prefix . 'mxchat_system_prompt_content'; // Sanitize the source URL $source_url = esc_url_raw($source_url); // Generate the embedding using the API key $embedding_vector = self::generate_embedding($content, $api_key); if (is_array($embedding_vector)) { $embedding_vector_serialized = maybe_serialize($embedding_vector); // Check if a row already exists for this URL $existing_id = $wpdb->get_var( $wpdb->prepare( "SELECT id FROM {$table_name} WHERE source_url = %s LIMIT 1", $source_url ) ); if ($existing_id) { // Update the existing row $wpdb->update( $table_name, array( 'article_content' => $content, 'embedding_vector' => $embedding_vector_serialized, 'timestamp' => current_time('mysql'), // Remove if your table doesn't have a timestamp column ), array('id' => $existing_id), array('%s','%s','%s'), array('%d') ); } else { // Insert a new row $wpdb->insert( $table_name, array( 'article_content' => $content, 'embedding_vector' => $embedding_vector_serialized, 'source_url' => $source_url, 'timestamp' => current_time('mysql'), // Remove if your table doesn't have a timestamp column ), array('%s','%s','%s','%s') ); } } else { // If embedding generation failed, you could log or handle it here // error_log('Embedding generation failed for content from ' . $source_url); } } /** * Generate an embedding for the given text using the specified API key. * * @param string $text The text to be embedded. * @param string $api_key The API key used for generating embeddings. * @return array|null The embedding vector or null on failure. */ private static function generate_embedding($text, $api_key) { // Get options and selected model $options = get_option('mxchat_options'); $selected_model = $options['embedding_model'] ?? 'text-embedding-ada-002'; // Determine endpoint and API key based on model if (strpos($selected_model, 'voyage') === 0) { $endpoint = 'https://api.voyageai.com/v1/embeddings'; $api_key = $options['voyage_api_key'] ?? ''; } else { $endpoint = 'https://api.openai.com/v1/embeddings'; // Use the passed API key for OpenAI } // Prepare request body $request_body = [ 'input' => $text, 'model' => $selected_model ]; // Add output_dimension for voyage-3-large if ($selected_model === 'voyage-3-large') { $request_body['output_dimension'] = 2048; } $args = [ 'body' => wp_json_encode($request_body), 'headers' => [ 'Content-Type' => 'application/json', 'Authorization' => 'Bearer ' . $api_key, ], 'timeout' => 60, 'redirection' => 5, 'blocking' => true, 'httpversion' => '1.0', 'sslverify' => true, ]; $response = wp_remote_post($endpoint, $args); if (is_wp_error($response)) { error_log('Error generating embedding: ' . $response->get_error_message()); return null; } $response_body = json_decode(wp_remote_retrieve_body($response), true); if (isset($response_body['data'][0]['embedding']) && is_array($response_body['data'][0]['embedding'])) { return $response_body['data'][0]['embedding']; } else { error_log('Invalid response received from embedding API: ' . wp_json_encode($response_body)); return null; } } }