store-pinecone-similarity-search.php

<?php

use PhpLlm\LlmChain\Bridge\OpenAI\Embeddings;
use PhpLlm\LlmChain\Bridge\OpenAI\GPT;
use PhpLlm\LlmChain\Bridge\OpenAI\PlatformFactory;
use PhpLlm\LlmChain\Bridge\Pinecone\Store;
use PhpLlm\LlmChain\Chain;
use PhpLlm\LlmChain\Chain\ToolBox\ChainProcessor;
use PhpLlm\LlmChain\Chain\ToolBox\Tool\SimilaritySearch;
use PhpLlm\LlmChain\Chain\ToolBox\ToolAnalyzer;
use PhpLlm\LlmChain\Chain\ToolBox\ToolBox;
use PhpLlm\LlmChain\Document\Metadata;
use PhpLlm\LlmChain\Document\TextDocument;
use PhpLlm\LlmChain\Embedder;
use PhpLlm\LlmChain\Model\Message\Message;
use PhpLlm\LlmChain\Model\Message\MessageBag;
use Probots\Pinecone\Pinecone;
use Symfony\Component\Dotenv\Dotenv;
use Symfony\Component\Uid\Uuid;

require_once dirname(__DIR__).'/vendor/autoload.php';
(new Dotenv())->loadEnv(dirname(__DIR__).'/.env');

if (empty($_ENV['OPENAI_API_KEY']) || empty($_ENV['PINECONE_API_KEY']) || empty($_ENV['PINECONE_HOST'])) {
    echo 'Please set OPENAI_API_KEY, PINECONE_API_KEY and PINECONE_HOST environment variables.'.PHP_EOL;
    exit(1);
}

// initialize the store
$store = new Store(Pinecone::client($_ENV['PINECONE_API_KEY'], $_ENV['PINECONE_HOST']));

// our data
$movies = [
    ['title' => 'Inception', 'description' => 'A skilled thief is given a chance at redemption if he can successfully perform inception, the act of planting an idea in someone\'s subconscious.', 'director' => 'Christopher Nolan'],
    ['title' => 'The Matrix', 'description' => 'A hacker discovers the world he lives in is a simulated reality and joins a rebellion to overthrow its controllers.', 'director' => 'The Wachowskis'],
    ['title' => 'The Godfather', 'description' => 'The aging patriarch of an organized crime dynasty transfers control of his empire to his reluctant son.', 'director' => 'Francis Ford Coppola'],
];

// create embeddings and documents
foreach ($movies as $movie) {
    $documents[] = new TextDocument(
        id: Uuid::v4(),
        content: 'Title: '.$movie['title'].PHP_EOL.'Director: '.$movie['director'].PHP_EOL.'Description: '.$movie['description'],
        metadata: new Metadata($movie),
    );
}

// create embeddings for documents
$platform = PlatformFactory::create($_ENV['OPENAI_API_KEY']);
$embedder = new Embedder($platform, $embeddings = new Embeddings(), $store);
$embedder->embed($documents);

$llm = new GPT(GPT::GPT_4O_MINI);

$similaritySearch = new SimilaritySearch($platform, $embeddings, $store);
$toolBox = new ToolBox(new ToolAnalyzer(), [$similaritySearch]);
$processor = new ChainProcessor($toolBox);
$chain = new Chain($platform, $llm, [$processor], [$processor]);

$messages = new MessageBag(
    Message::forSystem('Please answer all user questions only using SimilaritySearch function.'),
    Message::ofUser('Which movie fits the theme of the mafia?')
);
$response = $chain->call($messages);

echo $response->getContent().PHP_EOL;