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anthropic.php
923 lines
| 1 | <?php |
| 2 | |
| 3 | class Meow_MWAI_Engines_Anthropic extends Meow_MWAI_Engines_ChatML { |
| 4 | // Streaming |
| 5 | protected $streamInTokens = null; |
| 6 | protected $streamOutTokens = null; |
| 7 | protected $streamBlocks; |
| 8 | protected $streamIsThinking = false; |
| 9 | protected $mcpServerNames = []; |
| 10 | protected $mcpTools = []; // Track MCP tools by ID |
| 11 | protected $mcpToolCount = 0; |
| 12 | protected $textStarted = false; // Track if text streaming has started |
| 13 | protected $requestSentEmitted = false; // Track if request sent event was emitted |
| 14 | |
| 15 | public function __construct( $core, $env ) { |
| 16 | parent::__construct( $core, $env ); |
| 17 | } |
| 18 | |
| 19 | protected function isMCPTool( $toolName ) { |
| 20 | // Get all MCP tools from the filter |
| 21 | $mcpTools = apply_filters( 'mwai_mcp_tools', [] ); |
| 22 | |
| 23 | // Log available MCP tools for debugging |
| 24 | if ( empty( $mcpTools ) ) { |
| 25 | Meow_MWAI_Logging::log( 'Anthropic: No MCP tools available from filter' ); |
| 26 | } |
| 27 | |
| 28 | foreach ( $mcpTools as $tool ) { |
| 29 | if ( isset( $tool['name'] ) && $tool['name'] === $toolName ) { |
| 30 | Meow_MWAI_Logging::log( "Anthropic: Found MCP tool match: {$toolName}" ); |
| 31 | return true; |
| 32 | } |
| 33 | } |
| 34 | |
| 35 | // If we have MCP servers but tool not found, it might be an issue |
| 36 | if ( !empty( $this->mcpServerNames ) && !empty( $toolName ) ) { |
| 37 | Meow_MWAI_Logging::log( "Anthropic: Tool '{$toolName}' not found in MCP tools list" ); |
| 38 | } |
| 39 | |
| 40 | return false; |
| 41 | } |
| 42 | |
| 43 | public function reset_stream() { |
| 44 | $this->streamContent = null; |
| 45 | $this->streamBuffer = null; |
| 46 | $this->streamFunctionCall = null; |
| 47 | $this->streamToolCalls = []; |
| 48 | $this->streamLastMessage = null; |
| 49 | $this->streamInTokens = null; |
| 50 | $this->streamOutTokens = null; |
| 51 | $this->streamIsThinking = false; |
| 52 | $this->mcpTools = []; // Reset MCP tools tracking |
| 53 | $this->textStarted = false; // Reset text started flag |
| 54 | $this->requestSentEmitted = false; // Reset request sent flag |
| 55 | $this->emittedFunctionResults = []; // Reset function result tracking |
| 56 | |
| 57 | $this->streamBlocks = [ |
| 58 | 'role' => 'assistant', |
| 59 | 'content' => [] |
| 60 | ]; |
| 61 | |
| 62 | $this->inModel = null; |
| 63 | $this->inId = null; |
| 64 | } |
| 65 | |
| 66 | protected function set_environment() { |
| 67 | $env = $this->env; |
| 68 | $this->apiKey = $env['apikey']; |
| 69 | } |
| 70 | |
| 71 | protected function build_url( $query, $endpoint = null ) { |
| 72 | $endpoint = apply_filters( 'mwai_anthropic_endpoint', 'https://api.anthropic.com/v1', $this->env ); |
| 73 | if ( $query instanceof Meow_MWAI_Query_Text || $query instanceof Meow_MWAI_Query_Feedback ) { |
| 74 | $url = trailingslashit( $endpoint ) . 'messages'; |
| 75 | } |
| 76 | else { |
| 77 | throw new Exception( 'AI Engine: Unsupported query type.' ); |
| 78 | } |
| 79 | return $url; |
| 80 | } |
| 81 | |
| 82 | protected function build_headers( $query ) { |
| 83 | parent::build_headers( $query ); |
| 84 | $headers = [ |
| 85 | 'Content-Type' => 'application/json', |
| 86 | 'x-api-key' => $this->apiKey, |
| 87 | 'anthropic-version' => '2023-06-01', |
| 88 | 'anthropic-beta' => 'tools-2024-04-04, pdfs-2024-09-25, mcp-client-2025-04-04', |
| 89 | 'User-Agent' => 'AI Engine', |
| 90 | ]; |
| 91 | return $headers; |
| 92 | } |
| 93 | |
| 94 | public function final_checks( Meow_MWAI_Query_Base $query ) { |
| 95 | // We skip this completely. |
| 96 | // maxMessages is handed in build_messages(). |
| 97 | } |
| 98 | |
| 99 | protected function build_messages( $query ) { |
| 100 | $messages = []; |
| 101 | |
| 102 | // Then, if any, we need to add the 'messages', they are already formatted. |
| 103 | foreach ( $query->messages as $message ) { |
| 104 | $messages[] = $message; |
| 105 | } |
| 106 | |
| 107 | // Handle the maxMessages |
| 108 | if ( !empty( $query->maxMessages ) ) { |
| 109 | $messages = array_slice( $messages, -$query->maxMessages ); |
| 110 | } |
| 111 | |
| 112 | // If the first message is not a 'user' role, we remove it. |
| 113 | if ( !empty( $messages ) && $messages[0]['role'] !== 'user' ) { |
| 114 | array_shift( $messages ); |
| 115 | } |
| 116 | |
| 117 | if ( $query->attachedFile ) { |
| 118 | // https://docs.anthropic.com/claude/reference/messages-examples#vision |
