add functions to read slogger and tcpdump

This commit is contained in:
HappyZ 2017-02-04 21:33:37 -08:00
parent 25265e554e
commit b66564527d
2 changed files with 198 additions and 28 deletions

View File

@ -1,5 +1,7 @@
import sys import sys
import os import os
import re
import subprocess
sys.path.append("modules") sys.path.append("modules")
try: try:
@ -15,25 +17,38 @@ class EnergyAnalyzer():
def __init__(self, productname, isDebugging=False, unit="mW"): def __init__(self, productname, isDebugging=False, unit="mW"):
self.myModel = Model(isDebugging=isDebugging, unit=unit) self.myModel = Model(isDebugging=isDebugging, unit=unit)
self.myModel.load(productname) self.myModel.load(productname)
self.results = [] # first time initialization
self.deltas = [] self.clean_up_cpu()
self.instant_freqs = [] self.clean_up_net()
self.instant_utils = []
self.instant_power = []
self.total_idle = [] # [cpu0, cpu1, ..., cpuN, cpuOverall]
self.total_used = [] # [cpu0, cpu1, ..., cpuN, cpuOverall]
self.total_energy = 0 # unit as defined in unit
self.avg_power = 0
self.avg_utils = [] # [cpu0, cpu1, ..., cpuN, cpuOverall]
self.total_time = 0
self.DEBUG = isDebugging self.DEBUG = isDebugging
if self.DEBUG:
self.logger = EmptyLogger( self.logger = EmptyLogger(
"EnergyAnalyzer", isDebugging=self.DEBUG, printout=True) "EnergyAnalyzer", isDebugging=self.DEBUG, printout=True)
def clean_up_cpu(self):
self.data_cpu = [] # (sorted) cpu results of logs
self.data_cpu_d = [] # deltas between pair of results
self.instant_freqs = [] # freq of each core at time unit
self.instant_utils = [] # util perc of each core at time unit
self.instant_power = [] # power spent at time unit
self.total_idle = [] # [cpu0, cpu1, ..., cpuN, cpuOverall]
self.total_used = [] # [cpu0, cpu1, ..., cpuN, cpuOverall]
self.total_energy = 0 # unit as defined in unit
self.avg_power = 0 # average power across time
self.avg_utils = [] # [cpu0, cpu1, ..., cpuN, cpuOverall]
self.total_time = 0
def clean_up_net(self):
self.data_tcpdump = []
self.net_start_time = -1
self.net_end_time = -1
self.wifi_rssi = []
self.lte_rsrp = []
def read_cpu_log(self, filepath, def read_cpu_log(self, filepath,
startT=None, endT=None): startT=None, endT=None):
self.logger.debug("re-initialize variables")
self.clean_up_cpu()
self.logger.debug("read_cpu_log started") self.logger.debug("read_cpu_log started")
contents = [] contents = []
skipFirstTime = True skipFirstTime = True
@ -52,41 +67,43 @@ class EnergyAnalyzer():
cpu_total_used = int(tmp[2]) cpu_total_used = int(tmp[2])
cpu_per_core = [] cpu_per_core = []
if not skipFirstTime: if not skipFirstTime:
delta_t = timestamp - self.results[-1][0] delta_t = timestamp - self.data_cpu[-1][0]
delta_total_idle = cpu_total_idle - self.results[-1][1] delta_total_idle = cpu_total_idle - self.data_cpu[-1][1]
delta_total_used = cpu_total_used - self.results[-1][2] delta_total_used = cpu_total_used - self.data_cpu[-1][2]
delta_per_core = [] delta_per_core = []
for i in xrange(3, len(tmp), 3): for i in xrange(3, len(tmp), 3):
cpu_i_idle = int(tmp[i]) cpu_i_idle = int(tmp[i])
cpu_i_used = int(tmp[i + 1]) cpu_i_used = int(tmp[i + 1])
cpu_i_freq = int(tmp[i + 2]) cpu_i_freq = int(tmp[i + 2])
cpu_per_core.append([cpu_i_idle, cpu_i_used, cpu_i_freq]) cpu_per_core.append([cpu_i_idle, cpu_i_used, cpu_i_freq])
if len(self.results) != 0: if len(self.data_cpu) != 0:
delta_per_core.append( delta_per_core.append(
[cpu_i_idle - self.results[-1][3][i / 3 - 1][0], [cpu_i_idle - self.data_cpu[-1][3][i / 3 - 1][0],
cpu_i_used - self.results[-1][3][i / 3 - 1][1], cpu_i_used - self.data_cpu[-1][3][i / 3 - 1][1],
