/** * 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 { ExperimentProfile, TrialJobStatistics } from './manager'; import { TrialJobDetail, TrialJobStatus } from './trainingService'; type TrialJobEvent = TrialJobStatus | 'USER_TO_CANCEL' | 'ADD_CUSTOMIZED' | 'ADD_HYPERPARAMETER'; type MetricType = 'PERIODICAL' | 'FINAL' | 'CUSTOM' | 'REQUEST_PARAMETER'; interface ExperimentProfileRecord { readonly timestamp: number; readonly experimentId: number; readonly revision: number; readonly data: ExperimentProfile; } interface TrialJobEventRecord { readonly timestamp: number; readonly trialJobId: string; readonly event: TrialJobEvent; readonly data?: string; readonly logPath?: string; } interface MetricData { readonly parameter_id: string; readonly trial_job_id: string; readonly type: MetricType; readonly sequence: number; readonly value: any; } interface MetricDataRecord { readonly timestamp: number; readonly trialJobId: string; readonly parameterId: string; readonly type: MetricType; readonly sequence: number; readonly data: any; } interface TrialJobInfo { id: string; status: TrialJobStatus; startTime?: number; endTime?: number; hyperParameters?: string[]; logPath?: string; finalMetricData?: string; stderrPath?: string; } abstract class DataStore { public abstract init(): Promise; public abstract close(): Promise; public abstract storeExperimentProfile(experimentProfile: ExperimentProfile): Promise; public abstract getExperimentProfile(experimentId: string): Promise; public abstract storeTrialJobEvent(event: TrialJobEvent, trialJobId: string, data?: string, logPath?: string): Promise; public abstract getTrialJobStatistics(): Promise; public abstract listTrialJobs(status?: TrialJobStatus): Promise; public abstract getTrialJob(trialJobId: string): Promise; public abstract storeMetricData(trialJobId: string, data: string): Promise; public abstract getMetricData(trialJobId: string, metricType: MetricType): Promise; } abstract class Database { public abstract init(createNew: boolean, dbDir: string): Promise; public abstract close(): Promise; public abstract storeExperimentProfile(experimentProfile: ExperimentProfile): Promise; public abstract queryExperimentProfile(experimentId: string, revision?: number): Promise; public abstract queryLatestExperimentProfile(experimentId: string): Promise; public abstract storeTrialJobEvent(event: TrialJobEvent, trialJobId: string, data?: string, logPath?: string): Promise; public abstract queryTrialJobEvent(trialJobId?: string, event?: TrialJobEvent): Promise; public abstract storeMetricData(trialJobId: string, data: string): Promise; public abstract queryMetricData(trialJobId?: string, type?: MetricType): Promise; } export { DataStore, Database, TrialJobEvent, MetricType, MetricData, TrialJobInfo, ExperimentProfileRecord, TrialJobEventRecord, MetricDataRecord };