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# frozen_string_literal: true
require 'spec_helper'
RSpec.describe Ml::Experiment, feature_category: :mlops do
let_it_be(:exp) { create(:ml_experiments) }
let_it_be(:exp2) { create(:ml_experiments, project: exp.project) }
let(:iid) { exp.iid }
let(:exp_name) { exp.name }
describe 'associations' do
it { is_expected.to belong_to(:project) }
it { is_expected.to belong_to(:user) }
it { is_expected.to have_many(:candidates) }
it { is_expected.to have_many(:metadata) }
it { is_expected.to belong_to(:model).class_name('Ml::Model') }
end
describe '#destroy' do
it 'allow experiment without model to be destroyed' do
experiment = create(:ml_experiments, project: exp.project)
expect { experiment.destroy! }.to change { Ml::Experiment.count }.by(-1)
end
it 'throws error when destroying experiment with model' do
experiment = create(:ml_models, project: exp.project).default_experiment
expect { experiment.destroy! }.to raise_error(ActiveRecord::ActiveRecordError)
end
end
describe '.package_name' do
describe '.package_name' do
it { expect(exp.package_name).to eq("ml_experiment_#{exp.iid}") }
end
end
describe '#by_project_id_and_iid' do
subject { described_class.by_project_id_and_iid(exp.project_id, iid) }
context 'if exists' do
it { is_expected.to eq(exp) }
end
context 'if does not exist' do
let(:iid) { non_existing_record_id }
it { is_expected.to be(nil) }
end
end
describe '#by_project_id_and_name' do
subject { described_class.by_project_id_and_name(exp.project_id, exp_name) }
context 'if exists' do
it { is_expected.to eq(exp) }
end
context 'if does not exist' do
let(:exp_name) { 'hello' }
it { is_expected.to be_nil }
end
end
describe '#by_project_id' do
let(:project_id) { exp.project_id }
subject { described_class.by_project_id(project_id) }
it { is_expected.to match_array([exp, exp2]) }
context 'when project does not have experiment' do
let(:project_id) { non_existing_record_iid }
it { is_expected.to be_empty }
end
end
describe '#with_candidate_count' do
let_it_be(:exp3) do
create(:ml_experiments, project: exp.project).tap do |e|
create_list(:ml_candidates, 3, experiment: e, user: nil)
create(:ml_candidates, experiment: exp2, user: nil)
end
end
subject { described_class.with_candidate_count.to_h { |e| [e.id, e.candidate_count] } }
it 'fetches the candidate count', :aggregate_failures do
expect(subject[exp.id]).to eq(0)
expect(subject[exp2.id]).to eq(1)
expect(subject[exp3.id]).to eq(3)
end
end
describe '#package_for_experiment?' do
using RSpec::Parameterized::TableSyntax
subject { described_class.package_for_experiment?(package_name) }
where(:package_name, :id) do
'ml_experiment_1234' | true
'ml_experiment_1234abc' | false
'ml_experiment_abc' | false
'ml_experiment_' | false
'blah' | false
end
with_them do
it { is_expected.to be(id) }
end
end
end
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