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Add more accurate hashtag search (#11579)
* Add more accurate hashtag search Using ElasticSearch to index hashtags with edge n-grams and score them by usage within the last 7 days since last activity. Only hashtags that have been reviewed and are listable can appear in searches, unless they match the query exactly * Fix search analyzer dropping non-ascii characters
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10 changed files with 149 additions and 13 deletions
37
app/chewy/tags_index.rb
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37
app/chewy/tags_index.rb
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@ -0,0 +1,37 @@
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# frozen_string_literal: true
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class TagsIndex < Chewy::Index
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settings index: { refresh_interval: '15m' }, analysis: {
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analyzer: {
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content: {
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tokenizer: 'keyword',
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filter: %w(lowercase asciifolding cjk_width),
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},
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edge_ngram: {
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tokenizer: 'edge_ngram',
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filter: %w(lowercase asciifolding cjk_width),
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},
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},
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tokenizer: {
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edge_ngram: {
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type: 'edge_ngram',
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min_gram: 2,
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max_gram: 15,
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},
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},
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}
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define_type ::Tag.listable, delete_if: ->(tag) { tag.destroyed? || !tag.listable? } do
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root date_detection: false do
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field :name, type: 'text', analyzer: 'content' do
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field :edge_ngram, type: 'text', analyzer: 'edge_ngram', search_analyzer: 'content'
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end
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field :reviewed, type: 'boolean', value: ->(tag) { tag.reviewed? }
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field :usage, type: 'long', value: ->(tag) { tag.history.reduce(0) { |total, day| total + day[:accounts].to_i } }
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field :last_status_at, type: 'date', value: ->(tag) { tag.last_status_at || tag.created_at }
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end
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end
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end
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@ -13,6 +13,8 @@
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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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#
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class Tag < ApplicationRecord
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@ -33,7 +35,8 @@ class Tag < ApplicationRecord
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scope :unreviewed, -> { where(reviewed_at: nil) }
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scope :pending_review, -> { unreviewed.where.not(requested_review_at: nil) }
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scope :usable, -> { where(usable: [true, nil]) }
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scope :discoverable, -> { where(listable: [true, nil]).joins(:account_tag_stat).where(AccountTagStat.arel_table[:accounts_count].gt(0)).order(Arel.sql('account_tag_stats.accounts_count desc')) }
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scope :listable, -> { where(listable: [true, nil]) }
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scope :discoverable, -> { listable.joins(:account_tag_stat).where(AccountTagStat.arel_table[:accounts_count].gt(0)).order(Arel.sql('account_tag_stats.accounts_count desc')) }
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scope :most_used, ->(account) { joins(:statuses).where(statuses: { account: account }).group(:id).order(Arel.sql('count(*) desc')) }
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delegate :accounts_count,
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@ -44,6 +47,8 @@ class Tag < ApplicationRecord
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after_save :save_account_tag_stat
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update_index('tags#tag', :self) if Chewy.enabled?
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def account_tag_stat
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super || build_account_tag_stat
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end
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@ -121,9 +126,10 @@ class Tag < ApplicationRecord
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normalized_term = normalize(term.strip).mb_chars.downcase.to_s
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pattern = sanitize_sql_like(normalized_term) + '%'
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Tag.where(arel_table[:name].lower.matches(pattern))
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.where(arel_table[:score].gt(0).or(arel_table[:name].lower.eq(normalized_term)))
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.order(Arel.sql('length(name) ASC, score DESC, name ASC'))
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Tag.listable
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.where(arel_table[:name].lower.matches(pattern))
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.where(arel_table[:name].lower.eq(normalized_term).or(arel_table[:reviewed_at].not_eq(nil)))
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.order(Arel.sql('length(name) ASC, name ASC'))
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.limit(limit)
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.offset(offset)
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end
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@ -17,6 +17,9 @@ 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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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 get(limit, filtered: true)
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@ -109,7 +109,7 @@ class AccountSearchService < BaseService
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field_value_factor: {
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field: 'followers_count',
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modifier: 'log2p',
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missing: 1,
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missing: 0,
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},
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}
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end
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@ -57,10 +57,10 @@ class SearchService < BaseService
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end
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def perform_hashtags_search!
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Tag.search_for(
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@query.gsub(/\A#/, ''),
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@limit,
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@offset
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TagSearchService.new.call(
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@query,
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limit: @limit,
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offset: @offset
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)
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end
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82
app/services/tag_search_service.rb
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82
app/services/tag_search_service.rb
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# frozen_string_literal: true
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class TagSearchService < BaseService
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def call(query, options = {})
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@query = query.strip.gsub(/\A#/, '')
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@offset = options[:offset].to_i
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@limit = options[:limit].to_i
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if Chewy.enabled?
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from_elasticsearch
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else
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from_database
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end
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end
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private
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def from_elasticsearch
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query = {
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function_score: {
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query: {
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multi_match: {
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query: @query,
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fields: %w(name.edge_ngram name),
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type: 'most_fields',
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operator: 'and',
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},
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},
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functions: [
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{
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field_value_factor: {
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field: 'usage',
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modifier: 'log2p',
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missing: 0,
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},
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},
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{
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gauss: {
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last_status_at: {
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scale: '7d',
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offset: '14d',
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decay: 0.5,
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},
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},
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},
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],
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boost_mode: 'multiply',
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},
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}
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filter = {
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bool: {
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should: [
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{
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term: {
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reviewed: {
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value: true,
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},
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},
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},
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{
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term: {
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name: {
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value: @query,
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},
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},
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},
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],
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},
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}
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TagsIndex.query(query).filter(filter).limit(@limit).offset(@offset).objects.compact
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end
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def from_database
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Tag.search_for(@query, @limit, @offset)
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end
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end
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@ -142,7 +142,7 @@ en:
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report: Send e-mail when a new report is submitted
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trending_tag: Send e-mail when an unreviewed hashtag is trending
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tag:
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listable: Allow this hashtag to appear on the profile directory
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listable: Allow this hashtag to appear in searches and on the profile directory
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trendable: Allow this hashtag to appear under trends
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usable: Allow toots to use this hashtag
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'no': 'No'
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6
db/migrate/20190815225426_add_last_status_at_to_tags.rb
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6
db/migrate/20190815225426_add_last_status_at_to_tags.rb
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class AddLastStatusAtToTags < ActiveRecord::Migration[5.2]
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def change
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add_column :tags, :last_status_at, :datetime
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add_column :tags, :last_trend_at, :datetime
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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_07_135426) do
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ActiveRecord::Schema.define(version: 2019_08_15_225426) 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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@ -667,6 +667,8 @@ ActiveRecord::Schema.define(version: 2019_08_07_135426) do
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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.index "lower((name)::text)", name: "index_tags_on_name_lower", unique: true
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end
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@ -136,8 +136,8 @@ RSpec.describe Tag, type: :model do
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end
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it 'finds the exact matching tag as the first item' do
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similar_tag = Fabricate(:tag, name: "matchlater", score: 1)
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tag = Fabricate(:tag, name: "match", score: 1)
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similar_tag = Fabricate(:tag, name: "matchlater", reviewed_at: Time.now.utc)
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tag = Fabricate(:tag, name: "match", reviewed_at: Time.now.utc)
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results = Tag.search_for("match")
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