openPaiEnvironmentService.ts

// Copyright (c) Microsoft Corporation.
// Licensed under the MIT license.

import yaml from 'js-yaml';
import request from 'request';
import { Container, Scope } from 'typescript-ioc';
import { Deferred } from 'ts-deferred';
import * as component from 'common/component';
import { ExperimentConfig, OpenpaiConfig, flattenConfig, toMegaBytes } from 'common/experimentConfig';
import { ExperimentStartupInfo } from 'common/experimentStartupInfo';
import { getLogger, Logger } from 'common/log';
import { PAIClusterConfig } from 'training_service/pai/paiConfig';
import { NNIPAITrialConfig } from 'training_service/pai/paiConfig';
import { EnvironmentInformation, EnvironmentService } from '../environment';
import { SharedStorageService } from '../sharedStorage';
import { MountedStorageService } from '../storages/mountedStorageService';
import { StorageService } from '../storageService';

interface FlattenOpenpaiConfig extends ExperimentConfig, OpenpaiConfig { }

/**
 * Collector PAI jobs info from PAI cluster, and update pai job status locally
 */
@component.Singleton
export class OpenPaiEnvironmentService extends EnvironmentService {

    private readonly log: Logger = getLogger('OpenPaiEnvironmentService');
    private paiClusterConfig: PAIClusterConfig | undefined;
    private paiTrialConfig: NNIPAITrialConfig | undefined;
    private paiToken: string;
    private protocol: string;
    private experimentId: string;
    private config: FlattenOpenpaiConfig;

    constructor(config: ExperimentConfig, info: ExperimentStartupInfo) {
        super();
        this.experimentId = info.experimentId;
        this.config = flattenConfig(config, 'openpai');
        this.paiToken = this.config.token;
        this.protocol = this.config.host.toLowerCase().startsWith('https://') ? 'https' : 'http';
        Container.bind(StorageService)
          .to(MountedStorageService)
          .scope(Scope.Singleton);
        const storageService = component.get<StorageService>(StorageService)
        const remoteRoot = storageService.joinPath(this.config.localStorageMountPoint, this.experimentId);
        storageService.initialize(this.config.localStorageMountPoint, remoteRoot);
    }

    public get environmentMaintenceLoopInterval(): number {
        return 5000;
    }

    public get hasStorageService(): boolean {
        return true;
    }

    public get getName(): string {
        return 'pai';
    }

    public async refreshEnvironmentsStatus(environments: EnvironmentInformation[]): Promise<void> {
        const deferred: Deferred<void> = new Deferred<void>();

        if (this.paiToken === undefined) {
            throw new Error('PAI token is not initialized');
        }

        const getJobInfoRequest: request.Options = {
            uri: `${this.config.host}/rest-server/api/v2/jobs?username=${this.config.username}`,
            method: 'GET',
            json: true,
            headers: {
                'Content-Type': 'application/json',
                Authorization: `Bearer ${this.paiToken}`
            }
        };

        request(getJobInfoRequest, async (error: any, response: request.Response, body: any) => {
            // Status code 200 for success
            if ((error !== undefined && error !== null) || response.statusCode >= 400) {
                const errorMessage: string = (error !== undefined && error !== null) ? error.message :
                    `OpenPAI: get environment list from PAI Cluster failed!, http code:${response.statusCode}, http body:' ${JSON.stringify(body)}`;
                this.log.error(`${errorMessage}`);
                deferred.reject(errorMessage);
            } else {
                const jobInfos = new Map<string, any>();
                body.forEach((jobInfo: any) => {
                    jobInfos.set(jobInfo.name, jobInfo);
                });

