anthropic.php
1 year ago
core.php
1 year ago
factory.php
1 year ago
google.php
1 year ago
huggingface.php
1 year ago
openai.php
1 year ago
openrouter.php
1 year ago
perplexity.php
1 year ago
replicate.php
1 year ago
google.php
482 lines
| 1 | <?php |
| 2 | |
| 3 | class Meow_MWAI_Engines_Google extends Meow_MWAI_Engines_Core |
| 4 | { |
| 5 | // Base (Google) |
| 6 | protected $apiKey = null; |
| 7 | protected $region = null; |
| 8 | protected $projectId = null; |
| 9 | protected $endpoint = null; |
| 10 | |
| 11 | // Response |
| 12 | protected $inModel = null; |
| 13 | protected $inId = null; |
| 14 | |
| 15 | // Streaming |
| 16 | private $streamFunctionCall = null; |
| 17 | |
| 18 | public function __construct( $core, $env ) |
| 19 | { |
| 20 | parent::__construct( $core, $env ); |
| 21 | $this->set_environment(); |
| 22 | } |
| 23 | |
| 24 | protected function set_environment() { |
| 25 | $env = $this->env; |
| 26 | $this->apiKey = $env['apikey']; |
| 27 | if ( $this->envType === 'google' ) { |
| 28 | // https://{REGION}-aiplatform.googleapis.com/v1/projects/{PROJECT_ID}/locations/{REGION}/publishers/google |
| 29 | $this->region = $env['region']; |
| 30 | $this->projectId = $env['projectId']; |
| 31 | |
| 32 | // Google Cloud API |
| 33 | // $this->endpoint = apply_filters( 'mwai_google_endpoint', "https://{$this->region}-aiplatform.googleapis.com/v1/projects/{$this->projectId}/locations/{$this->region}/publishers/google", $this->env ); |
| 34 | |
| 35 | // Generative Language API (less issues with auth) |
| 36 | $this->endpoint = apply_filters( 'mwai_google_endpoint', "https://generativelanguage.googleapis.com/v1beta", $this->env ); |
| 37 | } |
| 38 | else { |
| 39 | throw new Exception( 'Unknown environment type: ' . $this->envType ); |
| 40 | } |
| 41 | } |
| 42 | |
| 43 | // Check for a JSON-formatted error in the data, and throw an exception if it's the case. |
| 44 | function check_for_error( $data ) { |
| 45 | if ( strpos( $data, 'error' ) === false ) { |
| 46 | return; |
| 47 | } |
| 48 | if ( strpos( $data, 'data: ' ) === 0 ) { |
| 49 | $jsonPart = substr( $data, strlen( 'data: ' ) ); |
| 50 | } |
| 51 | else { |
| 52 | $jsonPart = $data; |
| 53 | } |
| 54 | $json = json_decode( $jsonPart, true ); |
| 55 | if ( json_last_error() === JSON_ERROR_NONE ) { |
| 56 | if ( isset( $json['error'] ) ) { |
| 57 | $error = $json['error']; |
| 58 | $code = $error['code']; |
| 59 | $message = $error['message']; |
| 60 | throw new Exception( "Error $code: $message" ); |
| 61 | } |
| 62 | } |
| 63 | } |
| 64 | |
| 65 | private function build_messages( $query ) { |
| 66 | $messages = []; |
| 67 | |
| 68 | // First, we need to add the first message (the instructions). |
| 69 | if ( !empty( $query->instructions ) ) { |
| 70 | $messages[] = [ 'role' => 'model', 'parts' => [ [ 'text' => $query->instructions ] ] ]; |
| 71 | } |
| 72 | |
| 73 | // Then, if any, we need to add the 'messages', they are already formatted. |
| 74 | foreach ( $query->messages as $message ) { |
| 75 | // messages contains role and content (as OpenAI does it, but we need to convert it to Google's format) |
| 76 | // role's assistant should be model, and user should be user. |
| 77 | $newMessage = [ 'role' => $message['role'], 'parts' => [] ]; |
| 78 | if ( isset( $message['content'] ) ) { |
| 79 | $newMessage['parts'][] = [ 'text' => $message['content'] ]; |
| 80 | } |
| 81 | if ( $newMessage['role'] === 'assistant' ) { |
| 82 | $newMessage['role'] = 'model'; |
| 83 | } |
| 84 | $messages[] = $newMessage; |
| 85 | } |
| 86 | |
| 87 | // If there is a context, we need to add it. |
| 88 | if ( !empty( $query->context ) ) { |
