# mxchat-basic/2.4.2/admin/class-pinecone-manager.php MxChat – AI Chatbot & Content Generation for WordPress, version 2.4.2. 1,335 lines. - Page: https://pluginprobe.com/plugins/mxchat-basic/2.4.2/code/admin/class-pinecone-manager.php - Raw: https://pluginprobe.com/plugins/mxchat-basic/2.4.2/raw/admin/class-pinecone-manager.php - Modified: 2025-09-19T03:27:18+00:00 Line numbers below start at 1. Link to a line or a range by appending a fragment to the page URL, for example `https://pluginprobe.com/plugins/mxchat-basic/2.4.2/code/admin/class-pinecone-manager.php#L10-L20`. ```php array(), 'total' => 0, 'total_in_database' => 0, 'showing_recent_only' => false); } try { // Get total count for the banner message (bot-specific) $total_in_database = $this->mxchat_get_pinecone_total_count($pinecone_options, $bot_id); // Check cache first for consistency (bot-specific cache) $cache_key = 'mxchat_pinecone_recent_1k_cache_' . $bot_id; $all_records = get_transient($cache_key); if ($all_records === false) { // Cache miss - get fresh data (bot-specific) $all_records = $this->mxchat_get_recent_1k_entries($pinecone_options, $bot_id); } // Filter by search query if provided if (!empty($search_query)) { $all_records = array_filter($all_records, function($record) use ($search_query) { $content = $record->article_content ?? ''; $source_url = $record->source_url ?? ''; return stripos($content, $search_query) !== false || stripos($source_url, $search_query) !== false; }); } // Handle pagination $total = count($all_records); $offset = ($page - 1) * $per_page; $paged_records = array_slice($all_records, $offset, $per_page); //error_log('DEBUG: Returning ' . count($paged_records) . ' records for bot ' . $bot_id); return array( 'data' => $paged_records, 'total' => $total, 'total_in_database' => $total_in_database, 'showing_recent_only' => ($total_in_database > 1000) ); } catch (Exception $e) { //error_log('DEBUG: Exception: ' . $e->getMessage()); return array('data' => array(), 'total' => 0, 'total_in_database' => 0, 'showing_recent_only' => false); } } /** * Get embedding dimensions based on the selected model * ADD THIS NEW FUNCTION */ private function mxchat_get_embedding_dimensions() { $options = get_option('mxchat_options', array()); $selected_model = $options['embedding_model'] ?? 'text-embedding-ada-002'; // Define dimensions for different models $model_dimensions = array( 'text-embedding-ada-002' => 1536, 'text-embedding-3-small' => 1536, 'text-embedding-3-large' => 3072, 'voyage-2' => 1024, 'voyage-large-2' => 1536, 'voyage-3-large' => 2048, 'gemini-embedding-001' => 1536, ); // Check if it's a voyage model with custom dimensions if (strpos($selected_model, 'voyage-3-large') === 0) { $custom_dimensions = $options['voyage_output_dimension'] ?? 2048; return intval($custom_dimensions); } // Check if it's a gemini model with custom dimensions if (strpos($selected_model, 'gemini-embedding') === 0) { $custom_dimensions = $options['gemini_output_dimension'] ?? 1536; return intval($custom_dimensions); } // Return known dimensions or default to 1536 return $model_dimensions[$selected_model] ?? 1536; } /** * Generate random unit vector with correct dimensions * ADD THIS NEW FUNCTION */ private function mxchat_generate_random_vector() { $dimensions = $this->mxchat_get_embedding_dimensions(); $random_vector = array(); for ($i = 0; $i < $dimensions; $i++) { $random_vector[] = (rand(-1000, 1000) / 1000.0); } // Normalize the vector to unit length $magnitude = sqrt(array_sum(array_map(function($x) { return $x * $x; }, $random_vector))); if ($magnitude > 0) { $random_vector = array_map(function($x) use ($magnitude) { return $x / $magnitude; }, $random_vector); } return $random_vector; } private function mxchat_get_recent_1k_entries($pinecone_options, $bot_id = 'default') { global $wpdb; error_log('=== DEBUG: mxchat_get_recent_1k_entries started ==='); error_log('DEBUG: Bot ID: ' . $bot_id); $api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? ''; $host = $pinecone_options['mxchat_pinecone_host'] ?? ''; $namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? ''; if (empty($api_key) || empty($host)) { return array(); } try { $all_records = array(); $seen_ids = array(); $query_url = "https://{$host}/query"; $fixed_vectors = $this->mxchat_generate_fixed_query_vectors(); foreach ($fixed_vectors as $vector_index => $query_vector) { error_log('DEBUG: Using fixed query vector ' . ($vector_index + 1) . '/' . count($fixed_vectors)); $query_data = array( 'includeMetadata' => true, 'includeValues' => false, 'topK' => 3000, 'vector' => $query_vector ); // Add namespace if provided if (!empty($namespace)) { $query_data['namespace'] = $namespace; } // REMOVE