opnform/app/Service/OpenAi/GptCompleter.php

127 lines
3.7 KiB
PHP

<?php
namespace App\Service\OpenAi;
use App\Service\OpenAi\Utils\JsonFixer;
use Illuminate\Support\Facades\Log;
use Illuminate\Support\Str;
use OpenAI\Client;
use OpenAI\Exceptions\ErrorException;
/**
* Handles a GPT completion prompt with or without insert tag.
* Also parses output.
*/
class GptCompleter
{
const AI_MODEL = 'gpt-3.5-turbo';
protected Client $openAi;
protected mixed $result;
protected array $completionInput;
protected ?string $systemMessage;
protected int $tokenUsed = 0;
public function __construct(string $apiKey, protected int $retries = 2)
{
$this->openAi = \OpenAI::client($apiKey);
}
public function setSystemMessage(string $systemMessage): self
{
$this->systemMessage = $systemMessage;
return $this;
}
public function completeChat(array $messages, int $maxTokens = 512, float $temperature = 0.81): self
{
$this->computeChatCompletion($messages, $maxTokens, $temperature)
->queryCompletion();
return $this;
}
public function getBool(): bool
{
switch (strtolower($this->result)) {
case 'true':
return true;
case 'false':
return false;
default:
throw new \InvalidArgumentException("Expected a boolean value, got {$this->result}");
}
}
public function getArray(): array
{
$payload = Str::of($this->result)->trim();
if ($payload->contains('```json')) {
$payload = $payload->after('```json')->before('```');
} else if ($payload->contains('```')) {
$payload = $payload->after('```')->before('```');
}
$payload = $payload->toString();
$exception = null;
for ($i = 0; $i < $this->retries; $i++) {
try {
$payload = (new JsonFixer)->fix($payload);
return json_decode($payload, true);
} catch (\Aws\Exception\InvalidJsonException $e) {
$exception = $e;
Log::warning("Invalid JSON, retrying:");
Log::warning($payload);
Log::warning(json_encode($this->completionInput));
$this->queryCompletion();
}
}
throw $exception;
}
public function getString(): string
{
return trim($this->result);
}
public function getTokenUsed(): int
{
return $this->tokenUsed;
}
protected function computeChatCompletion(array $messages, int $maxTokens = 512, float $temperature = 0.81): self
{
if (isset($this->systemMessage)) {
$messages = array_merge([
'role' => 'system',
'content' => $this->systemMessage
], $messages);
}
$completionInput = [
'model' => self::AI_MODEL,
'messages' => $messages,
'max_tokens' => $maxTokens,
'temperature' => $temperature
];
$this->completionInput = $completionInput;
return $this;
}
protected function queryCompletion(): self {
try {
Log::debug("Open AI query: " . json_encode($this->completionInput));
$response = $this->openAi->chat()->create($this->completionInput);
} catch (ErrorException $errorException) {
// Retry once
Log::warning("Open AI error, retrying: {$errorException->getMessage()}");
$response = $this->openAi->chat()->create($this->completionInput);
}
$this->tokenUsed += $response->usage->totalTokens;
$this->result = $response->choices[0]->message->content;
return $this;
}
}