taosdemo.py 24.2 KB
Newer Older
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
#!/usr/bin/python3
#  * Copyright (c) 2019 TAOS Data, Inc. <jhtao@taosdata.com>
#  *
#  * This program is free software: you can use, redistribute, and/or modify
#  * it under the terms of the GNU Affero General Public License, version 3
#  * or later ("AGPL"), as published by the Free Software Foundation.
#  *
#  * This program is distributed in the hope that it will be useful, but WITHOUT
#  * ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or
#  * FITNESS FOR A PARTICULAR PURPOSE.
#  *
#  * You should have received a copy of the GNU Affero General Public License
#  * along with this program. If not, see <http://www.gnu.org/licenses/>.

# -*- coding: utf-8 -*-

import sys
import getopt
import requests
import json
import random
import time
import datetime
24
from multiprocessing import Manager, Pool, Lock
25 26 27 28 29 30 31 32 33 34
from multipledispatch import dispatch
from concurrent.futures import ThreadPoolExecutor, wait, ALL_COMPLETED


@dispatch(str, str)
def v_print(msg: str, arg: str):
    if verbose:
        print(msg % arg)


35 36 37 38 39 40 41 42 43 44 45 46
@dispatch(str, str, str)
def v_print(msg: str, arg1: str, arg2: str):
    if verbose:
        print(msg % (arg1, arg2))


@dispatch(str, str, str, str)
def v_print(msg: str, arg1: str, arg2: str, arg3: str):
    if verbose:
        print(msg % (arg1, arg2, arg3))


47 48 49 50 51 52
@dispatch(str, str, str, str, str)
def v_print(msg: str, arg1: str, arg2: str, arg3: str, arg4: str):
    if verbose:
        print(msg % (arg1, arg2, arg3, arg4))


53 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
@dispatch(str, int)
def v_print(msg: str, arg: int):
    if verbose:
        print(msg % int(arg))


@dispatch(str, int, str)
def v_print(msg: str, arg1: int, arg2: str):
    if verbose:
        print(msg % (int(arg1), str(arg2)))


@dispatch(str, str, int)
def v_print(msg: str, arg1: str, arg2: int):
    if verbose:
        print(msg % (arg1, int(arg2)))


@dispatch(str, int, int)
def v_print(msg: str, arg1: int, arg2: int):
    if verbose:
        print(msg % (int(arg1), int(arg2)))


@dispatch(str, int, int, str)
def v_print(msg: str, arg1: int, arg2: int, arg3: str):
    if verbose:
        print(msg % (int(arg1), int(arg2), str(arg3)))


@dispatch(str, int, int, int)
def v_print(msg: str, arg1: int, arg2: int, arg3: int):
    if verbose:
        print(msg % (int(arg1), int(arg2), int(arg3)))


@dispatch(str, int, int, int, int)
def v_print(msg: str, arg1: int, arg2: int, arg3: int, arg4: int):
    if verbose:
        print(msg % (int(arg1), int(arg2), int(arg3), int(arg4)))


def restful_execute(host: str, port: int, user: str, password: str, cmd: str):
96
    url = "http://%s:%d/rest/sql" % (host, restPort)
97

98
    v_print("restful_execute - cmd: %s", cmd)
99 100 101 102 103

    resp = requests.post(url, cmd, auth=(user, password))

    v_print("resp status: %d", resp.status_code)

104
    if debug:
105 106 107 108 109 110 111 112 113 114 115 116
        v_print(
            "resp text: %s",
            json.dumps(
                resp.json(),
                sort_keys=True,
                indent=2))
    else:
        print("resp: %s" % json.dumps(resp.json()))


def query_func(process: int, thread: int, cmd: str):
    v_print("%d process %d thread cmd: %s", process, thread, cmd)
117

118 119 120
    if oneMoreHost != "NotSupported" and random.randint(
            0, 1) == 1:
        v_print("%s", "Send to second host")
121 122 123 124 125
        if native:
            cursor2.execute(cmd)
        else:
            restful_execute(
                oneMoreHost, port, user, password, cmd)
126
    else:
127
        v_print("%s%s%s", "Send ", cmd, " to the host")
128
        if native:
129 130
            pass
#            cursor.execute(cmd)
131 132 133
        else:
            restful_execute(
                host, port, user, password, cmd)
134 135


