630 lines
23 KiB
Ruby
630 lines
23 KiB
Ruby
# frozen_string_literal: true
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require 'spec_helper'
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require 'mime/types'
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RSpec.describe API::Ml::Mlflow, feature_category: :mlops do
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include SessionHelpers
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include ApiHelpers
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include HttpBasicAuthHelpers
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let_it_be(:project) { create(:project, :private) }
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let_it_be(:developer) { create(:user).tap { |u| project.add_developer(u) } }
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let_it_be(:another_project) { build(:project).tap { |p| p.add_developer(developer) } }
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let_it_be(:experiment) do
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create(:ml_experiments, :with_metadata, project: project)
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end
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let_it_be(:candidate) do
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create(:ml_candidates,
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:with_metrics_and_params, :with_metadata,
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user: experiment.user, start_time: 1234, experiment: experiment, project: project)
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end
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let_it_be(:tokens) do
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{
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write: create(:personal_access_token, scopes: %w[read_api api], user: developer),
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read: create(:personal_access_token, scopes: %w[read_api], user: developer),
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no_access: create(:personal_access_token, scopes: %w[read_user], user: developer),
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different_user: create(:personal_access_token, scopes: %w[read_api api], user: build(:user))
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}
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end
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let(:current_user) { developer }
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let(:ff_value) { true }
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let(:access_token) { tokens[:write] }
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let(:headers) do
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{ 'Authorization' => "Bearer #{access_token.token}" }
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end
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let(:project_id) { project.id }
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let(:default_params) { {} }
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let(:params) { default_params }
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let(:request) { get api(route), params: params, headers: headers }
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before do
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stub_feature_flags(ml_experiment_tracking: ff_value)
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request
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end
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shared_examples 'Not Found' do |message|
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it "is Not Found" do
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expect(response).to have_gitlab_http_status(:not_found)
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expect(json_response['message']).to eq(message) if message.present?
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end
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end
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shared_examples 'Not Found - Resource Does Not Exist' do
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it "is Resource Does Not Exist" do
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expect(response).to have_gitlab_http_status(:not_found)
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expect(json_response).to include({ "error_code" => 'RESOURCE_DOES_NOT_EXIST' })
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end
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end
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shared_examples 'Requires api scope' do
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context 'when user has access but token has wrong scope' do
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let(:access_token) { tokens[:read] }
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it { expect(response).to have_gitlab_http_status(:forbidden) }
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end
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end
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shared_examples 'Requires read_api scope' do
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context 'when user has access but token has wrong scope' do
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let(:access_token) { tokens[:no_access] }
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it { expect(response).to have_gitlab_http_status(:forbidden) }
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end
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end
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shared_examples 'Bad Request' do |error_code = nil|
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it "is Bad Request" do
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expect(response).to have_gitlab_http_status(:bad_request)
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expect(json_response).to include({ 'error_code' => error_code }) if error_code.present?
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end
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end
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shared_examples 'shared error cases' do
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context 'when not authenticated' do
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let(:headers) { {} }
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it "is Unauthorized" do
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expect(response).to have_gitlab_http_status(:unauthorized)
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end
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end
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context 'when user does not have access' do
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let(:access_token) { tokens[:different_user] }
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it_behaves_like 'Not Found'
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end
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context 'when ff is disabled' do
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let(:ff_value) { false }
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it_behaves_like 'Not Found'
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end
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end
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shared_examples 'run_id param error cases' do
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context 'when run id is not passed' do
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let(:params) { {} }
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it_behaves_like 'Bad Request'
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end
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context 'when run_id is invalid' do
