Change account search tokenizer and queries (#26378)
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2 changed files with 144 additions and 89 deletions
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@ -33,7 +33,7 @@ class AccountsIndex < Chewy::Index
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},
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verbatim: {
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tokenizer: 'whitespace',
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tokenizer: 'standard',
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filter: %w(lowercase asciifolding cjk_width),
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},
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@ -8,6 +8,143 @@ class AccountSearchService < BaseService
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# Min. number of characters to look for non-exact matches
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MIN_QUERY_LENGTH = 5
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class QueryBuilder
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def initialize(query, account, options = {})
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@query = query
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@account = account
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@options = options
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end
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def build
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AccountsIndex.query(
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bool: {
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must: {
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function_score: {
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query: {
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bool: {
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must: must_clauses,
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},
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},
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functions: [
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reputation_score_function,
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followers_score_function,
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time_distance_function,
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],
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},
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},
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should: should_clauses,
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}
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)
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end
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private
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def must_clauses
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if @account && @options[:following]
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[core_query, only_following_query]
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else
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[core_query]
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end
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end
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def should_clauses
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if @account && !@options[:following]
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[boost_following_query]
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else
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[]
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end
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end
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# This function limits results to only the accounts the user is following
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def only_following_query
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{
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terms: {
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id: following_ids,
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},
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}
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end
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# This function promotes accounts the user is following
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def boost_following_query
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{
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terms: {
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id: following_ids,
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boost: 100,
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},
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}
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end
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# This function deranks accounts that follow more people than follow them
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def reputation_score_function
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{
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script_score: {
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script: {
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source: "(Math.max(doc['followers_count'].value, 0) + 0.0) / (Math.max(doc['followers_count'].value, 0) + Math.max(doc['following_count'].value, 0) + 1)",
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},
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},
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}
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end
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# This function promotes accounts that have more followers
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def followers_score_function
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{
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script_score: {
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script: {
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source: "(Math.max(doc['followers_count'].value, 0) / (Math.max(doc['followers_count'].value, 0) + 1))",
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},
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},
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}
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end
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# This function deranks accounts that haven't posted in a long time
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def time_distance_function
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{
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gauss: {
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last_status_at: {
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scale: '30d',
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offset: '30d',
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decay: 0.3,
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},
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},
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}
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end
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def following_ids
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@following_ids ||= @account.active_relationships.pluck(:target_account_id) + [@account.id]
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end
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end
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class AutocompleteQueryBuilder < QueryBuilder
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private
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def core_query
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{
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multi_match: {
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query: @query,
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type: 'bool_prefix',
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fields: %w(username username.* display_name display_name.*),
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},
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}
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end
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end
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class FullQueryBuilder < QueryBuilder
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private
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def core_query
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{
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multi_match: {
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query: @query,
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type: 'most_fields',
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fields: %w(username^2 display_name^2 text text.*),
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operator: 'and',
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},
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}
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end
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end
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def call(query, account = nil, options = {})
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@query = query&.strip&.gsub(/\A@/, '')
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@limit = options[:limit].to_i
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@ -71,27 +208,15 @@ class AccountSearchService < BaseService
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end
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def from_elasticsearch
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must_clauses = must_clause
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should_clauses = should_clause
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if account
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return [] if options[:following] && following_ids.empty?
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if options[:following]
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must_clauses << { terms: { id: following_ids } }
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elsif following_ids.any?
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should_clauses << { terms: { id: following_ids, boost: 100 } }
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query_builder = begin
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if options[:use_searchable_text]
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FullQueryBuilder.new(terms_for_query, account, options.slice(:following))
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else
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AutocompleteQueryBuilder.new(terms_for_query, account, options.slice(:following))
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end
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end
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query = { bool: { must: must_clauses, should: should_clauses } }
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functions = [reputation_score_function, followers_score_function, time_distance_function]
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records = AccountsIndex.query(function_score: { query: query, functions: functions })
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.limit(limit_for_non_exact_results)
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.offset(offset)
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.objects
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.compact
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records = query_builder.build.limit(limit_for_non_exact_results).offset(offset).objects.compact
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ActiveRecord::Associations::Preloader.new(records: records, associations: :account_stat)
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@ -100,76 +225,6 @@ class AccountSearchService < BaseService
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nil
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end
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def reputation_score_function
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{
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script_score: {
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script: {
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source: "(Math.max(doc['followers_count'].value, 0) + 0.0) / (Math.max(doc['followers_count'].value, 0) + Math.max(doc['following_count'].value, 0) + 1)",
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},
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},
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}
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end
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def followers_score_function
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{
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script_score: {
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script: {
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source: "Math.log10(Math.max(doc['followers_count'].value, 0) + 2)",
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},
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},
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}
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end
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def time_distance_function
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{
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gauss: {
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last_status_at: {
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scale: '30d',
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offset: '30d',
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decay: 0.3,
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},
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},
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}
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end
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def must_clause
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if options[:start_with_hashtag]
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fields = %w(text text.*)
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else
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fields = %w(username username.* display_name display_name.*)
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fields << 'text' << 'text.*' if options[:use_searchable_text]
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end
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[
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{
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multi_match: {
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query: terms_for_query,
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fields: fields,
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type: 'best_fields',
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operator: 'or',
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},
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},
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]
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end
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def should_clause
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[
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{
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multi_match: {
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query: terms_for_query,
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fields: %w(username username.* display_name display_name.*),
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type: 'best_fields',
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operator: 'and',
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boost: 10,
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},
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},
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]
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end
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def following_ids
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@following_ids ||= account.active_relationships.pluck(:target_account_id) + [account.id]
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end
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def limit_for_non_exact_results
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return 0 if @account.nil? && query.size < MIN_QUERY_LENGTH
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