/**
 * REST API: WP_REST_Comments_Controller class
 *
 * @package WordPress
 * @subpackage REST_API
 * @since 4.7.0
 */

/**
 * Core controller used to access comments via the REST API.
 *
 * @since 4.7.0
 *
 * @see WP_REST_Controller
 */
class WP_REST_Comments_Controller extends WP_REST_Controller {

	/**
	 * Instance of a comment meta fields object.
	 *
	 * @since 4.7.0
	 * @var WP_REST_Comment_Meta_Fields
	 */
	protected $meta;

	/**
	 * Constructor.
	 *
	 * @since 4.7.0
	 */
	public function __construct() {
		$this->namespace = 'wp/v2';
		$this->rest_base = 'comments';

		$this->meta = new WP_REST_Comment_Meta_Fields();
	}

	/**
	 * Registers the routes for comments.
	 *
	 * @since 4.7.0
	 *
	 * @see register_rest_route()
	 */
	public function register_routes() {

		register_rest_route(
			$this->namespace,
			'/' . $this->rest_base,
			array(
				array(
					'methods'             => WP_REST_Server::READABLE,
					'callback'            => array( $this, 'get_items' ),
					'permission_callback' => array( $this, 'get_items_permissions_check' ),
					'args'                => $this->get_collection_params(),
				),
				array(
					'methods'             => WP_REST_Server::CREATABLE,
					'callback'            => array( $this, 'create_item' ),
					'permission_callback' => array( $this, 'create_item_permissions_check' ),
					'args'                => $this->get_endpoint_args_for_item_schema( WP_REST_Server::CREATABLE ),
				),
				'schema' => array( $this, 'get_public_item_schema' ),
			)
		);

		register_rest_route(
			$this->namespace,
			'/' . $this->rest_base . '/(?P<id>[\d]+)',
			array(
				'args'   => array(
					'id' => array(
						'description' => __( 'Unique identifier for the comment.' ),
						'type'        => 'integer',
					),
				),
				array(
					'methods'             => WP_REST_Server::READABLE,
					'callback'            => array( $this, 'get_item' ),
					'permission_callback' => array( $this, 'get_item_permissions_check' ),
					'args'                => array(
						'context'  => $this->get_context_param( array( 'default' => 'view' ) ),
						'password' => array(
							'description' => __( 'The password for the parent post of the comment (if the post is password protected).' ),
							'type'        => 'string',
						),
					),
				),
				array(
					'methods'             => WP_REST_Server::EDITABLE,
					'callback'            => array( $this, 'update_item' ),
					'permission_callback' => array( $this, 'update_item_permissions_check' ),
					'args'                => $this->get_endpoint_args_for_item_schema( WP_REST_Server::EDITABLE ),
				),
				array(
					'methods'             => WP_REST_Server::DELETABLE,
					'callback'            => array( $this, 'delete_item' ),
					'permission_callback' => array( $this, 'delete_item_permissions_check' ),
					'args'                => array(
						'force'    => array(
							'type'        => 'boolean',
							'default'     => false,
							'description' => __( 'Whether to bypass Trash and force deletion.' ),
						),
						'password' => array(
							'description' => __( 'The password for the parent post of the comment (if the post is password protected).' ),
							'type'        => 'string',
						),
					),
				),
				'schema' => array( $this, 'get_public_item_schema' ),
			)
		);
	}

	/**
	 * Checks if a given request has access to read comments.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_REST_Request $request Full details about the request.
	 * @return true|WP_Error True if the request has read access, error object otherwise.
	 */
	public function get_items_permissions_check( $request ) {

		if ( ! empty( $request['post'] ) ) {
			foreach ( (array) $request['post'] as $post_id ) {
				$post = get_post( $post_id );

				if ( ! empty( $post_id ) && $post && ! $this->check_read_post_permission( $post, $request ) ) {
					return new WP_Error(
						'rest_cannot_read_post',
						__( 'Sorry, you are not allowed to read the post for this comment.' ),
						array( 'status' => rest_authorization_required_code() )
					);
				} elseif ( 0 === $post_id && ! current_user_can( 'moderate_comments' ) ) {
					return new WP_Error(
						'rest_cannot_read',
						__( 'Sorry, you are not allowed to read comments without a post.' ),
						array( 'status' => rest_authorization_required_code() )
					);
				}
			}
		}

		if ( ! empty( $request['context'] ) && 'edit' === $request['context'] && ! current_user_can( 'moderate_comments' ) ) {
			return new WP_Error(
				'rest_forbidden_context',
				__( 'Sorry, you are not allowed to edit comments.' ),
				array( 'status' => rest_authorization_required_code() )
			);
		}

		if ( ! current_user_can( 'edit_posts' ) ) {
			$protected_params = array( 'author', 'author_exclude', 'author_email', 'type', 'status' );
			$forbidden_params = array();

			foreach ( $protected_params as $param ) {
				if ( 'status' === $param ) {
					if ( 'approve' !== $request[ $param ] ) {
						$forbidden_params[] = $param;
					}
				} elseif ( 'type' === $param ) {
					if ( 'comment' !== $request[ $param ] ) {
						$forbidden_params[] = $param;
					}
				} elseif ( ! empty( $request[ $param ] ) ) {
					$forbidden_params[] = $param;
				}
			}

			if ( ! empty( $forbidden_params ) ) {
				return new WP_Error(
					'rest_forbidden_param',
					/* translators: %s: List of forbidden parameters. */
					sprintf( __( 'Query parameter not permitted: %s' ), implode( ', ', $forbidden_params ) ),
					array( 'status' => rest_authorization_required_code() )
				);
			}
		}

		return true;
	}

	/**
	 * Retrieves a list of comment items.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_REST_Request $request Full details about the request.
	 * @return WP_REST_Response|WP_Error Response object on success, or error object on failure.
	 */
	public function get_items( $request ) {

		// Retrieve the list of registered collection query parameters.
		$registered = $this->get_collection_params();

		/*
		 * This array defines mappings between public API query parameters whose
		 * values are accepted as-passed, and their internal WP_Query parameter
		 * name equivalents (some are the same). Only values which are also
		 * present in $registered will be set.
		 */
		$parameter_mappings = array(
			'author'         => 'author__in',
			'author_email'   => 'author_email',
			'author_exclude' => 'author__not_in',
			'exclude'        => 'comment__not_in',
			'include'        => 'comment__in',
			'offset'         => 'offset',
			'order'          => 'order',
			'parent'         => 'parent__in',
			'parent_exclude' => 'parent__not_in',
			'per_page'       => 'number',
			'post'           => 'post__in',
			'search'         => 'search',
			'status'         => 'status',
			'type'           => 'type',
		);

		$prepared_args = array();

		/*
		 * For each known parameter which is both registered and present in the request,
		 * set the parameter's value on the query $prepared_args.
		 */
		foreach ( $parameter_mappings as $api_param => $wp_param ) {
			if ( isset( $registered[ $api_param ], $request[ $api_param ] ) ) {
				$prepared_args[ $wp_param ] = $request[ $api_param ];
			}
		}

		// Ensure certain parameter values default to empty strings.
		foreach ( array( 'author_email', 'search' ) as $param ) {
			if ( ! isset( $prepared_args[ $param ] ) ) {
				$prepared_args[ $param ] = '';
			}
		}

		if ( isset( $registered['orderby'] ) ) {
			$prepared_args['orderby'] = $this->normalize_query_param( $request['orderby'] );
		}

		$prepared_args['no_found_rows'] = false;

		$prepared_args['update_comment_post_cache'] = true;

		$prepared_args['date_query'] = array();

		// Set before into date query. Date query must be specified as an array of an array.
		if ( isset( $registered['before'], $request['before'] ) ) {
			$prepared_args['date_query'][0]['before'] = $request['before'];
		}

		// Set after into date query. Date query must be specified as an array of an array.
		if ( isset( $registered['after'], $request['after'] ) ) {
			$prepared_args['date_query'][0]['after'] = $request['after'];
		}

		if ( isset( $registered['page'] ) && empty( $request['offset'] ) ) {
			$prepared_args['offset'] = $prepared_args['number'] * ( absint( $request['page'] ) - 1 );
		}

		/**
		 * Filters WP_Comment_Query arguments when querying comments via the REST API.
		 *
		 * @since 4.7.0
		 *
		 * @link https://developer.wordpress.org/reference/classes/wp_comment_query/
		 *
		 * @param array           $prepared_args Array of arguments for WP_Comment_Query.
		 * @param WP_REST_Request $request       The REST API request.
		 */
		$prepared_args = apply_filters( 'rest_comment_query', $prepared_args, $request );

		$query        = new WP_Comment_Query();
		$query_result = $query->query( $prepared_args );