THE BOT_ID FILTER - Each bot has its own Pinecone index // No need to filter by bot_id within the index $response = wp_remote_post($query_url, array( 'headers' => array( 'Api-Key' => $api_key, 'Content-Type' => 'application/json' ), 'body' => json_encode($query_data), 'timeout' => 30 )); if (!is_wp_error($response) && wp_remote_retrieve_response_code($response) === 200) { $body = wp_remote_retrieve_body($response); $data = json_decode($body, true); if (isset($data['matches'])) { foreach ($data['matches'] as $match) { $match_id = $match['id'] ?? ''; if (!empty($match_id) && !isset($seen_ids[$match_id])) { $metadata = $match['metadata'] ?? array(); // Remove the bot_id checking since each bot has its own index // Get created_at timestamp $created_at = $metadata['created_at'] ?? $metadata['last_updated'] ?? $metadata['timestamp'] ?? time(); if (!is_numeric($created_at)) { $created_at = strtotime($created_at) ?: time(); } $all_records[] = (object) array( 'id' => $match_id, 'article_content' => $metadata['text'] ?? '', 'source_url' => $metadata['source_url'] ?? '', 'role_restriction' => $metadata['role_restriction'] ?? 'public', 'bot_id' => $bot_id, // Just set it to current bot for display 'created_at' => $created_at, 'data_source' => 'pinecone' ); $seen_ids[$match_id] = true; } } } } usleep(200000); // 0.2 second delay } // Sort by created_at (newest first) and take top 1K usort($all_records, function($a, $b) { return $b->created_at - $a->created_at; }); $recent_1k = array_slice($all_records, 0, 1000); // Check for role restrictions stored in WordPress $roles_table = $wpdb->prefix . 'mxchat_pinecone_roles'; foreach ($recent_1k as &$record) { if (empty($record->role_restriction) || $record->role_restriction === 'public') { $stored_role = $wpdb->get_var($wpdb->prepare( "SELECT role_restriction FROM {$roles_table} WHERE vector_id = %s AND bot_id = %s", $record->id, $bot_id )); if ($stored_role) { $record->role_restriction = $stored_role; } } } error_log('DEBUG: Found ' . count($all_records) . ' total unique records, returning top ' . count($recent_1k)); // Cache the results $cache_key = 'mxchat_pinecone_recent_1k_cache_' . $bot_id; set_transient($cache_key, $recent_1k, 60); return $recent_1k; } catch (Exception $e) { error_log('DEBUG: Exception in get_recent_1k_entries: ' . $e->getMessage()); return array(); } } /** * Generate fixed query vectors for consistent results */ private function mxchat_generate_fixed_query_vectors() { $dimensions = $this->mxchat_get_embedding_dimensions(); $vectors = array(); // Create 5 fixed vectors with different patterns for better coverage $patterns = array( 'zeros_with_ones' => 0.1, // Mostly zeros with some 1s 'ascending' => 0.2, // Ascending pattern 'descending' => 0.3, // Descending pattern 'alternating' => 0.4, // Alternating positive/negative 'center_weighted' => 0.5 // Higher values in center ); foreach ($patterns as $pattern_name => $seed) { $vector = array(); for ($i = 0; $i < $dimensions; $i++) { switch ($pattern_name) { case 'zeros_with_ones': $vector[] = ($i % 10 === 0) ? 1.0 : 0.0; break; case 'ascending': $vector[] = ($i / $dimensions) * 2 - 1; // Range -1 to 1 break; case 'descending': $vector[] = (($dimensions - $i) / $dimensions) * 2 - 1; break; case 'alternating': $vector[] = ($i % 2 === 0) ? $seed : -$seed; break; case 'center_weighted': $center = $dimensions / 2; $distance = abs($i - $center) / $center; $vector[] = (1 - $distance) * $seed; break; } } // Normalize the vector to unit length $magnitude = sqrt(array_sum(array_map(function($x) { return $x * $x; }, $vector))); if ($magnitude > 0) { $vector = array_map(function($x) use ($magnitude) { return $x / $magnitude; }, $vector); } $vectors[] = $vector; } return $vectors; } /** * Scan Pinecone for processed content (MISSING FUNCTION - ADD THIS) */ public function mxchat_scan_pinecone_for_processed_content($pinecone_options) { //error_log('=== DEBUG: Starting mxchat_scan_pinecone_for_processed_content ==='); $api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? ''; $host = $pinecone_options['mxchat_pinecone_host'] ?? ''; if (empty($api_key) || empty($host)) { //error_log('DEBUG: Missing API credentials for scanning'); return array(); } try { // Use multiple random vectors to get better coverage $all_matches = array(); $seen_ids = array(); // Try 3 different random vectors to get better coverage for ($i = 0; $i < 3; $i++) { //error_log('DEBUG: Scanning attempt ' . ($i + 1) . '/3'); $query_url = "https://{$host}/query"; // Generate random vector with CORRECT dimensions $random_vector = $this->mxchat_generate_random_vector(); $query_data = array( 'includeMetadata' => true, 'includeValues' => false, 'topK' => 10000, 'vector' => $random_vector ); $response = wp_remote_post($query_url, array( 'headers' => array( 'Api-Key' => $api_key, 'Content-Type' => 'application/json' ), 'body' => json_encode($query_data), 'timeout' => 30 )); if (is_wp_error($response)) { //error_log('DEBUG: Query attempt ' . ($i + 1) . ' WP error: ' . $response->get_error_message()); continue; } $response_code = wp_remote_retrieve_response_code($response); //error_log('DEBUG: Query attempt ' . ($i + 1) . ' response code: ' . $response_code); if ($response_code !