# frozen_string_literal: true class Trends::Links < Trends::Base PREFIX = 'trending_links' # Minimum amount of uses by unique accounts to begin calculating the score THRESHOLD = 15 # Minimum rank (lower = better) before requesting a review REVIEW_THRESHOLD = 10 # For this amount of time, the peak score (if bigger than current score) is decayed-from MAX_SCORE_COOLDOWN = 2.days.freeze # How quickly a peak score decays MAX_SCORE_HALFLIFE = 8.hours.freeze def register(status, at_time = Time.now.utc) original_status = status.reblog? ? status.reblog : status return unless original_status.public_visibility? && status.public_visibility? && !original_status.account.silenced? && !status.account.silenced? && !original_status.spoiler_text? 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 get(allowed, limit) preview_card_ids = currently_trending_ids(allowed, limit) preview_cards = PreviewCard.where(id: preview_card_ids).index_by(&:id) preview_card_ids.map { |id| preview_cards[id] }.compact 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) trim_older_items end def request_review preview_cards = PreviewCard.where(id: currently_trending_ids(false, -1)) preview_cards_requiring_review = 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 return if preview_cards_requiring_review.empty? User.staff.includes(:account).find_each do |user| AdminMailer.new_trending_links(user.account, preview_cards_requiring_review).deliver_later! if user.allows_trending_tag_emails? end end protected def key_prefix PREFIX end private def calculate_scores(preview_cards, at_time) 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 - MAX_SCORE_COOLDOWN) score = begin if expected > observed || observed < 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) / MAX_SCORE_HALFLIFE.to_f)) if decaying_score.zero? redis.zrem("#{PREFIX}:all", preview_card.id) redis.zrem("#{PREFIX}:allowed", preview_card.id) else redis.zadd("#{PREFIX}:all", decaying_score, preview_card.id) if preview_card.trendable? redis.zadd("#{PREFIX}:allowed", decaying_score, preview_card.id) else redis.zrem("#{PREFIX}:allowed", preview_card.id) end end end end def would_be_trending?(id) score(id) > score_at_rank(REVIEW_THRESHOLD - 1) end end