136 137
def query_data_process(q_lock, i: int, cmd: str):
    time.sleep(0.01)
138 139
    v_print("Process:%d threads: %d cmd: %s", i, threads, cmd)

140
    q_lock.aquire()
141
    cursor.execute(cmd)
142
    q_lock.release()
143 144 145 146 147 148

    return i


def query_data(cmd: str):
    v_print("query_data processes: %d, cmd: %s", processes, cmd)
149

150 151
    q_lock = Lock()

152 153
    pool = Pool(processes)
    for i in range(processes):
154 155
        pool.apply_async(query_data_process, args=(q_lock, i, cmd))
#        time.sleep(1)
156 157 158 159 160
    pool.close()
    pool.join()


def insert_data(processes: int):
161
    i_lock = Lock()
162 163 164 165 166 167 168 169 170 171 172 173
    pool = Pool(processes)

    begin = 0
    end = 0

    quotient = numOfTb // processes
    if quotient < 1:
        processes = numOfTb
        quotient = 1

    remainder = numOfTb % processes
    v_print(
174
        "insert_data num of tables: %d, quotient: %d, remainder: %d",
175 176 177 178 179 180 181 182 183 184 185 186
        numOfTb,
        quotient,
        remainder)

    for i in range(processes):
        begin = end

        if i < remainder:
            end = begin + quotient + 1
        else:
            end = begin + quotient

187 188
        v_print("insert_data Process %d from %d to %d", i, begin, end)
        pool.apply_async(insert_data_process, args=(i_lock, i, begin, end))
189 190 191 192 193 194 195

    pool.close()
    pool.join()


def create_stb():
    for i in range(0, numOfStb):
196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216
        if native:
            cursor.execute(
                "CREATE TABLE IF NOT EXISTS %s%d (ts timestamp, value float) TAGS (uuid binary(50))" %
                (stbName, i))
        else:
            restful_execute(
                host,
                port,
                user,
                password,
                "CREATE TABLE IF NOT EXISTS %s%d (ts timestamp, value float) TAGS (uuid binary(50))" %
                (stbName, i)
            )


def use_database():

    if native:
        cursor.execute("USE %s" % current_db)
    else:
        restful_execute(host, port, user, password, "USE %s" % current_db)
217 218 219 220 221


def create_databases():
    for i in range(0, numOfDb):
        v_print("will create database db%d", int(i))
222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244

        if native:
            cursor.execute(
                "CREATE DATABASE IF NOT EXISTS %s%d" % (dbName, i))
        else:
            restful_execute(
                host,
                port,
                user,
                password,
                "CREATE DATABASE IF NOT EXISTS %s%d" % (dbName, i))


def drop_tables():
    # TODO
    v_print("TODO: drop tables total %d", numOfTb)
    pass


def drop_stable():
    # TODO
    v_print("TODO: drop stables total %d", numOfStb)
    pass
245 246 247 248 249 250 251 252


def drop_databases():
    v_print("drop databases total %d", numOfDb)

    # drop exist databases first
    for i in range(0, numOfDb):
        v_print("will drop database db%d", int(i))
253 254 255 256 257 258 259 260 261 262 263 264 265

        if native:
            cursor.execute(
                "DROP DATABASE IF EXISTS %s%d" %
                (dbName, i))
        else:
            restful_execute(
                host,
                port,
                user,
                password,
                "DROP DATABASE IF EXISTS %s%d" %
                (dbName, i))
266 267 268 269 270 271 272 273 274 275


def insert_func(process: int, thread: int):
    v_print("%d process %d thread, insert_func ", process, thread)

    # generate uuid
    uuid_int = random.randint(0, numOfTb + 1)
    uuid = "%s" % uuid_int
    v_print("uuid is: %s", uuid)

276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296
    # establish connection if native
    if native:
        v_print("host:%s, user:%s passwd:%s configDir:%s ", host, user, password, configDir)
        try:
            conn = taos.connect(
                host=host,
                user=user,
                password=password,
                config=configDir)
            print("conn: %s" % str(conn.__class__))
        except Exception as e:
            print("Error: %s" % e.args[0])
            sys.exit(1)

        try:
            cursor = conn.cursor()
            print("cursor:%d %s" % (id(cursor), str(cursor.__class__)))
        except Exception as e:
            print("Error: %s" % e.args[0])
            sys.exit(1)

