Created
July 15, 2022 10:59
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function startNewGen() { | |
totalFitness = endGen(); | |
let newCarArr = []; // The next generation | |
//Get parent weights | |
let parentWeights = []; | |
cars.forEach((c) => { | |
parentWeights.push(c.copyWeights()); | |
}); | |
//Create next generation | |
for (let i = 0; i < 10; i++) { | |
// Initialize Child | |
const child = new Car( | |
outerDi, | |
innerDi, | |
screenHt, | |
screenWd, | |
carDi, | |
obsts | |
); | |
let currWeights = child.model.getWeights(); | |
let newWeights = []; | |
for (let i = 0; i < currWeights.length; i++) { | |
// Iterate through each layer | |
//Get Current Weight information | |
let currVals = currWeights[i].dataSync(); // Array format | |
let shape = currWeights[i].shape; | |
for (let j = 0; j < currVals.length; j++) { | |
// Iterate through each weight | |
// Select trait from random parent | |
currVals[j] = parentWeights[selectRandParent(totalFitness)][i][j]; | |
} | |
let newTens = tf.tensor(currVals, shape); | |
newWeights[i] = newTens; | |
} | |
child.model.setWeights(newWeights); | |
newCarArr.push(child); | |
} | |
cars = newCarArr; | |
// Increment Generation and Update Label | |
currGen += 1; | |
infoLbl.elt.innerText = | |
"Gen: " + currGen + ", Top Score: " + topFitnessScore; | |
} |
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