/** * Dynamic functions class */ // If this file is called directly, abort.x if ( ! defined( 'WPINC' ) ) { die; } if ( ! class_exists( 'Jet_Engine_Dynamic_Functions' ) ) { class Jet_Engine_Dynamic_Functions { private $functions_list = array(); private $cache_group = 'jet_engine_dynamic_functions'; public function __construct() { $number_format_settings = array( 'decimal_point' => array( 'label' => __( 'Decimals Point', 'jet-engine' ), 'type' => 'text', 'default' => '.', ), 'thousands_separator' => array( 'label' => __( 'Thousands separator', 'jet-engine' ), 'type' => 'text', 'default' => ',', ), 'decimal_count' => array( 'label' => __( 'Decimals Count', 'jet-engine' ), 'type' => 'number', 'default' => 0, 'min' => 0, 'max' => 5, ), ); $this->functions_list = apply_filters( 'jet-engine/dynamic-functions/functions-list', array( 'sum' => array( 'label' => __( 'Summed value', 'jet-engine' ), 'type' => 'sql', // sql or raw 'query' => 'SUM( CAST( meta_value AS DECIMAL( 10, %decimal_count% ) ) )', 'cb' => array( $this, 'number_format' ), 'custom_settings' => $number_format_settings, ), 'avg' => array( 'label' => __( 'Average value', 'jet-engine' ), 'type' => 'sql', 'query' => 'ROUND( AVG( CAST( meta_value AS DECIMAL( 10, %decimal_count% ) ) ), %decimal_count% )', 'cb' => array( $this, 'number_format' ), 'custom_settings' => $number_format_settings, ), 'count' => array( 'label' => __( 'Count', 'jet-engine' ), 'type' => 'sql', 'query' => 'COUNT(meta_value)', 'cb' => false, ), 'max' => array( 'label' => __( 'Maximum value', 'jet-engine' ), 'type' => 'sql', 'query' => 'MAX( CAST( meta_value AS DECIMAL( 10, %decimal_count% ) ) )', 'cb' => array( $this, 'number_format' ), 'custom_settings' => $number_format_settings, ), 'min' => array( 'label' => __( 'Minimum value', 'jet-engine' ), 'type' => 'sql', 'query' => 'MIN( CAST( meta_value AS DECIMAL( 10, %decimal_count% ) ) )', 'cb' => array( $this, 'number_format' ), 'custom_settings' => $number_format_settings, ), 'query_var' => array( 'label' => __( 'SQL query results', 'jet-engine' ), 'type' => 'query_var', 'query' => false, 'cb' => array( $this, 'number_format' ), 'custom_settings' => $number_format_settings, 'custom_settings_cb' => array( $this, 'get_query_settings' ), ), ) ); add_filter( 'jet-engine/blocks-views/dynamic-content/data-sources', array( $this, 'register_blocks_dynamic_source' ) ); add_filter( 'jet-engine/blocks-views/editor-data', array( $this, 'register_blocks_controls' ) ); add_filter( 'jet-engine/blocks-views/dynamic-content/get-dynamic-value/dynamic_function', array( $this, 'get_block_dynamic_value' ), 10, 2 ); } /** * Register Dynamic function source for blocks dynamic data. * * @param [type] $sources [description] * @return [type] [description] */ public function register_blocks_dynamic_source( $sources ) { $sources[] = array( 'value' => 'dynamic_function', 'label' => __( 'Dynamic function', 'jet-engine' ), ); return $sources; } /** * Get block dyanmic value * * @param [type] $result [description] * @param [type] $data [description] * @return [type] [description] */ public function get_block_dynamic_value( $result, $data ) { $prepared_data = array(); $prefix = 'dynamic_functions_'; foreach ( $data as $key => $value ) { if ( false !== strpos( $key, $prefix ) ) { $prepared_data[ str_replace( $prefix, '', $key ) ] = $value; } } $function_name = \Jet_Engine_Tools::safe_get( 'function_name', $prepared_data ); $source = \Jet_Engine_Tools::safe_get( 'data_source', $prepared_data ); $field_name = \Jet_Engine_Tools::safe_get( 'field_name', $prepared_data ); if ( ! $source ) { $source = 'post_meta'; } $data_source = array( 'source' => $source ); if ( empty( $function_name ) ) { return; } if ( 'post_meta' === $source ) { $data_source['context'] = \Jet_Engine_Tools::safe_get( 'data_context', $prepared_data , 