/** * Copyright (c) Microsoft Corporation * All rights reserved. * MIT License * Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated * documentation files (the "Software"), to deal in the Software without restriction, including without limitation * the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and * to permit persons to whom the Software is furnished to do so, subject to the following conditions: * The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. * THE SOFTWARE IS PROVIDED *AS IS*, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING * BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND * NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, * DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. */ 'use strict'; import * as assert from 'assert'; import * as chai from 'chai'; import * as chaiAsPromised from 'chai-as-promised'; import * as fs from 'fs'; import * as tmp from 'tmp'; import * as component from '../../common/component'; import { TrialJobApplicationForm, TrialJobDetail, TrainingService } from '../../common/trainingService'; import { cleanupUnitTest, delay, prepareUnitTest } from '../../common/utils'; import { TrialConfigMetadataKey } from '../common/trialConfigMetadataKey'; import { LocalTrainingServiceForGPU } from '../local/localTrainingServiceForGPU'; // TODO: copy mockedTrail.py to local folder const localCodeDir: string = tmp.dirSync().name const mockedTrialPath: string = './training_service/test/mockedTrial.py' fs.copyFileSync(mockedTrialPath, localCodeDir + '/mockedTrial.py') describe('Unit Test for LocalTrainingService', () => { let trialConfig: any = `{"command":"sleep 1h && echo hello","codeDir":"${localCodeDir}","gpuNum":1}` let localTrainingService: LocalTrainingServiceForGPU; before(() => { chai.should(); chai.use(chaiAsPromised); prepareUnitTest(); }); after(() => { cleanupUnitTest(); }); beforeEach(() => { localTrainingService = component.get(LocalTrainingServiceForGPU); localTrainingService.run(); }); afterEach(() => { localTrainingService.cleanUp(); }); it('List empty trial jobs', async () => { //trial jobs should be empty, since there are no submitted jobs chai.expect(await localTrainingService.listTrialJobs()).to.be.empty; }); it('setClusterMetadata and getClusterMetadata', async () => { await localTrainingService.setClusterMetadata(TrialConfigMetadataKey.TRIAL_CONFIG, trialConfig); localTrainingService.getClusterMetadata(TrialConfigMetadataKey.TRIAL_CONFIG).then((data)=>{ chai.expect(data).to.be.equals(trialConfig); }); }); it('Submit job and Cancel job', async () => { await localTrainingService.setClusterMetadata(TrialConfigMetadataKey.TRIAL_CONFIG, trialConfig); // submit job const form: TrialJobApplicationForm = { jobType: 'TRIAL', hyperParameters: { value: 'mock hyperparameters', index: 0 } }; const jobDetail: TrialJobDetail = await localTrainingService.submitTrialJob(form); chai.expect(jobDetail.status).to.be.equals('WAITING'); await localTrainingService.cancelTrialJob(jobDetail.id); chai.expect(jobDetail.status).to.be.equals('USER_CANCELED'); }).timeout(20000); it('Read metrics, Add listener, and remove listener', async () => { // set meta data const trialConfig: string = `{\"command\":\"python3 mockedTrial.py\", \"codeDir\":\"${localCodeDir}\",\"gpuNum\":0}` await localTrainingService.setClusterMetadata(TrialConfigMetadataKey.TRIAL_CONFIG, trialConfig); // submit job const form: TrialJobApplicationForm = { jobType: 'TRIAL', hyperParameters: { value: 'mock hyperparameters', index: 0 } }; const jobDetail: TrialJobDetail = await localTrainingService.submitTrialJob(form); chai.expect(jobDetail.status).to.be.equals('WAITING'); localTrainingService.listTrialJobs().then((jobList)=>{ chai.expect(jobList.length).to.be.equals(1); }); // Add metrics listeners const listener1 = function f1(metric: any) { chai.expect(metric.id).to.be.equals(jobDetail.id); } localTrainingService.addTrialJobMetricListener(listener1); // Wait to collect metric await delay(1000); await localTrainingService.cancelTrialJob(jobDetail.id); localTrainingService.removeTrialJobMetricListener(listener1); }).timeout(20000); it('Test multiphaseSupported', () => { chai.expect(localTrainingService.isMultiPhaseJobSupported).to.be.equals(true) }) });