class Akismet_REST_API { /** * Register the REST API routes. */ public static function init() { if ( ! function_exists( 'register_rest_route' ) ) { // The REST API wasn't integrated into core until 4.4, and we support 4.0+ (for now). return false; } register_rest_route( 'akismet/v1', '/key', array( array( 'methods' => WP_REST_Server::READABLE, 'permission_callback' => array( 'Akismet_REST_API', 'privileged_permission_callback' ), 'callback' => array( 'Akismet_REST_API', 'get_key' ), ), array( 'methods' => WP_REST_Server::EDITABLE, 'permission_callback' => array( 'Akismet_REST_API', 'privileged_permission_callback' ), 'callback' => array( 'Akismet_REST_API', 'set_key' ), 'args' => array( 'key' => array( 'required' => true, 'type' => 'string', 'sanitize_callback' => array( 'Akismet_REST_API', 'sanitize_key' ), 'description' => __( 'A 12-character Akismet API key. Available at akismet.com/get/', 'akismet' ), ), ), ), array( 'methods' => WP_REST_Server::DELETABLE, 'permission_callback' => array( 'Akismet_REST_API', 'privileged_permission_callback' ), 'callback' => array( 'Akismet_REST_API', 'delete_key' ), ) ) ); register_rest_route( 'akismet/v1', '/settings/', array( array( 'methods' => WP_REST_Server::READABLE, 'permission_callback' => array( 'Akismet_REST_API', 'privileged_permission_callback' ), 'callback' => array( 'Akismet_REST_API', 'get_settings' ), ), array( 'methods' => WP_REST_Server::EDITABLE, 'permission_callback' => array( 'Akismet_REST_API', 'privileged_permission_callback' ), 'callback' => array( 'Akismet_REST_API', 'set_boolean_settings' ), 'args' => array( 'akismet_strictness' => array( 'required' => false, 'type' => 'boolean', 'description' => __( 'If true, Akismet will automatically discard the worst spam automatically rather than putting it in the spam folder.', 'akismet' ), ), 'akismet_show_user_comments_approved' => array( 'required' => false, 'type' => 'boolean', 'description' => __( 'If true, show the number of approved comments beside each comment author in the comments list page.', 'akismet' ), ), ), ) ) ); register_rest_route( 'akismet/v1', '/stats', array( 'methods' => WP_REST_Server::READABLE, 'permission_callback' => array( 'Akismet_REST_API', 'privileged_permission_callback' ), 'callback' => array( 'Akismet_REST_API', 'get_stats' ), 'args' => array( 'interval' => array( 'required' => false, 'type' => 'string', 'sanitize_callback' => array( 'Akismet_REST_API', 'sanitize_interval' ), 'description' => __( 'The time period for which to retrieve stats. Options: 60-days, 6-months, all', 'akismet' ), 'default' => 'all', ), ), ) ); register_rest_route( 'akismet/v1', '/stats/(?P[\w+])', array( 'args' => array( 'interval' => array( 'description' => __( 'The time period for which to retrieve stats. Options: 60-days, 6-months, all', 'akismet' ), 'type' => 'string', ), ), array( 'methods' => WP_REST_Server::READABLE, 'permission_callback' => array( 'Akismet_REST_API', 'privileged_permission_callback' ), 'callback' => array( 'Akismet_REST_API', 'get_stats' ), ) ) ); register_rest_route( 'akismet/v1', '/alert', array( array( 'methods' => WP_REST_Server::READABLE, 'permission_callback' => array( 'Akismet_REST_API', 'remote_call_permission_callback' ), 'callback' => array( 'Akismet_REST_API', 'get_alert' ), 'args' => array( 'key' => array( 'required' => false, 'type' => 'string', 'sanitize_callback' => array( 'Akismet_REST_API', 'sanitize_key' ), 'description' => __( 'A 12-character Akismet API key. Available at akismet.com/get/', 'akismet' ), ), ), ), array( 'methods' => WP_REST_Server::EDITABLE, 'permission_callback' => array( 'Akismet_REST_API', 'remote_call_permission_callback' ), 'callback' => array( 'Akismet_REST_API', 'set_alert' ), 'args' => array( 'key' => array( 'required' => false, 'type' => 'string', 'sanitize_callback' => array( 'Akismet_REST_API', 'sanitize_key' ), 'description' => __( 'A 12-character Akismet API key. Available at akismet.com/get/', 'akismet' ), ), ), ), array( 'methods' => WP_REST_Server::DELETABLE, 'permission_callback' => array( 'Akismet_REST_API', 'remote_call_permission_callback' ), 'callback' => array( 'Akismet_REST_API', 'delete_alert' ), 'args' => array( 'key' => array( 'required' => false, 'type' => 'string', 'sanitize_callback' => array( 'Akismet_REST_API', 'sanitize_key' ), 'description' => __( 'A 12-character Akismet API key. Available at akismet.com/get/', 'akismet' ), ), ), ) ) ); register_rest_route( 'akismet/v1', '/webhook', array( 'methods' => WP_REST_Server::CREATABLE, 'callback' => array( 'Akismet_REST_API', 'receive_webhook' ), 'permission_callback' => array( 'Akismet_REST_API', 'remote_call_permission_callback' ), ) ); } /** * Get the current Akismet API key. * * @param WP_REST_Request $request * @return WP_Error|WP_REST_Response */ public static function get_key( $request = null ) { return rest_ensure_response( Akismet::get_api_key() ); } /** * Set the API key, if possible. * * @param WP_REST_Request $request * @return WP_Error|WP_REST_Response */ public static function set_key( $request ) { if ( defined( 'WPCOM_API_KEY' ) ) { return rest_ensure_response( new WP_Error( 'hardcoded_key', __( 'This site\'s API key is hardcoded and cannot be changed via the API.', 'akismet' ), array( 'status'=> 409 ) ) ); } $new_api_key = $request->get_param( 'key' ); if ( ! self::key_is_valid( $new_api_key ) ) { return rest_ensure_response( new