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OpenAiCompatibleImplementation
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AbstractOpenAiCompatibleTextGenerationModel.php
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<?php declare (strict_types=1); namespace WordPress\AiClient\Providers\OpenAiCompatibleImplementation; use WordPress\AiClient\Common\Exception\InvalidArgumentException; use WordPress\AiClient\Common\Exception\RuntimeException; use WordPress\AiClient\Messages\DTO\Message; use WordPress\AiClient\Messages\DTO\MessagePart; use WordPress\AiClient\Messages\Enums\MessagePartChannelEnum; use WordPress\AiClient\Messages\Enums\MessageRoleEnum; use WordPress\AiClient\Messages\Enums\ModalityEnum; use WordPress\AiClient\Providers\ApiBasedImplementation\AbstractApiBasedModel; use WordPress\AiClient\Providers\Http\DTO\Request; use WordPress\AiClient\Providers\Http\DTO\Response; use WordPress\AiClient\Providers\Http\Enums\HttpMethodEnum; use WordPress\AiClient\Providers\Http\Exception\ResponseException; use WordPress\AiClient\Providers\Http\Util\ResponseUtil; use WordPress\AiClient\Providers\Models\TextGeneration\Contracts\TextGenerationModelInterface; use WordPress\AiClient\Results\DTO\Candidate; use WordPress\AiClient\Results\DTO\GenerativeAiResult; use WordPress\AiClient\Results\DTO\TokenUsage; use WordPress\AiClient\Results\Enums\FinishReasonEnum; use WordPress\AiClient\Tools\DTO\FunctionCall; use WordPress\AiClient\Tools\DTO\FunctionDeclaration; /** * Base class for a text generation model for providers that implement OpenAI's API format. * * This abstract class is designed to work with any AI provider that offers an OpenAI-compatible * API endpoint, including but not limited to Anthropic, Google, and other providers * that have adopted OpenAI's API specification as a standard interface. * * @since 0.1.0 * * @phpstan-type ToolCallData array{ * type?: string, * id?: string, * function?: array{ * name?: string, * arguments: string|array<string, mixed> * } * } * @phpstan-type MessageData array{ * role?: string, * reasoning_content?: string, * content?: string, * tool_calls?: list<ToolCallData> * } * @phpstan-type ChoiceData array{ * message?: MessageData, * finish_reason?: string * } * @phpstan-type UsageData array{ * prompt_tokens?: int, * completion_tokens?: int, * total_tokens?: int * } * @phpstan-type ResponseData array{ * id?: string, * choices?: list<ChoiceData>, * usage?: UsageData * } */ abstract class AbstractOpenAiCompatibleTextGenerationModel extends AbstractApiBasedModel implements TextGenerationModelInterface { /** * {@inheritDoc} * * @since 0.1.0 */ final public function generateTextResult(array $prompt): GenerativeAiResult { $httpTransporter = $this->getHttpTransporter(); $params = $this->prepareGenerateTextParams($prompt); $request = $this->createRequest(HttpMethodEnum::POST(), 'chat/completions', ['Content-Type' => 'application/json'], $params); // Add authentication credentials to the request. $request = $this->getRequestAuthentication()->authenticateRequest($request); // Send and process the request. $response = $httpTransporter->send($request); $this->throwIfNotSuccessful($response); return $this->parseResponseToGenerativeAiResult($response); } /** * Prepares the given prompt and the model configuration into parameters for the API request. * * @since 0.1.0 * * @param list<Message> $prompt The prompt to generate text for. Either a single message or a list of messages * from a chat. * @return array<string, mixed> The parameters for the API request. */ protected function prepareGenerateTextParams(array $prompt): array { $config = $this->getConfig(); $params = ['model' => $this->metadata()->getId(), 'messages' => $this->prepareMessagesParam($prompt, $config->getSystemInstruction())]; $outputModalities = $config->getOutputModalities(); if (is_array($outputModalities)) { $this->validateOutputModalities($outputModalities); if (count($outputModalities) > 1) { $params['modalities'] = $this->prepareOutputModalitiesParam($outputModalities); } } $candidateCount = $config->getCandidateCount(); if ($candidateCount !== null) { $params['n'] = $candidateCount; } $maxTokens = $config->getMaxTokens(); if ($maxTokens !