| 89 | $messages[] = [ 'role' => 'model', 'parts' => [ [ 'text' => $query->context ] ] ]; |
| 90 | } |
| 91 | |
| 92 | // Finally, we need to add the message, but if there is an image, we need to add it as a model message. |
| 93 | if ( $query->attachedFile) { |
| 94 | // Gemini doesn't handle URL uploads, so we need to convert it to base64. |
| 95 | //$remote_upload = $this->core->get_option( 'image_remote_upload' ); |
| 96 | $data = $query->attachedFile->get_base64(); |
| 97 | //$data = strpos( $data, 'data:' ) === 0; |
| 98 | $messages[] = [ |
| 99 | 'role' => 'user', |
| 100 | 'parts' => [ |
| 101 | [ |
| 102 | "inlineData" => [ |
| 103 | "mimeType" => "image/jpeg", |
| 104 | "data" => $data // We need to be careful here to get only the data part |
| 105 | ] |
| 106 | ], |
| 107 | [ |
| 108 | "text" => $query->get_message() |
| 109 | ] |
| 110 | ] |
| 111 | ]; |
| 112 | // TODO: Gemini doesn't support multiturn chat with Vision... |
| 113 | // So we only keep the message that goes with the image. |
| 114 | $messages = array_slice( $messages, -1 ); |
| 115 | } |
| 116 | else { |
| 117 | $messages[] = [ 'role' => 'user', 'parts' => [ [ 'text' => $query->get_message() ] ] ]; |
| 118 | } |
| 119 | |
| 120 | // Streamline the messages |
| 121 | $messages = $this->streamline_messages( $messages, 'model', 'parts' ); |
| 122 | |
| 123 | // Add the feedback if it's a feedback query. |
| 124 | if ( $query instanceof Meow_MWAI_Query_Feedback ) { |
| 125 | if ( !empty( $query->blocks ) ) { |
| 126 | foreach ( $query->blocks as $feedback_block ) { |
| 127 | $messages[] = $feedback_block['rawMessage']; |
| 128 | foreach ( $feedback_block['feedbacks'] as $feedback ) { |
| 129 | $messages[] = [ |
| 130 | 'role' => "user", |
| 131 | 'parts' => [ |
| 132 | 'functionResponse' => [ |
| 133 | 'name' => $feedback['request']['name'], |
| 134 | 'response' => [ |
| 135 | 'content' => $feedback['reply']['value'] |
| 136 | ] |
| 137 | ] |
| 138 | ] |
| 139 | ]; |
| 140 | } |
| 141 | } |
| 142 | } |
| 143 | } |
| 144 | |
| 145 | return $messages; |
| 146 | } |
| 147 | |
| 148 | protected function stream_data_handler( $json ) { |
| 149 | $content = null; |
| 150 | |
| 151 | // Is it a function call? |
| 152 | if ( isset( $json['candidates'][0]['content']['parts'][0]['functionCall'] ) ) { |
| 153 | $this->streamFunctionCall = $json['candidates'][0]['content']['parts'][0]['functionCall']; |
| 154 | } |
| 155 | |
| 156 | // Get the content |
| 157 | if ( isset( $json['candidates'][0]['content']['parts'][0]['text'] ) ) { |
| 158 | $content = $json['candidates'][0]['content']['parts'][0]['text']; |
| 159 | } |
| 160 | |
| 161 | // Avoid some endings |
| 162 | $endings = [ "<|im_end|>", "</s>" ]; |
| 163 | if ( in_array( $content, $endings ) ) { |
| 164 | $content = null; |
| 165 | } |
| 166 | |
| 167 | return ( $content === '0' || !empty( $content ) ) ? $content : null; |
| 168 | } |
| 169 | |
| 170 | protected function build_headers( $query ) { |
| 171 | if ( $query->apiKey ) { |
| 172 | $this->apiKey = $query->apiKey; |
| 173 | } |
| 174 | if ( empty( $this->apiKey ) ) { |
| 175 | throw new Exception( 'No API Key provided. Please visit the Settings.' ); |
| 176 | } |
| 177 | $headers = array( |
| 178 | 'Content-Type' => 'application/json', |
| 179 | ); |
| 180 | return $headers; |
| 181 | } |
| 182 | |
| 183 | protected function build_options( $headers, $json = null, $forms = null, $method = 'POST' ) { |
| 184 | $body = null; |
| 185 | if ( !empty( $forms ) ) { |
| 186 | throw new Exception( 'No support for form-data requests yet.' ); |
| 187 | // $boundary = wp_generate_password ( 24, false ); |