                environments.forEach((environment) => {
                    if (jobInfos.has(environment.envId)) {
                        const jobResponse = jobInfos.get(environment.envId);
                        if (jobResponse && jobResponse.state) {
                            const oldEnvironmentStatus = environment.status;
                            switch (jobResponse.state) {
                                case 'RUNNING':
                                case 'WAITING':
                                case 'SUCCEEDED':
                                    environment.setStatus(jobResponse.state);
                                    break;
                                case 'FAILED':
                                    environment.setStatus(jobResponse.state);
                                    deferred.reject(`OpenPAI: job ${environment.envId} is failed!`);
                                    break;
                                case 'STOPPED':
                                case 'STOPPING':
                                    environment.setStatus('USER_CANCELED');
                                    break;
                                default:
                                    this.log.error(`OpenPAI: job ${environment.envId} returns unknown state ${jobResponse.state}.`);
                                    environment.setStatus('UNKNOWN');
                            }
                            if (oldEnvironmentStatus !== environment.status) {
                                this.log.debug(`OpenPAI: job ${environment.envId} change status ${oldEnvironmentStatus} to ${environment.status} due to job is ${jobResponse.state}.`)
                            }
                        } else {
                            this.log.error(`OpenPAI: job ${environment.envId} has no state returned. body:`, jobResponse);
                            // some error happens, and mark this environment
                            environment.status = 'FAILED';
                        }
                    } else {
                        this.log.error(`OpenPAI job ${environment.envId} is not found in job list.`);
                        environment.status = 'UNKNOWN';
                    }
                });
                deferred.resolve();
            }
        });
        return deferred.promise;
    }

    public async startEnvironment(environment: EnvironmentInformation): Promise<void> {
        const deferred: Deferred<void> = new Deferred<void>();

        if (this.paiToken === undefined) {
            throw new Error('PAI token is not initialized');
        }
        // Step 1. Prepare PAI job configuration
        let environmentRoot: string;
        if (environment.useSharedStorage) {
            environmentRoot = component.get<SharedStorageService>(SharedStorageService).remoteWorkingRoot;
            environment.command = `${component.get<SharedStorageService>(SharedStorageService).remoteMountCommand.replace(/echo -e /g, `echo `).replace(/echo /g, `echo -e `)} && cd ${environmentRoot} && ${environment.command}`;
        } else {
            environmentRoot = `${this.config.containerStorageMountPoint}/${this.experimentId}`;
            environment.command = `cd ${environmentRoot} && ${environment.command}`;
        }
        environment.runnerWorkingFolder = `${environmentRoot}/envs/${environment.id}`;
        environment.trackingUrl = `${this.config.host}/job-detail.html?username=${this.config.username}&jobName=${environment.envId}`;
        environment.useActiveGpu = false;  // does openpai supports these?
        environment.maxTrialNumberPerGpu = 1;

        // Step 2. Generate Job Configuration in yaml format
        const paiJobConfig = this.generateJobConfigInYamlFormat(environment);
        this.log.debug(`generated paiJobConfig: ${paiJobConfig}`);

        // Step 3. Submit PAI job via Rest call
        const submitJobRequest: request.Options = {
            uri: `${this.config.host}/rest-server/api/v2/jobs`,
            method: 'POST',
            body: paiJobConfig,
            followAllRedirects: true,
            headers: {
                'Content-Type': 'text/yaml',
                Authorization: `Bearer ${this.paiToken}`
            }
        };
        request(submitJobRequest, (error, response, body) => {
            // Status code 202 for success, refer https://github.com/microsoft/pai/blob/master/src/rest-server/docs/swagger.yaml
            if ((error !== undefined && error !== null) || response.statusCode >= 400) {
                const errorMessage: string = (error !== undefined && error !== null) ? error.message :
                    `start environment ${environment.envId} failed, http code:${response.statusCode}, http body: ${body}`;

                this.log.error(errorMessage);
                environment.status = 'FAILED';
                deferred.reject(errorMessage);
            }
            deferred.resolve();
        });

        return deferred.promise;
    }

    public async stopEnvironment(environment: EnvironmentInformation): Promise<void> {
        const deferred: Deferred<void> = new Deferred<void>();

        if (environment.isAlive === false) {
            return Promise.resolve();
        }
        if (this.paiToken === undefined) {
            return Promise.reject(Error('PAI token is not initialized'));
        }

        const stopJobRequest: request.Options = {
            uri: `${this.config.host}/rest-server/api/v2/jobs/${this.config.username}~${environment.envId}/executionType`,
            method: 'PUT',
            json: true,
            body: { value: 'STOP' },
            time: true,
            headers: {
                'Content-Type': 'application/json',
                Authorization: `Bearer ${this.paiToken}`
            }
        };