== null) { $params['max_tokens'] = $maxTokens; } $temperature = $config->getTemperature(); if ($temperature !== null) { $params['temperature'] = $temperature; } $topP = $config->getTopP(); if ($topP !== null) { $params['top_p'] = $topP; } $stopSequences = $config->getStopSequences(); if (is_array($stopSequences)) { $params['stop'] = $stopSequences; } $presencePenalty = $config->getPresencePenalty(); if ($presencePenalty !== null) { $params['presence_penalty'] = $presencePenalty; } $frequencyPenalty = $config->getFrequencyPenalty(); if ($frequencyPenalty !== null) { $params['frequency_penalty'] = $frequencyPenalty; } $logprobs = $config->getLogprobs(); if ($logprobs !== null) { $params['logprobs'] = $logprobs; } $topLogprobs = $config->getTopLogprobs(); if ($topLogprobs !== null) { $params['top_logprobs'] = $topLogprobs; } $functionDeclarations = $config->getFunctionDeclarations(); if (is_array($functionDeclarations)) { $params['tools'] = $this->prepareToolsParam($functionDeclarations); } $outputMimeType = $config->getOutputMimeType(); if ('application/json' === $outputMimeType) { $outputSchema = $config->getOutputSchema(); $params['response_format'] = $this->prepareResponseFormatParam($outputSchema); } /* * Any custom options are added to the parameters as well. * This allows developers to pass other options that may be more niche or not yet supported by the SDK. */ $customOptions = $config->getCustomOptions(); foreach ($customOptions as $key => $value) { if (isset($params[$key])) { throw new InvalidArgumentException(sprintf('The custom option "%s" conflicts with an existing parameter.', $key)); } $params[$key] = $value; } return $params; } /** * Prepares the messages parameter for the API request. * * @since 0.1.0 * * @param list<Message> $messages The messages to prepare. * @param string|null $systemInstruction An optional system instruction to prepend to the messages. * @return list<array<string, mixed>> The prepared messages parameter. */ protected function prepareMessagesParam(array $messages, ?string $systemInstruction = null): array { $messagesParam = array_map(function (Message $message): array { // Special case: Function response. $messageParts = $message->getParts(); if (count($messageParts) === 1 && $messageParts[0]->getType()->isFunctionResponse()) { $functionResponse = $messageParts[0]->getFunctionResponse(); if (!$functionResponse) { // This should be impossible due to class internals, but still needs to be checked. throw new RuntimeException('The function response typed message part must contain a function response.'); } return ['role' => 'tool', 'content' => json_encode($functionResponse->getResponse()), 'tool_call_id' => $functionResponse->getId()]; } $messageData = ['role' => $this->getMessageRoleString($message->getRole()), 'content' => array_values(array_filter(array_map([$this, 'getMessagePartContentData'], $messageParts)))]; // Only include tool_calls if there are any (OpenAI rejects empty arrays). $toolCalls = array_values(array_filter(array_map([$this, 'getMessagePartToolCallData'], $messageParts))); if (!empty($toolCalls)) { $messageData['tool_calls'] = $toolCalls; } return $messageData; }, $messages); if ($systemInstruction) { array_unshift($messagesParam, [ /* * TODO: Replace this with 'developer' in the future. * See https://platform.openai.com/docs/api-reference/chat/create#chat_create-messages */ 'role' => 'system', 'content' => [['type' => 'text', 'text' => $systemInstruction]], ]); } return $messagesParam; } /** * Returns the OpenAI API specific role string for the given message role. * * @since 0.1.0 * * @param MessageRoleEnum $role The message role. * @return string The role for the API request. */ protected function getMessageRoleString(MessageRoleEnum $role): string { if ($role === MessageRoleEnum::model()) { return 'assistant'; } return 'user'; } /** * Returns the OpenAI API specific content data for a message part. * * @since 0.1.0 * * @param MessagePart $part The message part to get the data for. * @return ?array<string, mixed> The data for the message content part, or null if not applicable. * @throws InvalidArgumentException If the message part type or data is unsupported. */ protected function getMessagePartContentData(MessagePart $part): ?array { $type = $part->getType(); if ($type->isText()) { /* * The OpenAI Chat Completions API spec does not support annotating thought parts as input, * so we instead skip them. */ if ($part->getChannel()->isThought()) { return null; } return ['type' => 'text', 'text' => $part->getText()]; } if ($type->isFile()) { $file = $part->getFile(); if (!