		$comments = array();

		foreach ( $query_result as $comment ) {
			if ( ! $this->check_read_permission( $comment, $request ) ) {
				continue;
			}

			$data       = $this->prepare_item_for_response( $comment, $request );
			$comments[] = $this->prepare_response_for_collection( $data );
		}

		$total_comments = (int) $query->found_comments;
		$max_pages      = (int) $query->max_num_pages;

		if ( $total_comments < 1 ) {
			// Out-of-bounds, run the query again without LIMIT for total count.
			unset( $prepared_args['number'], $prepared_args['offset'] );

			$query                    = new WP_Comment_Query();
			$prepared_args['count']   = true;
			$prepared_args['orderby'] = 'none';

			$total_comments = $query->query( $prepared_args );
			$max_pages      = (int) ceil( $total_comments / $request['per_page'] );
		}

		$response = rest_ensure_response( $comments );
		$response->header( 'X-WP-Total', $total_comments );
		$response->header( 'X-WP-TotalPages', $max_pages );

		$base = add_query_arg( urlencode_deep( $request->get_query_params() ), rest_url( sprintf( '%s/%s', $this->namespace, $this->rest_base ) ) );

		if ( $request['page'] > 1 ) {
			$prev_page = $request['page'] - 1;

			if ( $prev_page > $max_pages ) {
				$prev_page = $max_pages;
			}

			$prev_link = add_query_arg( 'page', $prev_page, $base );
			$response->link_header( 'prev', $prev_link );
		}

		if ( $max_pages > $request['page'] ) {
			$next_page = $request['page'] + 1;
			$next_link = add_query_arg( 'page', $next_page, $base );

			$response->link_header( 'next', $next_link );
		}

		return $response;
	}

	/**
	 * Get the comment, if the ID is valid.
	 *
	 * @since 4.7.2
	 *
	 * @param int $id Supplied ID.
	 * @return WP_Comment|WP_Error Comment object if ID is valid, WP_Error otherwise.
	 */
	protected function get_comment( $id ) {
		$error = new WP_Error(
			'rest_comment_invalid_id',
			__( 'Invalid comment ID.' ),
			array( 'status' => 404 )
		);

		if ( (int) $id <= 0 ) {
			return $error;
		}

		$id      = (int) $id;
		$comment = get_comment( $id );
		if ( empty( $comment ) ) {
			return $error;
		}

		if ( ! empty( $comment->comment_post_ID ) ) {
			$post = get_post( (int) $comment->comment_post_ID );

			if ( empty( $post ) ) {
				return new WP_Error(
					'rest_post_invalid_id',
					__( 'Invalid post ID.' ),
					array( 'status' => 404 )
				);
			}
		}

		return $comment;
	}

	/**
	 * Checks if a given request has access to read the comment.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_REST_Request $request Full details about the request.
	 * @return true|WP_Error True if the request has read access for the item, error object otherwise.
	 */
	public function get_item_permissions_check( $request ) {
		$comment = $this->get_comment( $request['id'] );
		if ( is_wp_error( $comment ) ) {
			return $comment;
		}

		if ( ! empty( $request['context'] ) && 'edit' === $request['context'] && ! current_user_can( 'moderate_comments' ) ) {
			return new WP_Error(
				'rest_forbidden_context',
				__( 'Sorry, you are not allowed to edit comments.' ),
				array( 'status' => rest_authorization_required_code() )
			);
		}

		$post = get_post( $comment->comment_post_ID );

		if ( ! $this->check_read_permission( $comment, $request ) ) {
			return new WP_Error(
				'rest_cannot_read',
				__( 'Sorry, you are not allowed to read this comment.' ),
				array( 'status' => rest_authorization_required_code() )
			);
		}

		if ( $post && ! $this->check_read_post_permission( $post, $request ) ) {
			return new WP_Error(
				'rest_cannot_read_post',
				__( 'Sorry, you are not allowed to read the post for this comment.' ),
				array( 'status' => rest_authorization_required_code() )
			);
		}

		return true;
	}

	/**
	 * Retrieves a comment.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_REST_Request $request Full details about the request.
	 * @return WP_REST_Response|WP_Error Response object on success, or error object on failure.
	 */
	public function get_item( $request ) {
		$comment = $this->get_comment( $request['id'] );
		if ( is_wp_error( $comment ) ) {
			return $comment;
		}

		$data     = $this->prepare_item_for_response( $comment, $request );
		$response = rest_ensure_response( $data );

		return $response;
	}

	/**
	 * Checks if a given request has access to create a comment.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_REST_Request $request Full details about the request.
	 * @return true|WP_Error True if the request has access to create items, error object otherwise.
	 */
	public function create_item_permissions_check( $request ) {
		if ( ! is_user_logged_in() ) {
			if ( get_option( 'comment_registration' ) ) {
				return new WP_Error(
					'rest_comment_login_required',
					__( 'Sorry, you must be logged in to comment.' ),
					array( 'status' => 401 )
				);
			}

			/**
			 * Filters whether comments can be created via the REST API without authentication.
			 *
			 * Enables creating comments for anonymous users.
			 *
			 * @since 4.7.0
			 *
			 * @param bool $allow_anonymous Whether to allow anonymous comments to
			 *                              be created. Default `false`.
			 * @param WP_REST_Request $request Request used to generate the
			 *                                 response.
			 */
			$allow_anonymous = apply_filters( 'rest_allow_anonymous_comments', false, $request );

			if ( ! $allow_anonymous ) {
				return new WP_Error(
					'rest_comment_login_required',
					__( 'Sorry, you must be logged in to comment.' ),
					array( 'status' => 401 )
				);
			}
		}

		// Limit who can set comment `author`, `author_ip` or `status` to anything other than the default.
		if ( isset( $request['author'] ) && get_current_user_id() !== $request['author'] && ! current_user_can( 'moderate_comments' ) ) {
			return new WP_Error(
				'rest_comment_invalid_author',
				/* translators: %s: Request parameter. */
				sprintf( __( "Sorry, you are not allowed to edit '%s' for comments." ), 'author' ),
				array( 'status' => rest_authorization_required_code() )
			);
		}

		if ( isset( $request['author_ip'] ) && ! current_user_can( 'moderate_comments' ) ) {
			if ( empty( $_SERVER['REMOTE_ADDR'] ) || $request['author_ip'] !== $_SERVER['REMOTE_ADDR'] ) {
				return new WP_Error(
					'rest_comment_invalid_author_ip',
					/* translators: %s: Request parameter. */
					sprintf( __( "Sorry, you are not allowed to edit '%s' for comments." ), 'author_ip' ),
					array( 'status' => rest_authorization_required_code() )
				);
			}
		}

		if ( isset( $request['status'] ) && ! current_user_can( 'moderate_comments' ) ) {
			return new WP_Error(
				'rest_comment_invalid_status',
				/* translators: %s: Request parameter. */
				sprintf( __( "Sorry, you are not allowed to edit '%s' for comments." ), 'status' ),
				array( 'status' => rest_authorization_required_code() )
			);
		}

		if ( empty( $request['post'] ) ) {
			return new WP_Error(
				'rest_comment_invalid_post_id',
				__( 'Sorry, you are not allowed to create this comment without a post.' ),
				array( 'status' => 403 )
			);
		}

		$post = get_post( (int) $request['post'] );

		if ( ! $post ) {
			return new WP_Error(
				'rest_comment_invalid_post_id',
				__( 'Sorry, you are not allowed to create this comment without a post.' ),
				array( 'status' => 403 )
			);
		}

		if ( 'draft' === $post->post_status ) {
			return new WP_Error(
				'rest_comment_draft_post',
				__( 'Sorry, you are not allowed to create a comment on this post.' ),
				array( 'status' => 403 )
			);
		}

		if ( 'trash' === $post->post_status ) {
			return new WP_Error(
				'rest_comment_trash_post',
				__( 'Sorry, you are not allowed to create a comment on this post.' ),
				array( 'status' => 403 )
			);
		}

		if ( ! $this->check_read_post_permission( $post, $request ) ) {
			return new WP_Error(
				'rest_cannot_read_post',
				__( 'Sorry, you are not allowed to read the post for this comment.' ),
				array( 'status' => rest_authorization_required_code() )
			);
		}

		if ( ! comments_open( $post->ID ) ) {
			return new WP_Error(
				'rest_comment_closed',
				__( 'Sorry, comments are closed for this item.' ),
				array( 'status' => 403 )
			);
		}

		return true;
	}

	/**
	 * Creates a comment.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_REST_Request $request Full details about the request.
	 * @return WP_REST_Response|WP_Error Response object on success, or error object on failure.
	 */
	public function create_item( $request ) {
		if ( ! empty( $request['id'] ) ) {
			return new WP_Error(
				'rest_comment_exists',
				__( 'Cannot create existing comment.' ),
				array( 'status' => 400 )
			);
		}

