add metadata performance test
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###################################################################
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# Copyright (c) 2016 by TAOS Technologies, Inc.
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# All rights reserved.
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#
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# This file is proprietary and confidential to TAOS Technologies.
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# No part of this file may be reproduced, stored, transmitted,
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# disclosed or used in any form or by any means other than as
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# expressly provided by the written permission from Jianhui Tao
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#
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###################################################################
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# -*- coding: utf-8 -*-
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import sys
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import taos
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import threading
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import time
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from datetime import datetime
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import numpy as np
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class MyThread(threading.Thread):
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def __init__(self, func, args=()):
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super(MyThread, self).__init__()
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self.func = func
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self.args = args
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def run(self):
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self.result = self.func(*self.args)
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def get_result(self):
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try:
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return self.result # 如果子线程不使用join方法,此处可能会报没有self.result的错误
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except Exception:
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return None
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class MetadataQuery:
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def initConnection(self):
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self.tables = 100
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self.records = 10
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self.numOfTherads =5
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self.ts = 1537146000000
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self.host = "127.0.0.1"
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self.user = "root"
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self.password = "taosdata"
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self.config = "/etc/taos"
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self.conn = taos.connect( self.host, self.user, self.password, self.config)
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def connectDB(self):
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return self.conn.cursor()
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def createStable(self):
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print("================= Create stable meters =================")
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cursor = self.connectDB()
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cursor.execute("drop database if exists test")
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cursor.execute("create database test")
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cursor.execute("use test")
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cursor.execute('''create table if not exists meters (ts timestamp, speed int) tags(
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tgcol1 tinyint, tgcol2 smallint, tgcol3 int, tgcol4 bigint, tgcol5 float, tgcol6 double, tgcol7 bool, tgcol8 binary(20), tgcol9 nchar(20),
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tgcol10 tinyint, tgcol11 smallint, tgcol12 int, tgcol13 bigint, tgcol14 float, tgcol15 double, tgcol16 bool, tgcol17 binary(20), tgcol18 nchar(20),
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tgcol19 tinyint, tgcol20 smallint, tgcol21 int, tgcol22 bigint, tgcol23 float, tgcol24 double, tgcol25 bool, tgcol26 binary(20), tgcol27 nchar(20),
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tgcol28 tinyint, tgcol29 smallint, tgcol30 int, tgcol31 bigint, tgcol32 float, tgcol33 double, tgcol34 bool, tgcol35 binary(20), tgcol36 nchar(20),
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tgcol37 tinyint, tgcol38 smallint, tgcol39 int, tgcol40 bigint, tgcol41 float, tgcol42 double, tgcol43 bool, tgcol44 binary(20), tgcol45 nchar(20),
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tgcol46 tinyint, tgcol47 smallint, tgcol48 int, tgcol49 bigint, tgcol50 float, tgcol51 double, tgcol52 bool, tgcol53 binary(20), tgcol54 nchar(20))''')
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cursor.close()
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def createTablesAndInsertData(self, threadID):
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cursor = self.connectDB()
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cursor.execute("use test")
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base = threadID * self.tables
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tablesPerThread = int (self.tables / self.numOfTherads)
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for i in range(tablesPerThread):
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cursor.execute(
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'''create table t%d using meters tags(
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%d, %d, %d, %d, %f, %f, %d, 'taosdata%d', '涛思数据%d',
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%d, %d, %d, %d, %f, %f, %d, 'taosdata%d', '涛思数据%d',
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%d, %d, %d, %d, %f, %f, %d, 'taosdata%d', '涛思数据%d',
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%d, %d, %d, %d, %f, %f, %d, 'taosdata%d', '涛思数据%d',