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let(:params) { default_params.merge(run_id: non_existing_record_iid.to_s) }
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it_behaves_like 'Not Found - Resource Does Not Exist'
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end
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context 'when run_id is not in in the project' do
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let(:project_id) { another_project.id }
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it_behaves_like 'Not Found - Resource Does Not Exist'
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end
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end
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shared_examples 'Bad Request on missing required' do |keys|
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keys.each do |key|
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context "when \"#{key}\" is missing" do
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let(:params) { default_params.tap { |p| p.delete(key) } }
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it_behaves_like 'Bad Request'
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end
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end
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end
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describe 'GET /projects/:id/ml/mlflow/api/2.0/mlflow/experiments/get' do
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let(:experiment_iid) { experiment.iid.to_s }
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let(:route) { "/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/experiments/get?experiment_id=#{experiment_iid}" }
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it 'returns the experiment', :aggregate_failures do
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expect(response).to have_gitlab_http_status(:ok)
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expect(response).to match_response_schema('ml/get_experiment')
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expect(json_response).to include({
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'experiment' => {
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'experiment_id' => experiment_iid,
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'name' => experiment.name,
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'lifecycle_stage' => 'active',
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'artifact_location' => 'not_implemented',
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'tags' => [
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{
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'key' => experiment.metadata[0].name,
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'value' => experiment.metadata[0].value
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},
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{
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'key' => experiment.metadata[1].name,
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'value' => experiment.metadata[1].value
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}
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]
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}
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})
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end
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describe 'Error States' do
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context 'when has access' do
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context 'and experiment does not exist' do
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let(:experiment_iid) { non_existing_record_iid.to_s }
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it_behaves_like 'Not Found - Resource Does Not Exist'
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end
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context 'and experiment_id is not passed' do
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let(:route) { "/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/experiments/get" }
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it_behaves_like 'Not Found - Resource Does Not Exist'
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end
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end
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it_behaves_like 'shared error cases'
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it_behaves_like 'Requires read_api scope'
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end
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end
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describe 'GET /projects/:id/ml/mlflow/api/2.0/mlflow/experiments/list' do
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let(:route) { "/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/experiments/list" }
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it 'returns the experiments' do
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expect(response).to have_gitlab_http_status(:ok)
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expect(response).to match_response_schema('ml/list_experiments')
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expect(json_response).to include({
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'experiments' => [
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'experiment_id' => experiment.iid.to_s,
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'name' => experiment.name,
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'lifecycle_stage' => 'active',
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'artifact_location' => 'not_implemented',
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'tags' => [
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{
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'key' => experiment.metadata[0].name,
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'value' => experiment.metadata[0].value
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},
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{
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'key' => experiment.metadata[1].name,
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'value' => experiment.metadata[1].value
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}
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]
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]
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})
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end
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context 'when there are no experiments' do
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let(:project_id) { another_project.id }
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it 'returns an empty list' do
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expect(json_response).to include({ 'experiments' => [] })
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end
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end
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describe 'Error States' do
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it_behaves_like 'shared error cases'
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it_behaves_like 'Requires read_api scope'
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end
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end
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describe 'GET /projects/:id/ml/mlflow/api/2.0/mlflow/experiments/get-by-name' do
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let(:experiment_name) { experiment.name }
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let(:route) do