		// Do not allow comments to be created with a non-default type.
		if ( ! empty( $request['type'] ) && 'comment' !== $request['type'] ) {
			return new WP_Error(
				'rest_invalid_comment_type',
				__( 'Cannot create a comment with that type.' ),
				array( 'status' => 400 )
			);
		}

		$prepared_comment = $this->prepare_item_for_database( $request );
		if ( is_wp_error( $prepared_comment ) ) {
			return $prepared_comment;
		}

		$prepared_comment['comment_type'] = 'comment';

		if ( ! isset( $prepared_comment['comment_content'] ) ) {
			$prepared_comment['comment_content'] = '';
		}

		if ( ! $this->check_is_comment_content_allowed( $prepared_comment ) ) {
			return new WP_Error(
				'rest_comment_content_invalid',
				__( 'Invalid comment content.' ),
				array( 'status' => 400 )
			);
		}

		// Setting remaining values before wp_insert_comment so we can use wp_allow_comment().
		if ( ! isset( $prepared_comment['comment_date_gmt'] ) ) {
			$prepared_comment['comment_date_gmt'] = current_time( 'mysql', true );
		}

		// Set author data if the user's logged in.
		$missing_author = empty( $prepared_comment['user_id'] )
			&& empty( $prepared_comment['comment_author'] )
			&& empty( $prepared_comment['comment_author_email'] )
			&& empty( $prepared_comment['comment_author_url'] );

		if ( is_user_logged_in() && $missing_author ) {
			$user = wp_get_current_user();

			$prepared_comment['user_id']              = $user->ID;
			$prepared_comment['comment_author']       = $user->display_name;
			$prepared_comment['comment_author_email'] = $user->user_email;
			$prepared_comment['comment_author_url']   = $user->user_url;
		}

		// Honor the discussion setting that requires a name and email address of the comment author.
		if ( get_option( 'require_name_email' ) ) {
			if ( empty( $prepared_comment['comment_author'] ) || empty( $prepared_comment['comment_author_email'] ) ) {
				return new WP_Error(
					'rest_comment_author_data_required',
					__( 'Creating a comment requires valid author name and email values.' ),
					array( 'status' => 400 )
				);
			}
		}

		if ( ! isset( $prepared_comment['comment_author_email'] ) ) {
			$prepared_comment['comment_author_email'] = '';
		}

		if ( ! isset( $prepared_comment['comment_author_url'] ) ) {
			$prepared_comment['comment_author_url'] = '';
		}

		if ( ! isset( $prepared_comment['comment_agent'] ) ) {
			$prepared_comment['comment_agent'] = '';
		}

		$check_comment_lengths = wp_check_comment_data_max_lengths( $prepared_comment );

		if ( is_wp_error( $check_comment_lengths ) ) {
			$error_code = $check_comment_lengths->get_error_code();
			return new WP_Error(
				$error_code,
				__( 'Comment field exceeds maximum length allowed.' ),
				array( 'status' => 400 )
			);
		}

		$prepared_comment['comment_approved'] = wp_allow_comment( $prepared_comment, true );

		if ( is_wp_error( $prepared_comment['comment_approved'] ) ) {
			$error_code    = $prepared_comment['comment_approved']->get_error_code();
			$error_message = $prepared_comment['comment_approved']->get_error_message();

			if ( 'comment_duplicate' === $error_code ) {
				return new WP_Error(
					$error_code,
					$error_message,
					array( 'status' => 409 )
				);
			}

			if ( 'comment_flood' === $error_code ) {
				return new WP_Error(
					$error_code,
					$error_message,
					array( 'status' => 400 )
				);
			}

			return $prepared_comment['comment_approved'];
		}

		/**
		 * Filters a comment before it is inserted via the REST API.
		 *
		 * Allows modification of the comment right before it is inserted via wp_insert_comment().
		 * Returning a WP_Error value from the filter will short-circuit insertion and allow
		 * skipping further processing.
		 *
		 * @since 4.7.0
		 * @since 4.8.0 `$prepared_comment` can now be a WP_Error to short-circuit insertion.
		 *
		 * @param array|WP_Error  $prepared_comment The prepared comment data for wp_insert_comment().
		 * @param WP_REST_Request $request          Request used to insert the comment.
		 */
		$prepared_comment = apply_filters( 'rest_pre_insert_comment', $prepared_comment, $request );
		if ( is_wp_error( $prepared_comment ) ) {
			return $prepared_comment;
		}

		$comment_id = wp_insert_comment( wp_filter_comment( wp_slash( (array) $prepared_comment ) ) );

		if ( ! $comment_id ) {
			return new WP_Error(
				'rest_comment_failed_create',
				__( 'Creating comment failed.' ),
				array( 'status' => 500 )
			);
		}

		if ( isset( $request['status'] ) ) {
			$this->handle_status_param( $request['status'], $comment_id );
		}

		$comment = get_comment( $comment_id );

		/**
		 * Fires after a comment is created or updated via the REST API.
		 *
		 * @since 4.7.0
		 *
		 * @param WP_Comment      $comment  Inserted or updated comment object.
		 * @param WP_REST_Request $request  Request object.
		 * @param bool            $creating True when creating a comment, false
		 *                                  when updating.
		 */
		do_action( 'rest_insert_comment', $comment, $request, true );

		$schema = $this->get_item_schema();

		if ( ! empty( $schema['properties']['meta'] ) && isset( $request['meta'] ) ) {
			$meta_update = $this->meta->update_value( $request['meta'], $comment_id );

			if ( is_wp_error( $meta_update ) ) {
				return $meta_update;
			}
		}

		$fields_update = $this->update_additional_fields_for_object( $comment, $request );

		if ( is_wp_error( $fields_update ) ) {
			return $fields_update;
		}

		$context = current_user_can( 'moderate_comments' ) ? 'edit' : 'view';
		$request->set_param( 'context', $context );

		/**
		 * Fires completely after a comment is created or updated via the REST API.
		 *
		 * @since 5.0.0
		 *
		 * @param WP_Comment      $comment  Inserted or updated comment object.
		 * @param WP_REST_Request $request  Request object.
		 * @param bool            $creating True when creating a comment, false
		 *                                  when updating.
		 */
		do_action( 'rest_after_insert_comment', $comment, $request, true );

		$response = $this->prepare_item_for_response( $comment, $request );
		$response = rest_ensure_response( $response );

		$response->set_status( 201 );
		$response->header( 'Location', rest_url( sprintf( '%s/%s/%d', $this->namespace, $this->rest_base, $comment_id ) ) );

		return $response;
	}

	/**
	 * Checks if a given REST request has access to update a comment.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_REST_Request $request Full details about the request.
	 * @return true|WP_Error True if the request has access to update the item, error object otherwise.
	 */
	public function update_item_permissions_check( $request ) {
		$comment = $this->get_comment( $request['id'] );
		if ( is_wp_error( $comment ) ) {
			return $comment;
		}

		if ( ! $this->check_edit_permission( $comment ) ) {
			return new WP_Error(
				'rest_cannot_edit',
				__( 'Sorry, you are not allowed to edit this comment.' ),
				array( 'status' => rest_authorization_required_code() )
			);
		}

		return true;
	}

	/**
	 * Updates a comment.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_REST_Request $request Full details about the request.
	 * @return WP_REST_Response|WP_Error Response object on success, or error object on failure.
	 */
	public function update_item( $request ) {
		$comment = $this->get_comment( $request['id'] );
		if ( is_wp_error( $comment ) ) {
			return $comment;
		}

		$id = $comment->comment_ID;

		if ( isset( $request['type'] ) && get_comment_type( $id ) !== $request['type'] ) {
			return new WP_Error(
				'rest_comment_invalid_type',
				__( 'Sorry, you are not allowed to change the comment type.' ),
				array( 'status' => 404 )
			);
		}

		$prepared_args = $this->prepare_item_for_database( $request );

		if ( is_wp_error( $prepared_args ) ) {
			return $prepared_args;
		}

		if ( ! empty( $prepared_args['comment_post_ID'] ) ) {
			$post = get_post( $prepared_args['comment_post_ID'] );

			if ( empty( $post ) ) {
				return new WP_Error(
					'rest_comment_invalid_post_id',
					__( 'Invalid post ID.' ),
					array( 'status' => 403 )
				);
			}
		}

		if ( empty( $prepared_args ) && isset( $request['status'] ) ) {
			// Only the comment status is being changed.
			$change = $this->handle_status_param( $request['status'], $id );

			if ( ! $change ) {
				return new WP_Error(
					'rest_comment_failed_edit',
					__( 'Updating comment status failed.' ),
					array( 'status' => 500 )
				);
			}
		} elseif ( ! empty( $prepared_args ) ) {
			if ( is_wp_error( $prepared_args ) ) {
				return $prepared_args;
			}

			if ( isset( $prepared_args['comment_content'] ) && empty( $prepared_args['comment_content'] ) ) {
				return new WP_Error(
					'rest_comment_content_invalid',
					__( 'Invalid comment content.' ),
					array( 'status' => 400 )
				);
			}