== 200) { $error_body = wp_remote_retrieve_body($response); //error_log('DEBUG: Query attempt ' . ($i + 1) . ' failed with body: ' . substr($error_body, 0, 500)); continue; } $body = wp_remote_retrieve_body($response); $data = json_decode($body, true); if (isset($data['matches'])) { //error_log('DEBUG: Query attempt ' . ($i + 1) . ' returned ' . count($data['matches']) . ' matches'); foreach ($data['matches'] as $match) { $match_id = $match['id'] ?? ''; if (!empty($match_id) && !isset($seen_ids[$match_id])) { $all_matches[] = $match; $seen_ids[$match_id] = true; } } } else { //error_log('DEBUG: Query attempt ' . ($i + 1) . ' - no matches key in response'); } } //error_log('DEBUG: Total unique matches found: ' . count($all_matches)); // Convert matches to processed data format $processed_data = array(); $vector_ids_for_cache = array(); foreach ($all_matches as $match) { $metadata = $match['metadata'] ?? array(); $source_url = $metadata['source_url'] ?? ''; $match_id = $match['id'] ?? ''; if (!empty($source_url) && !empty($match_id)) { $post_id = url_to_postid($source_url); if ($post_id) { $created_at = $metadata['created_at'] ?? ''; $processed_date = 'Recently'; if (!empty($created_at)) { $timestamp = is_numeric($created_at) ? $created_at : strtotime($created_at); if ($timestamp) { $processed_date = human_time_diff($timestamp, current_time('timestamp')) . ' ago'; } } $processed_data[$post_id] = array( 'db_id' => $match_id, 'processed_date' => $processed_date, 'url' => $source_url, 'source' => 'pinecone', 'timestamp' => $timestamp ?? current_time('timestamp') ); $vector_ids_for_cache[] = $match_id; } } } // Update the vector IDs cache for future use if (!empty($vector_ids_for_cache)) { update_option('mxchat_pinecone_vector_ids_cache', $vector_ids_for_cache); //error_log('DEBUG: Updated vector IDs cache with ' . count($vector_ids_for_cache) . ' IDs'); } //error_log('DEBUG: Returning ' . count($processed_data) . ' processed items from scanning'); return $processed_data; } catch (Exception $e) { //error_log('DEBUG: Exception in scan_pinecone_for_processed_content: ' . $e->getMessage()); return array(); } } private function mxchat_get_pinecone_total_count($pinecone_options, $bot_id = 'default') { $api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? ''; $host = $pinecone_options['mxchat_pinecone_host'] ?? ''; $namespace = $pinecone_options['mxchat_pinecone_namespace'] ?? ''; if (empty($api_key) || empty($host)) { return 0; } try { $stats_url = "https://{$host}/describe_index_stats"; // Try GET request first $response = wp_remote_get($stats_url, array( 'headers' => array( 'Api-Key' => $api_key, 'Accept' => 'application/json' ), 'timeout' => 15 )); if (!is_wp_error($response) && wp_remote_retrieve_response_code($response) === 200) { $body = wp_remote_retrieve_body($response); $stats_data = json_decode($body, true); $total_count = $stats_data['totalVectorCount'] ?? 0; if ($total_count > 0) { error_log('DEBUG: Got total count from stats API: ' . $total_count); return intval($total_count); } } // If GET fails, log the error for debugging if (!is_wp_error($response)) { error_log('DEBUG: Stats API failed with response code: ' . wp_remote_retrieve_response_code($response)); error_log('DEBUG: Stats API response body: ' . wp_remote_retrieve_body($response)); } } catch (Exception $e) { error_log('DEBUG: Exception getting total count: ' . $e->getMessage()); } return 0; } /** * Clear all caches for a specific bot (and general caches) */ public function mxchat_clear_bot_caches($bot_id = 'default') { //error_log('DEBUG: Clearing all caches for bot: ' . $bot_id); // Clear bot-specific caches delete_transient('mxchat_pinecone_recent_1k_cache_' . $bot_id); delete_transient('mxchat_pinecone_recent_1k_' . $bot_id); delete_transient('mxchat_pinecone_total_count_' . $bot_id); delete_option('mxchat_pinecone_vector_ids_cache_' . $bot_id); delete_option('mxchat_pinecone_processed_cache_' . $bot_id); delete_option('mxchat_processed_content_cache_' . $bot_id); // Also clear general caches for backward compatibility delete_transient('mxchat_pinecone_recent_1k_cache'); delete_transient('mxchat_pinecone_recent_1k'); delete_transient('mxchat_pinecone_total_count'); delete_option('mxchat_pinecone_vector_ids_cache'); delete_option('mxchat_pinecone_processed_cache'); delete_option('mxchat_processed_content_cache'); //error_log('DEBUG: All caches cleared for bot: ' . $bot_id); return true; } /** * Clear caches for all bots */ public function mxchat_clear_all_bot_caches() { // Clear default/general caches $this->mxchat_clear_bot_caches('default'); // If multi-bot addon is active, clear caches for all bots if (class_exists('MxChat_Multi_Bot_Manager')) { $multi_bot_manager = MxChat_Multi_Bot_Core_Manager::get_instance(); $available_bots = $multi_bot_manager->get_available_bots(); foreach ($available_bots as $bot_id => $bot_name) { if ($bot_id !