Use different algorithm for trending tags (#7697)
parent
8d6e4e0485
commit
6e6c0e9613
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@ -2,17 +2,16 @@
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class TrendingTags
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class TrendingTags
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KEY = 'trending_tags'
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KEY = 'trending_tags'
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HALF_LIFE = 1.day.to_i
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MAX_ITEMS = 500
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EXPIRE_HISTORY_AFTER = 7.days.seconds
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EXPIRE_HISTORY_AFTER = 7.days.seconds
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THRESHOLD = 5
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class << self
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class << self
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def record_use!(tag, account, at_time = Time.now.utc)
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def record_use!(tag, account, at_time = Time.now.utc)
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return if disallowed_hashtags.include?(tag.name) || account.silenced?
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return if disallowed_hashtags.include?(tag.name) || account.silenced? || account.bot?
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increment_vote!(tag.id, at_time)
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increment_historical_use!(tag.id, at_time)
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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_unique_use!(tag.id, account.id, at_time)
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increment_vote!(tag.id, at_time)
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end
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end
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def get(limit)
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def get(limit)
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@ -24,8 +23,16 @@ class TrendingTags
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private
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private
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def increment_vote!(tag_id, at_time)
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def increment_vote!(tag_id, at_time)
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redis.zincrby(KEY, (2**((at_time.to_i - epoch) / HALF_LIFE)).to_f, tag_id.to_s)
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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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redis.zremrangebyrank(KEY, 0, -MAX_ITEMS) if rand < (2.to_f / MAX_ITEMS)
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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.to_s)
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else
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score = ((observed - expected)**2) / expected
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redis.zadd(KEY, score, tag_id.to_s)
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end
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end
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end
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def increment_historical_use!(tag_id, at_time)
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def increment_historical_use!(tag_id, at_time)
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@ -40,12 +47,6 @@ class TrendingTags
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redis.expire(key, EXPIRE_HISTORY_AFTER)
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redis.expire(key, EXPIRE_HISTORY_AFTER)
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end
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end
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# The epoch needs to be 2.5 years in the future if the half-life is one day
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# While dynamic, it will always be the same within one year
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def epoch
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@epoch ||= Date.new(Date.current.year + 2.5, 10, 1).to_datetime.to_i
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end
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def disallowed_hashtags
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def disallowed_hashtags
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return @disallowed_hashtags if defined?(@disallowed_hashtags)
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return @disallowed_hashtags if defined?(@disallowed_hashtags)
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