			$prepared_args['comment_ID'] = $id;

			$check_comment_lengths = wp_check_comment_data_max_lengths( $prepared_args );

			if ( is_wp_error( $check_comment_lengths ) ) {
				$error_code = $check_comment_lengths->get_error_code();
				return new WP_Error(
					$error_code,
					__( 'Comment field exceeds maximum length allowed.' ),
					array( 'status' => 400 )
				);
			}

			$updated = wp_update_comment( wp_slash( (array) $prepared_args ), true );

			if ( is_wp_error( $updated ) ) {
				return new WP_Error(
					'rest_comment_failed_edit',
					__( 'Updating comment failed.' ),
					array( 'status' => 500 )
				);
			}

			if ( isset( $request['status'] ) ) {
				$this->handle_status_param( $request['status'], $id );
			}
		}

		$comment = get_comment( $id );

		/** This action is documented in wp-includes/rest-api/endpoints/class-wp-rest-comments-controller.php */
		do_action( 'rest_insert_comment', $comment, $request, false );

		$schema = $this->get_item_schema();

		if ( ! empty( $schema['properties']['meta'] ) && isset( $request['meta'] ) ) {
			$meta_update = $this->meta->update_value( $request['meta'], $id );

			if ( is_wp_error( $meta_update ) ) {
				return $meta_update;
			}
		}

		$fields_update = $this->update_additional_fields_for_object( $comment, $request );

		if ( is_wp_error( $fields_update ) ) {
			return $fields_update;
		}

		$request->set_param( 'context', 'edit' );

		/** This action is documented in wp-includes/rest-api/endpoints/class-wp-rest-comments-controller.php */
		do_action( 'rest_after_insert_comment', $comment, $request, false );

		$response = $this->prepare_item_for_response( $comment, $request );

		return rest_ensure_response( $response );
	}

	/**
	 * Checks if a given request has access to delete a comment.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_REST_Request $request Full details about the request.
	 * @return true|WP_Error True if the request has access to delete the item, error object otherwise.
	 */
	public function delete_item_permissions_check( $request ) {
		$comment = $this->get_comment( $request['id'] );
		if ( is_wp_error( $comment ) ) {
			return $comment;
		}

		if ( ! $this->check_edit_permission( $comment ) ) {
			return new WP_Error(
				'rest_cannot_delete',
				__( 'Sorry, you are not allowed to delete this comment.' ),
				array( 'status' => rest_authorization_required_code() )
			);
		}
		return true;
	}

	/**
	 * Deletes a comment.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_REST_Request $request Full details about the request.
	 * @return WP_REST_Response|WP_Error Response object on success, or error object on failure.
	 */
	public function delete_item( $request ) {
		$comment = $this->get_comment( $request['id'] );
		if ( is_wp_error( $comment ) ) {
			return $comment;
		}

		$force = isset( $request['force'] ) ? (bool) $request['force'] : false;

		/**
		 * Filters whether a comment can be trashed via the REST API.
		 *
		 * Return false to disable trash support for the comment.
		 *
		 * @since 4.7.0
		 *
		 * @param bool       $supports_trash Whether the comment supports trashing.
		 * @param WP_Comment $comment        The comment object being considered for trashing support.
		 */
		$supports_trash = apply_filters( 'rest_comment_trashable', ( EMPTY_TRASH_DAYS > 0 ), $comment );

		$request->set_param( 'context', 'edit' );

		if ( $force ) {
			$previous = $this->prepare_item_for_response( $comment, $request );
			$result   = wp_delete_comment( $comment->comment_ID, true );
			$response = new WP_REST_Response();
			$response->set_data(
				array(
					'deleted'  => true,
					'previous' => $previous->get_data(),
				)
			);
		} else {
			// If this type doesn't support trashing, error out.
			if ( ! $supports_trash ) {
				return new WP_Error(
					'rest_trash_not_supported',
					/* translators: %s: force=true */
					sprintf( __( "The comment does not support trashing. Set '%s' to delete." ), 'force=true' ),
					array( 'status' => 501 )
				);
			}

			if ( 'trash' === $comment->comment_approved ) {
				return new WP_Error(
					'rest_already_trashed',
					__( 'The comment has already been trashed.' ),
					array( 'status' => 410 )
				);
			}

			$result   = wp_trash_comment( $comment->comment_ID );
			$comment  = get_comment( $comment->comment_ID );
			$response = $this->prepare_item_for_response( $comment, $request );
		}

		if ( ! $result ) {
			return new WP_Error(
				'rest_cannot_delete',
				__( 'The comment cannot be deleted.' ),
				array( 'status' => 500 )
			);
		}

		/**
		 * Fires after a comment is deleted via the REST API.
		 *
		 * @since 4.7.0
		 *
		 * @param WP_Comment       $comment  The deleted comment data.
		 * @param WP_REST_Response $response The response returned from the API.
		 * @param WP_REST_Request  $request  The request sent to the API.
		 */
		do_action( 'rest_delete_comment', $comment, $response, $request );

		return $response;
	}

	/**
	 * Prepares a single comment output for response.
	 *
	 * @since 4.7.0
	 * @since 5.9.0 Renamed `$comment` to `$item` to match parent class for PHP 8 named parameter support.
	 *
	 * @param WP_Comment      $item    Comment object.
	 * @param WP_REST_Request $request Request object.
	 * @return WP_REST_Response Response object.
	 */
	public function prepare_item_for_response( $item, $request ) {
		// Restores the more descriptive, specific name for use within this method.
		$comment = $item;

		$fields = $this->get_fields_for_response( $request );
		$data   = array();

		if ( in_array( 'id', $fields, true ) ) {
			$data['id'] = (int) $comment->comment_ID;
		}

		if ( in_array( 'post', $fields, true ) ) {
			$data['post'] = (int) $comment->comment_post_ID;
		}

		if ( in_array( 'parent', $fields, true ) ) {
			$data['parent'] = (int) $comment->comment_parent;
		}

		if ( in_array( 'author', $fields, true ) ) {
			$data['author'] = (int) $comment->user_id;
		}

		if ( in_array( 'author_name', $fields, true ) ) {
			$data['author_name'] = $comment->comment_author;
		}

		if ( in_array( 'author_email', $fields, true ) ) {
			$data['author_email'] = $comment->comment_author_email;
		}

		if ( in_array( 'author_url', $fields, true ) ) {
			$data['author_url'] = $comment->comment_author_url;
		}

		if ( in_array( 'author_ip', $fields, true ) ) {
			$data['author_ip'] = $comment->comment_author_IP;
		}

		if ( in_array( 'author_user_agent', $fields, true ) ) {
			$data['author_user_agent'] = $comment->comment_agent;
		}

		if ( in_array( 'date', $fields, true ) ) {
			$data['date'] = mysql_to_rfc3339( $comment->comment_date );
		}

		if ( in_array( 'date_gmt', $fields, true ) ) {
			$data['date_gmt'] = mysql_to_rfc3339( $comment->comment_date_gmt );
		}

		if ( in_array( 'content', $fields, true ) ) {
			$data['content'] = array(
				/** This filter is documented in wp-includes/comment-template.php */
				'rendered' => apply_filters( 'comment_text', $comment->comment_content, $comment, array() ),
				'raw'      => $comment->comment_content,
			);
		}

		if ( in_array( 'link', $fields, true ) ) {
			$data['link'] = get_comment_link( $comment );
		}

		if ( in_array( 'status', $fields, true ) ) {
			$data['status'] = $this->prepare_status_response( $comment->comment_approved );
		}

		if ( in_array( 'type', $fields, true ) ) {
			$data['type'] = get_comment_type( $comment->comment_ID );
		}

		if ( in_array( 'author_avatar_urls', $fields, true ) ) {
			$data['author_avatar_urls'] = rest_get_avatar_urls( $comment );
		}

		if ( in_array( 'meta', $fields, true ) ) {
			$data['meta'] = $this->meta->get_value( $comment->comment_ID, $request );
		}

		$context = ! empty( $request['context'] ) ? $request['context'] : 'view';
		$data    = $this->add_additional_fields_to_object( $data, $request );
		$data    = $this->filter_response_by_context( $data, $context );

		// Wrap the data in a response object.
		$response = rest_ensure_response( $data );

		if ( rest_is_field_included( '_links', $fields ) || rest_is_field_included( '_embedded', $fields ) ) {
			$response->add_links( $this->prepare_links( $comment ) );
		}

