utils.ts 14.6 KB
Newer Older
liuzhe-lz's avatar
liuzhe-lz committed
1
2
// Copyright (c) Microsoft Corporation.
// Licensed under the MIT license.
Deshui Yu's avatar
Deshui Yu committed
3
4
5

'use strict';

6
import * as assert from 'assert';
Deshui Yu's avatar
Deshui Yu committed
7
import { randomBytes } from 'crypto';
8
import * as cpp from 'child-process-promise';
9
10
import * as cp from 'child_process';
import { ChildProcess, spawn, StdioOptions } from 'child_process';
Deshui Yu's avatar
Deshui Yu committed
11
12
13
14
15
16
17
18
import * as fs from 'fs';
import * as os from 'os';
import * as path from 'path';
import { Deferred } from 'ts-deferred';
import { Container } from 'typescript-ioc';
import * as util from 'util';

import { Database, DataStore } from './datastore';
chicm-ms's avatar
chicm-ms committed
19
import { ExperimentStartupInfo, getExperimentStartupInfo, setExperimentStartupInfo } from './experimentStartupInfo';
Deshui Yu's avatar
Deshui Yu committed
20
import { Manager } from './manager';
QuanluZhang's avatar
QuanluZhang committed
21
import { HyperParameters, TrainingService, TrialJobStatus } from './trainingService';
Deshui Yu's avatar
Deshui Yu committed
22

23
function getExperimentRootDir(): string {
24
25
    return getExperimentStartupInfo()
            .getLogDir();
Deshui Yu's avatar
Deshui Yu committed
26
27
}

28
function getLogDir(): string {
Deshui Yu's avatar
Deshui Yu committed
29
30
31
    return path.join(getExperimentRootDir(), 'log');
}

32
function getLogLevel(): string {
33
34
35
36
    return getExperimentStartupInfo()
    .getLogLevel();
}

Deshui Yu's avatar
Deshui Yu committed
37
38
39
40
function getDefaultDatabaseDir(): string {
    return path.join(getExperimentRootDir(), 'db');
}

QuanluZhang's avatar
QuanluZhang committed
41
42
43
44
function getCheckpointDir(): string {
    return path.join(getExperimentRootDir(), 'checkpoint');
}

Deshui Yu's avatar
Deshui Yu committed
45
46
47
48
49
50
51
52
function mkDirP(dirPath: string): Promise<void> {
    const deferred: Deferred<void> = new Deferred<void>();
    fs.exists(dirPath, (exists: boolean) => {
        if (exists) {
            deferred.resolve();
        } else {
            const parent: string = path.dirname(dirPath);
            mkDirP(parent).then(() => {
53
                fs.mkdir(dirPath, (err: Error) => {
Deshui Yu's avatar
Deshui Yu committed
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
                    if (err) {
                        deferred.reject(err);
                    } else {
                        deferred.resolve();
                    }
                });
            }).catch((err: Error) => {
                deferred.reject(err);
            });
        }
    });

    return deferred.promise;
}

function mkDirPSync(dirPath: string): void {
    if (fs.existsSync(dirPath)) {
        return;
    }
    mkDirPSync(path.dirname(dirPath));
    fs.mkdirSync(dirPath);
}

const delay: (ms: number) => Promise<void> = util.promisify(setTimeout);

/**
 * Convert index to character
 * @param index index
 * @returns a mapping character
 */
function charMap(index: number): number {
    if (index < 26) {
        return index + 97;
    } else if (index < 52) {
        return index - 26 + 65;
    } else {
        return index - 52 + 48;
    }
}

/**
 * Generate a unique string by length
 * @param len length of string
 * @returns a unique string
 */
function uniqueString(len: number): string {
    if (len === 0) {
        return '';
    }
    const byteLength: number = Math.ceil((Math.log2(52) + Math.log2(62) * (len - 1)) / 8);
    let num: number = randomBytes(byteLength).reduce((a: number, b: number) => a * 256 + b, 0);
    const codes: number[] = [];
    codes.push(charMap(num % 52));
    num = Math.floor(num / 52);
    for (let i: number = 1; i < len; i++) {
        codes.push(charMap(num % 62));
        num = Math.floor(num / 62);
    }

    return String.fromCharCode(...codes);
}

116
117
118
119
120
121
function randomSelect<T>(a: T[]): T {
    assert(a !== undefined);

    // tslint:disable-next-line:insecure-random
    return a[Math.floor(Math.random() * a.length)];
}
Deshui Yu's avatar
Deshui Yu committed
122
123
124
125
126
127
128
129
130
131
132
133
function parseArg(names: string[]): string {
    if (process.argv.length >= 4) {
        for (let i: number = 2; i < process.argv.length - 1; i++) {
            if (names.includes(process.argv[i])) {
                return process.argv[i + 1];
            }
        }
    }

    return '';
}

134
function encodeCmdLineArgs(args: any): any {
135
136
137
138
139
140
141
142
    if(process.platform === 'win32'){
        return JSON.stringify(args);
    }
    else{
        return JSON.stringify(JSON.stringify(args));
    }
}