'all_posts' ); $data_source['context_tax'] = \Jet_Engine_Tools::safe_get( 'data_context_tax', $prepared_data ); $data_source['context_tax_term'] = \Jet_Engine_Tools::safe_get( 'data_context_tax_term', $prepared_data ); $data_source['context_user_id'] = \Jet_Engine_Tools::safe_get( 'data_context_user_id', $prepared_data ); $data_source['context_relation'] = \Jet_Engine_Tools::safe_get( 'data_context_relation', $prepared_data ); $data_source['post_status'] = \Jet_Engine_Tools::safe_get( 'data_post_status', $prepared_data ); $data_source['post_types'] = \Jet_Engine_Tools::safe_get( 'data_post_types', $prepared_data ); } $custom_settings = $this->get_custom_settings( $function_name, null, $prepared_data ); $result = $this->call_function( $function_name, $data_source, $field_name, $custom_settings ); return $result; } /** * Register denamic functions related controls for the blocks editor * * @param [type] $editor_config [description] * @return [type] [description] */ public function register_blocks_controls( $editor_config ) { $editor_config['dynamicFunctionsControls'] = $this->get_editor_controls( 'blocks' ); return $editor_config; } /** * Returns functions list for options */ public function functions_list() { $result = array(); foreach ( $this->functions_list as $func_key => $func_data ) { $result[ $func_key ] = ! empty( $func_data['label'] ) ? $func_data['label'] : $func_key; } return $result; } public function get_query_settings() { $queries = \Jet_Engine\Query_Builder\Manager::instance()->get_queries(); $options = array(); $sql_queries = array(); if ( ! empty( $queries ) ) { foreach( $queries as $query ) { if ( ! $query || ! is_object( $query ) ) { continue; } if ( 'sql' === $query->query_type ) { $sql_queries[] = $query; } } } if ( empty( $sql_queries ) ) { $options['no_query_notice'] = array( 'type' => 'raw_html', 'raw' => sprintf( esc_html__( 'With this function you can output any data from custom SQL query. To start, please %s', 'jet-elements' ), '' . esc_html__( 'create your query', 'jet-elements' ) . '' ) ); } $columns = array(); foreach ( $sql_queries as $query ) { $fields = $query->get_instance_fields(); $prepared_fields = array(); foreach ( $fields as $field ) { $prepared_fields[ $query->get_instance_id() . '::' . $field ] = $field; } $columns[] = array( 'label' => $query->get_instance_name(), 'options' => $prepared_fields, ); } $options['_query_field'] = array( 'label' => __( 'Query Column', 'jet-engine' ), 'description' => __( 'Select column from the query to show', 'jet-engine' ), 'type' => 'select', 'groups' => $columns, ); $options['_additional_function'] = array( 'label' => __( 'Additional Function', 'jet-engine' ), 'description' => __( 'Apply additional function to SQL query', 'jet-engine' ), 'type' => 'select', 'options' => array( '' => __( 'Select...', 'jet-engine' ), 'SUM' => __( 'Sum', 'jet-engine' ), 'AVG' => __( 'Average', 'jet-engine' ), 'COUNT' => __( 'Count', 'jet-engine' ), 'MIN' => __( 'Minimum', 'jet-engine' ), 'MAX' => __( 'Maximum', 'jet-engine' ), ), ); return $options; } public function get_relations_for_options() { $result = array( '' => __( 'Select...', 'jet-engine' ), ); $relations = jet_engine()->relations->get_relations_for_js(); if ( ! empty( $relations ) ) { foreach ( $relations as $relations ) { $result[ $relations['value'] ] = $relations['label']; } } return $result; } /** * Returns all taxonomies list for options * * @return [type] [description] */ public function get_taxonomies_for_options() { $result = array(); $taxonomies = get_taxonomies( array( 'public' => true ), 'objects' ); foreach ( $taxonomies as $taxonomy ) { if ( empty( $taxonomy->object_type ) || ! is_array( $taxonomy->object_type ) ) { continue; } foreach ( $taxonomy->object_type as $object ) { if ( empty( $result[ $object ] ) ) { $post_type = get_post_type_object( $object ); if ( ! $post_type ) { continue; } $result[ $object ] = array( 'label' => $post_type->labels->name, 'options' => array(), ); } $result[ $object ]['options'][ $taxonomy->name ] = $taxonomy->labels->name; }; } return $result; } /** * Returns editor controls for Elementor or Blocks editor * * @param string $for [description] * @return [type] [description] */ public function get_editor_controls( $for = 'elementor' ) { $controls = array(); $functions_list = array_reverse( $this->functions_list ); $controls['function_name'] = array( 'label' => __( 'Function', 'jet-engine' ), 'type' => 'select', 'add_placeholder' => __( 'Select...', 'jet-engine' ), 'options' => $this->functions_list(), ); $controls['data_source'] = array( 'label' => __( 'Data Source', 'jet-engine' ), 'type' => 'select', 'add_placeholder' => __( 'Select...', 'jet-engine' ), 'options' => array( 'post_meta' => __( 'Post Meta', 'jet-engine' ), 'term_meta' => __( 'Term Meta', 'jet-engine' ), 'user_meta' => __( 'User Meta', 'jet-engine' ), ), 'description' => __( 'Please note: if you used Custom Meta Storage feature for meta data you want to get with Dynamic Functions, you need to use SQL Query Results function type', 'jet-engine' ), 'condition' => array( 'function_name!' => 'query_var', ), ); $controls['field_name'] = array( 'label' => __( 'Field Name', 'jet-engine' ), 'type' => 'text', 'label_block' => true, 'condition' => array( 'function_name!' => 'query_var', ), ); $controls['data_context'] = array( 'label' => __( 'Data Context', 'jet-engine' ), 'type' => 'select', 'default' => 'all_posts', 'add_placeholder' => __( 'Select...', 'jet-engine' ), 'options' => array( 'all_posts' => __( 'All posts', 'jet-engine' ), 'current_term' => __( 'Posts from current term', 'jet-engine' ), 'current_user' => __( 'Posts by current user', 'jet-engine' ), 'queried_user' => __( 'Posts by queried user', 'jet-engine' ), 'related_posts' => __( 'Related posts for current post', 'jet-engine' ), ), 'condition' => array( 'data_source' => 'post_meta', 'function_name!' => 'query_var', ), ); $controls['data_context_relation'] = array( 'label' => __( 'Relation', 'jet-engine' ), 'type' => 'select', 'options' => $this->get_relations_for_options(), 'condition' => array( 'data_source' => 'post_meta', 'data_context' => 'related_posts', 'function_name!' => 'query_var', ), ); $controls['data_context_relation_object'] = array( 'label' => __( 'From Object (what to show)', 'jet-engine' ), 'type' => 'select', 'options' => array( 'parent_object' => __( 'Parent Object', 'jet-engine' ), 'child_object' => __( 'Child Object', 'jet-engine' ), ), 'default' => 'child_object', 'condition' => array( 'data_source' => 'post_meta', 'data_context' => 'related_posts', 'function_name!' => 'query_var', ), ); $controls['data_context_tax'] = array( 'label' => __( 'Taxonomy', 'jet-engine' ), 'type' => 'select', 'groups' => $this->get_taxonomies_for_options(), 'add_placeholder' => __( 'Select...', 'jet-engine' ), 'condition' => array( 'data_source' => 'post_meta', 'data_context' => 'current_term', 'function_name!' => 'query_var', ), ); $controls['data_context_tax_term'] = array( 'label' => __( 'Set term ID/slug', 'jet-engine' ), 'type' => 'text', 'label_block' => true, 'description' => __( 'Leave empty to get term dynamically. Use prefix slug:: to set term by slug instead of ID, for example - slug::term-slug', 'jet-engine' ), 'has_html' => true, 'condition' => array( 'data_source' => 'post_meta', 'data_context' => 'current_term', 'function_name!' => 'query_var', ), ); $controls['data_context_user_id'] = array( 'label' => __( 'Set user ID/login/email', 'jet-engine' ), 'type' => 'text', 'label_block' => true, 'description' => __( 'Leave empty to get user ID dynamically. Use prefixes login:: or email:: to set user by login or email instead of ID, for example - email::admin@demolink.org', 'jet-engine' ), 