        this.log.debug(`stopping OpenPAI environment ${environment.envId}, ${stopJobRequest.uri}`);

        try {
            request(stopJobRequest, (error, response, _body) => {
                try {
                    // Status code 202 for success.
                    if ((error !== undefined && error !== null) || (response && response.statusCode >= 400)) {
                        const errorMessage: string = (error !== undefined && error !== null) ? error.message :
                            `OpenPAI: stop job ${environment.envId} failed, http code:${response.statusCode}, http body: ${_body}`;
                        this.log.error(`${errorMessage}`);
                        deferred.reject((error !== undefined && error !== null) ? error :
                            `Stop trial failed, http code: ${response.statusCode}`);
                    } else {
                        this.log.info(`OpenPAI job ${environment.envId} stopped.`);
                    }
                    deferred.resolve();
                } catch (error) {
                    this.log.error(`OpenPAI error when inner stopping environment ${error}`);
                    deferred.reject(error);
                }
            });
        } catch (error) {
            this.log.error(`OpenPAI error when stopping environment ${error}`);
            return Promise.reject(error);
        }

        return deferred.promise;
    }

    private generateJobConfigInYamlFormat(environment: EnvironmentInformation): any {
        const jobName = environment.envId;

        let nniJobConfig: any = undefined;
        if (this.config.openpaiConfig !== undefined) {
            nniJobConfig = JSON.parse(JSON.stringify(this.config.openpaiConfig)); //Trick for deep clone in Typescript
            nniJobConfig.name = jobName;
            if (nniJobConfig.taskRoles) {

                environment.nodeCount = 0;
                // count instance
                for (const taskRoleName in nniJobConfig.taskRoles) {
                    const taskRole = nniJobConfig.taskRoles[taskRoleName];
                    let instanceCount = 1;
                    if (taskRole.instances) {
                        instanceCount = taskRole.instances;
                    }
                    environment.nodeCount += instanceCount;
                }

                // Each taskRole will generate new command in NNI's command format
                // Each command will be formatted to NNI style
                for (const taskRoleName in nniJobConfig.taskRoles) {
                    const taskRole = nniJobConfig.taskRoles[taskRoleName];
                    // replace ' to '\''
                    const joinedCommand = taskRole.commands.join(" && ").replace("'", "'\\''").trim();
                    const nniTrialCommand = `${environment.command} --node_count ${environment.nodeCount} --trial_command '${joinedCommand}'`;
                    this.log.debug(`replace command ${taskRole.commands} to ${[nniTrialCommand]}`);
                    taskRole.commands = [nniTrialCommand];
                }
            }

        } else {
            nniJobConfig = {
                protocolVersion: 2,
                name: jobName,
                type: 'job',
                jobRetryCount: 0,
                prerequisites: [
                    {
                        type: 'dockerimage',
                        uri: this.config.dockerImage,
                        name: 'docker_image_0'
                    }
                ],
                taskRoles: {
                    taskrole: {
                        instances: 1,
                        completion: {
                            minFailedInstances: 1,
                            minSucceededInstances: -1
                        },
                        taskRetryCount: 0,
                        dockerImage: 'docker_image_0',
                        resourcePerInstance: {
                            gpu: this.config.trialGpuNumber === undefined? 0: this.config.trialGpuNumber,
                            cpu: this.config.trialCpuNumber,
                            memoryMB: toMegaBytes(this.config.trialMemorySize)
                        },
                        commands: [
                            environment.command
                        ]
                    }
                },
                extras: {
                    'storages': [
                        {
                            name: this.config.storageConfigName
                        }
                    ],
                    submitFrom: 'submit-job-v2'
                }
            }
            if (this.config.virtualCluster) {
                nniJobConfig.defaults = {
                    virtualCluster: this.config.virtualCluster
                }
            }
        }
        return yaml.dump(nniJobConfig);
    }

    protected formatPAIHost(host: string): string {
        // If users' host start with 'http://' or 'https://', use the original host,
        // or format to 'http//${host}'
        if (host.startsWith('http://')) {
            this.protocol = 'http';
            return host.replace('http://', '');
        } else if (host.startsWith('https://')) {
            this.protocol = 'https';
            return host.replace('https://', '');
        } else {
            return host;
        }
    }
}