| from iotdb.Session import Session |
| from iotdb.utils.IoTDBConstants import TSDataType, TSEncoding, Compressor |
| from iotdb.utils.Tablet import Tablet |
| import pandas as pd |
| import numpy as np |
| import time |
| |
| # creating session connection. |
| ip = "127.0.0.1" |
| port_ = "6667" |
| username_ = "root" |
| password_ = "root" |
| session = Session(ip, port_, username_, password_, fetch_size=1024, zone_id="UTC+8") |
| session.open(False) |
| |
| grps = ["tx_syn_01", "tx_syn_02", "tx_syn_03", "tx_syn_04"] |
| # grps = ["bt_syn_01", "bt_syn_02", "bt_syn_03", "bt_syn_04"] |
| # grps = ["st_syn_01", "st_syn_02", "st_syn_03", "st_syn_04"] |
| # grps = ["wh_syn_01", "wh_syn_02", "wh_syn_03", "wh_syn_04"] |
| times = 6 |
| drop = 3 |
| data_size = 50000000 |
| sizes = [10000000, 20000000, 30000000, 40000000, 50000000] |
| quant = 0.5 |
| |
| for grp in grps: |
| query_times = 0 |
| accuracy = 0 |
| print(grp) |
| for i in range(times): |
| start_time = time.time() |
| result = session.execute_query_statement( |
| "select KLL_QUANTILE(s_01) from root." + grp + ".d_01" |
| ) |
| if i < drop: |
| continue |
| query_times += time.time() - start_time |
| # result = str(result.next()).split() |
| # quantile = float(result[1]) |
| |
| # count = session.execute_query_statement( |
| # "select count(s_01) from root." + grp + ".d_01 where s_01<=" + str(quantile) |
| # ) |
| |
| # count =str(count.next()).split() |
| # accuracy += data_size * quant - float(count[1]) |
| |
| print(query_times / (times - drop), (accuracy / (times - drop)) / data_size) |
| |
| for size in sizes: |
| print(size) |
| query_times = 0 |
| accuracy = 0 |
| for i in range(times): |
| start_time = time.time() |
| result = session.execute_query_statement( |
| "select KLL_QUANTILE(s_01) from root." + grps[0] + ".d_01 where time<=" + str(size) |
| ) |
| if i < drop: |
| continue |
| query_times += time.time() - start_time |
| # result = str(result.next()).split() |
| # quantile = float(result[1]) |
| |
| # count = session.execute_query_statement( |
| # # "select count(s_01) from root.sg_syn_02.d_01 where s_01<=" + str(quantile) + " and time<=" + str(size) |
| # "select count(s_01) from root.sg_td_02.d_01 where s_01<=" + str(quantile) + " and time<=" + str(size) |
| # # "select count(s_01) from root.sg_rs_02.d_01 where s_01<=" + str(quantile) + " and time<=" + str(size) |
| # ) |
| |
| # count =str(count.next()).split() |
| # accuracy += size * quant - float(count[1]) |
| |
| print(query_times / (times - drop), (accuracy / (times - drop)) / size) |