LLM API Support
Groq
Overview
Groq is LLM providers offering a very fast inference thanks to their custom hardware. They provide a several models - Llama2, Mixtral and Gemma.
Supported modes depend on the specific model, but generally include:
- Mode::MdJson - fallback mode
- Mode::Json - recommended
- Mode::Tools - supported
Here’s how you can use Instructor with Groq API.
Example
<?php
$loader = require 'vendor/autoload.php';
$loader->add('Cognesy\\Instructor\\', __DIR__ . '../../src/');
use Cognesy\Instructor\Enums\Mode;
use Cognesy\Instructor\Instructor;
enum UserType : string {
case Guest = 'guest';
case User = 'user';
case Admin = 'admin';
}
class User {
public string $name;
public UserType $role;
/** @var string[] */
public array $hobbies;
public string $username;
public ?int $age;
}
// Get Instructor with specified LLM client connection
// See: /config/llm.php to check or change LLM client connection configuration details
$instructor = (new Instructor)->withClient('groq');
$user = $instructor
->respond(
messages: "Jason (@jxnlco) is 25 years old. He is the admin of this project. He likes playing football and reading books.",
responseModel: User::class,
prompt: 'Parse the user data to JSON, respond using following JSON Schema: <|json_schema|>',
examples: [[
'input' => 'Ive got email Frank - their developer, who\'s 30. He asked to come back to him frank@hk.ch. Btw, he plays on drums!',
'output' => ['age' => 30, 'name' => 'Frank', 'username' => 'frank@hk.ch', 'role' => 'user', 'hobbies' => ['playing drums'],],
],[
'input' => 'We have a meeting with John, our new admin who likes surfing. He is 19 years old - check his profile: @jx90.',
'output' => ['name' => 'John', 'role' => 'admin', 'hobbies' => ['surfing'], 'username' => 'jx90', 'age' => 19],
]],
model: 'gemma2-9b-it',
maxRetries: 2,
options: ['temperature' => 0.5],
mode: Mode::Json,
);
print("Completed response model:\n\n");
dump($user);
assert(isset($user->name));
assert(isset($user->role));
assert(isset($user->age));
assert(isset($user->hobbies));
assert(isset($user->username));
assert(is_array($user->hobbies));
assert(count($user->hobbies) > 0);
assert($user->role === UserType::Admin);
assert($user->age === 25);
assert($user->name === 'Jason');
assert(in_array($user->username, ['jxnlco', '@jxnlco']));
?>