'has_html' => true, 'condition' => array( 'data_source' => 'post_meta', 'data_context' => 'queried_user', 'function_name!' => 'query_var', ), ); $controls['data_post_status'] = array( 'label' => __( 'Query by posts with status', 'jet-engine' ), 'description' => __( 'Leave empy to search anywhere', 'jet-engine' ), 'type' => 'select2', 'default' => '', 'label_block' => true, 'multiple' => true, 'add_placeholder' => __( 'Select...', 'jet-engine' ), 'options' => array( 'publish' => __( 'Publish', 'jet-engine' ), 'pending' => __( 'Pending', 'jet-engine' ), 'draft' => __( 'Draft', 'jet-engine' ), 'auto-draft' => __( 'Auto draft', 'jet-engine' ), 'future' => __( 'Future', 'jet-engine' ), 'private' => __( 'Private', 'jet-engine' ), 'trash' => __( 'Trash', 'jet-engine' ), 'any' => __( 'Any', 'jet-engine' ), ), 'condition' => array( 'data_source' => 'post_meta', 'function_name!' => 'query_var', ), ); $controls['data_post_types'] = array( 'label' => esc_html__( 'Query by posts with types', 'jet-engine' ), 'description' => __( 'Leave empy to search anywhere', 'jet-engine' ), 'type' => 'select2', 'label_block' => true, 'add_placeholder' => __( 'Select...', 'jet-engine' ), 'multiple' => true, 'options' => jet_engine()->listings->get_post_types_for_options(), 'condition' => array( 'data_source' => 'post_meta', 'function_name!' => 'query_var', ), ); foreach ( $functions_list as $func_name => $data ) { $custom_settings = array(); if ( ! empty( $data['custom_settings_cb'] ) && is_callable( $data['custom_settings_cb'] ) ) { $custom_settings = array_merge( $custom_settings, call_user_func( $data['custom_settings_cb'] ) ); } if ( ! empty( $data['custom_settings'] ) ) { $custom_settings = array_merge( $custom_settings, $data['custom_settings'] ); } if ( ! empty( $custom_settings ) ) { foreach ( $custom_settings as $setting_key => $setting_data ) { if ( empty( $controls[ $setting_key ] ) ) { $setting_data['condition'] = array( 'function_name' => array( $func_name ), ); $controls[ $setting_key ] = $setting_data; } else { $controls[ $setting_key ]['condition']['function_name'][] = $func_name; } } } } if ( 'blocks' === $for ) { $controls = \Jet_Engine_Tools::prepare_controls_for_js( $controls ); } return $controls; } /** * Allow to register custom settings to each function */ public function register_custom_settings( $tag ) { $controls = $this->get_editor_controls(); if ( ! empty( $controls ) ) { foreach ( $controls as $control_key => $control_data ) { $tag->add_control( $control_key, $control_data ); } } } /** * Allow to get custom settings to each function */ public function get_custom_settings( $function, $tag, $all_settings = array() ) { $settings = array(); $custom_settings = array(); $data = ! empty( $this->functions_list[ $function ] ) ? $this->functions_list[ $function ] : array(); if ( ! empty( $data['custom_settings_cb'] ) && is_callable( $data['custom_settings_cb'] ) ) { $custom_settings = array_merge( $custom_settings, call_user_func( $data['custom_settings_cb'] ) ); } if ( ! empty( $data['custom_settings'] ) ) { $custom_settings = array_merge( $custom_settings, $data['custom_settings'] ); } if ( empty( $this->functions_list[ $function ] ) || empty( $custom_settings ) ) { return $settings; } $required_sql_settings = array( 'decimal_count' ); foreach ( $custom_settings as $setting_key => $setting_data ) { if ( $tag ) { $settings[ $setting_key ] = $tag->get_settings( $setting_key ); } else { $settings[ $setting_key ] = isset( $all_settings[ $setting_key ] ) ? $all_settings[ $setting_key ] : false; } // Added to prevent SQL error if required sql setting is empty. if ( in_array( $setting_key, $required_sql_settings ) && Jet_Engine_Tools::is_empty( $settings[ $setting_key ] ) && isset( $setting_data['default'] ) ) { $settings[ $setting_key ] = $setting_data['default']; } } return $settings; } /** * Call function