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%d, %d, %d, %d, %f, %f, %d, 'taosdata%d', '涛思数据%d',
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%d, %d, %d, %d, %f, %f, %d, 'taosdata%d', '涛思数据%d')''' %
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(base + i + 1,
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(base + i) %100, (base + i) %10000, (base + i) %1000000, (base + i) %100000000, (base + i) %100 * 1.1, (base + i) %100 * 2.3, (base + i) %2, (base + i) %100, (base + i) %100,
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(base + i) %100, (base + i) %10000, (base + i) %1000000, (base + i) %100000000, (base + i) %100 * 1.1, (base + i) %100 * 2.3, (base + i) %2, (base + i) %100, (base + i) %100,
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(base + i) %100, (base + i) %10000, (base + i) %1000000, (base + i) %100000000, (base + i) %100 * 1.1, (base + i) %100 * 2.3, (base + i) %2, (base + i) %100, (base + i) %100,
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(base + i) %100, (base + i) %10000, (base + i) %1000000, (base + i) %100000000, (base + i) %100 * 1.1, (base + i) %100 * 2.3, (base + i) %2, (base + i) %100, (base + i) %100,
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(base + i) %100, (base + i) %10000, (base + i) %1000000, (base + i) %100000000, (base + i) %100 * 1.1, (base + i) %100 * 2.3, (base + i) %2, (base + i) %100, (base + i) %100,
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(base + i) %100, (base + i) %10000, (base + i) %1000000, (base + i) %100000000, (base + i) %100 * 1.1, (base + i) %100 * 2.3, (base + i) %2, (base + i) %100, (base + i) %100))
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for j in range(self.records):
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cursor.execute(
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"insert into t%d values(%d, %d)" %
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(base + i + 1, self.ts + j, j))
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cursor.close()
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def queryWithTagId(self, threadId, tagId, queryNum):
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print("---------thread%d start-----------"%threadId)
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query = '''select tgcol1, tgcol2, tgcol3, tgcol4, tgcol5, tgcol6, tgcol7, tgcol8, tgcol9,
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tgcol10, tgcol11, tgcol12, tgcol13, tgcol14, tgcol15, tgcol16, tgcol17, tgcol18,
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tgcol19, tgcol20, tgcol21, tgcol22, tgcol23, tgcol24, tgcol25, tgcol26, tgcol27,
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tgcol28, tgcol29, tgcol30, tgcol31, tgcol32, tgcol33, tgcol34, tgcol35, tgcol36,
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tgcol37, tgcol38, tgcol39, tgcol40, tgcol41, tgcol42, tgcol43, tgcol44, tgcol45,
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tgcol46, tgcol47, tgcol48, tgcol49, tgcol50, tgcol51, tgcol52, tgcol53, tgcol54
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from meters where tgcol{id} > {condition}'''
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latancy = []
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cursor = self.connectDB()
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cursor.execute("use test")
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for i in range(queryNum):
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startTime = time.time()
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cursor.execute(query.format(id = tagId, condition = i))
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cursor.fetchall()
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latancy.append((time.time() - startTime))
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print("---------thread%d end-----------"%threadId)
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return latancy
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def queryData(self, query):
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cursor = self.connectDB()
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cursor.execute("use test")
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print("================= query tag data =================")
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startTime = datetime.now()
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cursor.execute(query)
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cursor.fetchall()
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endTime = datetime.now()
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print(
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"Query time for the above query is %d seconds" %
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(endTime - startTime).seconds)
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cursor.close()
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#self.conn.close()
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if __name__ == '__main__':
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t = MetadataQuery()
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t.initConnection()
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latancys = []
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threads = []
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tagId = 1
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queryNum = 1000
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for i in range(t.numOfTherads):
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thread = MyThread(t.queryWithTagId, args = (i, tagId, queryNum))
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threads.append(thread)
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thread.start()
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for i in range(t.numOfTherads):
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threads[i].join()
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latancys.extend(threads[i].get_result())
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print("Total query: %d"%(queryNum * t.numOfTherads))
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print("statistic(s): mean= %f, P50 = %f, P75 = %f, P95 = %f, P99 = %f"
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%(sum(latancys)/(queryNum * t.numOfTherads), np.percentile(latancys, 50), np.percentile(latancys, 75), np.percentile(latancys, 95), np.percentile(latancys, 99)))
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