2023-03-14 11:01:36 +00:00
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<?php
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namespace App\Service\OpenAi;
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use App\Service\OpenAi\Utils\JsonFixer;
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use Illuminate\Support\Facades\Log;
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use Illuminate\Support\Str;
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use OpenAI\Client;
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use OpenAI\Exceptions\ErrorException;
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/**
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* Handles a GPT completion prompt with or without insert tag.
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* Also parses output.
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*/
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class GptCompleter
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{
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2024-01-29 09:25:00 +00:00
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const AI_MODEL = 'gpt-4-turbo-preview';
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2023-03-14 11:01:36 +00:00
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protected Client $openAi;
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protected mixed $result;
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protected array $completionInput;
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protected ?string $systemMessage;
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2024-01-29 09:25:00 +00:00
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protected bool $expectsJson = false;
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protected int $tokenUsed = 0;
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protected bool $useStreaming = false;
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2023-09-08 11:00:28 +00:00
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public function __construct(string $apiKey, protected int $retries = 2, protected string $model = self::AI_MODEL)
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2023-03-14 11:01:36 +00:00
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{
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$this->openAi = \OpenAI::client($apiKey);
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}
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public function setAiModel(string $model)
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{
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$this->model = $model;
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return $this;
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}
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2023-03-14 11:01:36 +00:00
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public function setSystemMessage(string $systemMessage): self
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{
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$this->systemMessage = $systemMessage;
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return $this;
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}
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public function useStreaming(): self
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{
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$this->useStreaming = true;
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return $this;
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}
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public function expectsJson(): self
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{
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$this->expectsJson = true;
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return $this;
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}
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public function doesNotExpectJson(): self
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{
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$this->expectsJson = false;
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return $this;
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}
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public function completeChat(array $messages, int $maxTokens = 4096, float $temperature = 0.81, ?bool $exceptJson = null): self
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{
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if (!is_null($exceptJson)) {
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$this->expectsJson = $exceptJson;
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}
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$this->computeChatCompletion($messages, $maxTokens, $temperature)
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->queryCompletion();
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return $this;
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}
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public function getBool(): bool
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{
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switch (strtolower($this->result)) {
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case 'true':
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return true;
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case 'false':
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return false;
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default:
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throw new \InvalidArgumentException("Expected a boolean value, got {$this->result}");
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}
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}
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public function getArray(): array
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{
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for ($i = 0; $i < $this->retries; $i++) {
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$payload = Str::of($this->result)->trim();
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if ($payload->contains('```json')) {
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$payload = $payload->after('```json')->before('```');
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} else if ($payload->contains('```')) {
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$payload = $payload->after('```')->before('```');
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}
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$payload = $payload->toString();
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$exception = null;
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try {
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$newPayload = (new JsonFixer)->fix($payload);
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return json_decode($newPayload, true);
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} catch (\Aws\Exception\InvalidJsonException $e) {
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$exception = $e;
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Log::warning("Invalid JSON, retrying:");
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Log::warning($payload);
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$this->queryCompletion();
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}
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}
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throw $exception;
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}
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public function getHtml(): string
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{
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$payload = Str::of($this->result)->trim();
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if ($payload->contains('```html')) {
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$payload = $payload->after('```html')->before('```');
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} else if ($payload->contains('```')) {
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$payload = $payload->after('```')->before('```');
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}
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return $payload->toString();
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}
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public function getString(): string
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{
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return trim($this->result);
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}
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public function getTokenUsed(): int
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{
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return $this->tokenUsed;
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}
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protected function computeChatCompletion(array $messages, int $maxTokens = 4096, float $temperature = 0.81): self
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{
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if (isset($this->systemMessage) && $messages[0]['role'] !== 'system') {
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$messages = array_merge([[
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'role' => 'system',
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'content' => $this->systemMessage
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]], $messages);
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}
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$completionInput = [
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'model' => $this->model,
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'messages' => $messages,
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'max_tokens' => $maxTokens,
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'temperature' => $temperature
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];
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2024-01-29 09:25:00 +00:00
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if ($this->expectsJson) {
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$completionInput['response_format'] = [
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'type' => 'json_object'
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];
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}
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2023-03-14 11:01:36 +00:00
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$this->completionInput = $completionInput;
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return $this;
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}
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protected function queryCompletion(): self
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{
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if ($this->useStreaming) {
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return $this->queryStreamedCompletion();
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}
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2023-03-14 11:01:36 +00:00
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try {
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Log::debug("Open AI query: " . json_encode($this->completionInput));
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$response = $this->openAi->chat()->create($this->completionInput);
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} catch (ErrorException $errorException) {
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// Retry once
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Log::warning("Open AI error, retrying: {$errorException->getMessage()}");
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$response = $this->openAi->chat()->create($this->completionInput);
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}
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$this->tokenUsed += $response->usage->totalTokens;
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$this->result = $response->choices[0]->message->content;
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return $this;
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}
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protected function queryStreamedCompletion(): self
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{
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Log::debug("Open AI query: " . json_encode($this->completionInput));
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$this->result = '';
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$response = $this->openAi->chat()->createStreamed($this->completionInput);
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foreach ($response as $chunk) {
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$choice = $chunk->choices[0];
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if (is_null($choice->delta->role)) {
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$this->result .= $choice->delta->content;
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}
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}
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return $this;
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}
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}
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