		/**
		 * Filters a comment returned from the REST API.
		 *
		 * Allows modification of the comment right before it is returned.
		 *
		 * @since 4.7.0
		 *
		 * @param WP_REST_Response  $response The response object.
		 * @param WP_Comment        $comment  The original comment object.
		 * @param WP_REST_Request   $request  Request used to generate the response.
		 */
		return apply_filters( 'rest_prepare_comment', $response, $comment, $request );
	}

	/**
	 * Prepares links for the request.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_Comment $comment Comment object.
	 * @return array Links for the given comment.
	 */
	protected function prepare_links( $comment ) {
		$links = array(
			'self'       => array(
				'href' => rest_url( sprintf( '%s/%s/%d', $this->namespace, $this->rest_base, $comment->comment_ID ) ),
			),
			'collection' => array(
				'href' => rest_url( sprintf( '%s/%s', $this->namespace, $this->rest_base ) ),
			),
		);

		if ( 0 !== (int) $comment->user_id ) {
			$links['author'] = array(
				'href'       => rest_url( 'wp/v2/users/' . $comment->user_id ),
				'embeddable' => true,
			);
		}

		if ( 0 !== (int) $comment->comment_post_ID ) {
			$post       = get_post( $comment->comment_post_ID );
			$post_route = rest_get_route_for_post( $post );

			if ( ! empty( $post->ID ) && $post_route ) {
				$links['up'] = array(
					'href'       => rest_url( $post_route ),
					'embeddable' => true,
					'post_type'  => $post->post_type,
				);
			}
		}

		if ( 0 !== (int) $comment->comment_parent ) {
			$links['in-reply-to'] = array(
				'href'       => rest_url( sprintf( '%s/%s/%d', $this->namespace, $this->rest_base, $comment->comment_parent ) ),
				'embeddable' => true,
			);
		}

		// Only grab one comment to verify the comment has children.
		$comment_children = $comment->get_children(
			array(
				'count'   => true,
				'orderby' => 'none',
			)
		);

		if ( ! empty( $comment_children ) ) {
			$args = array(
				'parent' => $comment->comment_ID,
			);

			$rest_url = add_query_arg( $args, rest_url( $this->namespace . '/' . $this->rest_base ) );

			$links['children'] = array(
				'href'       => $rest_url,
				'embeddable' => true,
			);
		}

		return $links;
	}

	/**
	 * Prepends internal property prefix to query parameters to match our response fields.
	 *
	 * @since 4.7.0
	 *
	 * @param string $query_param Query parameter.
	 * @return string The normalized query parameter.
	 */
	protected function normalize_query_param( $query_param ) {
		$prefix = 'comment_';

		switch ( $query_param ) {
			case 'id':
				$normalized = $prefix . 'ID';
				break;
			case 'post':
				$normalized = $prefix . 'post_ID';
				break;
			case 'parent':
				$normalized = $prefix . 'parent';
				break;
			case 'include':
				$normalized = 'comment__in';
				break;
			default:
				$normalized = $prefix . $query_param;
				break;
		}

		return $normalized;
	}

	/**
	 * Checks comment_approved to set comment status for single comment output.
	 *
	 * @since 4.7.0
	 *
	 * @param string|int $comment_approved comment status.
	 * @return string Comment status.
	 */
	protected function prepare_status_response( $comment_approved ) {

		switch ( $comment_approved ) {
			case 'hold':
			case '0':
				$status = 'hold';
				break;

			case 'approve':
			case '1':
				$status = 'approved';
				break;

			case 'spam':
			case 'trash':
			default:
				$status = $comment_approved;
				break;
		}

		return $status;
	}

	/**
	 * Prepares a single comment to be inserted into the database.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_REST_Request $request Request object.
	 * @return array|WP_Error Prepared comment, otherwise WP_Error object.
	 */
	protected function prepare_item_for_database( $request ) {
		$prepared_comment = array();

		/*
		 * Allow the comment_content to be set via the 'content' or
		 * the 'content.raw' properties of the Request object.
		 */
		if ( isset( $request['content'] ) && is_string( $request['content'] ) ) {
			$prepared_comment['comment_content'] = trim( $request['content'] );
		} elseif ( isset( $request['content']['raw'] ) && is_string( $request['content']['raw'] ) ) {
			$prepared_comment['comment_content'] = trim( $request['content']['raw'] );
		}

		if ( isset( $request['post'] ) ) {
			$prepared_comment['comment_post_ID'] = (int) $request['post'];
		}

		if ( isset( $request['parent'] ) ) {
			$prepared_comment['comment_parent'] = $request['parent'];
		}

		if ( isset( $request['author'] ) ) {
			$user = new WP_User( $request['author'] );

			if ( $user->exists() ) {
				$prepared_comment['user_id']              = $user->ID;
				$prepared_comment['comment_author']       = $user->display_name;
				$prepared_comment['comment_author_email'] = $user->user_email;
				$prepared_comment['comment_author_url']   = $user->user_url;
			} else {
				return new WP_Error(
					'rest_comment_author_invalid',
					__( 'Invalid comment author ID.' ),
					array( 'status' => 400 )
				);
			}
		}

		if ( isset( $request['author_name'] ) ) {
			$prepared_comment['comment_author'] = $request['author_name'];
		}

		if ( isset( $request['author_email'] ) ) {
			$prepared_comment['comment_author_email'] = $request['author_email'];
		}

		if ( isset( $request['author_url'] ) ) {
			$prepared_comment['comment_author_url'] = $request['author_url'];
		}

		if ( isset( $request['author_ip'] ) && current_user_can( 'moderate_comments' ) ) {
			$prepared_comment['comment_author_IP'] = $request['author_ip'];
		} elseif ( ! empty( $_SERVER['REMOTE_ADDR'] ) && rest_is_ip_address( $_SERVER['REMOTE_ADDR'] ) ) {
			$prepared_comment['comment_author_IP'] = $_SERVER['REMOTE_ADDR'];
		} else {
			$prepared_comment['comment_author_IP'] = '127.0.0.1';
		}

		if ( ! empty( $request['author_user_agent'] ) ) {
			$prepared_comment['comment_agent'] = $request['author_user_agent'];
		} elseif ( $request->get_header( 'user_agent' ) ) {
			$prepared_comment['comment_agent'] = $request->get_header( 'user_agent' );
		}

		if ( ! empty( $request['date'] ) ) {
			$date_data = rest_get_date_with_gmt( $request['date'] );

			if ( ! empty( $date_data ) ) {
				list( $prepared_comment['comment_date'], $prepared_comment['comment_date_gmt'] ) = $date_data;
			}
		} elseif ( ! empty( $request['date_gmt'] ) ) {
			$date_data = rest_get_date_with_gmt( $request['date_gmt'], true );

			if ( ! empty( $date_data ) ) {
				list( $prepared_comment['comment_date'], $prepared_comment['comment_date_gmt'] ) = $date_data;
			}
		}

		/**
		 * Filters a comment added via the REST API after it is prepared for insertion into the database.
		 *
		 * Allows modification of the comment right after it is prepared for the database.
		 *
		 * @since 4.7.0
		 *
		 * @param array           $prepared_comment The prepared comment data for `wp_insert_comment`.
		 * @param WP_REST_Request $request          The current request.
		 */
		return apply_filters( 'rest_preprocess_comment', $prepared_comment, $request );
	}

	/**
	 * Retrieves the comment's schema, conforming to JSON Schema.
	 *
	 * @since 4.7.0
	 *
	 * @return array
	 */
	public function get_item_schema() {
		if ( $this->schema ) {
			return $this->add_additional_fields_schema( $this->schema );
		}