== 'default') { $this->mxchat_clear_bot_caches($bot_id); } } } return true; } /** * Call this after adding new content to refresh the view for specific bot */ public function mxchat_refresh_after_new_content($pinecone_options, $bot_id = 'default') { //error_log('DEBUG: Refreshing after new content added for bot: ' . $bot_id); // Use the new comprehensive cache clearing method $this->mxchat_clear_bot_caches($bot_id); // Force fresh fetch on next page load return true; } /** * Get bot-specific Pinecone configuration for database operations */ public function mxchat_get_bot_pinecone_options($bot_id = 'default') { error_log('DEBUG: Getting Pinecone options for bot: ' . $bot_id); // If default bot or multi-bot add-on not active, use default Pinecone config if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) { $addon_options = get_option('mxchat_pinecone_addon_options', array()); error_log('DEBUG: Using default Pinecone options'); return $addon_options; } // Get bot-specific configuration using the filter $bot_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id); error_log('DEBUG: Bot config from filter: ' . print_r($bot_config, true)); // Check if we got valid bot-specific config if (!empty($bot_config) && isset($bot_config['use_pinecone']) && $bot_config['use_pinecone']) { // Convert bot config to the format expected by fetch functions $pinecone_options = array( 'mxchat_use_pinecone' => '1', 'mxchat_pinecone_api_key' => $bot_config['api_key'] ?? '', 'mxchat_pinecone_host' => $bot_config['host'] ?? '', 'mxchat_pinecone_namespace' => $bot_config['namespace'] ?? '', 'mxchat_pinecone_environment' => '', 'mxchat_pinecone_index' => '' ); error_log('DEBUG: Returning bot-specific Pinecone options for bot: ' . $bot_id); return $pinecone_options; } // Fallback to default options if bot-specific config is invalid error_log('DEBUG: Bot-specific config invalid, falling back to default'); return get_option('mxchat_pinecone_addon_options', array()); } /** * Get bot-specific Pinecone configuration * Used in the knowledge retrieval functions */ private function get_bot_pinecone_config($bot_id = 'default') { error_log("MXCHAT DEBUG: get_bot_pinecone_config called for bot: " . $bot_id); // If default bot or multi-bot add-on not active, use default Pinecone config if ($bot_id === 'default' || !class_exists('MxChat_Multi_Bot_Manager')) { error_log("MXCHAT DEBUG: Using default Pinecone config (no multi-bot or bot is 'default')"); $addon_options = get_option('mxchat_pinecone_addon_options', array()); $config = array( 'use_pinecone' => (isset($addon_options['mxchat_use_pinecone']) && $addon_options['mxchat_use_pinecone'] === '1'), 'api_key' => $addon_options['mxchat_pinecone_api_key'] ?? '', 'host' => $addon_options['mxchat_pinecone_host'] ?? '', 'namespace' => $addon_options['mxchat_pinecone_namespace'] ?? '' ); error_log("MXCHAT DEBUG: Default config - use_pinecone: " . ($config['use_pinecone'] ? 'true' : 'false')); return $config; } error_log("MXCHAT DEBUG: Calling filter 'mxchat_get_bot_pinecone_config' for bot: " . $bot_id); // Hook for multi-bot add-on to provide bot-specific Pinecone config $bot_pinecone_config = apply_filters('mxchat_get_bot_pinecone_config', array(), $bot_id); if (!empty($bot_pinecone_config)) { error_log("MXCHAT DEBUG: Got bot-specific config from filter"); error_log(" - use_pinecone: " . (isset($bot_pinecone_config['use_pinecone']) ? ($bot_pinecone_config['use_pinecone'] ? 'true' : 'false') : 'not set')); error_log(" - host: " . ($bot_pinecone_config['host'] ?? 'not set')); error_log(" - namespace: " . ($bot_pinecone_config['namespace'] ?? 'not set')); } else { error_log("MXCHAT DEBUG: Filter returned empty config!"); } return is_array($bot_pinecone_config) ? $bot_pinecone_config : array(); } /** * Fetches vectors from Pinecone using provided IDs (for content selection feature) */ public function fetch_pinecone_vectors_by_ids($pinecone_options, $vector_ids) { //error_log('=== DEBUG: fetch_pinecone_vectors_by_ids started (content selection method) ==='); $api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? ''; $host = $pinecone_options['mxchat_pinecone_host'] ?? ''; //error_log('DEBUG: API key present: ' . (!empty($api_key) ? 