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"/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/experiments/get-by-name?experiment_name=#{experiment_name}"
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end
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it 'returns the experiment', :aggregate_failures do
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expect(response).to have_gitlab_http_status(:ok)
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expect(response).to match_response_schema('ml/get_experiment')
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expect(json_response).to include({
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'experiment' => {
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'experiment_id' => experiment.iid.to_s,
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'name' => experiment_name,
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'lifecycle_stage' => 'active',
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'artifact_location' => 'not_implemented',
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'tags' => [
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{
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'key' => experiment.metadata[0].name,
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'value' => experiment.metadata[0].value
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},
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{
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'key' => experiment.metadata[1].name,
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'value' => experiment.metadata[1].value
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}
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]
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}
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})
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end
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describe 'Error States' do
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context 'when has access but experiment does not exist' do
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let(:experiment_name) { "random_experiment" }
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it_behaves_like 'Not Found - Resource Does Not Exist'
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end
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context 'when has access but experiment_name is not passed' do
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let(:route) { "/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/experiments/get-by-name" }
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it_behaves_like 'Not Found - Resource Does Not Exist'
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end
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it_behaves_like 'shared error cases'
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it_behaves_like 'Requires read_api scope'
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end
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end
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describe 'POST /projects/:id/ml/mlflow/api/2.0/mlflow/experiments/create' do
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let(:route) do
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"/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/experiments/create"
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end
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let(:params) { { name: 'new_experiment' } }
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let(:request) { post api(route), params: params, headers: headers }
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it 'creates the experiment', :aggregate_failures do
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expect(response).to have_gitlab_http_status(:ok)
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expect(json_response).to include('experiment_id')
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end
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describe 'Error States' do
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context 'when experiment name is not passed' do
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let(:params) { {} }
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it_behaves_like 'Bad Request'
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end
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context 'when experiment name already exists' do
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let(:existing_experiment) do
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create(:ml_experiments, user: current_user, project: project)
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end
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let(:params) { { name: existing_experiment.name } }
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it_behaves_like 'Bad Request', 'RESOURCE_ALREADY_EXISTS'
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end
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context 'when project does not exist' do
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let(:route) { "/projects/#{non_existing_record_id}/ml/mlflow/api/2.0/mlflow/experiments/create" }
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it_behaves_like 'Not Found', '404 Project Not Found'
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end
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it_behaves_like 'shared error cases'
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it_behaves_like 'Requires api scope'
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end
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end
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describe 'POST /projects/:id/ml/mlflow/api/2.0/mlflow/experiments/set-experiment-tag' do
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let(:route) { "/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/experiments/set-experiment-tag" }
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let(:default_params) { { experiment_id: experiment.iid.to_s, key: 'some_key', value: 'value' } }
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let(:params) { default_params }
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let(:request) { post api(route), params: params, headers: headers }
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it 'logs the tag', :aggregate_failures do
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expect(response).to have_gitlab_http_status(:ok)
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expect(json_response).to be_empty
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expect(experiment.reload.metadata.map(&:name)).to include('some_key')
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end
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describe 'Error Cases' do
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context 'when tag was already set' do
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let(:params) { default_params.merge(key: experiment.metadata[0].name) }
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it_behaves_like 'Bad Request'
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end
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it_behaves_like 'shared error cases'
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it_behaves_like 'Requires api scope'
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it_behaves_like 'Bad Request on missing required', [:key, :value]
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end
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end
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describe 'Runs' do
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describe 'POST /projects/:id/ml/mlflow/api/2.0/mlflow/runs/create' do