| 119 | // Claude only supports image/jpeg, image/png, image/gif, and image/webp media types. |
| 120 | $mime = $query->attachedFile->get_mimeType(); |
| 121 | // Claude only supports upload by data (base64), not by URL. |
| 122 | $data = $query->attachedFile->get_base64(); |
| 123 | $message = $query->get_message(); |
| 124 | $isPDF = $mime === 'application/pdf'; |
| 125 | $isIMG = !$isPDF && $query->attachedFile->is_image(); |
| 126 | |
| 127 | if ( $isPDF ) { |
| 128 | if ( empty( $message ) ) { |
| 129 | // Claude doesn't support messages with only PDFs, so we add a text message. |
| 130 | $message = 'I uploaded a PDF. Do not consider this message as part of the conversation.'; |
| 131 | } |
| 132 | $messages[] = [ |
| 133 | 'role' => 'user', |
| 134 | 'content' => [ |
| 135 | [ |
| 136 | 'type' => 'text', |
| 137 | 'text' => $message |
| 138 | ], |
| 139 | [ |
| 140 | 'type' => 'document', |
| 141 | 'source' => [ |
| 142 | 'type' => 'base64', |
| 143 | 'media_type' => 'application/pdf', |
| 144 | 'data' => $data |
| 145 | ] |
| 146 | ] |
| 147 | ] |
| 148 | ]; |
| 149 | } |
| 150 | else if ( $isIMG ) { |
| 151 | if ( empty( $message ) ) { |
| 152 | // Claude doesn't support messages with only images, so we add a text message. |
| 153 | $message = 'I uploaded an image. Do not consider this message as part of the conversation.'; |
| 154 | } |
| 155 | $messages[] = [ |
| 156 | 'role' => 'user', |
| 157 | 'content' => [ |
| 158 | [ |
| 159 | 'type' => 'text', |
| 160 | 'text' => $message |
| 161 | ], |
| 162 | [ |
| 163 | 'type' => 'image', |
| 164 | 'source' => [ |
| 165 | 'type' => 'base64', |
| 166 | 'media_type' => $mime, |
| 167 | 'data' => $data |
| 168 | ] |
| 169 | ] |
| 170 | ] |
| 171 | ]; |
| 172 | } |
| 173 | } |
| 174 | else { |
| 175 | $messages[] = [ 'role' => 'user', 'content' => $query->get_message() ]; |
| 176 | } |
| 177 | |
| 178 | return $messages; |
| 179 | } |
| 180 | |
| 181 | // Define a function to recursively replace empty arrays with empty stdClass objects |
| 182 | // To avoid errors with OpenAI's API |
| 183 | private function replaceEmptyArrayWithObject( $item ) { |
| 184 | if ( is_array( $item ) ) { |
| 185 | if ( empty( $item ) ) { |
| 186 | return new stdClass(); // Replace empty array with empty object |
| 187 | } |
| 188 | foreach ( $item as $key => $value ) { |
| 189 | $item[$key] = $this->replaceEmptyArrayWithObject( $value ); // Recurse |
| 190 | } |
| 191 | } |
| 192 | return $item; |
| 193 | } |
| 194 | |
| 195 | protected function build_body( $query, $streamCallback = null, $extra = null ) { |
| 196 | if ( $query instanceof Meow_MWAI_Query_Feedback ) { |
| 197 | $body = [ |
| 198 | 'model' => $query->model, |
| 199 | 'max_tokens' => $query->maxTokens, |
| 200 | 'temperature' => $query->temperature, |
| 201 | 'stream' => !is_null( $streamCallback ), |
| 202 | 'messages' => [] |
| 203 | ]; |
| 204 | |
| 205 | if ( !empty( $query->instructions ) ) { |
| 206 | $body['system'] = $query->instructions; |
| 207 | } |
| 208 | |
| 209 | // Build the messages |
| 210 | $body['messages'][] = [ 'role' => 'user', 'content' => $query->message ]; |
| 211 | |
| 212 | if ( !empty( $query->blocks ) ) { |
| 213 | foreach ( $query->blocks as $feedback_block ) { |
| 214 | $contentBlock = $feedback_block['rawMessage']['content']; |
| 215 | |
| 216 | // Process each content item individually to ensure proper handling of multiple tool_use blocks |
| 217 | if ( is_array( $contentBlock ) ) { |
| 218 | foreach ( $contentBlock as &$contentItem ) { |
| 219 | if ( isset( $contentItem['type'] ) && $contentItem['type'] === 'tool_use' ) { |
| 220 | // Debug logging for tool_use blocks |
| 221 | if ( $this->core->get_option( 'queries_debug_mode' ) ) { |
| 222 | error_log( 'AI Engine: Anthropic tool_use block - ID: ' . ( $contentItem['id'] ?? 'unknown' ) . |
| 223 | ', Name: ' . ( $contentItem['name'] ?? 'unknown' ) . |
| 224 | ', Input type: ' . gettype( $contentItem['input'] ?? null ) . |
| 225 | ', Input value: ' . json_encode( $contentItem['input'] ?? null ) ); |
| 226 | } |
| 227 | |
| 228 | // Ensure input is an object, not an array |
| 229 | if ( isset( $contentItem['input'] ) ) { |
| 230 | if ( empty( $contentItem['input'] ) || ( is_array( $contentItem['input'] ) && count( $contentItem['input'] ) === 0 ) ) { |
| 231 | $contentItem['input'] = new stdClass(); |
| 232 | } else { |
| 233 | // Apply replaceEmptyArrayWithObject only to the input field |
| 234 | $contentItem['input'] = $this->replaceEmptyArrayWithObject( $contentItem['input'] ); |
| 235 | } |
| 236 | } else { |
| 237 | $contentItem['input'] = new stdClass(); |
