MonoLayer Perceptron

app/Models/Perceptrons/Perceptron.php

@@ -2,9 +2,9 @@
 
 namespace App\Models\Perceptrons;
 
-use Illuminate\Database\Eloquent\Model;
+// use Illuminate\Database\Eloquent\Model;
 
-abstract class Perceptron extends Model
+abstract class Perceptron
 {
     public function __construct(
         private array $synaptic_weights,
@@ -12,7 +12,7 @@ abstract class Perceptron extends Model
         $this->synaptic_weights = $synaptic_weights;
     }
 
-    public function test(array $inputs): float
+    public function test(array $inputs): array
     {
         $inputs = array_merge([1], $inputs); // Add bias input
 
@@ -22,7 +22,7 @@ abstract class Perceptron extends Model
 
         $weighted_sum = array_sum(array_map(fn ($input, $weight) => $input * $weight, $inputs, $this->synaptic_weights));
 
-        return $this->activationFunction($weighted_sum);
+        return [$this->activationFunction($weighted_sum)];
     }
 
     abstract public function activationFunction(float $weighted_sum): float;