# frozen_string_literal: true class Trends::Links < Trends::Base PREFIX = 'trending_links' self.default_options = { threshold: 5, review_threshold: 3, max_score_cooldown: 2.days.freeze, max_score_halflife: 8.hours.freeze, decay_threshold: 1, } def register(status, at_time = Time.now.utc) original_status = status.proper return unless (original_status.public_visibility? && status.public_visibility?) && !(original_status.account.silenced? || status.account.silenced?) && !(original_status.spoiler_text? || original_status.sensitive?) original_status.preview_cards.each do |preview_card| add(preview_card, status.account_id, at_time) if preview_card.appropriate_for_trends? end end def add(preview_card, account_id, at_time = Time.now.utc) preview_card.history.add(account_id, at_time) record_used_id(preview_card.id, at_time) end def refresh(at_time = Time.now.utc) preview_cards = PreviewCard.where(id: (recently_used_ids(at_time) + currently_trending_ids(false, -1)).uniq) calculate_scores(preview_cards, at_time) end def request_review preview_cards = PreviewCard.where(id: currently_trending_ids(false, -1)) preview_cards.filter_map do |preview_card| next unless would_be_trending?(preview_card.id) && !preview_card.trendable? && preview_card.requires_review_notification? if preview_card.provider.nil? preview_card.provider = PreviewCardProvider.create(domain: preview_card.domain, requested_review_at: Time.now.utc) else preview_card.provider.touch(:requested_review_at) end preview_card end end protected def key_prefix PREFIX end def klass PreviewCard end private def calculate_scores(preview_cards, at_time) global_items = [] locale_items = Hash.new { |h, key| h[key] = [] } preview_cards.each do |preview_card| expected = preview_card.history.get(at_time - 1.day).accounts.to_f expected = 1.0 if expected.zero? observed = preview_card.history.get(at_time).accounts.to_f max_time = preview_card.max_score_at max_score = preview_card.max_score max_score = 0 if max_time.nil? || max_time < (at_time - options[:max_score_cooldown]) score = begin if expected > observed || observed < options[:threshold] 0 else ((observed - expected)**2) / expected end end if score > max_score max_score = score max_time = at_time # Not interested in triggering any callbacks for this preview_card.update_columns(max_score: max_score, max_score_at: max_time) end decaying_score = max_score * (0.5**((at_time.to_f - max_time.to_f) / options[:max_score_halflife].to_f)) next unless decaying_score >= options[:decay_threshold] global_items << { score: decaying_score, item: preview_card } locale_items[preview_card.language] << { score: decaying_score, item: preview_card } if valid_locale?(preview_card.language) end replace_items('', global_items) Trends.available_locales.each do |locale| replace_items(":#{locale}", locale_items[locale]) end end def filter_for_allowed_items(items) items.select { |item| item[:item].trendable? } end def would_be_trending?(id) score(id) > score_at_rank(options[:review_threshold] - 1) end end