297 298
    v_print("numOfRec %d:", numOfRec)

299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325
    row = 0
    while row < numOfRec:
        v_print("row: %d", row)
        sqlCmd = ['INSERT INTO ']
        try:
            sqlCmd.append(
                "%s.%s%d " % (current_db, tbName, thread))

            if (numOfStb > 0 and autosubtable):
                sqlCmd.append("USING %s.%s%d TAGS('%s') " %
                              (current_db, stbName, numOfStb - 1, uuid))

            start_time = datetime.datetime(
                2021, 1, 25) + datetime.timedelta(seconds=row)

            sqlCmd.append("VALUES ")
            for batchIter in range(0, batch):
                sqlCmd.append("('%s', %f) " %
                              (
                               start_time +
                                datetime.timedelta(
                                    milliseconds=batchIter),
                                  random.random()))
                row = row + 1
                if row >= numOfRec:
                    v_print("BREAK, row: %d numOfRec:%d", row, numOfRec)
                    break
326

327 328
        except Exception as e:
            print("Error: %s" % e.args[0])
329

330
        cmd = ' '.join(sqlCmd)
331

332 333
        if measure:
            exec_start_time = datetime.datetime.now()
334

335 336 337 338 339
        if native:
            affectedRows = cursor.execute(cmd)
        else:
            restful_execute(
                host, port, user, password, cmd)
340

341 342 343 344 345 346 347 348 349 350 351 352 353
        if measure:
            exec_end_time = datetime.datetime.now()
            exec_delta = exec_end_time - exec_start_time
            print(
                "%s, %d" %
                (time.strftime('%X'),
                 exec_delta.microseconds))

        v_print("cmd: %s, length:%d", cmd, len(cmd))

    if native:
        cursor.close()
        conn.close()
354 355 356 357 358 359 360 361 362 363


def create_tb_using_stb():
    # TODO:
    pass


def create_tb():
    v_print("create_tb() numOfTb: %d", numOfTb)
    for i in range(0, numOfDb):
364 365 366
        if native:
            cursor.execute("USE %s%d" % (dbName, i))
        else:
367
            restful_execute(
368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383
                host, port, user, password, "USE %s%d" %
                (dbName, i))

        for j in range(0, numOfTb):
            if native:
                cursor.execute(
                    "CREATE TABLE %s%d (ts timestamp, value float)" %
                    (tbName, j))
            else:
                restful_execute(
                    host,
                    port,
                    user,
                    password,
                    "CREATE TABLE %s%d (ts timestamp, value float)" %
                    (tbName, j))
384 385


386 387
def insert_data_process(lock, i: int, begin: int, end: int):
    lock.acquire()
388
    tasks = end - begin
389
    v_print("insert_data_process:%d table from %d to %d, tasks %d", i, begin, end, tasks)
390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412

    if (threads < (end - begin)):
        for j in range(begin, end, threads):
            with ThreadPoolExecutor(max_workers=threads) as executor:
                k = end if ((j + threads) > end) else (j + threads)
                workers = [
                    executor.submit(
                        insert_func,
                        i,
                        n) for n in range(
                        j,
                        k)]
                wait(workers, return_when=ALL_COMPLETED)
    else:
        with ThreadPoolExecutor(max_workers=threads) as executor:
            workers = [
                executor.submit(
                    insert_func,
                    i,
                    j) for j in range(
                    begin,
                    end)]
            wait(workers, return_when=ALL_COMPLETED)
413 414 415

    lock.release()

416

417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433
def query_db(i):
    if native:
        cursor.execute("USE %s%d" % (dbName, i))
    else:
        restful_execute(
            host, port, user, password, "USE %s%d" %
            (dbName, i))

    for j in range(0, numOfTb):
        if native:
            cursor.execute(
                "SELECT COUNT(*) FROM %s%d" % (tbName, j))
        else:
            restful_execute(
                host, port, user, password, "SELECT COUNT(*) FROM %s%d" %
                (tbName, j))

434

435 436
def printConfig():