		$schema = array(
			'$schema'    => 'http://json-schema.org/draft-04/schema#',
			'title'      => 'comment',
			'type'       => 'object',
			'properties' => array(
				'id'                => array(
					'description' => __( 'Unique identifier for the comment.' ),
					'type'        => 'integer',
					'context'     => array( 'view', 'edit', 'embed' ),
					'readonly'    => true,
				),
				'author'            => array(
					'description' => __( 'The ID of the user object, if author was a user.' ),
					'type'        => 'integer',
					'context'     => array( 'view', 'edit', 'embed' ),
				),
				'author_email'      => array(
					'description' => __( 'Email address for the comment author.' ),
					'type'        => 'string',
					'format'      => 'email',
					'context'     => array( 'edit' ),
					'arg_options' => array(
						'sanitize_callback' => array( $this, 'check_comment_author_email' ),
						'validate_callback' => null, // Skip built-in validation of 'email'.
					),
				),
				'author_ip'         => array(
					'description' => __( 'IP address for the comment author.' ),
					'type'        => 'string',
					'format'      => 'ip',
					'context'     => array( 'edit' ),
				),
				'author_name'       => array(
					'description' => __( 'Display name for the comment author.' ),
					'type'        => 'string',
					'context'     => array( 'view', 'edit', 'embed' ),
					'arg_options' => array(
						'sanitize_callback' => 'sanitize_text_field',
					),
				),
				'author_url'        => array(
					'description' => __( 'URL for the comment author.' ),
					'type'        => 'string',
					'format'      => 'uri',
					'context'     => array( 'view', 'edit', 'embed' ),
				),
				'author_user_agent' => array(
					'description' => __( 'User agent for the comment author.' ),
					'type'        => 'string',
					'context'     => array( 'edit' ),
					'arg_options' => array(
						'sanitize_callback' => 'sanitize_text_field',
					),
				),
				'content'           => array(
					'description' => __( 'The content for the comment.' ),
					'type'        => 'object',
					'context'     => array( 'view', 'edit', 'embed' ),
					'arg_options' => array(
						'sanitize_callback' => null, // Note: sanitization implemented in self::prepare_item_for_database().
						'validate_callback' => null, // Note: validation implemented in self::prepare_item_for_database().
					),
					'properties'  => array(
						'raw'      => array(
							'description' => __( 'Content for the comment, as it exists in the database.' ),
							'type'        => 'string',
							'context'     => array( 'edit' ),
						),
						'rendered' => array(
							'description' => __( 'HTML content for the comment, transformed for display.' ),
							'type'        => 'string',
							'context'     => array( 'view', 'edit', 'embed' ),
							'readonly'    => true,
						),
					),
				),
				'date'              => array(
					'description' => __( "The date the comment was published, in the site's timezone." ),
					'type'        => 'string',
					'format'      => 'date-time',
					'context'     => array( 'view', 'edit', 'embed' ),
				),
				'date_gmt'          => array(
					'description' => __( 'The date the comment was published, as GMT.' ),
					'type'        => 'string',
					'format'      => 'date-time',
					'context'     => array( 'view', 'edit' ),
				),
				'link'              => array(
					'description' => __( 'URL to the comment.' ),
					'type'        => 'string',
					'format'      => 'uri',
					'context'     => array( 'view', 'edit', 'embed' ),
					'readonly'    => true,
				),
				'parent'            => array(
					'description' => __( 'The ID for the parent of the comment.' ),
					'type'        => 'integer',
					'context'     => array( 'view', 'edit', 'embed' ),
					'default'     => 0,
				),
				'post'              => array(
					'description' => __( 'The ID of the associated post object.' ),
					'type'        => 'integer',
					'context'     => array( 'view', 'edit' ),
					'default'     => 0,
				),
				'status'            => array(
					'description' => __( 'State of the comment.' ),
					'type'        => 'string',
					'context'     => array( 'view', 'edit' ),
					'arg_options' => array(
						'sanitize_callback' => 'sanitize_key',
					),
				),
				'type'              => array(
					'description' => __( 'Type of the comment.' ),
					'type'        => 'string',
					'context'     => array( 'view', 'edit', 'embed' ),
					'readonly'    => true,
				),
			),
		);

		if ( get_option( 'show_avatars' ) ) {
			$avatar_properties = array();

			$avatar_sizes = rest_get_avatar_sizes();

			foreach ( $avatar_sizes as $size ) {
				$avatar_properties[ $size ] = array(
					/* translators: %d: Avatar image size in pixels. */
					'description' => sprintf( __( 'Avatar URL with image size of %d pixels.' ), $size ),
					'type'        => 'string',
					'format'      => 'uri',
					'context'     => array( 'embed', 'view', 'edit' ),
				);
			}

			$schema['properties']['author_avatar_urls'] = array(
				'description' => __( 'Avatar URLs for the comment author.' ),
				'type'        => 'object',
				'context'     => array( 'view', 'edit', 'embed' ),
				'readonly'    => true,
				'properties'  => $avatar_properties,
			);
		}

		$schema['properties']['meta'] = $this->meta->get_field_schema();

		$this->schema = $schema;

		return $this->add_additional_fields_schema( $this->schema );
	}

	/**
	 * Retrieves the query params for collections.
	 *
	 * @since 4.7.0
	 *
	 * @return array Comments collection parameters.
	 */
	public function get_collection_params() {
		$query_params = parent::get_collection_params();

		$query_params['context']['default'] = 'view';

		$query_params['after'] = array(
			'description' => __( 'Limit response to comments published after a given ISO8601 compliant date.' ),
			'type'        => 'string',
			'format'      => 'date-time',
		);

		$query_params['author'] = array(
			'description' => __( 'Limit result set to comments assigned to specific user IDs. Requires authorization.' ),
			'type'        => 'array',
			'items'       => array(
				'type' => 'integer',
			),
		);

		$query_params['author_exclude'] = array(
			'description' => __( 'Ensure result set excludes comments assigned to specific user IDs. Requires authorization.' ),
			'type'        => 'array',
			'items'       => array(
				'type' => 'integer',
			),
		);

		$query_params['author_email'] = array(
			'default'     => null,
			'description' => __( 'Limit result set to that from a specific author email. Requires authorization.' ),
			'format'      => 'email',
			'type'        => 'string',
		);

		$query_params['before'] = array(
			'description' => __( 'Limit response to comments published before a given ISO8601 compliant date.' ),
			'type'        => 'string',
			'format'      => 'date-time',
		);

		$query_params['exclude'] = array(
			'description' => __( 'Ensure result set excludes specific IDs.' ),
			'type'        => 'array',
			'items'       => array(
				'type' => 'integer',
			),
			'default'     => array(),
		);

		$query_params['include'] = array(
			'description' => __( 'Limit result set to specific IDs.' ),
			'type'        => 'array',
			'items'       => array(
				'type' => 'integer',
			),
			'default'     => array(),
		);

		$query_params['offset'] = array(
			'description' => __( 'Offset the result set by a specific number of items.' ),
			'type'        => 'integer',
		);

		$query_params['order'] = array(
			'description' => __( 'Order sort attribute ascending or descending.' ),
			'type'        => 'string',
			'default'     => 'desc',
			'enum'        => array(
				'asc',
				'desc',
			),
		);

		$query_params['orderby'] = array(
			'description' => __( 'Sort collection by comment attribute.' ),
			'type'        => 'string',
			'default'     => 'date_gmt',
			'enum'        => array(
				'date',
				'date_gmt',
				'id',
				'include',
				'post',
				'parent',
				'type',
			),
		);

		$query_params['parent'] = array(
			'default'     => array(),
			'description' => __( 'Limit result set to comments of specific parent IDs.' ),
			'type'        => 'array',
			'items'       => array(
				'type' => 'integer',
			),
		);

		$query_params['parent_exclude'] = array(
			'default'     => array(),
			'description' => __( 'Ensure result set excludes specific parent IDs.' ),
			'type'        => 'array',
			'items'       => array(
				'type' => 'integer',
			),
		);

		$query_params['post'] = array(
			'default'     => array(),
			'description' => __( 'Limit result set to comments assigned to specific post IDs.' ),
			'type'        => 'array',
			'items'       => array(
				'type' => 'integer',
			),
		);

		$query_params['status'] = array(
			'default'           => 'approve',
			'description'       => __( 'Limit result set to comments assigned a specific status. Requires authorization.' ),
			'sanitize_callback' => 'sanitize_key',
			'type'              => 'string',
			'validate_callback' => 'rest_validate_request_arg',
		);

		$query_params['type'] = array(
			'default'           => 'comment',
			'description'       => __( 'Limit result set to comments assigned a specific type. Requires authorization.' ),
			'sanitize_callback' => 'sanitize_key',
			'type'              => 'string',
			'validate_callback' => 'rest_validate_request_arg',
		);

		$query_params['password'] = array(
			'description' => __( 'The password for the post if it is password protected.' ),
			'type'        => 'string',
		);

		/**
		 * Filters REST API collection parameters for the comments controller.
		 *
		 * This filter registers the collection parameter, but does not map the
		 * collection parameter to an internal WP_Comment_Query parameter. Use the
		 * `rest_comment_query` filter to set WP_Comment_Query parameters.
		 *
		 * @since 4.7.0
		 *
		 * @param array $query_params JSON Schema-formatted collection parameters.
		 */
		return apply_filters( 'rest_comment_collection_params', $query_params );
	}

