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)) { $embedding_vector_serialized = serialize($embedding_vector); // Insert or update the record in the database $wpdb->replace( $table_name, array( 'article_content' => $content, 'embedding_vector' => $embedding_vector_serialized, 'source_url' => $source_url, ), array( '%s', '%s', '%s', ) ); } else { //error_log('Embedding generation failed for content from ' . $source_url); } } /** * Generate an embedding for the given text. * * @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) { $endpoint = 'https://api.openai.com/v1/embeddings'; $body = wp_json_encode([ 'input' => $text, 'model' => 'text-embedding-ada-002' ]); $args = [ 'body' => $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.'); return null; } } } ?>