Change trending hashtags to not disappear instantly after midnight (#11712)
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@ -57,7 +57,7 @@ module Admin
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scope = scope.unreviewed if filter_params[:review] == 'unreviewed'
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scope = scope.reviewed.order(reviewed_at: :desc) if filter_params[:review] == 'reviewed'
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scope = scope.pending_review.order(requested_review_at: :desc) if filter_params[:review] == 'pending_review'
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scope.order(score: :desc)
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scope.order(max_score: :desc)
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end
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def filter_params
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@ -63,7 +63,7 @@ class FeedManager
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reblog_key = key(type, account_id, 'reblogs')
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# Remove any items past the MAX_ITEMS'th entry in our feed
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redis.zremrangebyrank(timeline_key, '0', (-(FeedManager::MAX_ITEMS + 1)).to_s)
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redis.zremrangebyrank(timeline_key, 0, -(FeedManager::MAX_ITEMS + 1))
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# Get the score of the REBLOG_FALLOFF'th item in our feed, and stop
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# tracking anything after it for deduplication purposes.
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@ -7,14 +7,14 @@
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# name :string default(""), not null
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# created_at :datetime not null
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# updated_at :datetime not null
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# score :integer
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# usable :boolean
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# trendable :boolean
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# listable :boolean
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# reviewed_at :datetime
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# requested_review_at :datetime
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# last_status_at :datetime
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# last_trend_at :datetime
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# max_score :float
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# max_score_at :datetime
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#
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class Tag < ApplicationRecord
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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
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@ -0,0 +1,11 @@
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# frozen_string_literal: true
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class Scheduler::TrendingTagsScheduler
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include Sidekiq::Worker
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sidekiq_options unique: :until_executed, retry: 0
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def perform
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TrendingTags.update! if Setting.trends
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end
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end
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@ -9,6 +9,9 @@
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scheduled_statuses_scheduler:
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every: '5m'
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class: Scheduler::ScheduledStatusesScheduler
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trending_tags_scheduler:
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every: '5m'
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class: Scheduler::TrendingTagsScheduler
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media_cleanup_scheduler:
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cron: '<%= Random.rand(0..59) %> <%= Random.rand(3..5) %> * * *'
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class: Scheduler::MediaCleanupScheduler
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@ -0,0 +1,6 @@
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class AddMaxScoreToTags < ActiveRecord::Migration[5.2]
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def change
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add_column :tags, :max_score, :float
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add_column :tags, :max_score_at, :datetime
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end
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end
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@ -0,0 +1,12 @@
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# frozen_string_literal: true
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class RemoveScoreFromTags < ActiveRecord::Migration[5.2]
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disable_ddl_transaction!
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def change
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safety_assured do
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remove_column :tags, :score, :int
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remove_column :tags, :last_trend_at, :datetime
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end
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end
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end
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@ -10,7 +10,7 @@
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#
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# It's strongly recommended that you check this file into your version control system.
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ActiveRecord::Schema.define(version: 2019_08_23_221802) do
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ActiveRecord::Schema.define(version: 2019_09_01_040524) do
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# These are extensions that must be enabled in order to support this database
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enable_extension "plpgsql"
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@ -664,14 +664,14 @@ ActiveRecord::Schema.define(version: 2019_08_23_221802) do
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t.string "name", default: "", null: false
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t.datetime "created_at", null: false
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t.datetime "updated_at", null: false
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t.integer "score"
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t.boolean "usable"
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t.boolean "trendable"
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t.boolean "listable"
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t.datetime "reviewed_at"
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t.datetime "requested_review_at"
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t.datetime "last_status_at"
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t.datetime "last_trend_at"
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t.float "max_score"
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t.datetime "max_score_at"
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t.index "lower((name)::text)", name: "index_tags_on_name_lower", unique: true
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end
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@ -0,0 +1,68 @@
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require 'rails_helper'
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RSpec.describe TrendingTags do
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describe '.record_use!' do
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pending
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end
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describe '.update!' do
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let!(:at_time) { Time.now.utc }
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let!(:tag1) { Fabricate(:tag, name: 'Catstodon') }
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let!(:tag2) { Fabricate(:tag, name: 'DogsOfMastodon') }
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let!(:tag3) { Fabricate(:tag, name: 'OCs') }
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before do
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allow(Redis.current).to receive(:pfcount) do |key|
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case key
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when "activity:tags:#{tag1.id}:#{(at_time - 1.day).beginning_of_day.to_i}:accounts"
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2
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when "activity:tags:#{tag1.id}:#{at_time.beginning_of_day.to_i}:accounts"
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16
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when "activity:tags:#{tag2.id}:#{(at_time - 1.day).beginning_of_day.to_i}:accounts"
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0
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when "activity:tags:#{tag2.id}:#{at_time.beginning_of_day.to_i}:accounts"
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4
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when "activity:tags:#{tag3.id}:#{(at_time - 1.day).beginning_of_day.to_i}:accounts"
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13
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end
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end
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Redis.current.zadd('trending_tags', 0.9, tag3.id)
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Redis.current.sadd("trending_tags:used:#{at_time.beginning_of_day.to_i}", [tag1.id, tag2.id])
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tag3.update(max_score: 0.9, max_score_at: (at_time - 1.day).beginning_of_day + 12.hours)
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described_class.update!(at_time)
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end
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it 'calculates and re-calculates scores' do
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expect(described_class.get(10, filtered: false)).to eq [tag1, tag3]
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end
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it 'omits hashtags below threshold' do
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expect(described_class.get(10, filtered: false)).to_not include(tag2)
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end
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it 'decays scores' do
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expect(Redis.current.zscore('trending_tags', tag3.id)).to be < 0.9
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end
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end
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describe '.trending?' do
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let(:tag) { Fabricate(:tag) }
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before do
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10.times { |i| Redis.current.zadd('trending_tags', i + 1, Fabricate(:tag).id) }
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end
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it 'returns true if the hashtag is within limit' do
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Redis.current.zadd('trending_tags', 11, tag.id)
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expect(described_class.trending?(tag)).to be true
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end
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it 'returns false if the hashtag is outside the limit' do
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Redis.current.zadd('trending_tags', 0, tag.id)
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expect(described_class.trending?(tag)).to be false
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end
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end
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end
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