'YES' : 'NO')); //error_log('DEBUG: Host: ' . $host); //error_log('DEBUG: Vector IDs count: ' . count($vector_ids)); if (empty($api_key) || empty($host) || empty($vector_ids)) { //error_log('DEBUG: Missing parameters for fetch by IDs (content selection)'); return array(); } try { $fetch_url = "https://{$host}/vectors/fetch"; //error_log('DEBUG: Fetch URL: ' . $fetch_url); // Pinecone fetch API allows fetching specific vectors by ID $fetch_data = array( 'ids' => array_values($vector_ids) ); $response = wp_remote_post($fetch_url, array( 'headers' => array( 'Api-Key' => $api_key, 'Content-Type' => 'application/json' ), 'body' => json_encode($fetch_data), 'timeout' => 30 )); if (is_wp_error($response)) { //error_log('DEBUG: Fetch by IDs WP error (content selection): ' . $response->get_error_message()); return array(); } $response_code = wp_remote_retrieve_response_code($response); //error_log('DEBUG: Fetch response code (content selection): ' . $response_code); if ($response_code !== 200) { $error_body = wp_remote_retrieve_body($response); //error_log('DEBUG: Fetch failed with body (content selection): ' . $error_body); return array(); } $body = wp_remote_retrieve_body($response); $data = json_decode($body, true); if (!isset($data['vectors'])) { //error_log('DEBUG: No vectors key in response (content selection)'); return array(); } $processed_data = array(); foreach ($data['vectors'] as $vector_id => $vector_data) { $metadata = $vector_data['metadata'] ?? array(); $source_url = $metadata['source_url'] ?? ''; if (!empty($source_url)) { $post_id = url_to_postid($source_url); if ($post_id) { $created_at = $metadata['created_at'] ?? ''; $processed_date = 'Recently'; // Default if (!empty($created_at)) { $timestamp = is_numeric($created_at) ? $created_at : strtotime($created_at); if ($timestamp) { $processed_date = human_time_diff($timestamp, current_time('timestamp')) . ' ago'; } } $processed_data[$post_id] = array( 'db_id' => $vector_id, 'processed_date' => $processed_date, 'url' => $source_url, 'source' => 'pinecone', 'timestamp' => $timestamp ?? current_time('timestamp') ); } } } //error_log('DEBUG: Processed ' . count($processed_data) . ' records (content selection method)'); //error_log('=== DEBUG: fetch_pinecone_vectors_by_ids completed (content selection) ==='); return $processed_data; } catch (Exception $e) { //error_log('DEBUG: Exception in fetch_pinecone_vectors_by_ids (content selection): ' . $e->getMessage()); return array(); } } // ======================================== // PINECONE DELETE OPERATIONS // ======================================== public function mxchat_delete_all_from_pinecone($pinecone_options) { $api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? ''; $host = $pinecone_options['mxchat_pinecone_host'] ?? ''; if (empty($api_key) || empty($host)) { return array( 'success' => false, 'message' => 'Missing Pinecone API credentials' ); } try { // First, get all vector IDs $all_vector_ids = array(); // Try to get from cache first $cached_vector_ids = get_option('mxchat_pinecone_vector_ids_cache', array()); if (!empty($cached_vector_ids)) { $all_vector_ids = $cached_vector_ids; } else { // Use the correct method name that exists in your class $records = $this->mxchat_get_recent_1k_entries($pinecone_options); foreach ($records as $record) { if (!empty($record->id)) { $all_vector_ids[] = $record->id; } } } if (empty($all_vector_ids)) { return array( 'success' => true, 'message' => 'No vectors found to delete' ); } // Delete vectors in batches (Pinecone has limits on batch operations) $batch_size = 100; $batches = array_chunk($all_vector_ids, $batch_size); $deleted_count = 0; $failed_batches = 0; foreach ($batches as $batch) { $result = $this->mxchat_delete_pinecone_batch($batch, $api_key, $host); if ($result['success']) { $deleted_count += count($batch); } else { $failed_batches++; //error_log('Failed to delete Pinecone batch: ' . $result['message']); } } // CLEAR ALL RELEVANT CACHES - EXACTLY like your single delete delete_transient('mxchat_pinecone_recent_1k_cache'); delete_option('mxchat_pinecone_vector_ids_cache'); delete_option('mxchat_pinecone_processed_cache'); delete_option('mxchat_processed_content_cache'); // Also force refresh for next page load - EXACTLY like your single delete $this->mxchat_refresh_after_new_content($pinecone_options); if ($failed_batches > 0) { return array( 'success' => false, 'message' => sprintf('Deleted %d vectors, but %d batches failed', $deleted_count, $failed_batches) ); } return