​
Overview

Instructor uses validation errors to inform LLM on the problems identified in the response, so that LLM can try self-correcting in the next attempt.

In case maxRetries parameter is provided and LLM response does not meet validation criteria, Instructor will make subsequent inference attempts until results meet the requirements or maxRetries is reached.

​
Example

<?php
$loader = require 'vendor/autoload.php';
$loader->add('Cognesy\\Instructor\\', __DIR__.'../../src/');

use Cognesy\Instructor\Events\Request\RequestSentToLLM;
use Cognesy\Instructor\Events\Response\ResponseValidated;
use Cognesy\Instructor\Events\Response\ResponseValidationAttempt;
use Cognesy\Instructor\Events\Response\ResponseValidationFailed;
use Cognesy\Instructor\Instructor;
use Symfony\Component\Validator\Constraints as Assert;

class UserDetails
{
    public string $name;
    #[Assert\Email]
    public string $email;
}
$text = "you can reply to me via jason wp.pl -- Jason";

print("INPUT:\n$text\n\n");

print("RESULTS:\n");
$user = (new Instructor)
    ->onEvent(RequestSentToLLM::class, fn($event) => print("[ ] Requesting LLM response...\n"))
    ->onEvent(ResponseValidationAttempt::class, fn($event) => print("[?] Validating:\n    ".json_encode($event->response)."\n"))
    ->onEvent(ResponseValidationFailed::class, fn($event) => print("[!] Validation failed:\n    $event\n"))
    ->onEvent(ResponseValidated::class, fn($event) => print("[ ] Validation succeeded.\n"))
    ->respond(
        messages: $text,
        responseModel: UserDetails::class,
        maxRetries: 3,
    );

print("\nOUTPUT:\n");

dump($user);

assert($user->email === "jason@wp.pl");
?>
Private vs public object fieldUsing attributes