/** * 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 { MetricDataRecord, MetricType, TrialJobInfo } from './datastore'; import { TrialJobStatus } from './trainingService'; type ProfileUpdateType = 'TRIAL_CONCURRENCY' | 'MAX_EXEC_DURATION' | 'SEARCH_SPACE'; interface ExperimentParams { authorName: string; experimentName: string; trialConcurrency: number; maxExecDuration: number; //seconds maxTrialNum: number; searchSpace: string; multiPhase?: boolean; tuner: { className: string; builtinTunerName?: string; codeDir?: string; classArgs?: any; classFileName?: string; checkpointDir: string; gpuNum?: number; }; assessor?: { className: string; builtinAssessorName?: string; codeDir?: string; classArgs?: any; classFileName?: string; checkpointDir: string; gpuNum?: number; }; clusterMetaData?: { key: string; value: string; }[]; } interface ExperimentProfile { params: ExperimentParams; id: string; execDuration: number; startTime?: number; endTime?: number; revision: number; } interface TrialJobStatistics { trialJobStatus: TrialJobStatus; trialJobNumber: number; } interface NNIManagerStatus { status: 'INITIALIZED' | 'EXPERIMENT_RUNNING' | 'ERROR' | 'STOPPING' | 'STOPPED'; errors: string[]; } abstract class Manager { public abstract startExperiment(experimentParams: ExperimentParams): Promise; public abstract resumeExperiment(): Promise; public abstract stopExperiment(): Promise; public abstract getExperimentProfile(): Promise; public abstract updateExperimentProfile(experimentProfile: ExperimentProfile, updateType: ProfileUpdateType): Promise; public abstract addCustomizedTrialJob(hyperParams: string): Promise; public abstract cancelTrialJobByUser(trialJobId: string): Promise; public abstract listTrialJobs(status?: TrialJobStatus): Promise; public abstract getTrialJob(trialJobId: string): Promise; public abstract setClusterMetadata(key: string, value: string): Promise; public abstract getClusterMetadata(key: string): Promise; public abstract getMetricData(trialJobId: string, metricType: MetricType): Promise; public abstract getTrialJobStatistics(): Promise; public abstract getStatus(): NNIManagerStatus; } export { Manager, ExperimentParams, ExperimentProfile, TrialJobStatistics, ProfileUpdateType, NNIManagerStatus };