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let(:route) { "/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/runs/create" }
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let(:params) do
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{
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experiment_id: experiment.iid.to_s,
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start_time: Time.now.to_i,
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run_name: "A new Run",
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tags: [
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{ key: 'hello', value: 'world' }
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]
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}
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end
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let(:request) { post api(route), params: params, headers: headers }
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it 'creates the run', :aggregate_failures do
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expected_properties = {
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'experiment_id' => params[:experiment_id],
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'user_id' => current_user.id.to_s,
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'run_name' => "A new Run",
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'start_time' => params[:start_time],
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'status' => 'RUNNING',
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'lifecycle_stage' => 'active'
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}
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expect(response).to have_gitlab_http_status(:ok)
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expect(response).to match_response_schema('ml/run')
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expect(json_response['run']).to include('info' => hash_including(**expected_properties),
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'data' => {
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'metrics' => [],
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'params' => [],
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'tags' => [{ 'key' => 'hello', 'value' => 'world' }]
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})
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end
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describe 'Error States' do
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context 'when experiment id is not passed' do
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let(:params) { {} }
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it_behaves_like 'Bad Request'
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end
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context 'when experiment id does not exist' do
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let(:params) { { experiment_id: non_existing_record_iid.to_s } }
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it_behaves_like 'Not Found - Resource Does Not Exist'
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end
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context 'when experiment exists but is not part of the project' do
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let(:project_id) { another_project.id }
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it_behaves_like 'Not Found - Resource Does Not Exist'
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end
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it_behaves_like 'shared error cases'
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it_behaves_like 'Requires api scope'
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end
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end
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describe 'GET /projects/:id/ml/mlflow/api/2.0/mlflow/runs/get' do
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let(:route) { "/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/runs/get" }
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let(:default_params) { { 'run_id' => candidate.eid } }
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it 'gets the run', :aggregate_failures do
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expected_properties = {
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'experiment_id' => candidate.experiment.iid.to_s,
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'user_id' => candidate.user.id.to_s,
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'start_time' => candidate.start_time,
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'artifact_uri' => "http://www.example.com/api/v4/projects/#{project_id}/packages/generic/ml_experiment_#{experiment.iid}/#{candidate.iid}/",
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'status' => "RUNNING",
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'lifecycle_stage' => "active"
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}
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expect(response).to have_gitlab_http_status(:ok)
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expect(response).to match_response_schema('ml/run')
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expect(json_response['run']).to include(
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'info' => hash_including(**expected_properties),
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'data' => {
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'metrics' => [
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hash_including('key' => candidate.metrics[0].name),
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hash_including('key' => candidate.metrics[1].name)
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],
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'params' => [
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{ 'key' => candidate.params[0].name, 'value' => candidate.params[0].value },
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{ 'key' => candidate.params[1].name, 'value' => candidate.params[1].value }
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],
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'tags' => [
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{ 'key' => candidate.metadata[0].name, 'value' => candidate.metadata[0].value },
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{ 'key' => candidate.metadata[1].name, 'value' => candidate.metadata[1].value }
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]
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})
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end
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describe 'Error States' do
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it_behaves_like 'run_id param error cases'
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it_behaves_like 'shared error cases'
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it_behaves_like 'Requires read_api scope'
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end
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end
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describe 'POST /projects/:id/ml/mlflow/api/2.0/mlflow/runs/update' do
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let(:default_params) { { run_id: candidate.eid.to_s, status: 'FAILED', end_time: Time.now.to_i } }
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let(:request) { post api(route), params: params, headers: headers }
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let(:route) { "/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/runs/update" }
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it 'updates the run', :aggregate_failures do
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expected_properties = {