	/**
	 * Sets the comment_status of a given comment object when creating or updating a comment.
	 *
	 * @since 4.7.0
	 *
	 * @param string|int $new_status New comment status.
	 * @param int        $comment_id Comment ID.
	 * @return bool Whether the status was changed.
	 */
	protected function handle_status_param( $new_status, $comment_id ) {
		$old_status = wp_get_comment_status( $comment_id );

		if ( $new_status === $old_status ) {
			return false;
		}

		switch ( $new_status ) {
			case 'approved':
			case 'approve':
			case '1':
				$changed = wp_set_comment_status( $comment_id, 'approve' );
				break;
			case 'hold':
			case '0':
				$changed = wp_set_comment_status( $comment_id, 'hold' );
				break;
			case 'spam':
				$changed = wp_spam_comment( $comment_id );
				break;
			case 'unspam':
				$changed = wp_unspam_comment( $comment_id );
				break;
			case 'trash':
				$changed = wp_trash_comment( $comment_id );
				break;
			case 'untrash':
				$changed = wp_untrash_comment( $comment_id );
				break;
			default:
				$changed = false;
				break;
		}

		return $changed;
	}

	/**
	 * Checks if the post can be read.
	 *
	 * Correctly handles posts with the inherit status.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_Post         $post    Post object.
	 * @param WP_REST_Request $request Request data to check.
	 * @return bool Whether post can be read.
	 */
	protected function check_read_post_permission( $post, $request ) {
		$post_type = get_post_type_object( $post->post_type );

		// Return false if custom post type doesn't exist
		if ( ! $post_type ) {
			return false;
		}

		$posts_controller = $post_type->get_rest_controller();

		/*
		 * Ensure the posts controller is specifically a WP_REST_Posts_Controller instance
		 * before using methods specific to that controller.
		 */
		if ( ! $posts_controller instanceof WP_REST_Posts_Controller ) {
			$posts_controller = new WP_REST_Posts_Controller( $post->post_type );
		}

		$has_password_filter = false;

		// Only check password if a specific post was queried for or a single comment
		$requested_post    = ! empty( $request['post'] ) && ( ! is_array( $request['post'] ) || 1 === count( $request['post'] ) );
		$requested_comment = ! empty( $request['id'] );
		if ( ( $requested_post || $requested_comment ) && $posts_controller->can_access_password_content( $post, $request ) ) {
			add_filter( 'post_password_required', '__return_false' );

			$has_password_filter = true;
		}

		if ( post_password_required( $post ) ) {
			$result = current_user_can( 'edit_post', $post->ID );
		} else {
			$result = $posts_controller->check_read_permission( $post );
		}

		if ( $has_password_filter ) {
			remove_filter( 'post_password_required', '__return_false' );
		}

		return $result;
	}

	/**
	 * Checks if the comment can be read.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_Comment      $comment Comment object.
	 * @param WP_REST_Request $request Request data to check.
	 * @return bool Whether the comment can be read.
	 */
	protected function check_read_permission( $comment, $request ) {
		if ( ! empty( $comment->comment_post_ID ) ) {
			$post = get_post( $comment->comment_post_ID );
			if ( $post ) {
				if ( $this->check_read_post_permission( $post, $request ) && 1 === (int) $comment->comment_approved ) {
					return true;
				}
			}
		}

		if ( 0 === get_current_user_id() ) {
			return false;
		}

		if ( empty( $comment->comment_post_ID ) && ! current_user_can( 'moderate_comments' ) ) {
			return false;
		}

		if ( ! empty( $comment->user_id ) && get_current_user_id() === (int) $comment->user_id ) {
			return true;
		}

		return current_user_can( 'edit_comment', $comment->comment_ID );
	}

	/**
	 * Checks if a comment can be edited or deleted.
	 *
	 * @since 4.7.0
	 *
	 * @param WP_Comment $comment Comment object.
	 * @return bool Whether the comment can be edited or deleted.
	 */
	protected function check_edit_permission( $comment ) {
		if ( 0 === (int) get_current_user_id() ) {
			return false;
		}

		if ( current_user_can( 'moderate_comments' ) ) {
			return true;
		}

		return current_user_can( 'edit_comment', $comment->comment_ID );
	}

	/**
	 * Checks a comment author email for validity.
	 *
	 * Accepts either a valid email address or empty string as a valid comment
	 * author email address. Setting the comment author email to an empty
	 * string is allowed when a comment is being updated.
	 *
	 * @since 4.7.0
	 *
	 * @param string          $value   Author email value submitted.
	 * @param WP_REST_Request $request Full details about the request.
	 * @param string          $param   The parameter name.
	 * @return string|WP_Error The sanitized email address, if valid,
	 *                         otherwise an error.
	 */
	public function check_comment_author_email( $value, $request, $param ) {
		$email = (string) $value;
		if ( empty( $email ) ) {
			return $email;
		}

		$check_email = rest_validate_request_arg( $email, $request, $param );
		if ( is_wp_error( $check_email ) ) {
			return $check_email;
		}

		return $email;
	}

	/**
	 * If empty comments are not allowed, checks if the provided comment content is not empty.
	 *
	 * @since 5.6.0
	 *
	 * @param array $prepared_comment The prepared comment data.
	 * @return bool True if the content is allowed, false otherwise.
	 */
	protected function check_is_comment_content_allowed( $prepared_comment ) {
		$check = wp_parse_args(
			$prepared_comment,
			array(
				'comment_post_ID'      => 0,
				'comment_author'       => null,
				'comment_author_email' => null,
				'comment_author_url'   => null,
				'comment_parent'       => 0,
				'user_id'              => 0,
			)
		);

		/** This filter is documented in wp-includes/comment.php */
		$allow_empty = apply_filters( 'allow_empty_comment', false, $check );

