Change algorithm of `tootctl search deploy` to improve performance (#18463)
parent
4be9216ccd
commit
eda9c41ed8
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@ -23,7 +23,7 @@ class AccountsIndex < Chewy::Index
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},
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}
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index_scope ::Account.searchable.includes(:account_stat), delete_if: ->(account) { account.destroyed? || !account.searchable? }
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index_scope ::Account.searchable.includes(:account_stat)
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root date_detection: false do
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field :id, type: 'long'
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@ -36,8 +36,8 @@ class AccountsIndex < Chewy::Index
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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 :following_count, type: 'long', value: ->(account) { account.following.local.count }
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field :followers_count, type: 'long', value: ->(account) { account.followers.local.count }
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field :following_count, type: 'long', value: ->(account) { account.following_count }
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field :followers_count, type: 'long', value: ->(account) { account.followers_count }
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field :last_status_at, type: 'date', value: ->(account) { account.last_status_at || account.created_at }
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end
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end
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@ -33,6 +33,8 @@ class StatusesIndex < Chewy::Index
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},
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}
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# We do not use delete_if option here because it would call a method that we
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# expect to be called with crutches without crutches, causing n+1 queries
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index_scope ::Status.unscoped.kept.without_reblogs.includes(:media_attachments, :preloadable_poll)
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crutch :mentions do |collection|
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@ -23,7 +23,11 @@ class TagsIndex < Chewy::Index
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},
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}
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index_scope ::Tag.listable, delete_if: ->(tag) { tag.destroyed? || !tag.listable? }
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index_scope ::Tag.listable
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crutch :time_period do
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7.days.ago.to_date..0.days.ago.to_date
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end
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root date_detection: false do
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field :name, type: 'text', analyzer: 'content' do
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@ -31,7 +35,7 @@ class TagsIndex < Chewy::Index
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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 } }
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field :usage, type: 'long', value: ->(tag, crutches) { tag.history.aggregate(crutches.time_period).accounts }
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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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@ -0,0 +1,30 @@
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# frozen_string_literal: true
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class Importer::AccountsIndexImporter < Importer::BaseImporter
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def import!
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scope.includes(:account_stat).find_in_batches(batch_size: @batch_size) do |tmp|
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in_work_unit(tmp) do |accounts|
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bulk = Chewy::Index::Import::BulkBuilder.new(index, to_index: accounts).bulk_body
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indexed = bulk.select { |entry| entry[:index] }.size
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deleted = bulk.select { |entry| entry[:delete] }.size
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Chewy::Index::Import::BulkRequest.new(index).perform(bulk)
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[indexed, deleted]
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end
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end
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wait!
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end
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private
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def index
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AccountsIndex
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end
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def scope
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Account.searchable
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end
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end
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@ -0,0 +1,87 @@
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# frozen_string_literal: true
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class Importer::BaseImporter
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# @param [Integer] batch_size
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# @param [Concurrent::ThreadPoolExecutor] executor
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def initialize(batch_size:, executor:)
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@batch_size = batch_size
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@executor = executor
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@wait_for = Concurrent::Set.new
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end
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# Callback to run when a concurrent work unit completes
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# @param [Proc]
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def on_progress(&block)
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@on_progress = block
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end
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# Callback to run when a concurrent work unit fails
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# @param [Proc]
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def on_failure(&block)
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@on_failure = block
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end
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# Reduce resource usage during and improve speed of indexing
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def optimize_for_import!
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Chewy.client.indices.put_settings index: index.index_name, body: { index: { refresh_interval: -1 } }
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end
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# Restore original index settings
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def optimize_for_search!
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Chewy.client.indices.put_settings index: index.index_name, body: { index: { refresh_interval: index.settings_hash[:settings][:index][:refresh_interval] } }
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end
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# Estimate the amount of documents that would be indexed. Not exact!
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# @returns [Integer]
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def estimate!
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ActiveRecord::Base.connection_pool.with_connection { |connection| connection.select_one("SELECT reltuples AS estimate FROM pg_class WHERE relname = '#{index.adapter.target.table_name}'")['estimate'].to_i }
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end
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# Import data from the database into the index
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def import!
