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 charactersmain
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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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# 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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@ -0,0 +1,6 @@
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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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