array( 'success' => true, 'message' => "Successfully deleted {$deleted_count} vectors from Pinecone" ); } catch (Exception $e) { //error_log('Pinecone delete all exception: ' . $e->getMessage()); return array( 'success' => false, 'message' => $e->getMessage() ); } } /** * Deletes batch of vectors from Pinecone database */ private function mxchat_delete_pinecone_batch($vector_ids, $api_key, $host) { // Build the API endpoint $api_endpoint = "https://{$host}/vectors/delete"; // Prepare the request body with the IDs $request_body = array( 'ids' => $vector_ids ); // Make the deletion request $response = wp_remote_post($api_endpoint, array( 'headers' => array( 'Api-Key' => $api_key, 'accept' => 'application/json', 'content-type' => 'application/json' ), 'body' => wp_json_encode($request_body), 'timeout' => 60, // Increased timeout for batch operations 'method' => 'POST' )); // Handle WordPress HTTP API errors if (is_wp_error($response)) { return array( 'success' => false, 'message' => $response->get_error_message() ); } // Check response status $response_code = wp_remote_retrieve_response_code($response); $response_body = wp_remote_retrieve_body($response); // Pinecone returns 200 for successful deletion if ($response_code !== 200) { //error_log('Pinecone batch deletion failed: HTTP ' . $response_code . ' - ' . $response_body); return array( 'success' => false, 'message' => sprintf( 'Pinecone API error (HTTP %d): %s', $response_code, $response_body ) ); } return array( 'success' => true, 'message' => 'Batch deleted successfully from Pinecone' ); } /** * Deletes vector from Pinecone using API request */ public function mxchat_delete_from_pinecone_by_vector_id($vector_id, $api_key, $host, $namespace = '') { error_log('=== PINECONE DELETE OPERATION ==='); error_log('Vector ID: ' . $vector_id); error_log('Host: ' . $host); error_log('API Key: ' . (empty($api_key) ? 'EMPTY' : 'SET')); // First, let's verify the vector exists before trying to delete $fetch_url = "https://{$host}/vectors/fetch"; $fetch_params = array( 'ids' => array($vector_id) ); // Add namespace if provided (though you said you're not using namespaces) if (!empty($namespace)) { $fetch_params['namespace'] = $namespace; } // Construct URL with query parameters for GET request $fetch_url_with_params = $fetch_url . '?' . http_build_query($fetch_params); $fetch_response = wp_remote_get($fetch_url_with_params, array( 'headers' => array( 'Api-Key' => $api_key, 'accept' => 'application/json' ), 'timeout' => 15 )); if (!is_wp_error($fetch_response) && wp_remote_retrieve_response_code($fetch_response) === 200) { $fetch_body = wp_remote_retrieve_body($fetch_response); $fetch_data = json_decode($fetch_body, true); error_log('DEBUG: Fetch response: ' . print_r($fetch_data, true)); if (isset($fetch_data['vectors']) && isset($fetch_data['vectors'][$vector_id])) { error_log('DEBUG: Vector EXISTS in this index before deletion'); } else { error_log('WARNING: Vector NOT FOUND in this index! It may be in a different bot\'s index'); // You might want to return an error here } } else { error_log('DEBUG: Could not fetch vector to verify existence'); } // Now proceed with deletion $api_endpoint = "https://{$host}/vectors/delete"; // Prepare the request body with the ID $request_body = array( 'ids' => array($vector_id) ); // Add namespace if provided if (!empty($namespace)) { $request_body['namespace'] = $namespace; } error_log('DEBUG: Delete request body: ' . json_encode($request_body)); error_log('DEBUG: Delete endpoint: ' . $api_endpoint); // Make the deletion request $response = wp_remote_post($api_endpoint, array( 'headers' => array( 'Api-Key' => $api_key, 'accept' => 'application/json', 'content-type' => 'application/json' ), 'body' => wp_json_encode($request_body), 'timeout' => 30 )); // Handle WordPress HTTP API errors if (is_wp_error($response)) { error_log('DEBUG: WP Error: ' . $response->get_error_message()); return array( 'success' => false, 'message' => $response->get_error_message() ); } // Check response status $response_code = wp_remote_retrieve_response_code($response); $response_body = wp_remote_retrieve_body($response); error_log('DEBUG: Delete response code: ' . $response_code); error_log('DEBUG: Delete response body: ' . $response_body); // Pinecone returns 200 for successful deletion (even if vector didn't exist) if ($response_code !