143
function getCmdPy(): string {
144
145
146
147
148
149
150
    let cmd = 'python3';
    if(process.platform === 'win32'){
        cmd = 'python';
    }
    return cmd;
}

151
/**
152
 * Generate command line to start automl algorithm(s),
QuanluZhang's avatar
QuanluZhang committed
153
 * either start advisor or start a process which runs tuner and assessor
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
 * @param tuner : For builtin tuner:
 *     {
 *         className: 'EvolutionTuner'
 *         classArgs: {
 *             optimize_mode: 'maximize',
 *             population_size: 3
 *         }
 *     }
 * customized:
 *     {
 *         codeDir: '/tmp/mytuner'
 *         classFile: 'best_tuner.py'
 *         className: 'BestTuner'
 *         classArgs: {
 *             optimize_mode: 'maximize',
 *             population_size: 3
 *         }
 *     }
 *
 * @param assessor: similiar as tuner
QuanluZhang's avatar
QuanluZhang committed
174
 * @param advisor: similar as tuner
175
176
 *
 */
QuanluZhang's avatar
QuanluZhang committed
177
178
179
180
181
182
183
function getMsgDispatcherCommand(tuner: any, assessor: any, advisor: any, multiPhase: boolean = false, multiThread: boolean = false): string {
    if ((tuner || assessor) && advisor) {
        throw new Error('Error: specify both tuner/assessor and advisor is not allowed');
    }
    if (!tuner && !advisor) {
        throw new Error('Error: specify neither tuner nor advisor is not allowed');
    }
184
    let command: string = `${getCmdPy()} -m nni`;
chicm-ms's avatar
chicm-ms committed
185
186
187
    if (multiPhase) {
        command += ' --multi_phase';
    }
188

chicm-ms's avatar
chicm-ms committed
189
190
191
192
    if (multiThread) {
        command += ' --multi_thread';
    }

QuanluZhang's avatar
QuanluZhang committed
193
194
195
    if (advisor) {
        command += ` --advisor_class_name ${advisor.className}`;
        if (advisor.classArgs !== undefined) {
196
            command += ` --advisor_args ${encodeCmdLineArgs(advisor.classArgs)}`;
197
        }
QuanluZhang's avatar
QuanluZhang committed
198
199
200
201
202
203
204
205
206
        if (advisor.codeDir !== undefined && advisor.codeDir.length > 1) {
            command += ` --advisor_directory ${advisor.codeDir}`;
        }
        if (advisor.classFileName !== undefined && advisor.classFileName.length > 1) {
            command += ` --advisor_class_filename ${advisor.classFileName}`;
        }
    } else {
        command += ` --tuner_class_name ${tuner.className}`;
        if (tuner.classArgs !== undefined) {
207
            command += ` --tuner_args ${encodeCmdLineArgs(tuner.classArgs)}`;
QuanluZhang's avatar
QuanluZhang committed
208
209
210
211
212
213
        }
        if (tuner.codeDir !== undefined && tuner.codeDir.length > 1) {
            command += ` --tuner_directory ${tuner.codeDir}`;
        }
        if (tuner.classFileName !== undefined && tuner.classFileName.length > 1) {
            command += ` --tuner_class_filename ${tuner.classFileName}`;
214
215
        }

QuanluZhang's avatar
QuanluZhang committed
216
217
218
        if (assessor !== undefined && assessor.className !== undefined) {
            command += ` --assessor_class_name ${assessor.className}`;
            if (assessor.classArgs !== undefined) {
219
                command += ` --assessor_args ${encodeCmdLineArgs(assessor.classArgs)}`;
QuanluZhang's avatar
QuanluZhang committed
220
221
222
223
224
225
226
            }
            if (assessor.codeDir !== undefined && assessor.codeDir.length > 1) {
                command += ` --assessor_directory ${assessor.codeDir}`;
            }
            if (assessor.classFileName !== undefined && assessor.classFileName.length > 1) {
                command += ` --assessor_class_filename ${assessor.classFileName}`;
            }
227
228
229
230
231
232
        }
    }

    return command;
}

233
234
235
236
/**
 * Generate parameter file name based on HyperParameters object
 * @param hyperParameters HyperParameters instance
 */
chicm-ms's avatar
chicm-ms committed
237
function generateParamFileName(hyperParameters: HyperParameters): string {
238
239
240
    assert(hyperParameters !== undefined);
    assert(hyperParameters.index >= 0);

chicm-ms's avatar
chicm-ms committed
241
    let paramFileName: string;
242
243
244
245
246
247
248
249
    if(hyperParameters.index == 0) {
        paramFileName = 'parameter.cfg';
    } else {
        paramFileName = `parameter_${hyperParameters.index}.cfg`
    }
    return paramFileName;
}