$file) { // This should be impossible due to class internals, but still needs to be checked. throw new RuntimeException('The file typed message part must contain a file.'); } if ($file->isRemote()) { if ($file->isImage()) { return ['type' => 'image_url', 'image_url' => ['url' => $file->getUrl()]]; } throw new InvalidArgumentException(sprintf('Unsupported MIME type "%s" for remote file message part.', $file->getMimeType())); } // Else, it is an inline file. if ($file->isImage()) { return ['type' => 'image_url', 'image_url' => ['url' => $file->getDataUri()]]; } if ($file->isAudio()) { return ['type' => 'input_audio', 'input_audio' => ['data' => $file->getBase64Data(), 'format' => $file->getMimeTypeObject()->toExtension()]]; } throw new InvalidArgumentException(sprintf('Unsupported MIME type "%s" for inline file message part.', $file->getMimeType())); } if ($type->isFunctionCall()) { // Skip, as this is separately included. See `getMessagePartToolCallData()`. return null; } if ($type->isFunctionResponse()) { // Special case: Function response. throw new InvalidArgumentException('The API only allows a single function response, as the only content of the message.'); } throw new InvalidArgumentException(sprintf('Unsupported message part type "%s".', $type)); } /** * Returns the OpenAI API specific tool calls data for a message part. * * @since 0.1.0 * * @param MessagePart $part The message part to get the data for. * @return ?array<string, mixed> The data for the message tool call part, or null if not applicable. * @throws InvalidArgumentException If the message part type or data is unsupported. */ protected function getMessagePartToolCallData(MessagePart $part): ?array { $type = $part->getType(); if ($type->isFunctionCall()) { $functionCall = $part->getFunctionCall(); if (!$functionCall) { // This should be impossible due to class internals, but still needs to be checked. throw new RuntimeException('The function call typed message part must contain a function call.'); } $args = $functionCall->getArgs(); /* * Ensure null or empty arrays become empty objects for JSON encoding. * While in theory the JSON schema could also dictate a type of * 'array', in practice function arguments are typically of type * 'object'. More importantly, the OpenAI API specification seems * to expect that, and does not support passing arrays as the root * value. The null check handles the case where FunctionCall normalizes * empty arrays to null. */ if ($args === null || is_array($args) && count($args) === 0) { $args = new \stdClass(); } return ['type' => 'function', 'id' => $functionCall->getId(), 'function' => ['name' => $functionCall->getName(), 'arguments' => json_encode($args)]]; } // All other types are handled in `getMessagePartContentData()`. return null; } /** * Validates that the given output modalities to ensure that at least one output modality is text. * * @since 0.1.0 * * @param array<ModalityEnum> $outputModalities The output modalities to validate. * @throws InvalidArgumentException If no text output modality is present. */ protected function validateOutputModalities(array $outputModalities): void { // If no output modalities are set, it's fine, as we can assume text. if (count($outputModalities) === 0) { return; } foreach ($outputModalities as $modality) { if ($modality->isText()) { return; } } throw new InvalidArgumentException('A text output modality must be present when generating text.'); } /** * Prepares the output modalities parameter for the API request. * * @since 0.1.0 * * @param array<ModalityEnum> $modalities The modalities to prepare. * @return list<string> The prepared modalities parameter. */ protected function prepareOutputModalitiesParam(array $modalities): array { $prepared = []; foreach ($modalities as $modality) { if ($modality->isText()) { $prepared[] = 'text'; } elseif ($modality->isImage()) { $prepared[] = 'image'; } elseif ($modality->isAudio()) { $prepared[] = 