| 188 | // $headers['Content-Type'] = 'multipart/form-data; boundary=' . $boundary; |
| 189 | // $body = $this->build_form_body( $forms, $boundary ); |
| 190 | } |
| 191 | else if ( !empty( $json ) ) { |
| 192 | $body = json_encode( $json ); |
| 193 | } |
| 194 | $options = array( |
| 195 | 'headers' => $headers, |
| 196 | 'method' => $method, |
| 197 | 'timeout' => MWAI_TIMEOUT, |
| 198 | 'body' => $body, |
| 199 | 'sslverify' => false |
| 200 | ); |
| 201 | return $options; |
| 202 | } |
| 203 | |
| 204 | public function run_query( $url, $options, $isStream = false ) { |
| 205 | try { |
| 206 | $options['stream'] = $isStream; |
| 207 | if ( $isStream ) { |
| 208 | $options['filename'] = tempnam( sys_get_temp_dir(), 'mwai-stream-' ); |
| 209 | } |
| 210 | $res = wp_remote_get( $url, $options ); |
| 211 | |
| 212 | if ( is_wp_error( $res ) ) { |
| 213 | throw new Exception( $res->get_error_message() ); |
| 214 | } |
| 215 | |
| 216 | if ( $isStream ) { |
| 217 | return [ 'stream' => true ]; |
| 218 | } |
| 219 | |
| 220 | $response = wp_remote_retrieve_body( $res ); |
| 221 | $headersRes = wp_remote_retrieve_headers( $res ); |
| 222 | $headers = $headersRes->getAll(); |
| 223 | |
| 224 | // Check if Content-Type is 'multipart/form-data' or 'text/plain' |
| 225 | // If so, we don't need to decode the response |
| 226 | $normalizedHeaders = array_change_key_case( $headers, CASE_LOWER ); |
| 227 | $resContentType = $normalizedHeaders['content-type'] ?? ''; |
| 228 | if ( strpos( $resContentType, 'multipart/form-data' ) !== false || strpos( $resContentType, 'text/plain' ) !== false ) { |
| 229 | return [ 'stream' => false, 'headers' => $headers, 'data' => $response ]; |
| 230 | } |
| 231 | |
| 232 | $data = json_decode( $response, true ); |
| 233 | $this->handle_response_errors( $data ); |
| 234 | return [ 'headers' => $headers, 'data' => $data ]; |
| 235 | } |
| 236 | catch ( Exception $e ) { |
| 237 | Meow_MWAI_Logging::error( "(Google) " . $e->getMessage() ); |
| 238 | throw $e; |
| 239 | } |
| 240 | finally { |
| 241 | if ( $isStream && file_exists( $options['filename'] ) ) { |
| 242 | unlink( $options['filename'] ); |
| 243 | } |
| 244 | } |
| 245 | } |
| 246 | |
| 247 | public function run_completion_query( $query, $streamCallback = null ) : Meow_MWAI_Reply { |
| 248 | if ( !is_null( $streamCallback ) ) { |
| 249 | $this->streamCallback = $streamCallback; |
| 250 | add_action( 'http_api_curl', array( $this, 'stream_handler' ), 10, 3 ); |
| 251 | } |
| 252 | |
| 253 | $body = array( |
| 254 | "generationConfig" => [ |
| 255 | "candidateCount" => $query->maxResults, |
| 256 | "maxOutputTokens" => $query->maxTokens, |
| 257 | "temperature" => $query->temperature, |
| 258 | "stopSequences" => [], |
| 259 | ], |
| 260 | ); |
| 261 | |
| 262 | // if ( !empty( $query->stop ) ) { |
| 263 | // $body['generationConfig']['stop'] = $query->stop; |
| 264 | // } |
| 265 | |
| 266 | // if ( !empty( $query->responseFormat ) ) { |
| 267 | // if ( $query->responseFormat === 'json' ) { |
| 268 | // $body['response_format'] = [ 'type' => 'json_object' ]; |
| 269 | // } |
| 270 | // } |
| 271 | |
| 272 | if ( !empty( $query->functions ) ) { |
| 273 | //throw new Exception( 'AI Engine doesn\'t support Function Calling with Google models yet.' ); |
| 274 | $body['tools'] = [[ |
| 275 | 'function_declarations' => [] |
| 276 | ]]; |
| 277 | // Dynamic function: they will interactively enhance the completion (tools). |
| 278 | foreach ( $query->functions as $function ) { |
| 279 | $body['tools'][0]['function_declarations'][] = $function->serializeForOpenAI(); |
| 280 | } |
| 281 | $body['tool_config'] = [ |
