# frozen_string_literal: true class MigrateEmbeddingsFromDedicatedDatabase < ActiveRecord::Migration[7.0] def up return unless SiteSetting.ai_embeddings_enabled return unless SiteSetting.ai_embeddings_pg_connection_string.present? truncation = DiscourseAi::Embeddings::Strategies::Truncation.new vector_reps = [ DiscourseAi::Embeddings::VectorRepresentations::AllMpnetBaseV2, DiscourseAi::Embeddings::VectorRepresentations::TextEmbeddingAda002, ].map { |k| k.new(truncation) } vector_reps.each do |vector_rep| new_table_name = vector_rep.topic_table_name old_table_name = "topic_embeddings_#{vector_rep.name.underscore}" begin row_count = DiscourseAi::Database::Connection .db .query_single("SELECT COUNT(*) FROM #{old_table_name}") .first if row_count > 0 puts "Migrating #{row_count} embeddings from #{old_table_name} to #{new_table_name}" last_topic_id = 0 loop do batch = DiscourseAi::Database::Connection.db.query(<<-SQL) SELECT topic_id, embedding FROM #{old_table_name} WHERE topic_id > #{last_topic_id} ORDER BY topic_id ASC LIMIT 50 SQL break if batch.empty? DB.exec(<<-SQL) INSERT INTO #{new_table_name} (topic_id, model_version, strategy_version, digest, embeddings, created_at, updated_at) VALUES #{batch.map { |r| "(#{r.topic_id}, 0, 0, '', '#{r.embedding}', CURRENT_TIMESTAMP, CURRENT_TIMESTAMP)" }.join(", ")} ON CONFLICT (topic_id) DO NOTHING SQL last_topic_id = batch.last.topic_id end end rescue PG::Error => e Rails.logger.error( "Error #{e} migrating embeddings from #{old_table_name} to #{new_table_name}", ) end end end def down # no-op end end