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'experiment_id' => candidate.experiment.iid.to_s,
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'user_id' => candidate.user.id.to_s,
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'start_time' => candidate.start_time,
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'end_time' => params[:end_time],
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'artifact_uri' => "http://www.example.com/api/v4/projects/#{project_id}/packages/generic/ml_experiment_#{experiment.iid}/#{candidate.iid}/",
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'status' => 'FAILED',
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'lifecycle_stage' => 'active'
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}
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expect(response).to have_gitlab_http_status(:ok)
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expect(response).to match_response_schema('ml/update_run')
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expect(json_response).to include('run_info' => hash_including(**expected_properties))
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end
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describe 'Error States' do
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context 'when status in invalid' do
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let(:params) { default_params.merge(status: 'YOLO') }
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it_behaves_like 'Bad Request'
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end
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context 'when end_time is invalid' do
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let(:params) { default_params.merge(end_time: 's') }
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it_behaves_like 'Bad Request'
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end
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it_behaves_like 'shared error cases'
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it_behaves_like 'Requires api scope'
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it_behaves_like 'run_id param error cases'
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end
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end
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describe 'POST /projects/:id/ml/mlflow/api/2.0/mlflow/runs/log-metric' do
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let(:route) { "/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/runs/log-metric" }
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let(:default_params) { { run_id: candidate.eid.to_s, key: 'some_key', value: 10.0, timestamp: Time.now.to_i } }
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let(:request) { post api(route), params: params, headers: headers }
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it 'logs the metric', :aggregate_failures do
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candidate.metrics.reload
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expect(response).to have_gitlab_http_status(:ok)
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expect(json_response).to be_empty
|
|
expect(candidate.metrics.length).to eq(3)
|
|
end
|
|
|
|
describe 'Error Cases' do
|
|
it_behaves_like 'shared error cases'
|
|
it_behaves_like 'Requires api scope'
|
|
it_behaves_like 'run_id param error cases'
|
|
it_behaves_like 'Bad Request on missing required', [:key, :value, :timestamp]
|
|
end
|
|
end
|
|
|
|
describe 'POST /projects/:id/ml/mlflow/api/2.0/mlflow/runs/log-parameter' do
|
|
let(:route) { "/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/runs/log-parameter" }
|
|
let(:default_params) { { run_id: candidate.eid.to_s, key: 'some_key', value: 'value' } }
|
|
let(:request) { post api(route), params: params, headers: headers }
|
|
|
|
it 'logs the parameter', :aggregate_failures do
|
|
candidate.params.reload
|
|
|
|
expect(response).to have_gitlab_http_status(:ok)
|
|
expect(json_response).to be_empty
|
|
expect(candidate.params.length).to eq(3)
|
|
end
|
|
|
|
describe 'Error Cases' do
|
|
context 'when parameter was already logged' do
|
|
let(:params) { default_params.tap { |p| p[:key] = candidate.params[0].name } }
|
|
|
|
it_behaves_like 'Bad Request'
|
|
end
|
|
|
|
it_behaves_like 'shared error cases'
|
|
it_behaves_like 'Requires api scope'
|
|
it_behaves_like 'run_id param error cases'
|
|
it_behaves_like 'Bad Request on missing required', [:key, :value]
|
|
end
|
|
end
|
|
|
|
describe 'POST /projects/:id/ml/mlflow/api/2.0/mlflow/runs/set-tag' do
|
|
let(:route) { "/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/runs/set-tag" }
|
|
let(:default_params) { { run_id: candidate.eid.to_s, key: 'some_key', value: 'value' } }
|
|
let(:request) { post api(route), params: params, headers: headers }
|
|
|
|
it 'logs the tag', :aggregate_failures do
|
|
expect(response).to have_gitlab_http_status(:ok)
|
|
expect(json_response).to be_empty
|
|
expect(candidate.reload.metadata.map(&:name)).to include('some_key')
|
|
end
|
|
|
|
describe 'Error Cases' do
|
|
context 'when tag was already logged' do
|
|
let(:params) { default_params.tap { |p| p[:key] = candidate.metadata[0].name } }
|
|
|
|
it_behaves_like 'Bad Request'
|
|
end
|
|
|
|
it_behaves_like 'shared error cases'
|
|
it_behaves_like 'Requires api scope'
|
|
it_behaves_like 'run_id param error cases'
|
|
it_behaves_like 'Bad Request on missing required', [:key, :value]
|
|
end
|
|
end
|
|
|
|
describe 'POST /projects/:id/ml/mlflow/api/2.0/mlflow/runs/log-batch' do
|
|
let(:candidate2) do
|
|
create(:ml_candidates, user: experiment.user, start_time: 1234, experiment: experiment, project: project)
|
|
end
|
|
|
|
let(:route) { "/projects/#{project_id}/ml/mlflow/api/2.0/mlflow/runs/log-batch" }
|
|
let(:default_params) do
|
|
{
|
|
run_id: candidate2.eid.to_s,
|
|
metrics: [
|
|
{ key: 'mae', value: 2.5, timestamp: 1552550804 },
|
|
{ key: 'rmse', value: 2.7, timestamp: 1552550804 }
|
|
],
|
|
params: [{ key: 'model_class', value: 'LogisticRegression' }],
|
|
tags: [{ key: 'tag1', value: 'tag.value.1' }]
|
|
}
|
|
end
|
|
|
|
let(:request) { post api(route), params: params, headers: headers }
|
|
|
|
it 'logs parameters and metrics', :aggregate_failures do
|
|
expect(response).to have_gitlab_http_status(:ok)
|
|
expect(json_response).to be_empty
|
|
expect(candidate2.params.size).to eq(1)
|
|
expect(candidate2.metadata.size).to eq(1)
|
|
expect(candidate2.metrics.size).to eq(2)
|
|
end
|
|
|
|
context 'when parameter was already logged' do
|
|
let(:params) do
|
|
default_params.tap { |p| p[:params] = [{ key: 'hello', value: 'a' }, { key: 'hello', value: 'b' }] }
|
|
end
|
|
|
|
it 'does not log', :aggregate_failures do
|
|
candidate.params.reload
|
|
|
|
expect(response).to have_gitlab_http_status(:ok)
|
|
expect(candidate2.params.size).to eq(1)
|
|
end
|
|
end
|
|
|
|
context 'when tag was already logged' do
|
|
let(:params) do
|
|
default_params.tap { |p| p[:tags] = [{ key: 'tag1', value: 'a' }, { key: 'tag1', value: 'b' }] }
|
|
end
|
|
|
|
it 'logs only 1', :aggregate_failures do
|
|
candidate.metadata.reload
|
|
|
|
expect(response).to have_gitlab_http_status(:ok)
|
|
expect(candidate2.metadata.size).to eq(1)
|
|
end
|
|
end
|
|
|
|
describe 'Error Cases' do
|
|
context 'when required metric key is missing' do
|
|
let(:params) { default_params.tap { |p| p[:metrics] = [p[:metrics][0].delete(:key)] } }
|
|
|
|
it_behaves_like 'Bad Request'
|
|
end
|
|
|
|
context 'when required param key is missing' do
|
|
let(:params) { default_params.tap { |p| p[:params] = [p[:params][0].delete(:key)] } }
|
|
|
|
it_behaves_like 'Bad Request'
|
|
end
|
|
|
|
it_behaves_like 'shared error cases'
|
|
it_behaves_like 'Requires api scope'
|
|
it_behaves_like 'run_id param error cases'
|
|
end
|
|
end
|
|
end
|
|
end
|