'audio'; } else { throw new InvalidArgumentException(sprintf('Unsupported output modality "%s".', $modality)); } } return $prepared; } /** * Prepares the tools parameter for the API request. * * @since 0.1.0 * * @param list<FunctionDeclaration> $functionDeclarations The function declarations. * @return list<array<string, mixed>> The prepared tools parameter. */ protected function prepareToolsParam(array $functionDeclarations): array { $tools = []; foreach ($functionDeclarations as $functionDeclaration) { $tools[] = ['type' => 'function', 'function' => $functionDeclaration->toArray()]; } return $tools; } /** * Prepares the response format parameter for the API request. * * This is only called if the output MIME type is `application/json`. * * @since 0.1.0 * * @param array<string, mixed>|null $outputSchema The output schema. * @return array<string, mixed> The prepared response format parameter. */ protected function prepareResponseFormatParam(?array $outputSchema): array { if (is_array($outputSchema)) { return ['type' => 'json_schema', 'json_schema' => $outputSchema]; } return ['type' => 'json_object']; } /** * Creates a request object for the provider's API. * * Implementations should use $this->getRequestOptions() to attach any * configured request options to the Request. * * @since 0.1.0 * * @param HttpMethodEnum $method The HTTP method. * @param string $path The API endpoint path, relative to the base URI. * @param array<string, string|list<string>> $headers The request headers. * @param string|array<string, mixed>|null $data The request data. * @return Request The request object. */ abstract protected function createRequest(HttpMethodEnum $method, string $path, array $headers = [], $data = null): Request; /** * Throws an exception if the response is not successful. * * @since 0.1.0 * * @param Response $response The HTTP response to check. * @throws ResponseException If the response is not successful. */ protected function throwIfNotSuccessful(Response $response): void { /* * While this method only calls the utility method, it's important to have it here as a protected method so * that child classes can override it if needed. */ ResponseUtil::throwIfNotSuccessful($response); } /** * Parses the response from the API endpoint to a generative AI result. * * @since 0.1.0 * * @param Response $response The response from the API endpoint. * @return GenerativeAiResult The parsed generative AI result. */ protected function parseResponseToGenerativeAiResult(Response $response): GenerativeAiResult { /** @var ResponseData $responseData */ $responseData = $response->getData(); if (!isset($responseData['choices']) || !$responseData['choices']) { throw ResponseException::fromMissingData($this->providerMetadata()->getName(), 'choices'); } if (!is_array($responseData['choices'])) { throw ResponseException::fromInvalidData($this->providerMetadata()->getName(), 'choices', 'The value must be an array.'); } $candidates = []; foreach ($responseData['choices'] as $index => $choiceData) { if (!is_array($choiceData) || array_is_list($choiceData)) { throw ResponseException::fromInvalidData($this->providerMetadata()->getName(), "choices[{$index}]", 'The value must be an associative array.'); } $candidates[] = $this->parseResponseChoiceToCandidate($choiceData, $index); } $id = isset($responseData['id']) && is_string($responseData['id']) ? $responseData['id'] : ''; if (isset($responseData['usage']) && is_array($responseData['usage'])) { $usage = $responseData['usage']; $tokenUsage = new TokenUsage($usage['prompt_tokens'] ?? 0, $usage['completion_tokens'] ?? 0, $usage['total_tokens'] ?? 