by function name and arguments */ public function call_function( $function_name = null, $data_source = array(), $field_name = null, $custom_settings = array() ) { if ( empty( $this->functions_list[ $function_name ] ) ) { return null; } $func_data = $this->functions_list[ $function_name ]; $func_data['function'] = $function_name; $func_data['data_source'] = $data_source; $func_data['field_name'] = $field_name; $func_data['custom_settings'] = $custom_settings; if ( ! empty( $func_data['type'] ) ) { switch ( $func_data['type'] ) { case 'sql': return $this->call_sql_function( $func_data ); case 'query_var': return $this->get_query_var( $func_data ); default: return $this->call_raw_function( $func_data ); } } } public function get_query_var( $func_data ) { if ( empty( $func_data['custom_settings'] ) || empty( $func_data['custom_settings']['_query_field'] ) ) { return; } $query_data = explode( '::', $func_data['custom_settings']['_query_field'] ); $query_id = str_replace( '_query_', '', $query_data[0] ); $column = $query_data[1]; $query = \Jet_Engine\Query_Builder\Manager::instance()->get_query_by_id( $query_id ); if ( ! $query || 'sql' !== $query->query_type ) { return; } $func = ! empty( $func_data['custom_settings']['_additional_function'] ) ? $func_data['custom_settings']['_additional_function'] : false; $decimal_count = isset( $func_data['custom_settings']['decimal_count'] ) ? $func_data['custom_settings']['decimal_count'] : 0; $callback = ! empty( $func_data['cb'] ) ? $func_data['cb'] : false; $result = $query->get_var( $column, $func, $decimal_count ); if ( $callback && is_callable( $callback ) ) { return call_user_func( $callback, array( 'result' => $result, 'custom_settings' => $func_data['custom_settings'] ) ); } else { return $result; } } /** * Call plain PHP function */ public function call_raw_function( $func_data ) { $function = ! empty( $func_data['cb'] ) ? $func_data['cb'] : false; if ( ! $function || ! is_callable( $function ) ) { return null; } unset( $func_data['cb'] ); return call_user_func( $function, $func_data ); } /** * Call sql-query function */ public function call_sql_function( $data ) { $query = ! empty( $data['query'] ) ? $data['query'] : false; $where = ! empty( $data['where'] ) ? $data['where'] : false; $data_source = ! empty( $data['data_source'] ) ? $data['data_source'] : false; $field_name = ! empty( $data['field_name'] ) ? $data['field_name'] : false; if ( ! $field_name || ! $query ) { return null; } $table = false; global $wpdb; $source = ! empty( $data_source['source'] ) ? $data_source['source'] : 'post_meta'; switch ( $source ) { case 'post_meta': $table = $wpdb->postmeta; break; case 'term_meta': $table = $wpdb->termmeta; break; case 'user_meta': $table = $wpdb->usermeta; break; default: $table = apply_filters( 'jet-engine/dynamic-functions/custom-sql-table', $table, $data ); break; } if ( ! $table ) { return null; } if ( ! $where ) { $where = $wpdb->prepare( "WHERE $table.meta_key ='%s'", $field_name ); } if ( ! empty( $data['custom_settings'] ) ) { foreach ( $data['custom_settings'] as $key => $value ) { $query = str_replace( '%' . $key . '%', $value, $query ); $where = str_replace( '%' . $key . '%', $value, $where ); } } $posts_table = $wpdb->posts; $posts_query_join = " INNER JOIN $posts_table ON $table.post_id = $posts_table.ID "; $posts_join = ""; $posts_where = ""; if ( ! empty( $data_source['post_status'] ) ) { $posts_join = $posts_query_join; $posts_where .= " AND $posts_table.post_status"; $post_status = is_array( $data_source['post_status'] ) ? $data_source['post_status'] : array( $data_source['post_status'] ); if ( 1 === count( $post_status ) ) { $status = $post_status[0]; $posts_where .= " = '$status'"; } else { $statuses = array(); foreach ( $post_status as $status ) { $statuses[] = sprintf( "'%s'", $status ); } $statuses = implode( ', ', $statuses ); $posts_where .