| 238 | } |
| 239 | |
| 240 | // Debug logging after conversion |
| 241 | if ( $this->core->get_option( 'queries_debug_mode' ) ) { |
| 242 | error_log( 'AI Engine: After conversion - Input type: ' . gettype( $contentItem['input'] ) . |
| 243 | ', Input value: ' . json_encode( $contentItem['input'] ) ); |
| 244 | } |
| 245 | } |
| 246 | } |
| 247 | unset( $contentItem ); |
| 248 | } |
| 249 | |
| 250 | // Final debug logging before adding the message |
| 251 | if ( $this->core->get_option( 'queries_debug_mode' ) && is_array( $contentBlock ) ) { |
| 252 | error_log( 'AI Engine: Final contentBlock being added to messages: ' . json_encode( $contentBlock ) ); |
| 253 | } |
| 254 | |
| 255 | $assistantMessageIndex = count( $body['messages'] ); |
| 256 | $body['messages'][] = [ |
| 257 | 'role' => 'assistant', |
| 258 | 'content' => $contentBlock |
| 259 | ]; |
| 260 | |
| 261 | // Collect all tool results for this message |
| 262 | $toolResults = []; |
| 263 | |
| 264 | foreach ( $feedback_block['feedbacks'] as $feedback ) { |
| 265 | $feedbackValue = $feedback['reply']['value']; |
| 266 | if ( !is_string( $feedbackValue ) ) { |
| 267 | $feedbackValue = json_encode( $feedbackValue ); |
| 268 | } |
| 269 | |
| 270 | $toolResults[] = [ |
| 271 | 'type' => 'tool_result', |
| 272 | 'tool_use_id' => $feedback['request']['toolId'], |
| 273 | 'content' => [ |
| 274 | [ |
| 275 | 'type' => 'text', |
| 276 | 'text' => $feedbackValue |
| 277 | ] |
| 278 | ], |
| 279 | 'is_error' => false // Cool, Anthropic supports errors! |
| 280 | ]; |
| 281 | |
| 282 | // Note: Function result events are now emitted centrally in core.php |
| 283 | // when the function is actually executed |
| 284 | } |
| 285 | |
| 286 | // Add all tool results in a single user message |
| 287 | // Anthropic requires all tool_results for a message to be in one content array |
| 288 | if ( !empty( $toolResults ) ) { |
| 289 | $body['messages'][] = [ |
| 290 | 'role' => 'user', |
| 291 | 'content' => $toolResults |
| 292 | ]; |
| 293 | } |
| 294 | } |
| 295 | } |
| 296 | |
| 297 | // TODO: This WAS COPIED FROM BELOW |
| 298 | // Support for functions |
| 299 | if ( !empty( $query->functions ) ) { |
| 300 | $model = $this->retrieve_model_info( $query->model ); |
| 301 | if ( !empty( $model['tags'] ) && !in_array( 'functions', $model['tags'] ) ) { |
| 302 | Meow_MWAI_Logging::warn( 'The model "' . $query->model . '" doesn\'t support Function Calling.' ); |
| 303 | } |
| 304 | else { |
| 305 | $body['tools'] = []; |
| 306 | // Dynamic function: they will interactively enhance the completion (tools). |
| 307 | foreach ( $query->functions as $function ) { |
| 308 | $body['tools'][] = $function->serializeForAnthropic(); |
| 309 | } |
| 310 | // Static functions: they will be executed at the end of the completion. |
| 311 | //$body['function_call'] = $query->functionCall; |
| 312 | } |
| 313 | } |
| 314 | |
| 315 | // To avoid errors with Anthropic's API, we need to replace empty arrays with empty objects |
| 316 | // Note: We've already handled tool_use inputs above, so no need to process them again |
| 317 | return $body; |
| 318 | } |
| 319 | else if ( $query instanceof Meow_MWAI_Query_Text ) { |
| 320 | $body = [ |
| 321 | 'model' => $query->model, |
| 322 | 'stream' => !is_null( $streamCallback ), |
| 323 | ]; |
| 324 | |
| 325 | if ( !empty( $query->maxTokens ) ) { |
| 326 | $body['max_tokens'] = $query->maxTokens; |
| 327 | } |
| 328 | else { |
| 329 | // https://docs.anthropic.com/en/docs/about-claude/models#model-comparison-table |
| 330 | $body['max_tokens'] = 4096; |
| 331 | } |
| 332 | |
| 333 | if ( !empty( $query->temperature ) ) { |
| 334 | $body['temperature'] = $query->temperature; |
| 335 | } |
| 336 | |
| 337 | if ( !empty( $query->stop ) ) { |
| 338 | $body['stop'] = $query->stop; |
| 339 | } |
| 340 | |
| 341 | // First, we need to add the first message (the instructions). |
| 342 | if ( !empty( $query->instructions ) ) { |
| 343 | $body['system'] = $query->instructions; |
| 344 | } |
| 345 | |
| 346 | // If there is a context, we need to add it. |
| 347 | if ( !empty( $query->context ) ) { |
| 348 | if ( empty( $body['system'] ) ) { |
| 349 | $body['system'] = ''; |
| 350 | } |
| 351 | $body['system'] = empty( $body['system'] ) ? '' : $body['system'] . "\n\n"; |
| 352 | $body['system'] = $body['system'] . "Context:\n\n" . $query->context; |
| 353 | } |
| 354 | |
| 355 | // Support for functions |
| 356 | if ( !empty( $query->functions ) ) { |
| 357 | $model = $this->retrieve_model_info( $query->model ); |
| 358 | if ( !empty( $model['tags'] ) && !in_array( 'functions', $model['tags'] ) ) { |
