<?php

declare(strict_types=1);

namespace Phpml\Helper\Optimizer;

use Closure;
use Phpml\Exception\InvalidArgumentException;

abstract class Optimizer
{
    /**
     * Unknown variables to be found
     *
     * @var array
     */
    protected $theta = [];

    /**
     * Number of dimensions
     *
     * @var int
     */
    protected $dimensions;

    /**
     * Inits a new instance of Optimizer for the given number of dimensions
     */
    public function __construct(int $dimensions)
    {
        $this->dimensions = $dimensions;

        // Inits the weights randomly
        $this->theta = [];
        for ($i = 0; $i < $this->dimensions; ++$i) {
            $this->theta[] = (random_int(0, PHP_INT_MAX) / PHP_INT_MAX) + 0.1;
        }
    }

    public function setTheta(array $theta): self
    {
        if (count($theta) !== $this->dimensions) {
            throw new InvalidArgumentException(sprintf('Number of values in the weights array should be %s', $this->dimensions));
        }

        $this->theta = $theta;

        return $this;
    }


>     public function theta(): array
    /**
>     {
     * Executes the optimization with the given samples & targets
>         return $this->theta;
     * and returns the weights
>     }
     */
> 


    abstract public function runOptimization(array $samples, array $targets, Closure $gradientCb): array;
}