WP_Error( 'invalid_key', __( 'The value provided is not a valid and registered API key.', 'akismet' ), array( 'status' => 400 ) ) ); } update_option( 'wordpress_api_key', $new_api_key ); return self::get_key(); } /** * Unset the API key, if possible. * * @param WP_REST_Request $request * @return WP_Error|WP_REST_Response */ public static function delete_key( $request ) { if ( defined( 'WPCOM_API_KEY' ) ) { return rest_ensure_response( new WP_Error( 'hardcoded_key', __( 'This site\'s API key is hardcoded and cannot be deleted.', 'akismet' ), array( 'status'=> 409 ) ) ); } delete_option( 'wordpress_api_key' ); return rest_ensure_response( true ); } /** * Get the Akismet settings. * * @param WP_REST_Request $request * @return WP_Error|WP_REST_Response */ public static function get_settings( $request = null ) { return rest_ensure_response( array( 'akismet_strictness' => ( get_option( 'akismet_strictness', '1' ) === '1' ), 'akismet_show_user_comments_approved' => ( get_option( 'akismet_show_user_comments_approved', '1' ) === '1' ), ) ); } /** * Update the Akismet settings. * * @param WP_REST_Request $request * @return WP_Error|WP_REST_Response */ public static function set_boolean_settings( $request ) { foreach ( array( 'akismet_strictness', 'akismet_show_user_comments_approved', ) as $setting_key ) { $setting_value = $request->get_param( $setting_key ); if ( is_null( $setting_value ) ) { // This setting was not specified. continue; } // From 4.7+, WP core will ensure that these are always boolean // values because they are registered with 'type' => 'boolean', // but we need to do this ourselves for prior versions. $setting_value = Akismet_REST_API::parse_boolean( $setting_value ); update_option( $setting_key, $setting_value ? '1' : '0' ); } return self::get_settings(); } /** * Parse a numeric or string boolean value into a boolean. * * @param mixed $value The value to convert into a boolean. * @return bool The converted value. */ public static function parse_boolean( $value ) { switch ( $value ) { case true: case 'true': case '1': case 1: return true; case false: case 'false': case '0': case 0: return false; default: return (bool) $value; } } /** * Get the Akismet stats for a given time period. * * Possible `interval` values: * - all * - 60-days * - 6-months * * @param WP_REST_Request $request * @return WP_Error|WP_REST_Response */ public static function get_stats( $request ) { $api_key = Akismet::get_api_key(); $interval = $request->get_param( 'interval' ); $stat_totals = array(); $request_args = array( 'blog' => get_option( 'home' ), 'key' => $api_key, 'from' => $interval, ); $request_args = apply_filters( 'akismet_request_args', $request_args, 'get-stats' ); $response = Akismet::http_post( Akismet::build_query( $request_args ), 'get-stats' ); if ( ! empty( $response[1] ) ) { $stat_totals[$interval] = json_decode( $response[1] ); } return rest_ensure_response( $stat_totals ); } /** * Get the current alert code and message. Alert codes are used to notify the site owner * if there's a problem, like a connection issue between their site and the Akismet API, * invalid requests being sent, etc. * * @param WP_REST_Request $request * @return WP_Error|WP_REST_Response */ public static function get_alert( $request ) { return rest_ensure_response( array( 'code' => get_option( 'akismet_alert_code' ), 'message' => get_option( 'akismet_alert_msg' ), ) ); } /** * Update the current alert code and message by triggering a call to the Akismet server. * * @param WP_REST_Request $request * @return WP_Error|WP_REST_Response */ public static function set_alert( $request ) { delete_option( 'akismet_alert_code' ); delete_option( 'akismet_alert_msg' ); // Make a request so the most recent alert code and message are retrieved. Akismet::verify_key( Akismet::get_api_key() ); return self::get_alert( $request ); } /** * Clear the current alert code and message. * * @param WP_REST_Request $request * @return WP_Error|WP_REST_Response */ public static function delete_alert( $request ) { delete_option( 'akismet_alert_code' ); delete_option( 'akismet_alert_msg' ); return self::get_alert( $request ); } private static function key_is_valid( $key ) { $request_args = array( 'key' => $key, 'blog' => get_option( 'home' ), ); $request_args = apply_filters( 'akismet_request_args', $request_args, 'verify-key' ); $response = Akismet::http_post( Akismet::build_query( $request_args ), 'verify-key' ); if ( $response[1] == 'valid' ) { return true; } return false; } public static function privileged_permission_callback() { return current_user_can( 'manage_options' ); } /** * For calls that Akismet.com makes to the site to clear outdated alert codes, use the API key for authorization. */ public static function remote_call_permission_callback( $request ) { $local_key = Akismet::get_api_key(); return $local_key && ( strtolower( $request->get_param( 'key' ) ) === strtolower( $local_key ) ); } public static function sanitize_interval( $interval, $request, $param ) { $interval = trim( $interval ); $valid_intervals = array( '60-days', '6-months', 'all', ); if ( ! in_array( $interval, $valid_intervals ) ) { $interval = 'all'; } return $interval; } public static function sanitize_key( $key, $request, $param ) { return trim( $key ); } /** * Process a webhook request from the Akismet servers. * * @param WP_REST_Request $request * @return