| 359 | Meow_MWAI_Logging::warn( 'The model "' . $query->model . '" doesn\'t support Function Calling.' ); |
| 360 | } |
| 361 | else { |
| 362 | $body['tools'] = []; |
| 363 | // Dynamic function: they will interactively enhance the completion (tools). |
| 364 | foreach ( $query->functions as $function ) { |
| 365 | $body['tools'][] = $function->serializeForAnthropic(); |
| 366 | } |
| 367 | // Static functions: they will be executed at the end of the completion. |
| 368 | //$body['function_call'] = $query->functionCall; |
| 369 | } |
| 370 | } |
| 371 | |
| 372 | $body['messages'] = $this->build_messages( $query ); |
| 373 | |
| 374 | // Add MCP servers if available |
| 375 | if ( isset( $query->mcpServers ) && is_array( $query->mcpServers ) && !empty( $query->mcpServers ) ) { |
| 376 | $body['mcp_servers'] = []; |
| 377 | $mcp_envs = $this->core->get_option( 'mcp_envs' ); |
| 378 | $this->mcpServerNames = []; // Reset MCP server names |
| 379 | |
| 380 | foreach ( $query->mcpServers as $mcpServer ) { |
| 381 | if ( isset( $mcpServer['id'] ) ) { |
| 382 | // Find the full MCP server configuration by ID |
| 383 | foreach ( $mcp_envs as $env ) { |
| 384 | if ( $env['id'] === $mcpServer['id'] ) { |
| 385 | $mcp_config = [ |
| 386 | 'type' => 'url', |
| 387 | 'url' => $env['url'], |
| 388 | 'name' => $env['name'], |
| 389 | 'tool_configuration' => [ |
| 390 | 'enabled' => true |
| 391 | ] |
| 392 | ]; |
| 393 | |
| 394 | // Add authorization token if available |
| 395 | if ( !empty( $env['token'] ) ) { |
| 396 | $mcp_config['authorization_token'] = $env['token']; |
| 397 | } |
| 398 | |
| 399 | $body['mcp_servers'][] = $mcp_config; |
| 400 | $this->mcpServerNames[] = $env['name']; // Track MCP server names |
| 401 | break; |
| 402 | } |
| 403 | } |
| 404 | } |
| 405 | } |
| 406 | } |
| 407 | |
| 408 | return $body; |
| 409 | } |
| 410 | else { |
| 411 | throw new Exception( 'AI Engine: Unsupported query type.' ); |
| 412 | } |
| 413 | } |
| 414 | |
| 415 | protected function stream_data_handler( $json ) { |
| 416 | $content = null; |
| 417 | $type = !empty( $json['type'] ) ? $json['type'] : null; |
| 418 | if ( is_null( $type ) ) { |
| 419 | return $content; |
| 420 | } |
| 421 | |
| 422 | if ( $type === 'message_start' ) { |
| 423 | $usage = $json['message']['usage']; |
| 424 | $this->streamInTokens = $usage['input_tokens']; |
| 425 | $this->inModel = $json['message']['model']; |
| 426 | $this->inId = $json['message']['id']; |
| 427 | |
| 428 | // Send MCP discovery event if MCP servers are configured |
| 429 | if ( $this->currentDebugMode && $this->streamCallback ) { |
| 430 | if ( !empty( $this->mcpServerNames ) ) { |
| 431 | $serverCount = count( $this->mcpServerNames ); |
| 432 | |
| 433 | // Get MCP tools count |
| 434 | $mcpTools = apply_filters( 'mwai_mcp_tools', [] ); |
| 435 | $toolCount = count( $mcpTools ); |
| 436 | |
| 437 | $event = Meow_MWAI_Event::mcp_discovery( $serverCount, $toolCount ) |
| 438 | ->set_metadata( 'servers', $this->mcpServerNames ); |
| 439 | call_user_func( $this->streamCallback, $event ); |
| 440 | } |
| 441 | } |
| 442 | } |
| 443 | else if ( $type === 'content_block_start' ) { |
| 444 | $this->streamBlocks['content'][] = $json['content_block']; |
| 445 | |
| 446 | // Send "Generating response..." when we start a text block |
| 447 | if ( $this->currentDebugMode && $this->streamCallback ) { |
| 448 | $block = $json['content_block']; |
| 449 | if ( $block['type'] === 'text' && !$this->textStarted ) { |
| 450 | $this->textStarted = true; |
| 451 | $event = Meow_MWAI_Event::generating_response(); |
| 452 | call_user_func( $this->streamCallback, $event ); |
| 453 | } |
| 454 | } |
| 455 | } |
| 456 | else if ( $type === 'content_block_delta' ) { |
| 457 | $index = $json['index']; |
| 458 | $block = $this->streamBlocks['content'][$index]; |
| 459 | if ( $json['delta']['type'] === 'text_delta' ) { |
| 460 | $block['text'] .= $json['delta']['text']; |
| 461 | $isThinkingStart = strpos( $block['text'], '<thinking' ) === 0; |
| 462 | $isThinkingEnd = strpos( $block['text'], '</thinking>' ) === 0; |
| 463 | |
| 464 | if ( $isThinkingStart ) { |
| 465 | $this->streamIsThinking = true; |
| 466 | // Send thinking start event |
| 467 | if ( $this->currentDebugMode && $this->streamCallback ) { |
| 468 | $event = Meow_MWAI_Event::thinking( 'Thinking...' ); |
| 469 | call_user_func( $this->streamCallback, $event ); |
| 470 | } |
| 471 | } |
| 472 | if ( $isThinkingEnd ) { |
| 473 | $this->streamIsThinking = false; |
| 474 | // Send thinking end event |
