# frozen_string_literal: true class Trends::Statuses < Trends::Base PREFIX = 'trending_statuses' BATCH_SIZE = 100 self.default_options = { threshold: 5, review_threshold: 3, score_halflife: 1.hour.freeze, decay_threshold: 0.3, } class Query < Trends::Query def filtered_for!(account) @account = account self end def filtered_for(account) clone.filtered_for!(account) end def to_arel scope = Status.joins(:trend).reorder(score: :desc) scope = scope.reorder(language_order_clause.desc, score: :desc) if preferred_languages.present? scope = scope.merge(StatusTrend.allowed) if @allowed scope = scope.not_excluded_by_account(@account).not_domain_blocked_by_account(@account) if @account.present? scope = scope.offset(@offset) if @offset.present? scope = scope.limit(@limit) if @limit.present? scope end private def language_order_clause Arel::Nodes::Case.new.when(StatusTrend.arel_table[:language].in(preferred_languages)).then(1).else(0) end def preferred_languages if @account&.chosen_languages.present? @account.chosen_languages else @locale end end end def register(status, at_time = Time.now.utc) add(status.proper, status.account_id, at_time) if eligible?(status.proper) end def add(status, _account_id, at_time = Time.now.utc) record_used_id(status.id, at_time) end def query Query.new(key_prefix, klass) end def refresh(at_time = Time.now.utc) # First, recalculate scores for statuses that were trending previously. We split the queries # to avoid having to load all of the IDs into Ruby just to send them back into Postgres Status.where(id: StatusTrend.select(:status_id)).includes(:status_stat, :account).reorder(nil).find_in_batches(batch_size: BATCH_SIZE) do |statuses| calculate_scores(statuses, at_time) end # Then, calculate scores for statuses that were used today. There are potentially some # duplicate items here that we might process one more time, but that should be fine Status.where(id: recently_used_ids(at_time)).includes(:status_stat, :account).reorder(nil).find_in_batches(batch_size: BATCH_SIZE) do |statuses| calculate_scores(statuses, at_time) end # Now that all trends have up-to-date scores, and all the ones below the threshold have # been removed, we can recalculate their positions StatusTrend.connection.exec_update('UPDATE status_trends SET rank = t0.calculated_rank FROM (SELECT id, row_number() OVER w AS calculated_rank FROM status_trends WINDOW w AS (PARTITION BY language ORDER BY score DESC)) t0 WHERE status_trends.id = t0.id') end def request_review StatusTrend.pluck('distinct language').flat_map do |language| score_at_threshold = StatusTrend.where(language: language, allowed: true).order(rank: :desc).where('rank <= ?', options[:review_threshold]).first&.score || 0 status_trends = StatusTrend.where(language: language, allowed: false).joins(:status).includes(status: :account) status_trends.filter_map do |trend| status = trend.status if trend.score > score_at_threshold && !status.trendable? && status.requires_review_notification? status.account.touch(:requested_review_at) status end end end end protected def key_prefix PREFIX end def klass Status end private def eligible?(status) status.public_visibility? && status.account.discoverable? && !status.account.silenced? && !status.account.sensitized? && status.spoiler_text.blank? && !status.sensitive? && !status.reply? && valid_locale?(status.language) end def calculate_scores(statuses, at_time) items = statuses.map do |status| expected = 1.0 observed = (status.reblogs_count + status.favourites_count).to_f score = if expected > observed || observed < options[:threshold] 0 else ((observed - expected)**2) / expected end decaying_score = if score.zero? || !eligible?(status) 0 else score * (0.5**((at_time.to_f - status.created_at.to_f) / options[:score_halflife].to_f)) end [decaying_score, status] end to_insert = items.filter { |(score, _)| score >= options[:decay_threshold] } to_delete = items.filter { |(score, _)| score < options[:decay_threshold] } StatusTrend.upsert_all(to_insert.map { |(score, status)| { status_id: status.id, account_id: status.account_id, score: score, language: status.language, allowed: status.trendable? || false } }, unique_by: :status_id) if to_insert.any? StatusTrend.where(status_id: to_delete.map { |(_, status)| status.id }).delete_all if to_delete.any? end end