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raise NotImplementedError
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end
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# Remove documents from the index that no longer exist in the database
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def clean_up!
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index.scroll_batches do |documents|
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ids = documents.map { |doc| doc['_id'] }
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existence_map = index.adapter.target.where(id: ids).pluck(:id).each_with_object({}) { |id, map| map[id.to_s] = true }
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tmp = ids.reject { |id| existence_map[id] }
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next if tmp.empty?
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in_work_unit(tmp) do |deleted_ids|
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bulk = Chewy::Index::Import::BulkBuilder.new(index, delete: deleted_ids).bulk_body
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Chewy::Index::Import::BulkRequest.new(index).perform(bulk)
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[0, bulk.size]
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end
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end
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wait!
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end
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protected
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def in_work_unit(*args, &block)
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work_unit = Concurrent::Promises.future_on(@executor, *args, &block)
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work_unit.on_fulfillment!(&@on_progress)
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work_unit.on_rejection!(&@on_failure)
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work_unit.on_resolution! { @wait_for.delete(work_unit) }
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@wait_for << work_unit
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rescue Concurrent::RejectedExecutionError
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sleep(0.1) && retry # Backpressure
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end
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def wait!
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Concurrent::Promises.zip(*@wait_for).wait
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end
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def index
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raise NotImplementedError
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end
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end
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@ -0,0 +1,89 @@
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# frozen_string_literal: true
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class Importer::StatusesIndexImporter < Importer::BaseImporter
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def import!
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# The idea is that instead of iterating over all statuses in the database
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# and calculating the searchable_by for each of them (majority of which
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# would be empty), we approach the index from the other end
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scopes.each do |scope|
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# We could be tempted to keep track of status IDs we have already processed
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# from a different scope to avoid indexing them multiple times, but that
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# could end up being a very large array
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scope.find_in_batches(batch_size: @batch_size) do |tmp|
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in_work_unit(tmp.map(&:status_id)) do |status_ids|
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bulk = ActiveRecord::Base.connection_pool.with_connection do
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Chewy::Index::Import::BulkBuilder.new(index, to_index: Status.includes(:media_attachments, :preloadable_poll).where(id: status_ids)).bulk_body
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end
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indexed = 0
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deleted = 0
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# We can't use the delete_if proc to do the filtering because delete_if
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# is called before rendering the data and we need to filter based
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# on the results of the filter, so this filtering happens here instead
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bulk.map! do |entry|
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new_entry = begin
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if entry[:index] && entry.dig(:index, :data, 'searchable_by').blank?
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{ delete: entry[:index].except(:data) }
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else
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entry
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end
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end
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if new_entry[:index]
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indexed += 1
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else
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deleted += 1
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end
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new_entry
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end
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Chewy::Index::Import::BulkRequest.new(index).perform(bulk)
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[indexed, deleted]
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end
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end
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end
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wait!
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end
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private
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def index
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StatusesIndex
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end
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def scopes
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[
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local_statuses_scope,
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local_mentions_scope,
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local_favourites_scope,
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local_votes_scope,
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local_bookmarks_scope,
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]
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end
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def local_mentions_scope
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Mention.where(account: Account.local, silent: false).select(:id, :status_id)
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end
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def local_favourites_scope
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Favourite.where(account: Account.local).select(:id, :status_id)
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end
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def local_bookmarks_scope
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Bookmark.select(:id, :status_id)
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end
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def local_votes_scope
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Poll.joins(:votes).where(votes: { account: Account.local }).select('polls.id, polls.status_id')
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end
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def local_statuses_scope
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Status.local.select('id, coalesce(reblog_of_id, id) as status_id')
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end
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end
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@ -0,0 +1,26 @@
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# frozen_string_literal: true
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class Importer::TagsIndexImporter < Importer::BaseImporter
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def import!
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index.adapter.default_scope.find_in_batches(batch_size: @batch_size) do |tmp|
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in_work_unit(tmp) do |tags|
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bulk = Chewy::Index::Import::BulkBuilder.new(index, to_index: tags).bulk_body
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indexed = bulk.select { |entry| entry[:index] }.size
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deleted = bulk.select { |entry| entry[:delete] }.size
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Chewy::Index::Import::BulkRequest.new(index).perform(bulk)
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[indexed, deleted]
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end
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end
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wait!