| 475 | if ( $this->currentDebugMode && $this->streamCallback ) { |
| 476 | $event = Meow_MWAI_Event::thinking( 'Thinking completed.' ) |
| 477 | ->set_metadata( 'status', 'completed' ); |
| 478 | call_user_func( $this->streamCallback, $event ); |
| 479 | } |
| 480 | } |
| 481 | $content = $json['delta']['text']; |
| 482 | } |
| 483 | else if ( $json['delta']['type'] === 'input_json_delta' ) { |
| 484 | // Somehow, the input is set as an array, but it should be a string since it's JSON. |
| 485 | $block['input'] = is_array( $block['input'] ) ? '' : $block['input']; |
| 486 | $block['input'] .= $json['delta']['partial_json']; |
| 487 | |
| 488 | // Skip sending tool arguments event - too verbose |
| 489 | // if ( $this->currentDebugMode && $this->streamCallback && isset($block['type']) && $block['type'] === 'tool_use' ) { |
| 490 | // $event = ( new Meow_MWAI_Event( 'live', MWAI_STREAM_TYPES['TOOL_ARGS'] ) ) |
| 491 | // ->set_content( 'Streaming tool arguments...' ) |
| 492 | // ->set_metadata( 'tool_name', $block['name'] ?? 'unknown' ) |
| 493 | // ->set_metadata( 'partial_args', $json['delta']['partial_json'] ); |
| 494 | // call_user_func( $this->streamCallback, $event ); |
| 495 | // } |
| 496 | } |
| 497 | $this->streamBlocks['content'][$index] = $block; |
| 498 | } |
| 499 | // At the end of a block, let's look for any 'input' not yet decoded from JSON |
| 500 | else if ( $type === 'content_block_stop' ) { |
| 501 | $index = $json['index']; |
| 502 | $block = $this->streamBlocks['content'][$index]; |
| 503 | if ( isset( $block['input'] ) && is_string( $block['input'] ) ) { |
| 504 | $block['input'] = json_decode( $block['input'], true ); |
| 505 | } |
| 506 | |
| 507 | // For tool_use blocks, ensure empty inputs are objects, not arrays |
| 508 | if ( $block['type'] === 'tool_use' && isset( $block['input'] ) ) { |
| 509 | if ( empty( $block['input'] ) || ( is_array( $block['input'] ) && count( $block['input'] ) === 0 ) ) { |
| 510 | $block['input'] = new stdClass(); |
| 511 | } |
| 512 | } |
| 513 | |
| 514 | $this->streamBlocks['content'][$index] = $block; |
| 515 | |
| 516 | // Send event for content block completion |
| 517 | if ( $this->currentDebugMode && $this->streamCallback ) { |
| 518 | if ( $block['type'] === 'mcp_tool_use' ) { |
| 519 | // Store the tool name for later lookup when we get the result |
| 520 | $this->mcpTools[$block['id']] = $block['name']; |
| 521 | |
| 522 | $event = Meow_MWAI_Event::mcp_calling( $block['name'], $block['id'], $block['input'] ?? [] ) |
| 523 | ->set_metadata( 'server_name', $block['server_name'] ?? 'unknown' ); |
| 524 | call_user_func( $this->streamCallback, $event ); |
| 525 | } |
| 526 | else if ( $block['type'] === 'mcp_tool_result' ) { |
| 527 | // Look up the tool name from the tool_use_id |
| 528 | $tool_use_id = $block['tool_use_id'] ?? ''; |
| 529 | $tool_name = isset( $this->mcpTools[$tool_use_id] ) ? $this->mcpTools[$tool_use_id] : 'unknown'; |
| 530 | |
| 531 | $event = Meow_MWAI_Event::mcp_result( $tool_name, $tool_use_id ) |
| 532 | ->set_metadata( 'content', $block['content'] ?? '' ); |
| 533 | call_user_func( $this->streamCallback, $event ); |
| 534 | } |
| 535 | else if ( $block['type'] === 'tool_use' ) { |
| 536 | // Regular tool use (non-MCP) |
| 537 | $event = Meow_MWAI_Event::function_calling( $block['name'] ?? 'unknown', $block['input'] ?? [] ) |
| 538 | ->set_metadata( 'tool_id', $block['id'] ?? '' ); |
| 539 | call_user_func( $this->streamCallback, $event ); |
| 540 | } |
| 541 | else if ( $block['type'] === 'text' ) { |
| 542 | // Don't send any event here - the text generation is handled by content deltas |
| 543 | // and completion is handled by message_stop |
| 544 | } |
| 545 | else if ( $block['type'] === 'ping' ) { |
| 546 | // https://docs.anthropic.com/en/docs/build-with-claude/streaming#ping-events |
| 547 | } |
| 548 | else { |
| 549 | Meow_MWAI_Logging::log( 'Anthropic: Unknown block type in content_block_stop: ' . $block['type'] ); |
| 550 | } |
| 551 | } |
| 552 | } |
| 553 | else if ( $type === 'message_delta' ) { |
| 554 | $usage = $json['usage']; |
| 555 | $this->streamOutTokens = $usage['output_tokens']; |
| 556 | } |
| 557 | else if ( $type === 'error' ) { |
| 558 | $error = $json['error']; |
| 559 | $message = $error['message']; |
| 560 | |
| 561 | // Send error event |
| 562 | if ( $this->currentDebugMode && $this->streamCallback ) { |
| 563 | $event = Meow_MWAI_Event::error( $message ) |
| 564 | ->set_metadata( 'error_type', $error['type'] ?? 'unknown' ); |
| 565 | call_user_func( $this->streamCallback, $event ); |
| 566 | } |