== 200) { error_log('DEBUG: Non-200 response from Pinecone'); return array( 'success' => false, 'message' => sprintf( 'Pinecone API error (HTTP %d): %s', $response_code, $response_body ) ); } // After deletion, verify it's actually gone sleep(1); // Give Pinecone a moment to process $verify_response = wp_remote_get($fetch_url_with_params, array( 'headers' => array( 'Api-Key' => $api_key, 'accept' => 'application/json' ), 'timeout' => 15 )); if (!is_wp_error($verify_response) && wp_remote_retrieve_response_code($verify_response) === 200) { $verify_body = wp_remote_retrieve_body($verify_response); $verify_data = json_decode($verify_body, true); if (isset($verify_data['vectors']) && isset($verify_data['vectors'][$vector_id])) { error_log('ERROR: Vector STILL EXISTS after deletion attempt!'); return array( 'success' => false, 'message' => 'Vector still exists after deletion attempt' ); } else { error_log('SUCCESS: Vector confirmed deleted (or never existed)'); } } error_log('=== END PINECONE DELETE OPERATION ==='); return array( 'success' => true, 'message' => 'Vector deleted successfully from Pinecone' ); } /** * Deletes data from Pinecone using a source URL */ public function mxchat_delete_from_pinecone_by_url($source_url, $pinecone_options) { $host = $pinecone_options['mxchat_pinecone_host'] ?? ''; $api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? ''; if (empty($host) || empty($api_key)) { //error_log('MXChat: Pinecone deletion failed - missing configuration'); return false; } $api_endpoint = "https://{$host}/vectors/delete"; $vector_id = md5($source_url); $request_body = array( 'ids' => array($vector_id) ); $response = wp_remote_post($api_endpoint, array( 'headers' => array( 'Api-Key' => $api_key, 'accept' => 'application/json', 'content-type' => 'application/json' ), 'body' => wp_json_encode($request_body), 'timeout' => 30 )); if (is_wp_error($response)) { //error_log('MXChat: Pinecone deletion error - ' . $response->get_error_message()); return false; } $response_code = wp_remote_retrieve_response_code($response); if ($response_code !== 200) { //error_log('MXChat: Pinecone deletion failed with status ' . $response_code); return false; } return true; } /** * Deletes data from Pinecone index using API key */ private function mxchat_delete_from_pinecone($urls, $api_key, $environment, $index_name) { // Get the Pinecone host from options (matching your store_in_pinecone_main pattern) $options = get_option('mxchat_pinecone_addon_options'); $host = $options['mxchat_pinecone_host'] ?? ''; if (empty($host)) { return array( 'success' => false, 'message' => 'Pinecone host is not configured. Please set the host in your settings.' ); } // Build API endpoint using the configured host $api_endpoint = "https://{$host}/vectors/delete"; // Create vector IDs from URLs (matching your store method's ID generation) $vector_ids = array_map('md5', $urls); // Prepare the delete request body $request_body = array( 'ids' => $vector_ids, 'filter' => array( 'source_url' => array( '$in' => $urls ) ) ); // Make the deletion request $response = wp_remote_post($api_endpoint, array( 'headers' => array( 'Api-Key' => $api_key, 'accept' => 'application/json', 'content-type' => 'application/json' ), 'body' => wp_json_encode($request_body), 'timeout' => 30, 'data_format' => 'body' )); // Handle WordPress HTTP API errors if (is_wp_error($response)) { return array( 'success' => false, 'message' => $response->get_error_message() ); } // Check response status $response_code = wp_remote_retrieve_response_code($response); if ($response_code !== 200) { $body = wp_remote_retrieve_body($response); return array( 'success' => false, 'message' => sprintf( 'Pinecone API error (HTTP %d): %s', $response_code, $body ) ); } // Parse response body $body = wp_remote_retrieve_body($response); $response_data = json_decode($body, true); // Final validation of the response if (json_last_error() !== JSON_ERROR_NONE) { return array( 'success' => false, 'message' => 'Failed to parse Pinecone response: ' . json_last_error_msg() ); } return array( 'success' => true, 'message' => sprintf('Successfully deleted %d vectors from Pinecone', count($vector_ids)) ); } // ======================================== // VECTOR CACHE MANAGEMENT // ======================================== /** * Removes vector ID from cache array option */ public function mxchat_remove_from_pinecone_vector_cache($vector_id) { $cached_ids = get_option('mxchat_pinecone_vector_ids_cache', array()); $key = array_search($vector_id, $cached_ids); if ($key !== false) { unset($cached_ids[$key]); update_option('mxchat_pinecone_vector_ids_cache', array_values($cached_ids)); } } /** * Removes vector ID from processed content caches */ public function mxchat_remove_from_processed_content_caches($vector_id) { // Get all caches $pinecone_cache = get_option('mxchat_pinecone_processed_cache', array()); $processed_cache = get_option('mxchat_processed_content_cache', array()); // We need to find the post ID that corresponds to this vector ID // Vector ID is typically md5 of the source URL $post_id_to_remove = null; // Search through caches to find matching post foreach ($pinecone_cache as $post_id => $cache_data) { if (isset($cache_data['db_id']) && $cache_data['db_id'] === $vector_id) { $post_id_to_remove = $post_id; break; } } // Also check the processed cache if (!