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end
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private
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def index
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TagsIndex
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end
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end
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@ -11,11 +11,11 @@ class Trends::History
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end
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def uses
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redis.mget(*@days.map { |day| day.key_for(:uses) }).map(&:to_i).sum
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with_redis { |redis| redis.mget(*@days.map { |day| day.key_for(:uses) }).map(&:to_i).sum }
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end
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def accounts
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redis.pfcount(*@days.map { |day| day.key_for(:accounts) })
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with_redis { |redis| redis.pfcount(*@days.map { |day| day.key_for(:accounts) }) }
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end
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end
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@ -33,19 +33,21 @@ class Trends::History
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attr_reader :day
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def accounts
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redis.pfcount(key_for(:accounts))
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with_redis { |redis| redis.pfcount(key_for(:accounts)) }
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end
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def uses
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redis.get(key_for(:uses))&.to_i || 0
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with_redis { |redis| redis.get(key_for(:uses))&.to_i || 0 }
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end
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def add(account_id)
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redis.pipelined do
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redis.incrby(key_for(:uses), 1)
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redis.pfadd(key_for(:accounts), account_id)
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redis.expire(key_for(:uses), EXPIRE_AFTER)
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redis.expire(key_for(:accounts), EXPIRE_AFTER)
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with_redis do |redis|
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redis.pipelined do |pipeline|
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pipeline.incrby(key_for(:uses), 1)
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pipeline.pfadd(key_for(:accounts), account_id)
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pipeline.expire(key_for(:uses), EXPIRE_AFTER)
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pipeline.expire(key_for(:accounts), EXPIRE_AFTER)
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end
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end
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end
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@ -16,19 +16,21 @@ module Mastodon
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StatusesIndex,
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].freeze
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option :concurrency, type: :numeric, default: 2, aliases: [:c], desc: 'Workload will be split between this number of threads'
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option :batch_size, type: :numeric, default: 1_000, aliases: [:b], desc: 'Number of records in each batch'
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option :concurrency, type: :numeric, default: 5, aliases: [:c], desc: 'Workload will be split between this number of threads'
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option :batch_size, type: :numeric, default: 100, aliases: [:b], desc: 'Number of records in each batch'
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option :only, type: :array, enum: %w(accounts tags statuses), desc: 'Only process these indices'
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option :import, type: :boolean, default: true, desc: 'Import data from the database to the index'
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option :clean, type: :boolean, default: true, desc: 'Remove outdated documents from the index'
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desc 'deploy', 'Create or upgrade Elasticsearch indices and populate them'
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long_desc <<~LONG_DESC
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If Elasticsearch is empty, this command will create the necessary indices
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and then import data from the database into those indices.
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This command will also upgrade indices if the underlying schema has been
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changed since the last run.
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changed since the last run. Index upgrades erase index data.
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Even if creating or upgrading indices is not necessary, data from the
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database will be imported into the indices.
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database will be imported into the indices, unless overriden with --no-import.
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LONG_DESC
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def deploy
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if options[:concurrency] < 1
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@ -49,7 +51,9 @@ module Mastodon
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end
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end
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progress = ProgressBar.create(total: nil, format: '%t%c/%u |%b%i| %e (%r docs/s)', autofinish: false)
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pool = Concurrent::FixedThreadPool.new(options[:concurrency], max_queue: options[:concurrency] * 10)
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importers = indices.index_with { |index| "Importer::#{index.name}Importer".constantize.new(batch_size: options[:batch_size], executor: pool) }
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progress = ProgressBar.create(total: nil, format: '%t%c/%u |%b%i| %e (%r docs/s)', autofinish: false)
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# First, ensure all indices are created and have the correct
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# structure, so that live data can already be written
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@ -59,99 +63,46 @@ module Mastodon
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index.specification.lock!
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end
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progress.title = 'Estimating workload '
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progress.total = indices.sum { |index| importers[index].estimate! }
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reset_connection_pools!