| 282 | 'function_calling_config' => [ |
| 283 | 'mode' => 'AUTO' |
| 284 | ] |
| 285 | ]; |
| 286 | } |
| 287 | |
| 288 | $body['contents'] = $this->build_messages( $query ); |
| 289 | |
| 290 | $url = $this->endpoint; |
| 291 | |
| 292 | // Streaming: |
| 293 | // $url .= '/models/' . $query->model . ':streamGenerateContent'; |
| 294 | |
| 295 | $url .= '/models/' . $query->model . ':generateContent'; |
| 296 | |
| 297 | // If streaming is enabled, we need to use the SSE endpoint. |
| 298 | if ( !is_null( $streamCallback ) ) { |
| 299 | $url .= '?alt=sse'; |
| 300 | } |
| 301 | |
| 302 | // Add the API key |
| 303 | if ( strpos( $url, '?' ) === false ) { |
| 304 | $url .= '?key=' . $this->apiKey; |
| 305 | } |
| 306 | else { |
| 307 | $url .= '&key=' . $this->apiKey; |
| 308 | } |
| 309 | |
| 310 | $headers = $this->build_headers( $query ); |
| 311 | $options = $this->build_options( $headers, $body ); |
| 312 | |
| 313 | try { |
| 314 | $res = $this->run_query( $url, $options, $streamCallback ); |
| 315 | $reply = new Meow_MWAI_Reply( $query ); |
| 316 | |
| 317 | $returned_id = null; |
| 318 | $returned_model = $this->inModel; |
| 319 | $returned_in_tokens = null; |
| 320 | $returned_out_tokens = null; |
| 321 | $returned_choices = []; |
| 322 | |
| 323 | if ( !is_null( $streamCallback ) ) { |
| 324 | // Streamed data |
| 325 | if ( empty( $this->streamContent ) ) { |
| 326 | $json = json_decode( $this->streamBuffer, true ); |
| 327 | if ( isset( $json['error']['message'] ) ) { |
| 328 | throw new Exception( $json['error']['message'] ); |
| 329 | } |
| 330 | } |
| 331 | $returned_id = $this->inId; |
| 332 | $returned_model = $this->inModel ? $this->inModel : $query->model; |
| 333 | $returned_choices = [ |
| 334 | [ |
| 335 | 'message' => [ |
| 336 | 'content' => $this->streamContent, |
| 337 | 'function_call' => $this->streamFunctionCall |
| 338 | ] |
| 339 | ] |
| 340 | ]; |
| 341 | } |
| 342 | else { |
| 343 | // Regular data |
| 344 | $data = $res['data']; |
| 345 | if ( empty( $data ) ) { |
| 346 | throw new Exception( 'No content received (res is null).' ); |
| 347 | } |
| 348 | |
| 349 | // Not much information from Google's API :( |
| 350 | $returned_id = null; |
| 351 | $returned_model = $query->model; |
| 352 | $returned_in_tokens = null; |
| 353 | $returned_out_tokens = null; |
| 354 | |
| 355 | // We should return the candidates formatted as OpenAI does it. |
| 356 | $returned_choices = []; |
| 357 | if ( isset( $data['candidates'] ) ) { |
| 358 | $candidates = $data['candidates']; |
| 359 | foreach ( $candidates as $candidate ) { |
| 360 | $content = $candidate['content']; |
| 361 | $text = $content['parts'][0]['text']; |
| 362 | $returned_choices[] = [ 'role' => 'assistant', 'text' => $text ]; |
| 363 | } |
| 364 | } |
| 365 | } |
| 366 | |
| 367 | // Set the results. |
| 368 | $reply->set_choices( $returned_choices ); |
| 369 | if ( !empty( $returned_id ) ) { |
| 370 | $reply->set_id( $returned_id ); |
| 371 | } |
| 372 | |
| 373 | // Handle tokens. |
| 374 | $this->handle_tokens_usage( $reply, $query, $returned_model, $returned_in_tokens, $returned_out_tokens ); |
| 375 | |
| 376 | return $reply; |
| 377 | } |
| 378 | catch ( Exception $e ) { |
| 379 | Meow_MWAI_Logging::error( "(Google) " . $e->getMessage() ); |
| 380 | $message = "From Google: " . $e->getMessage(); |
| 381 | throw new Exception( $message ); |
| 382 | } |
| 383 | } |
| 384 | |
| 385 | public function handle_tokens_usage( $reply, $query, $returned_model, |
| 386 | $returned_in_tokens, $returned_out_tokens ) { |
| 387 | $returned_in_tokens = !is_null( $returned_in_tokens ) ? |