| 567 | |
| 568 | throw new Exception( $message ); |
| 569 | } |
| 570 | else if ( $type === 'message_stop' ) { |
| 571 | // Skip sending completion event - too verbose |
| 572 | // if ( $this->currentDebugMode && $this->streamCallback ) { |
| 573 | // $event = Meow_MWAI_Event::stream_completed() |
| 574 | // ->set_metadata( 'total_tokens', ($this->streamInTokens ?? 0) + ($this->streamOutTokens ?? 0) ); |
| 575 | // call_user_func( $this->streamCallback, $event ); |
| 576 | // } |
| 577 | } |
| 578 | else { |
| 579 | Meow_MWAI_Logging::log( "Anthropic: Unknown stream data type: $type" ); |
| 580 | } |
| 581 | |
| 582 | // Avoid some endings |
| 583 | $endings = [ '<|im_end|>', '</s>' ]; |
| 584 | if ( in_array( $content, $endings ) ) { |
| 585 | $content = null; |
| 586 | } |
| 587 | |
| 588 | // If the stream is thinking, we don't want to return anything yet. |
| 589 | if ( $this->streamIsThinking ) { |
| 590 | $content = null; |
| 591 | } |
| 592 | |
| 593 | return ( $content === '0' || !empty( $content ) ) ? $content : null; |
| 594 | } |
| 595 | |
| 596 | // This create the "choices" (even though, often, it is only one choice). |
| 597 | // It is basically the reply, but one that is understood by the Meow_MWAI_Reply class. |
| 598 | public function create_choices( $data ) { |
| 599 | $returned_choices = []; |
| 600 | $tool_calls = []; |
| 601 | $text_content = ''; |
| 602 | |
| 603 | // First, collect all tool calls and text content |
| 604 | foreach ( $data['content'] as $content ) { |
| 605 | if ( $content['type'] === 'tool_use' ) { |
| 606 | // Collect all tool calls |
| 607 | $arguments = $content['input'] ?? new stdClass(); |
| 608 | |
| 609 | // Ensure arguments is properly formatted |
| 610 | if ( empty( $arguments ) ) { |
| 611 | $arguments = new stdClass(); |
| 612 | } else if ( is_array( $arguments ) && count( $arguments ) === 0 ) { |
| 613 | $arguments = new stdClass(); |
| 614 | } |
| 615 | |
| 616 | $tool_calls[] = [ |
| 617 | 'id' => $content['id'], |
| 618 | 'type' => 'function', |
| 619 | 'function' => [ |
| 620 | 'name' => $content['name'], |
| 621 | 'arguments' => $arguments, |
| 622 | ] |
| 623 | ]; |
| 624 | } |
| 625 | else if ( $content['type'] === 'text' ) { |
| 626 | $text_content .= $content['text']; |
| 627 | } |
| 628 | } |
| 629 | |
| 630 | // Create a single choice with both tool calls and text content (like OpenAI does) |
| 631 | $message = []; |
| 632 | |
| 633 | if ( !empty( $text_content ) ) { |
| 634 | $message['content'] = $text_content; |
| 635 | } |
| 636 | |
| 637 | if ( !empty( $tool_calls ) ) { |
| 638 | $message['tool_calls'] = $tool_calls; |
| 639 | } |
| 640 | |
| 641 | // Only create a choice if there's content or tool calls |
| 642 | if ( !empty( $message ) ) { |
| 643 | $returned_choices[] = [ |
| 644 | 'message' => $message |
| 645 | ]; |
| 646 | } |
| 647 | |
| 648 | return $returned_choices; |
| 649 | } |
| 650 | |
| 651 | /** |
| 652 | * Override reset to include Anthropic-specific state |
| 653 | */ |
| 654 | protected function reset_request_state() { |
| 655 | parent::reset_request_state(); |
| 656 | |
| 657 | // Reset Anthropic-specific state |
| 658 | $this->mcpTools = []; |
| 659 | $this->mcpToolCount = 0; |
| 660 | // Note: mcpServerNames is configuration, not request state |
| 661 | } |
| 662 | |
| 663 | public function run_completion_query( $query, $streamCallback = null ): Meow_MWAI_Reply { |
| 664 | // Reset request-specific state to prevent leakage between requests |
| 665 | $this->reset_request_state(); |
| 666 | |
| 667 | $isStreaming = !is_null( $streamCallback ); |
| 668 | |
| 669 | // Initialize debug mode |
| 670 | $this->init_debug_mode( $query ); |
| 671 | |
| 672 | if ( $isStreaming ) { |
| 673 | $this->streamCallback = $streamCallback; |
| 674 | add_action( 'http_api_curl', [ $this, 'stream_handler' ], 10, 3 ); |
| 675 | } |
| 676 | |
| 677 | $this->reset_stream(); |
| 678 | $data = null; |
| 679 | $body = $this->build_body( $query, $streamCallback ); |
| 680 | $url = $this->build_url( $query ); |
| 681 | $headers = $this->build_headers( $query ); |
| 682 | $options = $this->build_options( $headers, $body ); |
| 683 | |
| 684 | // Emit "Request sent" event for feedback queries |
| 685 | if ( $this->currentDebugMode && !empty( $streamCallback ) && |
| 686 | ( $query instanceof Meow_MWAI_Query_Feedback || $query instanceof Meow_MWAI_Query_AssistFeedback ) ) { |
| 687 | $event = Meow_MWAI_Event::request_sent() |
| 688 | ->set_metadata( 'is_feedback', true ) |
| 689 | ->set_metadata( 'feedback_count', count( $query->blocks ) ); |