Deshui Yu's avatar
Deshui Yu committed
250
251
252
253
254
255
256
257
258
259
260
/**
 * Initialize a pseudo experiment environment for unit test.
 * Must be paired with `cleanupUnitTest()`.
 */
function prepareUnitTest(): void {
    Container.snapshot(ExperimentStartupInfo);
    Container.snapshot(Database);
    Container.snapshot(DataStore);
    Container.snapshot(TrainingService);
    Container.snapshot(Manager);

261
    setExperimentStartupInfo(true, 'unittest', 8080);
Deshui Yu's avatar
Deshui Yu committed
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
    mkDirPSync(getLogDir());

    const sqliteFile: string = path.join(getDefaultDatabaseDir(), 'nni.sqlite');
    try {
        fs.unlinkSync(sqliteFile);
    } catch (err) {
        // file not exists, good
    }
}

/**
 * Clean up unit test pseudo experiment.
 * Must be paired with `prepareUnitTest()`.
 */
function cleanupUnitTest(): void {
    Container.restore(Manager);
    Container.restore(TrainingService);
    Container.restore(DataStore);
    Container.restore(Database);
    Container.restore(ExperimentStartupInfo);
}

chicm-ms's avatar
chicm-ms committed
284
let cachedipv4Address: string = '';
285
286
287
288
/**
 * Get IPv4 address of current machine
 */
function getIPV4Address(): string {
289
290
291
    if (cachedipv4Address && cachedipv4Address.length > 0) {
        return cachedipv4Address;
    }
292

293
294
295
296
297
298
    if(os.networkInterfaces().eth0) {
        for(const item of os.networkInterfaces().eth0) {
            if(item.family === 'IPv4') {
                cachedipv4Address = item.address;
                return cachedipv4Address;
            }
299
        }
300
301
    } else {
        throw Error('getIPV4Address() failed because os.networkInterfaces().eth0 is undefined.');
302
    }
303
304

    throw Error('getIPV4Address() failed because no valid IPv4 address found.')
305
306
}

307
308
309
310
311
312
313
314
function getRemoteTmpDir(osType: string): string {
    if (osType == 'linux') {
        return '/tmp';
    } else {
        throw Error(`remote OS ${osType} not supported`);
    }
}

QuanluZhang's avatar
QuanluZhang committed
315
316
317
318
319
320
321
/**
 * Get the status of canceled jobs according to the hint isEarlyStopped
 */
function getJobCancelStatus(isEarlyStopped: boolean): TrialJobStatus {
    return isEarlyStopped ? 'EARLY_STOPPED' : 'USER_CANCELED';
}

322
323
324
325
/**
 * Utility method to calculate file numbers under a directory, recursively
 * @param directory directory name
 */
chicm-ms's avatar
chicm-ms committed
326
function countFilesRecursively(directory: string): Promise<number> {
327
328
329
330
331
332
    if(!fs.existsSync(directory)) {
        throw Error(`Direcotory ${directory} doesn't exist`);
    }

    const deferred: Deferred<number> = new Deferred<number>();

chicm-ms's avatar
chicm-ms committed
333
334
    let timeoutId: NodeJS.Timer
    const delayTimeout: Promise<number> = new Promise((resolve: Function, reject: Function): void => {
335
336
337
338
339
340
341
        // Set timeout and reject the promise once reach timeout (5 seconds)
        timeoutId = setTimeout(() => {
            reject(new Error(`Timeout: path ${directory} has too many files`));
        }, 5000);
    });

    let fileCount: number = -1;
342
343
344
345
    let cmd: string;
    if(process.platform === "win32") {
        cmd = `powershell "Get-ChildItem -Path ${directory} -Recurse -File | Measure-Object | %{$_.Count}"`
    } else {
346
        cmd = `find ${directory} -type f | wc -l`;
347
348
    }
    cpp.exec(cmd).then((result) => {
349
        if(result.stdout && parseInt(result.stdout)) {
350
            fileCount = parseInt(result.stdout);
351
352
353
354
355
356
357
358
        }
        deferred.resolve(fileCount);
    });
    return Promise.race([deferred.promise, delayTimeout]).finally(() => {
        clearTimeout(timeoutId);
    });
}