| 388 | $returned_in_tokens : $reply->get_in_tokens( $query ); |
| 389 | $returned_out_tokens = !is_null( $returned_out_tokens ) ? |
| 390 | $returned_out_tokens : $reply->get_out_tokens(); |
| 391 | $usage = $this->core->record_tokens_usage( |
| 392 | $returned_model, |
| 393 | $returned_in_tokens, |
| 394 | $returned_out_tokens |
| 395 | ); |
| 396 | $reply->set_usage( $usage ); |
| 397 | } |
| 398 | |
| 399 | /* |
| 400 | This is the rest of the OpenAI API support, not related to the models directly. |
| 401 | */ |
| 402 | |
| 403 | // Check if there are errors in the response from OpenAI, and throw an exception if so. |
| 404 | public function handle_response_errors( $data ) { |
| 405 | if ( isset( $data['error'] ) ) { |
| 406 | $message = $data['error']['message']; |
| 407 | if ( preg_match( '/API key provided(: .*)\./', $message, $matches ) ) { |
| 408 | $message = str_replace( $matches[1], '', $message ); |
| 409 | } |
| 410 | throw new Exception( $message ); |
| 411 | } |
| 412 | } |
| 413 | |
| 414 | public function get_models() { |
| 415 | return $this->core->get_engine_models( 'google' ); |
| 416 | } |
| 417 | |
| 418 | public function retrieve_models() { |
| 419 | $url = "https://generativelanguage.googleapis.com/v1/models"; |
| 420 | $url .= "?key=" . $this->apiKey; |
| 421 | $response = wp_remote_get( $url ); |
| 422 | if ( is_wp_error( $response ) ) { |
| 423 | throw new Exception( 'AI Engine: ' . $response->get_error_message() ); |
| 424 | } |
| 425 | $body = json_decode( $response['body'], true ); |
| 426 | $models = array(); |
| 427 | foreach ( $body['models'] as $model ) { |
| 428 | if ( strpos( $model['name'], 'gemini' ) === false ) { |
| 429 | continue; |
| 430 | } |
| 431 | $family = "gemini"; |
| 432 | $maxCompletionTokens = $model['outputTokenLimit']; |
| 433 | $maxContextualTokens = $model['inputTokenLimit']; |
| 434 | $priceIn = 0; |
| 435 | $priceOut = 0; |
| 436 | $tags = [ 'core', 'chat' ]; |
| 437 | // If the name contains (beta), (alpha) or (preview), add 'preview' tag and remove from name |
| 438 | if ( preg_match( '/\((beta|alpha|preview)\)/i', $model['name'], $matches ) ) { |
| 439 | $tags[] = 'preview'; |
| 440 | $model['name'] = preg_replace( '/\((beta|alpha|preview)\)/i', '', $model['name'] ); |
| 441 | } |
| 442 | // If the name includes 'Vision', add 'vision' tag |
| 443 | if ( preg_match( '/vision/i', $model['name'], $matches ) ) { |
| 444 | $tags[] = 'vision'; |
| 445 | } |
| 446 | else if ( preg_match( '/(vision|multimodal)/i', $model['description'], $matches ) ) { |
| 447 | $tags[] = 'vision'; |
| 448 | } |
| 449 | if ( preg_match( '/flash/i', $model['name'], $matches ) ) { |
| 450 | $tags[] = 'vision'; |
| 451 | $tags[] = 'functions'; |
| 452 | $features[] = 'functions'; |
| 453 | } |
| 454 | $name = preg_replace( '/^models\//', '', $model['name'] ); |
| 455 | $model = array( |
| 456 | 'model' => $name, |
| 457 | 'name' => $name, |
| 458 | 'family' => $family, |
| 459 | 'features' => ['completion'], |
| 460 | 'type' => 'token', |
| 461 | 'unit' => 1 / 1000, |
| 462 | 'maxCompletionTokens' => $maxCompletionTokens, |
| 463 | 'maxContextualTokens' => $maxContextualTokens, |
| 464 | 'tags' => $tags |
| 465 | ); |
| 466 | if ( $priceIn > 0 && $priceOut > 0 ) { |
| 467 | $model['price'] = array( |
| 468 | 'in' => $priceIn, |
| 469 | 'out' => $priceOut, |
| 470 | ); |
| 471 | } |
| 472 | $models[] = $model; |
| 473 | } |
| 474 | return $models; |
| 475 | } |
| 476 | |
| 477 | public function get_price( Meow_MWAI_Query_Base $query, Meow_MWAI_Reply $reply ) { |
| 478 | // TODO: Not sure how to get the price from Google's API. |
| 479 | return null; |
| 480 | } |
| 481 | } |
| 482 |