437 438 439
    print("###################################################################")
    print("# Use native interface:              %s" % native)
    print("# Server IP:                         %s" % host)
440
    if native:
441
        print("# Server port:                       %s" % port)
442
    else:
443 444 445 446 447 448 449 450 451 452 453 454 455 456
        print("# Server port:                       %s" % restPort)

    print("# Configuration Dir:                 %s" % configDir)
    print("# User:                              %s" % user)
    print("# Password:                          %s" % password)
    print("# Number of Columns per record:      %s" % colsPerRecord)
    print("# Number of Threads:                 %s" % threads)
    print("# Number of Processes:               %s" % processes)
    print("# Number of Tables:                  %s" % numOfTb)
    print("# Number of records per Table:       %s" % numOfRec)
    print("# Records/Request:                   %s" % batch)
    print("# Database name:                     %s" % dbName)
    print("# Replica:                           %s" % replica)
    print("# Use STable:                        %s" % useStable)
457
    print("# Table prefix:                      %s" % tbName)
458
    if useStable:
459
        print("# STable prefix:                     %s" % stbName)
460 461 462 463 464 465 466 467 468 469

    print("# Data order:                        %s" % outOfOrder)
    print("# Data out of order rate:            %s" % rateOOOO)
    print("# Delete method:                     %s" % deleteMethod)
    print("# Query command:                     %s" % queryCmd)
    print("# Insert Only:                       %s" % insertOnly)
    print("# Verbose output                     %s" % verbose)
    print("# Test time:                         %s" %
          datetime.datetime.now().strftime("%d/%m/%Y %H:%M:%S"))
    print("###################################################################")
470

471 472 473

if __name__ == "__main__":

474
    native = False
475
    verbose = False
476
    debug = False
477
    measure = True
478
    dropDbOnly = False
479
    colsPerRecord = 3
480
    numOfDb = 1
481 482
    dbName = "test"
    replica = 1
483 484
    batch = 1
    numOfTb = 1
485
    tbName = "tb"
486
    useStable = False
487
    numOfStb = 0
488
    stbName = "stb"
489 490 491
    numOfRec = 10
    ieration = 1
    host = "127.0.0.1"
492
    configDir = "/etc/taos"
493
    oneMoreHost = "NotSupported"
494 495
    port = 6030
    restPort = 6041
496 497 498 499
    user = "root"
    defaultPass = "taosdata"
    processes = 1
    threads = 1
500
    insertOnly = False
501
    autosubtable = False
502
    queryCmd = "DEFAULT"
503 504 505 506
    outOfOrder = 0
    rateOOOO = 0
    deleteMethod = 0
    skipPrompt = False
507 508 509

    try:
        opts, args = getopt.gnu_getopt(sys.argv[1:],
510
                                       'Nh:p:u:P:d:a:m:Ms:Q:T:C:r:l:t:n:c:xOR:D:vgyH',
511 512
                                       [
            'native', 'host', 'port', 'user', 'password', 'dbname', 'replica', 'tbname',
513
            'stable', 'stbname', 'query', 'threads', 'processes',
514
            'recPerReq', 'colsPerRecord', 'numOfTb', 'numOfRec', 'config',
515
            'insertOnly', 'outOfOrder', 'rateOOOO', 'deleteMethod',
516
            'verbose', 'debug', 'skipPrompt', 'help'
517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535
        ])
    except getopt.GetoptError as err:
        print('ERROR:', err)
        print('Try `taosdemo.py --help` for more options.')
        sys.exit(1)

    if bool(opts) is False:
        print('Try `taosdemo.py --help` for more options.')
        sys.exit(1)

    for key, value in opts:
        if key in ['-H', '--help']:
            print('')
            print(
                'taosdemo.py for TDengine')
            print('')
            print('Author: Shuduo Sang <sangshuduo@gmail.com>')
            print('')

536
            print('\t-H, --help                        Show usage.')
537
            print('')
538

