# frozen_string_literal: true module Ml class Candidate < ApplicationRecord include Sortable PACKAGE_PREFIX = 'ml_candidate_' enum status: { running: 0, scheduled: 1, finished: 2, failed: 3, killed: 4 } validates :iid, :experiment, presence: true validates :status, inclusion: { in: statuses.keys } belongs_to :experiment, class_name: 'Ml::Experiment' belongs_to :user has_many :metrics, class_name: 'Ml::CandidateMetric' has_many :params, class_name: 'Ml::CandidateParam' has_many :metadata, class_name: 'Ml::CandidateMetadata' has_many :latest_metrics, -> { latest }, class_name: 'Ml::CandidateMetric', inverse_of: :candidate attribute :iid, default: -> { SecureRandom.uuid } scope :including_relationships, -> { includes(:latest_metrics, :params, :user) } scope :by_name, ->(name) { where("ml_candidates.name LIKE ?", "%#{sanitize_sql_like(name)}%") } # rubocop:disable GitlabSecurity/SqlInjection scope :order_by_metric, ->(metric, direction) do subquery = Ml::CandidateMetric.latest.where(name: metric) column_expression = Arel::Table.new('latest')[:value] metric_order_expression = direction.to_sym == :desc ? column_expression.desc : column_expression.asc joins("INNER JOIN (#{subquery.to_sql}) latest ON latest.candidate_id = ml_candidates.id") .select("ml_candidates.*", "latest.value as metric_value") .order( Gitlab::Pagination::Keyset::Order.build( [ Gitlab::Pagination::Keyset::ColumnOrderDefinition.new( attribute_name: 'metric_value', order_expression: metric_order_expression, nullable: :nulls_last, distinct: false ), Gitlab::Pagination::Keyset::ColumnOrderDefinition.new( attribute_name: 'id', order_expression: arel_table[:id].desc ) ]) ) end delegate :project_id, :project, to: :experiment def artifact_root "/#{package_name}/#{package_version}/" end def artifact artifact_lazy&.itself end def artifact_lazy BatchLoader.for(id).batch do |candidate_ids, loader| Packages::Package .joins("INNER JOIN ml_candidates ON packages_packages.name=(concat('#{PACKAGE_PREFIX}', ml_candidates.id))") .where(ml_candidates: { id: candidate_ids }) .find_each do |package| loader.call(package.name.delete_prefix(PACKAGE_PREFIX).to_i, package) end end end def package_name "#{PACKAGE_PREFIX}#{id}" end def package_version '-' end class << self def with_project_id_and_iid(project_id, iid) return unless project_id.present? && iid.present? joins(:experiment).find_by(experiment: { project_id: project_id }, iid: iid) end end end end