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Matthias Guillitte 2f4db07918
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MonoLayer Perceptron
2026-04-04 16:45:04 +02:00

40 lines
1.0 KiB
PHP

<?php
namespace App\Models\Perceptrons;
// use Illuminate\Database\Eloquent\Model;
abstract class Perceptron
{
public function __construct(
private array $synaptic_weights,
) {
$this->synaptic_weights = $synaptic_weights;
}
public function test(array $inputs): array
{
$inputs = array_merge([1], $inputs); // Add bias input
if (count($inputs) !== count($this->synaptic_weights)) { // Check
throw new \InvalidArgumentException('Number of inputs must match number of synaptic weights.');
}
$weighted_sum = array_sum(array_map(fn ($input, $weight) => $input * $weight, $inputs, $this->synaptic_weights));
return [$this->activationFunction($weighted_sum)];
}
abstract public function activationFunction(float $weighted_sum): float;
public function getSynapticWeights(): array
{
return $this->synaptic_weights;
}
public function setSynapticWeights(array $synaptic_weights): void
{
$this->synaptic_weights = $synaptic_weights;
}
}