359
function validateFileName(fileName: string): boolean {
chicm-ms's avatar
chicm-ms committed
360
    const pattern: string = '^[a-z0-9A-Z._-]+$';
361
362
363
364
365
366
367
368
369
370
371
372
373
374
    const validateResult = fileName.match(pattern);
    if(validateResult) {
        return true;
    }
    return false;
}

async function validateFileNameRecursively(directory: string): Promise<boolean> {
    if(!fs.existsSync(directory)) {
        throw Error(`Direcotory ${directory} doesn't exist`);
    }

    const fileNameArray: string[] = fs.readdirSync(directory);
    let result = true;
chicm-ms's avatar
chicm-ms committed
375
    for(const name of fileNameArray){
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
        const fullFilePath: string = path.join(directory, name);
        try {
            // validate file names and directory names
            result = validateFileName(name);
            if (fs.lstatSync(fullFilePath).isDirectory()) {
                result = result && await validateFileNameRecursively(fullFilePath);
            }
            if(!result) {
                return Promise.reject(new Error(`file name in ${fullFilePath} is not valid!`));
            }
        } catch(error) {
            return Promise.reject(error);
        }
    }
    return Promise.resolve(result);   
}

393
394
395
396
/**
 * get the version of current package
 */
async function getVersion(): Promise<string> {
chicm-ms's avatar
chicm-ms committed
397
    const deferred: Deferred<string> = new Deferred<string>();
398
399
400
401
402
403
    import(path.join(__dirname, '..', 'package.json')).then((pkg)=>{
        deferred.resolve(pkg.version);
    }).catch((error)=>{
        deferred.reject(error);
    });
    return deferred.promise;
404
}
405

406
407
408
/**
 * run command as ChildProcess
 */
409
function getTunerProc(command: string, stdio: StdioOptions, newCwd: string, newEnv: any): ChildProcess {
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
    let cmd: string = command;
    let arg: string[] = [];
    let newShell: boolean = true;
    if(process.platform === "win32"){
        cmd = command.split(" ", 1)[0];
        arg = command.substr(cmd.length+1).split(" ");
        newShell = false;
    }
    const tunerProc: ChildProcess = spawn(cmd, arg, {
        stdio,
        cwd: newCwd,
        env: newEnv,
        shell: newShell
    });
    return tunerProc;
}

/**
 * judge whether the process is alive
 */
Yuge Zhang's avatar
Yuge Zhang committed
430
async function isAlive(pid: any): Promise<boolean> {
chicm-ms's avatar
chicm-ms committed
431
    const deferred: Deferred<boolean> = new Deferred<boolean>();
432
    let alive: boolean = false;
Yuge Zhang's avatar
Yuge Zhang committed
433
    if (process.platform === 'win32') {
434
435
436
437
438
439
440
        try {
            const str = cp.execSync(`powershell.exe Get-Process -Id ${pid} -ErrorAction SilentlyContinue`).toString();
            if (str) {
                alive = true;
            }
        }
        catch (error) {
chicm-ms's avatar
chicm-ms committed
441
            //ignore
442
443
        }
    }
Yuge Zhang's avatar
Yuge Zhang committed
444
    else {
445
446
447
448
449
450
451
452
453
454
455
456
        try {
            await cpp.exec(`kill -0 ${pid}`);
            alive = true;
        } catch (error) {
            //ignore
        }
    }
    deferred.resolve(alive);
    return deferred.promise;
}

/**
457
 * kill process
458
 */
Yuge Zhang's avatar
Yuge Zhang committed
459
async function killPid(pid: any): Promise<void> {
chicm-ms's avatar
chicm-ms committed
460
    const deferred: Deferred<void> = new Deferred<void>();
461
462
    try {
        if (process.platform === "win32") {
Yuge Zhang's avatar
Yuge Zhang committed
463
            await cpp.exec(`cmd.exe /c taskkill /PID ${pid} /F`);
464
465
466
467
468
469
470
471
472
473
474
        }
        else{
            await cpp.exec(`kill -9 ${pid}`);
        }
    } catch (error) {
        // pid does not exist, do nothing here
    }
    deferred.resolve();
    return deferred.promise;
}

475
function getNewLine(): string {
476
477
478
479
480
481
482
483
    if (process.platform === "win32") {
        return "\r\n";
    }
    else{
        return "\n";
    }
}

484
485
/**
 * Use '/' to join path instead of '\' for all kinds of platform
486
 * @param path
487
488
489
490
491
492
493
 */
function unixPathJoin(...paths: any[]): string {
    const dir: string = paths.filter((path: any) => path !== '').join('/');
    if (dir === '') return '.';
    return dir;
}

494
export {countFilesRecursively, validateFileNameRecursively, getRemoteTmpDir, generateParamFileName, getMsgDispatcherCommand, getCheckpointDir,
495
    getLogDir, getExperimentRootDir, getJobCancelStatus, getDefaultDatabaseDir, getIPV4Address, unixPathJoin,
496
    mkDirP, mkDirPSync, delay, prepareUnitTest, parseArg, cleanupUnitTest, uniqueString, randomSelect, getLogLevel, getVersion, getCmdPy, getTunerProc, isAlive, killPid, getNewLine };