539 540 541 542 543 544
            print('\t-N, --native                      flag, Use native interface if set. Default is using RESTful interface.')
            print('\t-h, --host <hostname>             host, The host to connect to TDengine. Default is localhost.')
            print('\t-p, --port <port>                 port, The TCP/IP port number to use for the connection. Default is 0.')
            print('\t-u, --user <username>             user, The user name to use when connecting to the server. Default is \'root\'.')
            print('\t-P, --password <password>         password, The password to use when connecting to the server. Default is \'taosdata\'.')
            print('\t-l, --colsPerRec <number>         num_of_columns_per_record, The number of columns per record. Default is 3.')
545
            print(
546 547
                  '\t-d, --dbname <dbname>             database, Destination database. Default is \'test\'.')
            print('\t-a, --replica <replications>      replica, Set the replica parameters of the database, Default 1, min: 1, max: 5.')
548
            print(
549
                  '\t-m, --tbname <table prefix>       table_prefix, Table prefix name. Default is \'t\'.')
550
            print(
551
                  '\t-M, --stable                      flag, Use super table. Default is no')
552
            print(
553
                  '\t-s, --stbname <stable prefix>     stable_prefix, STable prefix name. Default is \'st\'')
554
            print('\t-Q, --query <DEFAULT | NO | command>   query, Execute query command. set \'DEFAULT\' means select * from each table')
555
            print(
556
                  '\t-T, --threads <number>            num_of_threads, The number of threads. Default is 1.')
557
            print(
558 559
                  '\t-C, --processes <number>          num_of_processes, The number of threads. Default is 1.')
            print('\t-r, --batch <number>              num_of_records_per_req, The number of records per request. Default is 1000.')
560
            print(
561 562 563 564 565 566 567 568 569
                  '\t-t, --numOfTb <number>            num_of_tables, The number of tables. Default is 1.')
            print('\t-n, --numOfRec <number>           num_of_records_per_table, The number of records per table. Default is 1.')
            print('\t-c, --config <path>               config_directory, Configuration directory. Default is \'/etc/taos/\'.')
            print('\t-x, --inserOnly                   flag, Insert only flag.')
            print('\t-O, --outOfOrder                  out of order data insert, 0: In order, 1: Out of order. Default is in order.')
            print('\t-R, --rateOOOO <number>           rate, Out of order data\'s rate--if order=1 Default 10, min: 0, max: 50.')
            print('\t-D, --deleteMethod <number>       Delete data methods 0: don\'t delete, 1: delete by table, 2: delete by stable, 3: delete by database.')
            print('\t-v, --verbose                     Print verbose output')
            print('\t-g, --debug                       Print debug output')
570
            print(
571
                  '\t-y, --skipPrompt                  Skip read key for continous test, default is not skip')
572 573 574
            print('')
            sys.exit(0)

575 576 577 578 579 580 581
        if key in ['-N', '--native']:
            try:
                import taos
            except Exception as e:
                print("Error: %s" % e.args[0])
                sys.exit(1)
            native = True
582

583 584
        if key in ['-h', '--host']:
            host = value
585

586
        if key in ['-p', '--port']:
587 588
            port = int(value)

589
        if key in ['-u', '--user']:
590 591
            user = value

592
        if key in ['-P', '--password']:
593 594 595 596
            password = value
        else:
            password = defaultPass

597 598 599 600 601 602 603 604
        if key in ['-d', '--dbname']:
            dbName = value

        if key in ['-a', '--replica']:
            replica = int(value)
            if replica < 1:
                print("FATAL: number of replica need > 0")
                sys.exit(1)
605

606
        if key in ['-m', '--tbname']:
607
            tbName = value
608

609 610 611
        if key in ['-M', '--stable']:
            useStable = True
            numOfStb = 1
612

613
        if key in ['-s', '--stbname']:
614
            stbName = value
615 616 617

        if key in ['-Q', '--query']:
            queryCmd = str(value)
618

619
        if key in ['-T', '--threads']:
620 621 622 623 624
            threads = int(value)
            if threads < 1:
                print("FATAL: number of threads must be larger than 0")
                sys.exit(1)

625
        if key in ['-C', '--processes']:
626 627 628
            processes = int(value)
            if processes < 1:
                print("FATAL: number of processes must be larger than 0")
629 630
                sys.exit(1)

631
        if key in ['-r', '--batch']:
632 633
            batch = int(value)

634 635 636 637
        if key in ['-l', '--colsPerRec']:
            colsPerRec = int(value)

        if key in ['-t', '--numOfTb']:
638 639 640
            numOfTb = int(value)
            v_print("numOfTb is %d", numOfTb)

641
        if key in ['-n', '--numOfRec']:
642 643
            numOfRec = int(value)
            v_print("numOfRec is %d", numOfRec)
644 645 646 647
            if numOfRec < 1:
                print("FATAL: number of records must be larger than 0")
                sys.exit(1)

