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chr-hertelonemoreangle
chr-hertel
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onemoreangle
authored
feat: support gemini (#220)
* feat: added initial Google provider supporting basic text generation with it * refactor: remove visitor infavor of single converter class --------- Co-authored-by: Roy Garrido <[email protected]>
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‎.env‎

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@@ -39,3 +39,6 @@ PINECONE_HOST=
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# Some examples are expensive to run, so we disable them by default
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RUN_EXPENSIVE_EXAMPLES=false
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# For using Gemini
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GOOGLE_API_KEY=

‎README.md‎

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@@ -38,7 +38,7 @@ LLM Chain categorizes two main types of models: **Language Models** and **Embedd
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Language Models, like GPT, Claude and Llama, as essential centerpiece of LLM applications
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and Embeddings Models as supporting models to provide vector representations of text.
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Those models are provided by different **platforms**, like OpenAI, Azure, Replicate, and others.
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Those models are provided by different **platforms**, like OpenAI, Azure, Google, Replicate, and others.
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#### Example Instantiation
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@@ -63,6 +63,7 @@ $embeddings = new Embeddings();
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* [OpenAI's GPT](https://platform.openai.com/docs/models/overview) with [OpenAI](https://platform.openai.com/docs/overview) and [Azure](https://learn.microsoft.com/azure/ai-services/openai/concepts/models) as Platform
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* [Anthropic's Claude](https://www.anthropic.com/claude) with [Anthropic](https://www.anthropic.com/) as Platform
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* [Meta's Llama](https://www.llama.com/) with [Ollama](https://ollama.com/) and [Replicate](https://replicate.com/) as Platform
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* [Google's Gemini](https://gemini.google.com/) with [Google](https://ai.google.dev/) as Platform
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* [Google's Gemini](https://gemini.google.com/) with [OpenRouter](https://www.openrouter.com/) as Platform
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* [DeepSeek's R1](https://www.deepseek.com/) with [OpenRouter](https://www.openrouter.com/) as Platform
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* Embeddings Models

‎examples/chat-gemini-google.php‎

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<?php
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use PhpLlm\LlmChain\Bridge\Google\Gemini;
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use PhpLlm\LlmChain\Bridge\Google\PlatformFactory;
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use PhpLlm\LlmChain\Chain;
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use PhpLlm\LlmChain\Model\Message\Message;
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use PhpLlm\LlmChain\Model\Message\MessageBag;
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use Symfony\Component\Dotenv\Dotenv;
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require_once dirname(__DIR__).'/vendor/autoload.php';
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(new Dotenv())->loadEnv(dirname(__DIR__).'/.env');
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if (empty($_ENV['GOOGLE_API_KEY'])) {
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echo 'Please set the GOOGLE_API_KEY environment variable.'.PHP_EOL;
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exit(1);
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}
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$platform = PlatformFactory::create($_ENV['GOOGLE_API_KEY']);
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$llm = new Gemini(Gemini::GEMINI_2_FLASH);
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$chain = new Chain($platform, $llm);
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$messages = new MessageBag(
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Message::forSystem('You are a pirate and you write funny.'),
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Message::ofUser('What is the Symfony framework?'),
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);
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$response = $chain->call($messages);
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echo $response->getContent().PHP_EOL;

‎examples/image-describer-binary-gemini.php‎

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<?php
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use PhpLlm\LlmChain\Bridge\Google\Gemini;
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use PhpLlm\LlmChain\Bridge\Google\PlatformFactory;
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use PhpLlm\LlmChain\Chain;
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use PhpLlm\LlmChain\Model\Message\Content\Image;
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use PhpLlm\LlmChain\Model\Message\Message;
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use PhpLlm\LlmChain\Model\Message\MessageBag;
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use Symfony\Component\Dotenv\Dotenv;
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require_once dirname(__DIR__).'/vendor/autoload.php';
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(new Dotenv())->loadEnv(dirname(__DIR__).'/.env');
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if (empty($_ENV['GOOGLE_API_KEY'])) {
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echo 'Please set the GOOGLE_API_KEY environment variable.'.PHP_EOL;
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exit(1);
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}
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$platform = PlatformFactory::create($_ENV['GOOGLE_API_KEY']);
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$llm = new Gemini(Gemini::GEMINI_1_5_FLASH);
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$chain = new Chain($platform, $llm);
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$messages = new MessageBag(
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Message::forSystem('You are an image analyzer bot that helps identify the content of images.'),
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Message::ofUser(
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'Describe the image as a comedian would do it.',
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new Image(dirname(__DIR__).'/tests/Fixture/image.jpg'),
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),
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);
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$response = $chain->call($messages);
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echo $response->getContent().PHP_EOL;