| 690 | call_user_func( $streamCallback, $event ); |
| 691 | } |
| 692 | |
| 693 | try { |
| 694 | $res = $this->run_query( $url, $options, $streamCallback ); |
| 695 | $reply = new Meow_MWAI_Reply( $query ); |
| 696 | $returned_id = null; |
| 697 | $returned_model = null; |
| 698 | $returned_choices = []; |
| 699 | |
| 700 | // Streaming Mode |
| 701 | if ( $isStreaming ) { |
| 702 | $returned_id = $this->inId; |
| 703 | $returned_model = $this->inModel ? $this->inModel : $query->model; |
| 704 | if ( !is_null( $this->streamInTokens && !is_null( $this->streamOutTokens ) ) ) { |
| 705 | $returned_in_tokens = $this->streamInTokens; |
| 706 | $returned_out_tokens = $this->streamOutTokens; |
| 707 | } |
| 708 | $data = $this->streamBlocks; |
| 709 | |
| 710 | // Clean up streaming data as well |
| 711 | if ( isset( $data['content'] ) && is_array( $data['content'] ) ) { |
| 712 | foreach ( $data['content'] as &$content ) { |
| 713 | if ( $content['type'] === 'tool_use' && isset( $content['input'] ) ) { |
| 714 | if ( empty( $content['input'] ) || ( is_array( $content['input'] ) && count( $content['input'] ) === 0 ) ) { |
| 715 | $content['input'] = new stdClass(); |
| 716 | } |
| 717 | } |
| 718 | } |
| 719 | unset( $content ); |
| 720 | } |
| 721 | |
| 722 | $returned_choices = $this->create_choices( $this->streamBlocks ); |
| 723 | } |
| 724 | // Standard Mode |
| 725 | else { |
| 726 | $data = $res['data']; |
| 727 | |
| 728 | // Clean up tool_use inputs in the raw data BEFORE it gets stored |
| 729 | if ( isset( $data['content'] ) && is_array( $data['content'] ) ) { |
| 730 | foreach ( $data['content'] as &$content ) { |
| 731 | if ( $content['type'] === 'tool_use' && isset( $content['input'] ) ) { |
| 732 | if ( empty( $content['input'] ) || ( is_array( $content['input'] ) && count( $content['input'] ) === 0 ) ) { |
| 733 | $content['input'] = new stdClass(); |
| 734 | } |
| 735 | } |
| 736 | } |
| 737 | unset( $content ); |
| 738 | } |
| 739 | |
| 740 | $returned_id = $data['id']; |
| 741 | $returned_model = $data['model']; |
| 742 | $usage = $data['usage']; |
| 743 | if ( !empty( $usage ) ) { |
| 744 | $returned_in_tokens = isset( $usage['input_tokens'] ) ? $usage['input_tokens'] : null; |
| 745 | $returned_out_tokens = isset( $usage['output_tokens'] ) ? $usage['output_tokens'] : null; |
| 746 | } |
| 747 | $returned_choices = $this->create_choices( $data ); |
| 748 | } |
| 749 | |
| 750 | |
| 751 | $reply->set_choices( $returned_choices, $data ); |
| 752 | if ( !empty( $returned_id ) ) { |
| 753 | $reply->set_id( $returned_id ); |
| 754 | } |
| 755 | |
| 756 | // Handle tokens. |
| 757 | $this->handle_tokens_usage( |
| 758 | $reply, |
| 759 | $query, |
| 760 | $returned_model, |
| 761 | $returned_in_tokens, |
| 762 | $returned_out_tokens |
| 763 | ); |
| 764 | |
| 765 | return $reply; |
| 766 | } |
| 767 | catch ( Exception $e ) { |
| 768 | $error = $e->getMessage(); |
| 769 | $json = json_decode( $error, true ); |
| 770 | if ( json_last_error() === JSON_ERROR_NONE ) { |
| 771 | if ( isset( $json['error'] ) && isset( $json['error']['message'] ) ) { |
| 772 | $error = $json['error']['message']; |
| 773 | } |
| 774 | } |
| 775 | Meow_MWAI_Logging::error( '(Anthropic) ' . $error ); |
| 776 | $service = $this->get_service_name(); |
| 777 | $message = "From $service: " . $error; |
| 778 | throw new Exception( $message ); |
| 779 | } |
| 780 | finally { |
| 781 | if ( $isStreaming ) { |
| 782 | remove_action( 'http_api_curl', [ $this, 'stream_handler' ] ); |
| 783 | } |
| 784 | } |
| 785 | } |
| 786 | |
| 787 | protected function build_options( $headers, $json = null, $forms = null, $method = 'POST' ) { |
| 788 | $body = null; |
| 789 | if ( !empty( $forms ) ) { |
| 790 | $boundary = wp_generate_password( 24, false ); |
| 791 | $headers['Content-Type'] = 'multipart/form-data; boundary=' . $boundary; |
| 792 | $body = $this->build_form_body( $forms, $boundary ); |
| 793 | } |
| 794 | else if ( !empty( $json ) ) { |
| 795 | // For Anthropic, we need to ensure empty objects stay as objects, not arrays |
| 796 | // JSON_FORCE_OBJECT would force everything to be an object, which we don't want |
| 797 | // Instead, we've already converted empty arrays to stdClass in build_body |
| 798 | $body = json_encode( $json ); |
| 799 | |
| 800 | // Debug logging to verify JSON encoding |
| 801 | if ( $this->core->get_option( 'queries_debug_mode' ) ) { |
| 802 | // Check if the body contains tool_use blocks with empty inputs |
| 803 | if ( strpos( $body, '"tool_use"' ) !== false ) { |
| 804 | error_log( 'AI Engine: Anthropic JSON body after encoding (first 1000 chars): ' . substr( $body, 0, 1000 ) ); |