648

649 650 651 652 653
        if key in ['-c', '--config']:
            configDir = value
            v_print("config dir: %s", configDir)

        if key in ['-x', '--insertOnly']:
654 655 656 657 658 659 660 661 662 663
            insertOnly = True
            v_print("insert only: %d", insertOnly)

        if key in ['-O', '--outOfOrder']:
            outOfOrder = int(value)
            v_print("out of order is %d", outOfOrder)

        if key in ['-R', '--rateOOOO']:
            rateOOOO = int(value)
            v_print("the rate of out of order is %d", rateOOOO)
664

665
        if key in ['-D', '--deleteMethod']:
666 667 668 669 670 671
            deleteMethod = int(value)
            if (deleteMethod < 0) or (deleteMethod > 3):
                print(
                    "inputed delete method is %d, valid value is 0~3, set to default 0" %
                    deleteMethod)
                deleteMethod = 0
672 673 674 675 676 677 678 679 680 681 682 683 684 685
            v_print("the delete method is %d", deleteMethod)

        if key in ['-v', '--verbose']:
            verbose = True

        if key in ['-g', '--debug']:
            debug = True

        if key in ['-y', '--skipPrompt']:
            skipPrompt = True

    if verbose:
        printConfig()

686
    if not skipPrompt:
687
        input("Press any key to continue..")
688

689
    # establish connection first if native
690 691 692 693 694 695 696 697
    if native:
        v_print("host:%s, user:%s passwd:%s configDir:%s ", host, user, password, configDir)
        try:
            conn = taos.connect(
                host=host,
                user=user,
                password=password,
                config=configDir)
698
            print("conn: %s" % str(conn.__class__))
699 700 701 702 703 704
        except Exception as e:
            print("Error: %s" % e.args[0])
            sys.exit(1)

        try:
            cursor = conn.cursor()
705
            print("cursor:%d %s" % (id(cursor), str(cursor.__class__)))
706 707 708 709
        except Exception as e:
            print("Error: %s" % e.args[0])
            sys.exit(1)

710
    # drop data only if delete method be set
711 712 713 714 715 716 717 718 719 720
    if deleteMethod > 0:
        if deleteMethod == 1:
            drop_tables()
            print("Drop tables done.")
        elif deleteMethod == 2:
            drop_stables()
            print("Drop super tables done.")
        elif deleteMethod == 3:
            drop_databases()
            print("Drop Database done.")
721 722 723
        sys.exit(0)

    # create databases
724
    drop_databases()
725 726 727
    create_databases()

    # use last database
728
    current_db = "%s%d" % (dbName, (numOfDb - 1))
729
    use_database()
730

731 732 733
    if measure:
        start_time_begin = time.time()

734 735 736 737
    if numOfStb > 0:
        create_stb()
        if (autosubtable == False):
            create_tb_using_stb()
738 739
    else:
        create_tb()
740

741 742 743 744 745
    if measure:
        end_time = time.time()
        print(
            "Total time consumed {} seconds for create table.".format(
            (end_time - start_time_begin)))
746

747 748 749
    if native:
        cursor.close()
        conn.close()
750

751 752 753
    # start insert data
    if measure:
        start_time = time.time()
754

755 756 757
    manager = Manager()
    lock = manager.Lock()
    pool = Pool(processes)
758

759 760
    begin = 0
    end = 0
761

762 763 764 765
    quotient = numOfTb // processes
    if quotient < 1:
        processes = numOfTb
        quotient = 1
766

767 768 769 770 771 772 773 774 775
    remainder = numOfTb % processes
    v_print(
        "num of tables: %d, quotient: %d, remainder: %d",
        numOfTb,
        quotient,
        remainder)

    for i in range(processes):
        begin = end
776

777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795
        if i < remainder:
            end = begin + quotient + 1
        else:
            end = begin + quotient
        pool.apply_async(insert_data_process, args=(lock, i, begin, end,))
#        pool.apply_async(text, args=(lock, i, begin, end,))

    pool.close()
    pool.join()
    time.sleep(1)

    if measure:
        end_time = time.time()
        print(
            "Total time consumed {} seconds for insert data.".format(
            (end_time - start_time)))


    # query data
796
    if queryCmd != "NO":
797 798
        print("queryCmd: %s" % queryCmd)
        query_data(queryCmd)
799

800 801 802 803
    if measure:
        end_time = time.time()
        print(
            "Total time consumed {} seconds.".format(
804
                (end_time - start_time_begin)))
805 806

    print("done")