		if ( $allow_empty ) {
			return true;
		}

		/*
		 * Do not allow a comment to be created with missing or empty
		 * comment_content. See wp_handle_comment_submission().
		 */
		return '' !== $check['comment_content'];
	}
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<article id="post-23845" class="post-23845 post type-post status-publish format-standard hentry category-what-does-nlu-mean-8-2" itemtype="https://schema.org/CreativeWork" itemscope>
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				<h1 class="entry-title" itemprop="headline">what does nlu mean 8</h1>		<div class="entry-meta">
			<span class="posted-on"><time class="updated" datetime="2025-12-10T21:54:30+00:00" itemprop="dateModified">December 10, 2025</time><time class="entry-date published" datetime="2025-12-02T11:27:45+00:00" itemprop="datePublished">December 2, 2025</time></span> <span class="byline">by <span class="author vcard" itemprop="author" itemtype="https://schema.org/Person" itemscope><a class="url fn n" href="https://eluxhire.co.uk/author/admin/" title="View all posts by admin" rel="author" itemprop="url"><span class="author-name" itemprop="name">admin</span></a></span></span> 		</div>
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			<p>NLP, NLU, NLG and how chatbots work </p>
<h1>What is Natural Language Generation NLG?</h1>
</p>
<p><img decoding="async" class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' 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width="308px" alt="what does nlu mean"/></p>
<p><p>More recent agitations at JNU have targeted vice-chancellor M Jagadesh Kumar, who was appointed in January 2016 and is seen as the central government’s pawn by sections of the students and faculty. They have cited several issues, including the penalties imposed on students whose role was established in the sedition row by an inquiry committee. On Jan. 14 this year, police framed charges against Kanhaiya Kumar and others, over the incident. Other students including CPI leader D Raja’s daughter Aprajita were caught in the turmoil of the controversy.</p>
</p>
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" width="306px" alt="what does nlu mean"/></p>
<p><p>With the increasing role of law in our society, law graduates are in great demand. Some of the most popular jobs and career options after LLB are listed below. Currently, there are23 NLUs in India, of which 22 are&nbsp;CLAT-participating institutes. Admission to CLAT-participating NLUs is through the Common Law Admission Test (CLAT).</p>
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<p><h2>Anomaly detection in textual data</h2>
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<p><p>&#8220;They have diverse faculty, offer diverse courses and are doing really well,&#8221; Prof Prerna says further. A shiftIn this scenario, Advocate Dubey&nbsp;points out that over the recent years, she has seen a shift from NLUs to private universities. &#8220;Some of them have tie-ups with summer schools and universities abroad, and offer good opportunities,&#8221; she says. She recalls that all three winners of a debate competition she went to judge recently were students of private universities, while the contenders included&nbsp;NLU&nbsp;students as well. Google introduced ALBERT as a smaller and faster version of BERT, which helps with the problem of slow training due to the large model size. ALBERT uses two techniques — Factorized Embedding and Cross-Layer Parameter Sharing — to reduce the number of parameters.</p>
</p>
<p><img decoding="async" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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width="300px" alt="what does nlu mean"/></p>
<p><p>This functionality can relate to constructing a sentence to represent some type of information (where information could represent some internal representation). In certain NLP applications, NLG is used to generate text information from a representation that was provided in a non-textual form (such as an image or a video). The primary goal of natural language processing is to empower computers to comprehend, interpret, and produce human language. For example, say your company uses an AI solution for HR to help review prospective new hires. Your business could end up discriminating against prospective employees, customers, and clients simply because they fall into a category — such as gender identity — that your AI/ML has tagged as unfavorable. BY  December 2019, BERT had been applied to more than 70 different languages.</p>
</p>
<p><h2>How Google uses NLP to better understand search queries, content</h2>
</p>
<p><p>Build AI applications in a fraction of the time with a fraction of the data. With the adoption of mobile devices into consumers daily lives, businesses need to be prepared to provide real-time information to their end users. Since conversational AI tools can be accessed more readily than human workforces, customers can engage more quickly and frequently with brands. This immediate support allows customers to avoid long call center wait times, leading to improvements in the overall customer experience. As customer satisfaction grows, companies will see its impact reflected in increased customer loyalty and additional revenue from referrals.</p>
</p>
<ul>
<li>Build AI applications in a fraction of the time with a fraction of the data.</li>
<li>In healthcare, NLP can sift through unstructured data, such as EHRs, to support a host of use cases.</li>
<li>Overall, conversational AI apps have been able to replicate human conversational experiences well, leading to higher rates of customer satisfaction.</li>
</ul>
<p><p>Natural language generation (NLG) is the use of artificial intelligence (AI) programming to produce written or spoken narratives from a data set. NLG is related to human-to-machine and machine-to-human interaction, including computational linguistics, natural language processing (NLP) and natural language understanding (NLU). The backbone of modern NLU systems lies in deep learning algorithms, particularly neural networks. These models, such as Transformer architectures, parse through layers of data to distill semantic essence, encapsulating it in latent variables that are interpretable by machines. Unlike shallow algorithms, deep learning models probe into intricate relationships between words, clauses, and even sentences, constructing a semantic mesh that is invaluable for businesses. TensorFlow, along with its high-level API Keras, is a popular deep learning framework used for NLP.</p>
</p>
<p><p>Modern deep neural network NLP models are trained from a diverse array of sources, such as all of Wikipedia and data scraped from the web. The training data might be on the order of 10 GB or more in size, and it might take a week or more on a high-performance cluster to train the deep neural network. (Researchers find that training even deeper models from even larger datasets have even higher performance, so currently there is a race to train bigger and bigger models from larger and larger datasets). For example, sentiment analysis training data consists of sentences together with their sentiment (for example, positive, negative, or neutral sentiment). A machine-learning algorithm reads this dataset and produces a model which takes sentences as input and returns their sentiments.</p>
</p>
<p><img decoding="async" class='aligncenter lazyload' style='display: block;margin-left:auto;margin-right:auto;' data-src="https://www.metadialog.com/wp-content/uploads/2022/12/ai-customer-support-2.webp" width="307px" alt="what does nlu mean" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" /><noscript><img decoding="async" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src="https://www.metadialog.com/wp-content/uploads/2022/12/ai-customer-support-2.webp" width="307px" alt="what does nlu mean"/></noscript></p>
<p><p>Much of the basic research in NLG also overlaps with computational linguistics and the areas concerned with human-to-machine and machine-to-human interaction. To move up the ladder to human levels of understanding, chatbots and voice assistants will need to understand human emotions and formulate emotionally relevant responses. This is an exceedingly difficult problem to solve, but it&#8217;s a crucial step in making chatbots more intelligent. No matter where they are, customers can connect with an enterprise&#8217;s autonomous conversational agents at any hour of the day.</p>
</p>
<p><h2>Accessibility for Foreign Visitors to Mexico City</h2>
</p>
<p><p>This type of RNN is used in deep learning where a system needs to learn from experience. LSTM networks are commonly used in NLP tasks because they can learn the context required for processing sequences of data. To learn long-term dependencies, LSTM networks use a gating mechanism to limit the number of previous steps that can affect the current step. Systems need to understand human emotions to unlock the true potential of conversational AI. While businesses can program and train them to understand the meaning of specific keywords at a high level, the systems can&#8217;t inherently understand emotion. Train, validate, tune and deploy generative AI, foundation models and machine learning capabilities with IBM watsonx.ai, a next-generation enterprise studio for AI builders.</p>
</p>
<p><p>This voice-first approach lets users initiate automated services and execute their day-to-day tasks in a way that is faster, more efficient and more intuitive. National Academy of Legal Research (NALSAR) Hyderabad Law College is a premier publicly funded independent legal research university. This law institute is located in Shamirpet, Hyderabad, Telangana, and offers law courses at BA, MA, and PhD. For admission toNALSAR, candidates must score of 100 or above are expected to secure a seat in NALSAR Hyderabad.</p>
</p>
<p><h2>How does natural language understanding work?</h2>
</p>
<p><p>The Indian prime minister is viewed as somewhat of a Hindu nationalist strongman and enjoys tremendous popularity. The university is thus constantly berated in the media and by Modi’s ardent followers. While some websites and mentors generally rank JEE higher in terms of difficulty compared to CLAT, the reality is more nuanced.</p>
</p>
<p><img decoding="async" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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" width="302px" alt="what does nlu mean"/></p>
<p><p>Conversational AI starts with thinking about how your potential users might want to interact with your product and the primary questions that they may have. You can then use conversational AI tools to help route them to relevant information. In this section, we’ll walk through ways to start planning and creating a conversational AI. CLAT Marks vs Rank 2025 analysis emphasizes that scores above 90 are crucial for admission into top NLUs, such as NLSIU Bengaluru. Despite these limitations to NLP applications in healthcare, their potential will likely drive significant research into addressing their shortcomings and effectively deploying them in clinical settings. While NLU is concerned with computer reading comprehension, NLG focuses on enabling computers to write human-like text responses based on data inputs.</p>
</p>
<p><p>As of November 2022, NLU has 203 weekly flights operated by six carriers (Aeromexico, Arajet, Conviasa, Copa Airlines, Viva Aerobus, and Volaris). Cabotage is the right or privilege of allowing foreign airlines to operate scheduled air services between two points in the territory of the granting State. Using Natural Language Generation (what happens when computers write a language. NLG processes turn structured data into text), much like you did with your mother the bot asks you how much of said Tropicana you wanted. Both the reach and the popularity have created a sort of odd middle ground. NLU wants to remain untethered to convention, but its collective voice is heard at the highest levels of the  game. PGA Tour commissioner Jay Monahan once invited Solomon to join his group in a charity pro-am.</p>
</p>
<p><h3>Five-Year LLB Course: Definition, Eligibility, Admission Process and Entrance Exams &#8211; Shiksha</h3>
<p>Five-Year LLB Course: Definition, Eligibility, Admission Process and Entrance Exams.</p>
<p>Posted: Thu, 27 Jun 2024 07:00:00 GMT [<a href="https://news.google.com/rss/articles/CBMiekFVX3lxTE5PbmxYWU9pZnViNEVRa2Y4aWt4UHllaXVJUFlxczFfYTdMTjZMdThlQjh5N3hlR2VxNG9XU1g1ZnQ3Z04tY3BXQXl6aWN2dDkwNDUtWVBpMnFubmxBc3BLMVMyVDRqci1pcUdoX1JxekhGUkNMTmRwOFZR?oc=5" rel="nofollow noopener" target="_blank">source</a>]</p>
</p>
<p><p>It is currently expected that Mexico could emerge from Category 2 during the second quarter of 2023, around the time Aeromexico would launch its new route to Houston. Mexico has been downgraded to Category 2 status by the FAA since May 2021. The country does not meet the safety standards set by the International Civil Aviation Organization (ICAO). Below is a table with information about different courses available at NALSAR. Keep in mind that the fees mentioned may change, so it’s crucial to check the official website or contact the university directly for the latest details. NALSAR&nbsp;University, Hyderabad Two Year M.B.A. (Master in Business Administration) program, which aims to combine higher education in law with management studies.</p>
</p>
<p><p>Policy researcher –&nbsp;Due to their familiarity with various aspects of law, political science, and research work, LLB graduates are suitable to work as policy researchers. Even in campus placements, many civil society organizations recruit law graduates as policy researchers. They are the representatives of the Indian courts and in this capacity, the final arbitrators in various disputes. To become a judge in a district court, LLB graduates are required to clear the&nbsp;Judicial Service Examination&nbsp;which is conducted at the state level.</p>
</p>
<ul>
<li>NLU tools analyze syntax &#8212; the grammatical structure of a sentence &#8212; and semantics &#8212; the intended meaning of the sentence.</li>
<li>A good score in CLAT typically ranges from 80 to 90 marks to secure admission to the top 10 NLUs.</li>
<li>When designing this study, we wanted to evaluate each platform both quantitatively and qualitatively.</li>
<li>In addition to providing bindings for Apache OpenNLPOpens a new window , packages exist for text mining, and there are tools for word embeddings, tokenizers, and various statistical models for NLP.</li>
<li>Natural language processing, or NLP, makes it possible to understand the meaning of words, sentences and texts to generate information, knowledge or new text.</li>
</ul>
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