| 805 | |
| 806 | // Check specifically for "input":[] which would be wrong |
| 807 | if ( strpos( $body, '"input":[]' ) !== false ) { |
| 808 | error_log( 'AI Engine: WARNING - Found "input":[] in JSON body, this should be "input":{} for Anthropic API' ); |
| 809 | } |
| 810 | } |
| 811 | } |
| 812 | } |
| 813 | $options = [ |
| 814 | 'headers' => $headers, |
| 815 | 'method' => $method, |
| 816 | 'timeout' => MWAI_TIMEOUT, |
| 817 | 'body' => $body, |
| 818 | 'sslverify' => false |
| 819 | ]; |
| 820 | return $options; |
| 821 | } |
| 822 | |
| 823 | protected function get_service_name() { |
| 824 | return 'Anthropic'; |
| 825 | } |
| 826 | |
| 827 | public function get_models() { |
| 828 | return apply_filters( 'mwai_anthropic_models', MWAI_ANTHROPIC_MODELS ); |
| 829 | } |
| 830 | |
| 831 | public static function get_models_static() { |
| 832 | return MWAI_ANTHROPIC_MODELS; |
| 833 | } |
| 834 | |
| 835 | public function handle_tokens_usage( |
| 836 | $reply, |
| 837 | $query, |
| 838 | $returned_model, |
| 839 | $returned_in_tokens, |
| 840 | $returned_out_tokens, |
| 841 | $returned_price = null |
| 842 | ) { |
| 843 | $returned_in_tokens = !is_null( $returned_in_tokens ) ? |
| 844 | $returned_in_tokens : $reply->get_in_tokens( $query ); |
| 845 | $returned_out_tokens = !is_null( $returned_out_tokens ) ? |
| 846 | $returned_out_tokens : $reply->get_out_tokens(); |
| 847 | if ( !empty( $reply->id ) ) { |
| 848 | // Would be cool to retrieve the usage from the API, but it's not possible. |
| 849 | } |
| 850 | $usage = $this->core->record_tokens_usage( $returned_model, $returned_in_tokens, $returned_out_tokens ); |
| 851 | $reply->set_usage( $usage ); |
| 852 | |
| 853 | // Set accuracy based on data availability |
| 854 | if ( !is_null( $returned_in_tokens ) && !is_null( $returned_out_tokens ) ) { |
| 855 | // Anthropic provides token counts from API = tokens accuracy |
| 856 | $reply->set_usage_accuracy( 'tokens' ); |
| 857 | } else { |
| 858 | // Fallback to estimated |
| 859 | $reply->set_usage_accuracy( 'estimated' ); |
| 860 | } |
| 861 | } |
| 862 | |
| 863 | public function get_price( Meow_MWAI_Query_Base $query, Meow_MWAI_Reply $reply ) { |
| 864 | return parent::get_price( $query, $reply ); |
| 865 | } |
| 866 | |
| 867 | /** |
| 868 | * Check the connection to Anthropic by listing available models. |
| 869 | * Anthropic doesn't provide a models endpoint, so we just verify authentication works. |
| 870 | */ |
| 871 | public function connection_check() { |
| 872 | try { |
| 873 | // Get the endpoint |
| 874 | $endpoint = apply_filters( 'mwai_anthropic_endpoint', 'https://api.anthropic.com/v1', $this->env ); |
| 875 | |
| 876 | // For Anthropic, we'll use the messages endpoint with a minimal request to verify auth |
| 877 | $url = trailingslashit( $endpoint ) . 'messages'; |
| 878 | |
| 879 | // Create a minimal query just to test authentication |
| 880 | $testBody = [ |
| 881 | 'model' => 'claude-3-haiku-20240307', // Use cheapest model |
| 882 | 'max_tokens' => 1, |
| 883 | 'messages' => [ |
| 884 | ['role' => 'user', 'content' => 'Hi'] |
| 885 | ], |
| 886 | 'metadata' => [ |
| 887 | 'user_id' => 'connection_test' |
| 888 | ] |
| 889 | ]; |
| 890 | |
| 891 | // Build headers with a dummy query |
| 892 | $dummyQuery = new Meow_MWAI_Query_Text( 'test' ); |
| 893 | $headers = $this->build_headers( $dummyQuery ); |
| 894 | $options = $this->build_options( $headers, $testBody ); |
| 895 | |
| 896 | // Try to make a minimal request |
| 897 | $response = $this->run_query( $url, $options ); |
| 898 | |
| 899 | // If we get here without exception, the API key is valid |
| 900 | // Get the list of available models from our constants |
| 901 | $models = $this->get_models(); |
| 902 | $modelNames = array_map( function( $model ) { |
| 903 | return $model['model'] ?? $model['name'] ?? 'unknown'; |
| 904 | }, $models ); |
| 905 | |
| 906 | return [ |
| 907 | 'models' => array_slice( $modelNames, 0, 10 ), // Return first 10 models |
| 908 | 'service' => 'Anthropic' |
| 909 | ]; |
| 910 | } |
| 911 | catch ( Exception $e ) { |
| 912 | // Check if it's an authentication error |
| 913 | $message = $e->getMessage(); |
| 914 | if ( strpos( $message, 'authentication_error' ) !== false || |
| 915 | strpos( $message, 'invalid x-api-key' ) !== false || |
| 916 | strpos( $message, '401' ) !== false ) { |
| 917 | throw new Exception( 'Invalid API key' ); |
| 918 | } |
| 919 | throw new Exception( 'Connection failed: ' . $message ); |
| 920 | } |
| 921 | } |
| 922 | } |
| 923 |