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@ -7,6 +7,8 @@ class TrendingTags |
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THRESHOLD = 5 |
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LIMIT = 10 |
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REVIEW_THRESHOLD = 3 |
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MAX_SCORE_COOLDOWN = 3.days.freeze |
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MAX_SCORE_HALFLIFE = 6.hours.freeze |
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class << self |
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include Redisable |
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@ -16,14 +18,75 @@ class TrendingTags |
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increment_historical_use!(tag.id, at_time) |
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increment_unique_use!(tag.id, account.id, at_time) |
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increment_vote!(tag, at_time) |
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increment_use!(tag.id, at_time) |
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tag.update(last_status_at: Time.now.utc) if tag.last_status_at.nil? || tag.last_status_at < 12.hours.ago |
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tag.update(last_trend_at: Time.now.utc) if trending?(tag) && (tag.last_trend_at.nil? || tag.last_trend_at < 12.hours.ago) |
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end |
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def update!(at_time = Time.now.utc) |
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tag_ids = redis.smembers("#{KEY}:used:#{at_time.beginning_of_day.to_i}") + redis.zrange(KEY, 0, -1) |
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tags = Tag.where(id: tag_ids.uniq) |
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# First pass to calculate scores and update the set |
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tags.each do |tag| |
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expected = redis.pfcount("activity:tags:#{tag.id}:#{(at_time - 1.day).beginning_of_day.to_i}:accounts").to_f |
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expected = 1.0 if expected.zero? |
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observed = redis.pfcount("activity:tags:#{tag.id}:#{at_time.beginning_of_day.to_i}:accounts").to_f |
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max_time = tag.max_score_at |
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max_score = tag.max_score |
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max_score = 0 if max_time.nil? || max_time < (at_time - MAX_SCORE_COOLDOWN) |
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score = begin |
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if expected > observed || observed < THRESHOLD |
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0 |
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else |
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((observed - expected)**2) / expected |
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end |
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end |
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if score > max_score |
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max_score = score |
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max_time = at_time |
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# Not interested in triggering any callbacks for this |
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tag.update_columns(max_score: max_score, max_score_at: max_time) |
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end |
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decaying_score = max_score * (0.5**((at_time.to_f - max_time.to_f) / MAX_SCORE_HALFLIFE.to_f)) |
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if decaying_score.zero? |
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redis.zrem(KEY, tag.id) |
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else |
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redis.zadd(KEY, decaying_score, tag.id) |
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end |
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end |
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users_for_review = User.staff.includes(:account).to_a.select(&:allows_trending_tag_emails?) |
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# Second pass to notify about previously unreviewed trends |
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tags.each do |tag| |
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current_rank = redis.zrevrank(KEY, tag.id) |
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needs_review_notification = tag.requires_review? && !tag.requested_review? |
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rank_passes_threshold = current_rank.present? && current_rank <= REVIEW_THRESHOLD |
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next unless !tag.trendable? && rank_passes_threshold && needs_review_notification |
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tag.touch(:requested_review_at) |
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users_for_review.each do |user| |
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AdminMailer.new_trending_tag(user.account, tag).deliver_later! |
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end |
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end |
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# Trim older items |
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redis.zremrangebyrank(KEY, 0, -(LIMIT + 1)) |
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end |
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def get(limit, filtered: true) |
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tag_ids = redis.zrevrange("#{KEY}:#{Time.now.utc.beginning_of_day.to_i}", 0, LIMIT - 1).map(&:to_i) |
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tag_ids = redis.zrevrange(KEY, 0, LIMIT - 1).map(&:to_i) |
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tags = Tag.where(id: tag_ids) |
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tags = tags.where(trendable: true) if filtered |
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@ -33,8 +96,8 @@ class TrendingTags |
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end |
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def trending?(tag) |
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rank = redis.zrevrank("#{KEY}:#{Time.now.utc.beginning_of_day.to_i}", tag.id) |
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rank.present? && rank <= LIMIT |
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rank = redis.zrevrank(KEY, tag.id) |
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rank.present? && rank < LIMIT |
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end |
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private |
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@ -51,31 +114,10 @@ class TrendingTags |
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redis.expire(key, EXPIRE_HISTORY_AFTER) |
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end |
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def increment_vote!(tag, at_time) |
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key = "#{KEY}:#{at_time.beginning_of_day.to_i}" |
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expected = redis.pfcount("activity:tags:#{tag.id}:#{(at_time - 1.day).beginning_of_day.to_i}:accounts").to_f |
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expected = 1.0 if expected.zero? |
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observed = redis.pfcount("activity:tags:#{tag.id}:#{at_time.beginning_of_day.to_i}:accounts").to_f |
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if expected > observed || observed < THRESHOLD |
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redis.zrem(key, tag.id) |
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else |
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score = ((observed - expected)**2) / expected |
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old_rank = redis.zrevrank(key, tag.id) |
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redis.zadd(key, score, tag.id) |
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request_review!(tag) if (old_rank.nil? || old_rank > REVIEW_THRESHOLD) && redis.zrevrank(key, tag.id) <= REVIEW_THRESHOLD && !tag.trendable? && tag.requires_review? && !tag.requested_review? |
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end |
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redis.expire(key, EXPIRE_TRENDS_AFTER) |
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end |
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def request_review!(tag) |
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return unless Setting.trends |
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tag.touch(:requested_review_at) |
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User.staff.includes(:account).find_each { |u| AdminMailer.new_trending_tag(u.account, tag).deliver_later! if u.allows_trending_tag_emails? } |
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def increment_use!(tag_id, at_time) |
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key = "#{KEY}:used:#{at_time.beginning_of_day.to_i}" |
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redis.sadd(key, tag_id) |
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redis.expire(key, EXPIRE_HISTORY_AFTER) |
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end |
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end |
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end |