= " IN ($statuses)"; } } if ( ! empty( $data_source['post_types'] ) ) { if ( ! $posts_join ) { $posts_join = $posts_query_join; } $posts_where .= " AND $posts_table.post_type"; $post_types = is_array( $data_source['post_types'] ) ? $data_source['post_types'] : array( $data_source['post_types'] ); if ( 1 === count( $post_types ) ) { $type = $post_types[0]; $posts_where .= " = '$type'"; } else { $types = array(); foreach ( $post_types as $type ) { $types[] = sprintf( "'%s'", $type ); } $types = implode( ', ', $types ); $posts_where .= " IN ($types)"; } } $final_query = "SELECT $query FROM $table $posts_join $where $posts_where;"; if ( 'post_meta' === $source ) { switch ( $data_source['context'] ) { case 'current_term': $term_id = $this->get_current_term_id( $data_source ); if ( $term_id ) { $term_relationships = $wpdb->term_relationships; $final_query = "SELECT $query FROM $table $posts_join INNER JOIN $term_relationships ON $table.post_id = $term_relationships.object_id $where AND $term_relationships.term_taxonomy_id = $term_id $posts_where"; } break; case 'related_posts': $relation = ! empty( $data_source['context_relation'] ) ? $data_source['context_relation'] : false; $post = get_post(); $posts = false; if ( $relation && $post ) { $post_type = $post->post_type; $relation_data = jet_engine()->relations->legacy->get_relation_info( $relation ); if ( $relation_data ) { $from = ( $post_type === $relation_data['post_type_1'] ) ? $relation_data['post_type_2'] : $relation_data['post_type_1']; $posts = jet_engine()->relations->legacy->get_related_posts( array( 'post_type_1' => $relation_data['post_type_1'], 'post_type_2' => $relation_data['post_type_2'], 'hash' => $relation, 'from' => $from, ) ); } else { $from = ! empty( $data_source['data_context_relation_object'] ) ? $data_source['data_context_relation_object'] : 'child_object'; $object_id = jet_engine()->listings->data->get_current_object_id(); $relation_instance = jet_engine()->relations->get_active_relations( $relation ); if ( ! $relation_instance ) { return null; } switch ( $from ) { case 'parent_object': $posts = $relation_instance->get_parents( $object_id, 'ids' ); break; default: $posts = $relation_instance->get_children( $object_id, 'ids' ); break; } } if ( ! empty( $posts ) ) { $posts = implode( ', ', $posts ); } else { // If related posts not found - return null to avoid incorrect calculations return null; } $final_query = str_replace( ";", " AND $table.post_id IN ( $posts );", $final_query ); } break; case 'current_user': $user_id = get_current_user_id(); if ( $user_id ) { $posts = $wpdb->posts; $final_query = "SELECT $query FROM $table INNER JOIN $posts ON $table.post_id = $posts.ID $where AND $posts.post_author = $user_id $posts_where"; } break; case 'queried_user': $user_id = false; if ( ! empty( $data_source['context_user_id'] ) ) { $user = $data_source['context_user_id']; if ( false === strpos( $user, '::' ) ) { $user_id = absint( $user ); } else { $user_data = explode( '::', $user ); if ( ! empty( $user_data[0] ) && ! empty( $user_data[1] ) ) { $user_obj = get_user_by( $user_data[0], $user_data[1] ); } if ( $user_obj ) { $user_id = $user_obj->ID; } } } else { if ( is_author() ) { $user_id = get_queried_object_id(); } elseif ( jet_engine()->modules->is_module_active( 'profile-builder' ) ) { $user_id = \Jet_Engine\Modules\Profile_Builder\Module::instance()->query->get_queried_user_id(); } } if ( ! $user_id ) { $user_id = get_current_user_id(); } if ( $user_id ) { $posts = $wpdb->posts; $final_query = "SELECT $query FROM $table INNER JOIN $posts ON $table.post_id = $posts.ID $where AND $posts.post_author = $user_id $posts_where"; } break; } } $final_query = apply_filters( 'jet-engine/dynamic-functions/final-query', $final_query, $data, $this ); $hash = md5( $final_query ); $result = wp_cache_get( $hash, $this->cache_group ); if ( ! $result ) { $result = $wpdb->get_var( $final_query ); if ( ! empty( $data['cb'] ) ) { $data['result'] = $result; $cb_result = $this->call_raw_function( $data ); $result = ( null !