WP_Error|WP_REST_Response */ public static function receive_webhook( $request ) { Akismet::log( array( 'Webhook request received', $request->get_body() ) ); /** * The request body should look like this: * array( * 'key' => '1234567890abcd', * 'endpoint' => '[comment-check|submit-ham|submit-spam]', * 'comments' => array( * array( * 'guid' => '[...]', * 'result' => '[true|false]', * 'comment_author' => '[...]', * [...] * ), * array( * 'guid' => '[...]', * [...], * ), * [...] * ) * ) * * Multiple comments can be included in each request, and the only truly required * field for each is the guid, although it would be friendly to include also * comment_post_ID, comment_parent, and comment_author_email, if possible to make * searching easier. */ // The response will include statuses for the result of each comment that was supplied. $response = array( 'comments' => array(), ); $endpoint = $request->get_param( 'endpoint' ); switch ( $endpoint ) { case 'comment-check': $webhook_comments = $request->get_param( 'comments' ); if ( ! is_array( $webhook_comments ) ) { return rest_ensure_response( new WP_Error( 'malformed_request', __( 'The \'comments\' parameter must be an array.', 'akismet' ), array( 'status' => 400 ) ) ); } foreach ( $webhook_comments as $webhook_comment ) { $guid = $webhook_comment['guid']; if ( ! $guid ) { // Without the GUID, we can't be sure that we're matching the right comment. // We'll make it a rule that any comment without a GUID is ignored intentionally. continue; } // Search on the fields that are indexed in the comments table, plus the GUID. // The GUID is the only thing we really need to search on, but comment_meta // is not indexed in a useful way if there are many many comments. This // should help narrow it down first. $queryable_fields = array( 'comment_post_ID' => 'post_id', 'comment_parent' => 'parent', 'comment_author_email' => 'author_email', ); $query_args = array(); $query_args['status'] = 'any'; $query_args['meta_key'] = 'akismet_guid'; $query_args['meta_value'] = $guid; foreach ( $queryable_fields as $queryable_field => $wp_comment_query_field ) { if ( isset( $webhook_comment[ $queryable_field ] ) ) { $query_args[ $wp_comment_query_field ] = $webhook_comment[ $queryable_field ]; } } $comments_query = new WP_Comment_Query( $query_args ); $comments = $comments_query->comments; if ( ! $comments ) { // Unexpected, although the comment could have been deleted since being submitted. Akismet::log( 'Webhook failed: no matching comment found.' ); $response['comments'][ $guid ] = array( 'status' => 'error', 'message' => __( 'Could not find matching comment.', 'akismet' ) ); continue; } if ( count( $comments ) > 1 ) { // Two comments shouldn't be able to match the same GUID. Akismet::log( 'Webhook failed: multiple matching comments found.', $comments ); $response['comments'][ $guid ] = array( 'status' => 'error', 'message' => __( 'Multiple comments matched request.', 'akismet' ) ); continue; } else { // We have one single match, as hoped for. Akismet::log( 'Found matching comment.', $comments ); $current_status = wp_get_comment_status( $comments[0] ); $result = $webhook_comment['result']; if ( 'true' == $result ) { Akismet::log( 'Comment should be spam' ); // The comment should be classified as spam. if ( 'spam' != $current_status ) { // The comment is not classified as spam. If Akismet was the one to act on it, move it to spam. if ( Akismet::last_comment_status_change_came_from_akismet( $comments[0]->comment_ID ) ) { Akismet::log( 'Comment is not spam; marking as spam.' ); wp_spam_comment( $comments[0] ); Akismet::update_comment_history( $comments[0]->comment_ID, '', 'webhook-spam' ); } else { Akismet::log( 'Comment is not spam, but it has already been manually handled by some other process.' ); Akismet::update_comment_history( $comments[0]->comment_ID, '', 'webhook-spam-noaction' ); } } } else if ( 'false' == $result ) { Akismet::log( 'Comment should be ham' ); // The comment should be classified as ham. if ( 'spam' == $current_status ) { Akismet::log( 'Comment is spam.' ); // The comment is classified as spam. If Akismet was the one to label it as spam, unspam it. if ( Akismet::last_comment_status_change_came_from_akismet( $comments[0]->comment_ID ) ) { Akismet::log( 'Akismet marked it as spam; unspamming.' ); wp_unspam_comment( $comments[0] ); akismet::update_comment_history( $comments[0]->comment_ID, '', 'webhook-ham' ); } else { Akismet::log( 'Comment is not spam, but it has already been manually handled by some other process.' ); Akismet::update_comment_history( $comments[0]->comment_ID, '', 'webhook-ham-noaction' ); } } } $response['comments'][ $guid ] = array( 'status' => 'success' ); } } break; case 'submit-ham': case 'submit-spam': // Nothing to do for submit-ham or submit-spam. break; default: // Unsupported endpoint. break; } /** * Allow plugins to do things with a successfully processed webhook request, like logging. * * @since 5.3.2 * * @param WP_REST_Request $request The REST request object. */ do_action( 'akismet_webhook_received', $request ); Akismet::log( 'Done processing webhook.' ); return rest_ensure_response( $response ); } } Over 50,000 companies are testing Google Cloud’s GenAI models: Kurian | Modern Business International
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HomeCompaniesOver 50,000 companies are testing Google Cloud’s GenAI models: Kurian