‎examples/stream-google-gemini.php‎

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<?php
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use PhpLlm\LlmChain\Bridge\Google\Gemini;
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use PhpLlm\LlmChain\Bridge\Google\PlatformFactory;
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use PhpLlm\LlmChain\Chain;
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use PhpLlm\LlmChain\Model\Message\Message;
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use PhpLlm\LlmChain\Model\Message\MessageBag;
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use Symfony\Component\Dotenv\Dotenv;
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require_once dirname(__DIR__).'/vendor/autoload.php';
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(new Dotenv())->loadEnv(dirname(__DIR__).'/.env');
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if (empty($_ENV['GOOGLE_API_KEY'])) {
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echo 'Please set the GOOGLE_API_KEY environment variable.'.PHP_EOL;
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exit(1);
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}
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$platform = PlatformFactory::create($_ENV['GOOGLE_API_KEY']);
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$llm = new Gemini(Gemini::GEMINI_2_FLASH);
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$chain = new Chain($platform, $llm);
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$messages = new MessageBag(
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Message::forSystem('You are a funny clown that entertains people.'),
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Message::ofUser('What is the purpose of an ant?'),
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);
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$response = $chain->call($messages, [
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'stream' => true, // enable streaming of response text
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]);
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foreach ($response->getContent() as $word) {
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echo $word;
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}
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echo PHP_EOL;

‎src/Bridge/Google/Gemini.php‎

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<?php
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declare(strict_types=1);
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namespace PhpLlm\LlmChain\Bridge\Google;
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use PhpLlm\LlmChain\Model\LanguageModel;
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final readonly class Gemini implements LanguageModel
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{
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public const GEMINI_2_FLASH = 'gemini-2.0-flash';
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public const GEMINI_2_PRO = 'gemini-2.0-pro-exp-02-05';
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public const GEMINI_2_FLASH_LITE = 'gemini-2.0-flash-lite-preview-02-05';
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public const GEMINI_2_FLASH_THINKING = 'gemini-2.0-flash-thinking-exp-01-21';
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public const GEMINI_1_5_FLASH = 'gemini-1.5-flash';
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/**
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* @param array<string, mixed> $options The default options for the model usage
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*/
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public function __construct(
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private string $version = self::GEMINI_2_PRO,
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private array $options = ['temperature' => 1.0],
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) {
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}
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public function getVersion(): string
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{
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return $this->version;
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}
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public function getOptions(): array
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{
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return $this->options;
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}
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public function supportsAudioInput(): bool
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{
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return false; // it does, but implementation here is still open
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}
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public function supportsImageInput(): bool
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{
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return true;
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}
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public function supportsStreaming(): bool
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{
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return true;
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}
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public function supportsStructuredOutput(): bool
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{
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return false; // it does, but implementation here is still open
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}
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public function supportsToolCalling(): bool
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{
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return false; // it does, but implementation here is still open
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}
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}

‎src/Bridge/Google/GooglePromptConverter.php‎

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<?php
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declare(strict_types=1);
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namespace PhpLlm\LlmChain\Bridge\Google;
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use PhpLlm\LlmChain\Model\Message\AssistantMessage;
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use PhpLlm\LlmChain\Model\Message\Content\Image;
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use PhpLlm\LlmChain\Model\Message\Content\Text;
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use PhpLlm\LlmChain\Model\Message\MessageBagInterface;
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use PhpLlm\LlmChain\Model\Message\MessageInterface;
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use PhpLlm\LlmChain\Model\Message\Role;
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use PhpLlm\LlmChain\Model\Message\UserMessage;
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use function Symfony\Component\String\u;
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final class GooglePromptConverter
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{
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/**
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* @return array{
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* contents: list<array{
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* role: 'model'|'user',
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* parts: list<array{inline_data?: array{mime_type: string, data: string}|array{text: string}}>
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* }>,
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* system_instruction?: array{parts: array{text: string}}
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* }
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*/
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public function convertToPrompt(MessageBagInterface $bag): array
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{
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$body = ['contents' => []];
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$systemMessage = $bag->getSystemMessage();
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if (null !== $systemMessage) {
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$body['system_instruction'] = [
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'parts' => ['text' => $systemMessage->content],
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];
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}
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foreach ($bag->withoutSystemMessage()->getMessages() as $message) {
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$body['contents'][] = [
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'role' => $message->getRole()->equals(Role::Assistant) ? 'model' : 'user',
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'parts' => $this->convertMessage($message),
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];
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}
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return $body;
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}
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/**
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* @return list<array{inline_data?: array{mime_type: string, data: string}|array{text: string}}>
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*/
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private function convertMessage(MessageInterface $message): array
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{
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if ($message instanceof AssistantMessage) {
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return [['text' => $message->content]];
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}
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if ($message instanceof UserMessage) {
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$parts = [];
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foreach ($message->content as $content) {
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if ($content instanceof Text) {
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$parts[] = ['text' => $content->text];
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}
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if ($content instanceof Image) {
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$parts[] = ['inline_data' => [
66+
'mime_type' => u($content->url)->after('data:')->before(';')->toString(),
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'data' => u($content->url)->after('base64,')->toString(),
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]];
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}
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}
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return $parts;
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}
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return [];
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}
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}

