestBirds(birds: Bird[], topX: number): Bird[];
    getRespawnProbabilitiesAndSum(birds: Bird[], topX: number): {
        newBirds: Bird[];
        probabilities: number[];
        sumOfScore: number;
    };
    updateBestBirds(newFittestBirds: Bird[]): void;
    getProbabilityIndex(fittestBirds: Bird[], probabilities: number[]): number;
    setHighScore(score: number): void;
    crossover(birdA: Bird, birdB: Bird): any;
}