Over 50,000 companies are testing Google Cloud’s GenAI models: Kurian

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Over 50,000 companies are now testing Google Cloud’s Generative AI models. In the last four months, the number of AI projects has increased by 15 times, said Thomas Kurian, CEO of Google Cloud. 

Kurian was speaking at the Born Digital Summit in Bengaluru. In the recent past, Google Cloud has introduced multiple cloud technologies that leverage Generative AI, such as AI-optimised Infrastructure, Vertex AI and Duet AI. 

He noted that all the new infrastructure, tools and enhancements are aimed at bringing ease and efficiency. Kurian also said that the company works with a large partner ecosystem and it is integrating its models packaged applications such as SAP and Salesforce, among others. It also works with independent software vendors(ISVs), and is training a variety of partners to help with implementation. “We committed publicly to train 1,50,000 people on the use of GenAI and also to train up to a million people for the use of GenAI,” he noted. 

The CEO was also bullish about the start-up ecosystem. He said that a large startup ecosystem is using the Google Cloud platform to build its own models. “ We have also made our technology available to our broad startup ecosystem and we see companies using the same. We also provide a number of formational controls for responsibility,” he said. 70 per cent of the top 100 unicorns run on Google Cloud, said the company. 

Kurian also noted that AI is something that Google has been working on since 2004, and has seen huge advances in the capabilities of its models. Google Cloud in Q2 2023, reached a $32 billion annual revenue run rate and saw a second quarter of profitability.





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