‎src/Bridge/Google/ModelHandler.php‎

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<?php
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declare(strict_types=1);
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namespace PhpLlm\LlmChain\Bridge\Google;
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use PhpLlm\LlmChain\Exception\RuntimeException;
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use PhpLlm\LlmChain\Model\Message\MessageBagInterface;
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use PhpLlm\LlmChain\Model\Model;
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use PhpLlm\LlmChain\Model\Response\ResponseInterface as LlmResponse;
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use PhpLlm\LlmChain\Model\Response\StreamResponse;
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use PhpLlm\LlmChain\Model\Response\TextResponse;
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use PhpLlm\LlmChain\Platform\ModelClient;
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use PhpLlm\LlmChain\Platform\ResponseConverter;
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use Symfony\Component\HttpClient\EventSourceHttpClient;
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use Symfony\Contracts\HttpClient\Exception\ClientExceptionInterface;
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use Symfony\Contracts\HttpClient\Exception\DecodingExceptionInterface;
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use Symfony\Contracts\HttpClient\Exception\RedirectionExceptionInterface;
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use Symfony\Contracts\HttpClient\Exception\ServerExceptionInterface;
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use Symfony\Contracts\HttpClient\Exception\TransportExceptionInterface;
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use Symfony\Contracts\HttpClient\HttpClientInterface;
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use Symfony\Contracts\HttpClient\ResponseInterface;
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use Webmozart\Assert\Assert;
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final readonly class ModelHandler implements ModelClient, ResponseConverter
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{
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private EventSourceHttpClient $httpClient;
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public function __construct(
30+
HttpClientInterface $httpClient,
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#[\SensitiveParameter] private string $apiKey,
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private GooglePromptConverter $promptConverter = new GooglePromptConverter(),
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) {
34+
$this->httpClient = $httpClient instanceof EventSourceHttpClient ? $httpClient : new EventSourceHttpClient($httpClient);
35+
}
36+
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public function supports(Model $model, array|string|object $input): bool
38+
{
39+
return $model instanceof Gemini && $input instanceof MessageBagInterface;
40+
}
41+
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/**
43+
* @throws TransportExceptionInterface
44+
*/
45+
public function request(Model $model, object|array|string $input, array $options = []): ResponseInterface
46+
{
47+
Assert::isInstanceOf($input, MessageBagInterface::class);
48+
49+
$url = sprintf(
50+
'https://generativelanguage.googleapis.com/v1beta/models/%s:%s',
51+
$model->getVersion(),
52+
$options['stream'] ?? false ? 'streamGenerateContent' : 'generateContent',
53+
);
54+
55+
$generationConfig = ['generationConfig' => $options];
56+
unset($generationConfig['generationConfig']['stream']);
57+
58+
return $this->httpClient->request('POST', $url, [
59+
'headers' => [
60+
'x-goog-api-key' => $this->apiKey,
61+
],
62+
'json' => array_merge($generationConfig, $this->promptConverter->convertToPrompt($input)),
63+
]);
64+
}
65+
66+
/**
67+
* @throws TransportExceptionInterface
68+
* @throws ServerExceptionInterface
69+
* @throws RedirectionExceptionInterface
70+
* @throws DecodingExceptionInterface
71+
* @throws ClientExceptionInterface
72+
*/
73+
public function convert(ResponseInterface $response, array $options = []): LlmResponse
74+
{
75+
if ($options['stream'] ?? false) {
76+
return new StreamResponse($this->convertStream($response));
77+
}
78+
79+
$data = $response->toArray();
80+
81+
if (!isset($data['candidates'][0]['content']['parts'][0]['text'])) {
82+
throw new RuntimeException('Response does not contain any content');
83+
}
84+
85+
return new TextResponse($data['candidates'][0]['content']['parts'][0]['text']);
86+
}
87+
88+
private function convertStream(ResponseInterface $response): \Generator
89+
{
90+
foreach ((new EventSourceHttpClient())->stream($response) as $chunk) {
91+
if ($chunk->isFirst() || $chunk->isLast()) {
92+
continue;
93+
}
94+
95+
$jsonDelta = trim($chunk->getContent());
96+
97+
// Remove leading/trailing brackets
98+
if (str_starts_with($jsonDelta, '[') || str_starts_with($jsonDelta, ',')) {
99+
$jsonDelta = substr($jsonDelta, 1);
100+
}
101+
if (str_ends_with($jsonDelta, ']')) {
102+
$jsonDelta = substr($jsonDelta, 0, -1);
103+
}
104+
105+
// Split in case of multiple JSON objects
106+
$deltas = explode(",\r\n", $jsonDelta);
107+
108+
foreach ($deltas as $delta) {
109+
if ('' === $delta) {
110+
continue;
111+
}
112+
113+
try {
114+
$data = json_decode($delta, true, 512, JSON_THROW_ON_ERROR);
115+
} catch (\JsonException $e) {
116+
dump($delta);
117+
throw new RuntimeException('Failed to decode JSON response', 0, $e);
118+
}
119+
120+
if (!isset($data['candidates'][0]['content']['parts'][0]['text'])) {
121+
continue;
122+
}
123+
124+
yield $data['candidates'][0]['content']['parts'][0]['text'];
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}
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}
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}
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}

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