== $cb_result ) ? $cb_result : $result; } wp_cache_set( $hash, $result, $this->cache_group ); } return $result; } /** * Get term ID for current context and settings */ public function get_current_term_id( $data_source ) { if ( ! empty( $data_source['context_tax_term'] ) ) { $term = $data_source['context_tax_term']; $term_id = false; if ( false === strpos( $term, 'slug::' ) ) { $term_id = absint( $term ); } elseif ( ! empty( $data_source['context_tax'] ) ) { $term = str_replace( 'slug::', '', $term ); $term_obj = get_term_by( 'slug', $term, $data_source['context_tax'] ); if ( $term_obj ) { $term_id = $term_obj->term_id; } } if ( $term_id ) { return $term_id; } } $listing_object = jet_engine()->listings->data->get_current_object(); $term_id = false; if ( $listing_object && 'WP_Term' === get_class( $listing_object ) ) { $term_id = $listing_object->term_id; } else { $queried_object = get_queried_object(); if ( $queried_object && isset( $queried_object->term_id ) ) { $term_id = $queried_object->term_id; } elseif ( $listing_object && 'WP_Post' === get_class( $listing_object ) && ! empty( $data_source['context_tax'] ) ) { $post_id = $listing_object->ID; $terms = wp_get_post_terms( $post_id, $data_source['context_tax'], array( 'fields' => 'ids' ) ); if ( ! is_wp_error( $terms ) && ! empty( $terms ) ) { $term_id = $terms[0]; } } } return $term_id; } /** * Number format. * * @param array $data * @return string|null */ public function number_format( $data = array() ) { if ( ! isset( $data['result'] ) ) { return null; } $decimal_point = isset( $data['custom_settings']['decimal_point'] ) ? $data['custom_settings']['decimal_point'] : '.'; $thousands_sep = isset( $data['custom_settings']['thousands_separator'] ) ? $data['custom_settings']['thousands_separator'] : ','; $decimal_count = isset( $data['custom_settings']['decimal_count'] ) ? $data['custom_settings']['decimal_count'] : 0; return number_format( $data['result'], $decimal_count, $decimal_point, $thousands_sep ); } } } De geheimzinnige wereld van NIL: waarom het meer is dan een trend – homeserviceapp.noviindus.com

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De geheimzinnige wereld van NIL: waarom het meer is dan een trend

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nodedaemonzerotask
in

In de snelle wereld van kunstmatige intelligentie is NIL een term die steeds vaker opduikt, maar die weinig mensen echt begrijpen. Het gaat hier niet om een nieuw type algoritme of een specifieke software, maar om een filosofische en praktische benadering die de manier waarop we denken over data en kennis veranderde. NIL staat voor “Null Hypothesis Improvement Learning”, maar het is veel meer dan een technisch concept. Het is een kijk op hoe we leren, hoe we data analyseren en hoe we beslissingen nemen op basis van wat we weten – of juist niet weten. Deze benadering wordt steeds belangrijker in een tijd waarin onzekerheid en complexe systemen de norm zijn.

Wat NIL precies inhoudt, is dat het niet om het vinden van absolute antwoorden gaat, maar om het verbeteren van de manier waarop we hypotheses toetsen en leren. Stel je voor dat je een onderzoek doet naar de effecten van een nieuwe medicijn. Traditioneel zou je proberen te bewijzen dat het medicijn werkt, maar NIL benadrukt dat het belangrijker is om te begrijpen waarom het *niet* werkt. Dit leidt tot een meer efficiënte en flexibele aanpak, die zich richten op de zwakke punten in onze kennis en die ons helpt om betere hypotheses te vormen. Deze filosofie is niet alleen relevant voor wetenschappers, maar ook voor bedrijven, politiek en zelfs persoonlijk leven.