$post_id_to_remove) { foreach ($processed_cache as $post_id => $cache_data) { if (isset($cache_data['db_id']) && $cache_data['db_id'] === $vector_id) { $post_id_to_remove = $post_id; break; } } } // If we found the post ID, remove it from both caches if ($post_id_to_remove) { unset($pinecone_cache[$post_id_to_remove]); unset($processed_cache[$post_id_to_remove]); update_option('mxchat_pinecone_processed_cache', $pinecone_cache); update_option('mxchat_processed_content_cache', $processed_cache); //error_log('Removed post ID ' . $post_id_to_remove . ' from processed content caches'); } else { // If we can't find by vector ID, we might need to reconstruct the URL // and find the post ID that way //error_log('Could not find post ID for vector ID: ' . $vector_id); } } /** * Retrieves and caches Pinecone API processed content */ public function mxchat_get_pinecone_processed_content($pinecone_options) { // First check local cache for immediate updates $cached_data = get_option('mxchat_pinecone_processed_cache', array()); $api_key = $pinecone_options['mxchat_pinecone_api_key'] ?? ''; $host = $pinecone_options['mxchat_pinecone_host'] ?? ''; if (empty($api_key) || empty($host)) { // Return only cached data if API credentials are missing return $cached_data; } $pinecone_data = array(); try { // Method 1: Try to get vectors using cached vector IDs first $cached_vector_ids = get_option('mxchat_pinecone_vector_ids_cache', array()); if (!empty($cached_vector_ids)) { $pinecone_data = $this->fetch_pinecone_vectors_by_ids($pinecone_options, $cached_vector_ids); } // Method 2: If no cached IDs or fetch failed, use scanning approach if (empty($pinecone_data)) { $pinecone_data = $this->mxchat_scan_pinecone_for_processed_content($pinecone_options); } // Method 3: Final fallback - try stats endpoint (if available) if (empty($pinecone_data)) { $stats_url = "https://{$host}/describe_index_stats"; $response = wp_remote_post($stats_url, array( 'headers' => array( 'Api-Key' => $api_key, 'Content-Type' => 'application/json' ), 'body' => json_encode(array()), 'timeout' => 30 )); if (!is_wp_error($response) && wp_remote_retrieve_response_code($response) === 200) { $body = wp_remote_retrieve_body($response); $stats_data = json_decode($body, true); // Log stats for debugging but don't rely on them for vector listing //error_log('Pinecone index stats: ' . print_r($stats_data, true)); } } } catch (Exception $e) { //error_log('Pinecone processed content exception: ' . $e->getMessage()); } // Merge cached data with Pinecone data // Cache takes priority for recent updates (within last 5 minutes) $merged_data = $pinecone_data; foreach ($cached_data as $post_id => $cache_item) { $cache_timestamp = $cache_item['timestamp'] ?? 0; $time_diff = current_time('timestamp') - $cache_timestamp; // If cache item is recent (less than 5 minutes), prioritize it if ($time_diff < 300) { // 5 minutes = 300 seconds $merged_data[$post_id] = $cache_item; } else { // If not in Pinecone data and cache is old, keep cache but mark as potentially stale if (!isset($merged_data[$post_id])) { $merged_data[$post_id] = $cache_item; } } } return $merged_data; } // ======================================== // HELPER METHODS // ======================================== /** * Validates Pinecone API credentials */ private function mxchat_validate_pinecone_credentials($api_key, $host) { if (empty($api_key) || empty($host)) { return false; } return true; } /** * Get Pinecone API credentials from options */ private function mxchat_get_pinecone_credentials() { $options = get_option('mxchat_options', array()); return array( 'api_key' => isset($options['pinecone_api_key']) ? $options['pinecone_api_key'] : '', 'host' => isset($options['pinecone_host']) ? $options['pinecone_host'] : '' ); } /** * Log Pinecone operation errors */ private function log_pinecone_error($operation, $error_message) { //error_log("MxChat Pinecone {$operation} Error: " . $error_message); } // ======================================== // STATIC ACCESS METHODS (for backward compatibility) // ======================================== /** * Get singleton instance */ public static function get_instance() { static $instance = null; if ($instance === null) { $instance = new self(); } return $instance; } } // Initialize the Pinecone manager $mxchat_pinecone_manager = MxChat_Pinecone_Manager::get_instance(); ```