0); } else { $tokenUsage = new TokenUsage(0, 0, 0); } // Use any other data from the response as provider-specific response metadata. $additionalData = $responseData; unset($additionalData['id'], $additionalData['choices'], $additionalData['usage']); return new GenerativeAiResult($id, $candidates, $tokenUsage, $this->providerMetadata(), $this->metadata(), $additionalData); } /** * Parses a single choice from the API response into a Candidate object. * * @since 0.1.0 * * @param ChoiceData $choiceData The choice data from the API response. * @param int $index The index of the choice in the choices array. * @return Candidate The parsed candidate. * @throws RuntimeException If the choice data is invalid. */ protected function parseResponseChoiceToCandidate(array $choiceData, int $index): Candidate { if (!isset($choiceData['message']) || !is_array($choiceData['message']) || array_is_list($choiceData['message'])) { throw ResponseException::fromMissingData($this->providerMetadata()->getName(), "choices[{$index}].message"); } if (!isset($choiceData['finish_reason']) || !is_string($choiceData['finish_reason'])) { throw ResponseException::fromMissingData($this->providerMetadata()->getName(), "choices[{$index}].finish_reason"); } $messageData = $choiceData['message']; $message = $this->parseResponseChoiceMessage($messageData, $index); switch ($choiceData['finish_reason']) { case 'stop': $finishReason = FinishReasonEnum::stop(); break; case 'length': $finishReason = FinishReasonEnum::length(); break; case 'content_filter': $finishReason = FinishReasonEnum::contentFilter(); break; case 'tool_calls': $finishReason = FinishReasonEnum::toolCalls(); break; default: throw ResponseException::fromInvalidData($this->providerMetadata()->getName(), "choices[{$index}].finish_reason", sprintf('Invalid finish reason "%s".', $choiceData['finish_reason'])); } return new Candidate($message, $finishReason); } /** * Parses the message from a choice in the API response. * * @since 0.1.0 * * @param MessageData $messageData The message data from the API response. * @param int $index The index of the choice in the choices array. * @return Message The parsed message. */ protected function parseResponseChoiceMessage(array $messageData, int $index): Message { $role = isset($messageData['role']) && 'user' === $messageData['role'] ? MessageRoleEnum::user() : MessageRoleEnum::model(); $parts = $this->parseResponseChoiceMessageParts($messageData, $index); return new Message($role, $parts); } /** * Parses the message parts from a choice in the API response. * * @since 0.1.0 * * @param MessageData $messageData The message data from the API response. * @param int $index The index of the choice in the choices array. * @return MessagePart[] The parsed message parts. */ protected function parseResponseChoiceMessageParts(array $messageData, int $index): array { $parts = []; if (isset($messageData['reasoning_content']) && is_string($messageData['reasoning_content'])) { $parts[] = new MessagePart($messageData['reasoning_content'], MessagePartChannelEnum::thought()); } if (isset($messageData['content']) && is_string($messageData['content'])) { $parts[] = new MessagePart($messageData['content']); } if (isset($messageData['tool_calls']) && is_array($messageData['tool_calls'])) { foreach ($messageData['tool_calls'] as $toolCallIndex => $toolCallData) { $toolCallPart = $this->parseResponseChoiceMessageToolCallPart($toolCallData); if (!$toolCallPart) { throw ResponseException::fromInvalidData($this->providerMetadata()->getName(), "choices[{$index}].message.tool_calls[{$toolCallIndex}]", 'The response includes a tool call of an unexpected type.'); } $parts[] = $toolCallPart; } } return $parts; } /** * Parses a tool call part from the API response. * * @since 0.1.0 * * @param ToolCallData $toolCallData The tool call data from the API response. * @return MessagePart|null The parsed message part for the tool call, or null if not applicable. */ protected function parseResponseChoiceMessageToolCallPart(array $toolCallData): ?MessagePart { /* * For now, only function calls are supported. * * Not all OpenAI compatible APIs include a 'type' key, so we only check its value if it is set. */ if (isset($toolCallData['type']) && 'function' !== $toolCallData['type'] || !isset($toolCallData['function']) || !is_array($toolCallData['function'])) { return null; } $functionArguments = is_string($toolCallData['function']['arguments']) ? json_decode($toolCallData['function']['arguments'], \true) : $toolCallData['function']['arguments']; $functionCall = new FunctionCall(isset($toolCallData['id']) && is_string($toolCallData['id']) ? $toolCallData['id'] : null, isset($toolCallData['function']['name']) && is_string($toolCallData['function']['name']) ? $toolCallData['function']['name'] : null, $functionArguments); return new MessagePart($functionCall); } }