# frozen_string_literal: true module Ml module ExperimentTracking class CandidateRepository attr_accessor :project, :user, :experiment, :candidate def initialize(project, user) @project = project @user = user end def by_eid(eid) ::Ml::Candidate.with_project_id_and_eid(project.id, eid) end def create!(experiment, start_time, tags = nil, name = nil) candidate = experiment.candidates.create!( user: user, name: candidate_name(name, tags), project: project, start_time: start_time || 0 ) add_tags(candidate, tags) candidate end def update(candidate, status, end_time) candidate.status = status.downcase if status candidate.end_time = end_time if end_time candidate.save end def add_metric!(candidate, name, value, tracked_at, step) candidate.metrics.create!( name: name, value: value, tracked_at: tracked_at, step: step ) end def add_param!(candidate, name, value) candidate.params.create!(name: name, value: value) end def add_tag!(candidate, name, value) candidate.metadata.create!(name: name, value: value) end def add_metrics(candidate, metric_definitions) extra_keys = { tracked_at: :timestamp, step: :step } insert_many(candidate, metric_definitions, ::Ml::CandidateMetric, extra_keys) end def add_params(candidate, param_definitions) insert_many(candidate, param_definitions, ::Ml::CandidateParam) end def add_tags(candidate, tag_definitions) insert_many(candidate, tag_definitions, ::Ml::CandidateMetadata) end private def timestamps current_time = Time.zone.now { created_at: current_time, updated_at: current_time } end def insert_many(candidate, definitions, entity_class, extra_keys = {}) return unless candidate.present? && definitions.present? entities = definitions.map do |d| { candidate_id: candidate.id, name: d[:key], value: d[:value], **extra_keys.transform_values { |old_key| d[old_key] }, **timestamps } end entity_class.insert_all(entities, returning: false) unless entities.empty? end def candidate_name(name, tags) return name if name.present? return unless tags.present? tags.detect { |t| t[:key] == 'mlflow.runName' }&.dig(:value) end end end end