Created
November 24, 2014 10:50
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the elasticsearch-rails client provides a relatively simple interface for the Elasticsearch Bulk API, which can speed up the indexing
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# A FASTER IMPORTER | |
# | |
# the built-in import is not very efficient. | |
# It grabs every record, builds the ActiveRecord object | |
# and calls #as_indexed_json on it. | |
# | |
# for large sets of data that spans multiple relations, | |
# this can take a lot of time to complete. | |
# | |
# the elasticsearch-rails client provides a relatively simple interface for | |
# the Elasticsearch Bulk API, which can speed up this process. | |
# | |
# usage: | |
# | |
# => FastElasticsearchImporter.new(Model1, Model2, Model3).import! | |
# | |
class FastElasticsearchImporter | |
attr_accessor :client, :klasses | |
def initialize(*klasses) | |
@klasses = klasses | |
end | |
def client | |
@client ||= klasses.first.__elasticsearch__.client | |
end | |
def target_index | |
klasses.first.index_name | |
end | |
def settings | |
with_all_klasses do |klass, _hash| | |
_hash.deep_merge! klass.__elasticsearch__.settings.to_hash | |
end | |
end | |
def mappings | |
with_all_klasses do |klass, _hash| | |
_hash.deep_merge! klass.__elasticsearch__.mappings.to_hash | |
end | |
end | |
def with_all_klasses(&block) | |
klasses.each_with_object({}) { |klass, _hash| block.call(klass, _hash) } | |
end | |
def create_index | |
if client.indices.exists(index: target_index) | |
Logger.new(STDOUT).info "index: #{target_index} already exists" | |
else | |
Logger.new(STDOUT).info "creating index: #{target_index}" | |
client.indices.create(index: target_index, body: { settings: settings, mappings: mappings }) | |
end | |
end | |
def import! | |
create_index | |
import | |
end | |
def import | |
klasses.each do |klass| | |
klass.includes(*associations(klass)).find_in_batches do |models| | |
Logger.new(STDOUT).info "importing #{klass.document_type} with associated #{associations(klass)}" | |
client.bulk({ | |
index: target_index, | |
type: klass.document_type, | |
body: prepare_documents(models) | |
}) | |
end | |
end | |
end | |
def associations(klass) | |
klass.__elasticsearch__ | |
.mapping | |
.to_hash[klass.document_type.to_sym].fetch(:properties) | |
.select { |k, h| h[:type] == 'nested' || h[:type] == 'object' } | |
.keys | |
end | |
def prepare_documents(models) | |
models.map do |model| | |
{ index: { _id: model.id, data: model.as_indexed_json } } | |
end | |
end | |
end |
@toomus wow, didn't even remember that I have written this code :D
glad you found it and that it was useful to you
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Thx, it helps a lot to speedup elasticsearch import