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pool = Concurrent::FixedThreadPool.new(options[:concurrency])
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added = Concurrent::AtomicFixnum.new(0)
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removed = Concurrent::AtomicFixnum.new(0)
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added = 0
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removed = 0
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progress.title = 'Estimating workload '
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# Estimate the amount of data that has to be imported first
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progress.total = indices.sum { |index| index.adapter.default_scope.count }
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# Now import all the actual data. Mind that unlike chewy:sync, we don't
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# fetch and compare all record IDs from the database and the index to
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# find out which to add and which to remove from the index. Because with
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# potentially millions of rows, the memory footprint of such a calculation
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# is uneconomical. So we only ever add.
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indices.each do |index|
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progress.title = "Importing #{index} "
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batch_size = options[:batch_size]
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slice_size = (batch_size / options[:concurrency]).ceil
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importer = importers[index]
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importer.optimize_for_import!
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index.adapter.default_scope.reorder(nil).find_in_batches(batch_size: batch_size) do |batch|
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futures = []
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batch.each_slice(slice_size) do |records|
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futures << Concurrent::Future.execute(executor: pool) do
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begin
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if !progress.total.nil? && progress.progress + records.size > progress.total
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# The number of items has changed between start and now,
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# since there is no good way to predict the final count from
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# here, just change the progress bar to an indeterminate one
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progress.total = nil
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end
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grouped_records = nil
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bulk_body = nil
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index_count = 0
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delete_count = 0
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ActiveRecord::Base.connection_pool.with_connection do
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grouped_records = records.to_a.group_by do |record|
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index.adapter.send(:delete_from_index?, record) ? :delete : :to_index
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end
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bulk_body = Chewy::Index::Import::BulkBuilder.new(index, **grouped_records).bulk_body
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end
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index_count = grouped_records[:to_index].size if grouped_records.key?(:to_index)
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delete_count = grouped_records[:delete].size if grouped_records.key?(:delete)
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# The following is an optimization for statuses specifically, since
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# we want to de-index statuses that cannot be searched by anybody,
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# but can't use Chewy's delete_if logic because it doesn't use
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# crutches and our searchable_by logic depends on them
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if index == StatusesIndex
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bulk_body.map! do |entry|
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if entry[:to_index] && entry.dig(:to_index, :data, 'searchable_by').blank?
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index_count -= 1
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delete_count += 1
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{ delete: entry[:to_index].except(:data) }
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else
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entry
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end
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end
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end
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Chewy::Index::Import::BulkRequest.new(index).perform(bulk_body)
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progress.progress += records.size
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added.increment(index_count)
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removed.increment(delete_count)
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sleep 1
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rescue => e
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progress.log pastel.red("Error importing #{index}: #{e}")
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ensure
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RedisConfiguration.pool.checkin if Thread.current[:redis]
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Thread.current[:redis] = nil
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end
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end
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end
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futures.map(&:value)
|
||||
importer.on_progress do |(indexed, deleted)|
|
||||
progress.total = nil if progress.progress + indexed + deleted > progress.total
|
||||
progress.progress += indexed + deleted
|
||||
added += indexed
|
||||
removed += deleted
|
||||
end
|
||||
|
||||
importer.on_failure do |reason|
|
||||
progress.log(pastel.red("Error while importing #{index}: #{reason}"))
|
||||
end
|
||||
|
||||
if options[:import]
|
||||
progress.title = "Importing #{index} "
|
||||
importer.import!
|
||||
end
|
||||
|
||||
if options[:clean]
|
||||
progress.title = "Cleaning #{index} "
|
||||
importer.clean_up!
|
||||
end
|
||||
ensure
|
||||
importer.optimize_for_search!
|
||||
end
|
||||
|
||||
progress.title = ''
|
||||
progress.stop
|
||||
progress.title = 'Done! '
|
||||
progress.finish
|
||||
|
||||
say("Indexed #{added.value} records, de-indexed #{removed.value}", :green, true)
|
||||
say("Indexed #{added} records, de-indexed #{removed}", :green, true)
|
||||
end
|
||||
end
|
||||
end
|
||||
|
|
Loading…
Reference in New Issue