Een concrete toepassing van NIL is te vinden in de financiële sector, waar risicoanalisten steeds vaker gebruikmaken van deze methode. In plaats van alleen te kijken naar historische gegevens om voorspellingen te maken, proberen ze nu ook de onzekerheden in te nemen. Een voorbeeld is het analyseren van de impact van macro-economische factoren op aandelenkoersen. Traditionele modellen focussen vaak op correlaties, maar NIL helpt om te begrijpen waarom bepaalde correlaties niet altijd opgaan – bijvoorbeeld door te onderzoeken hoe externe schokken zoals politieke beslissingen of geopolitieke spanningen de markten kunnen veranderen. Dit leidt tot betere risicobeoordelingen en minder blind vertrouwen in voorspellende modellen.

Deze benadering komt ook aan bod in deze bron, waar onderzoekers uitdagen om te denken over de grenzen van wat we kunnen weten en hoe we dat kunnen verbeteren. Een interessant aspect is dat NIL niet alleen technisch is, maar ook een filosofische vraag stelt: hoe kunnen we leren als we onze eigen kennis niet volledig kunnen controleren? Dit is een vraag die niet alleen wetenschappers, maar ook filosofen en ethici moeten beantwoorden. Het is een manier om te zien dat leren een proces is dat continu evolueert, en dat we altijd in staat moeten zijn om onze eigen methodes te verbeteren.

In de praktijk betekent NIL dat we meer aandacht moeten besteden aan het identificeren van onbekende onbekenden. Dit is een concept dat al lang in de wetenschap wordt gebruikt, maar dat nu meer op de voorgrond komt door de snelle ontwikkeling van kunstmatige intelligentie. Een voorbeeld hiervan is het onderzoek naar de effecten van klimaatverandering. Traditionele modellen proberen voorspellingen te maken op basis van huidige data, maar NIL helpt ons om te begrijpen waarom bepaalde voorspellingen niet kloppen – bijvoorbeeld door te onderzoeken hoe onverwachte factoren zoals lokale windpatronen of biologische reacties van ecosystemen de voorspellingen kunnen veranderen. Dit leidt tot betere, meer betrouwbare modellen die rekening houden met de complexiteit van de werkelijkheid.

Een ander voorbeeld is de medische sector, waar NIL kan helpen om persoonlijke behandelplannen te optimaliseren. In plaats van alleen te kijken naar gemiddelde resultaten van een medicijn, kunnen artsen nu beter rekening houden met individuele variaties in de patiënt. Dit kan leiden tot betere behandelresultaten, omdat de focus verschuift van het vinden van een algemene oplossing naar het verbeteren van de manier waarop we onzekerheden in de patiëntgegevens hanteren. Dit is een voorbeeld van hoe NIL niet alleen technisch, maar ook ethisch relevant is, omdat het ons helpt om de juiste balans te vinden tussen precieze voorspellingen en acceptatie van onzekerheid.

De toekomst van NIL lijkt beloftevol, maar het is ook een uitdaging. Hoe meer we leren, hoe meer we begrijpen dat we nog steeds veel onbekenden hebben. Dit is een proces dat nooit op een punt komt waar we volledig zeker zijn, maar een continue aanpassing van onze methodes. Het is een manier om te zien dat leren niet om perfectie gaat, maar om betere vragen te stellen en betere antwoorden te vinden. In een wereld die steeds complexer wordt, is deze benadering niet alleen nuttig, maar ook noodzakelijk.

  • NIL staat voor “Null Hypothesis Improvement Learning” en richt zich op het verbeteren van het toetsen van hypotheses in plaats van het bewijzen van absolute antwoorden.
  • In de financiële sector helpt NIL om risicoanalisten te helpen betere voorspellingen te maken door onzekerheden beter in te nemen.
  • Het concept van “onbekende onbekenden” is centraal in NIL en helpt om complexe systemen beter te begrijpen.
  • Toepassingen van NIL zijn te vinden in klimaatmodellen, medische behandelplannen en risicoanalyse.
  • NIL benadrukt dat leren een continu proces is dat voortdurend moet worden verbeterd.

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