cpu_i_freq]) cpu_i_freq]) # self.data_cpu[-1][3][i / 3 - 1][2])
if not skipFirstTime: if not skipFirstTime:
self.deltas.append( self.data_cpu_d.append(
[delta_t, delta_total_idle, [delta_t, delta_total_idle,
delta_total_used, delta_per_core]) delta_total_used, delta_per_core])
self.results.append( self.data_cpu.append(
[timestamp, cpu_total_idle, cpu_total_used, cpu_per_core]) [timestamp, cpu_total_idle, cpu_total_used, cpu_per_core])
skipFirstTime = False skipFirstTime = False
self.logger.debug("read_cpu_log ended") self.logger.debug("read_cpu_log ended")
def get_cpu_energy(self): def parse_cpu_energy(self,
if len(self.deltas) < 1: power_base=0):
self.logger.error("get_cpu_energy finds delta empty") if len(self.data_cpu_d) < 1:
self.logger.error(self.results) self.logger.error("parse_cpu_energy finds delta empty")
self.logger.error(self.data_cpu)
self.logger.error("did you call read_cpu_log?")
return return
self.logger.debug("get_cpu_energy started") self.logger.debug("parse_cpu_energy started")
num_of_cores = len(self.deltas[0][3]) num_of_cores = len(self.data_cpu_d[0][3])
# allocate memory # allocate memory
self.total_idle = [0 for i in xrange(num_of_cores + 1)] self.total_idle = [0 for i in xrange(num_of_cores + 1)]
self.total_used = [0 for i in xrange(num_of_cores + 1)] self.total_used = [0 for i in xrange(num_of_cores + 1)]
self.avg_utils = [0 for i in xrange(num_of_cores + 1)] self.avg_utils = [0 for i in xrange(num_of_cores + 1)]
for result in self.deltas: for result in self.data_cpu_d:
# allocate memory # allocate memory
freqs = [0 for i in xrange(num_of_cores)] freqs = [0 for i in xrange(num_of_cores)]
utils = [0 for i in xrange(num_of_cores + 1)] utils = [0 for i in xrange(num_of_cores + 1)]
@ -112,10 +129,15 @@ class EnergyAnalyzer():
# get power (only if the unit is in Watts or mWatts) # get power (only if the unit is in Watts or mWatts)
instant_power = self.myModel.get_cpu_energy( instant_power = self.myModel.get_cpu_energy(
result[0], freqs, utils[:-1]) result[0], freqs, utils[:-1])
# check if returned is power (watt) or energy (joule)
if self.myModel.using_power: if self.myModel.using_power:
# subtract base (background) if desired
instant_power -= power_base
self.instant_power.append(instant_power) self.instant_power.append(instant_power)
energy = instant_power * result[0] energy = instant_power * result[0]
else: else:
self.instant_power.append(instant_power / result[0])
instant_power -= power_base * result[0]
energy = instant_power energy = instant_power
self.total_time += result[0] self.total_time += result[0]
self.total_energy += energy self.total_energy += energy
@ -134,18 +156,164 @@ class EnergyAnalyzer():
"average util: {0}".format( "average util: {0}".format(
",".join( ",".join(
["{0:.2f}%".format(x * 100) for x in self.avg_utils]))) ["{0:.2f}%".format(x * 100) for x in self.avg_utils])))
self.logger.debug("get_cpu_energy ended") # self.logger.debug(self.instant_power)
self.logger.debug("parse_cpu_energy ended")
def read_sslogger_file(self, fp_sslogger):
if not os.path.isfile(fp_sslogger):
self.logger.error(
"sslogger file {0} does not exist".format(fp_sslogger))
sys.exit(-1)
myPatterns = [ # wifi
'(\d+) wifi ([-\d]+)',
# gsm, LTE
'(\d+) gsm ([-\d]+) lte ([-\d]+) ([-\d]+) ([-\d]+)']
with open(fp_sslogger, 'rU') as f:
content = f.readlines()
for line in content:
tmp = None
for pattern in myPatterns:
myMatch = re.search(pattern, line)
if myMatch is not None:
# [timestamp (us), wifi rssi]
# or
# [timestamp (us), gsm rssi, lte ss, lte rsrp, lte rsrq]
tmp = list(myMatch.groups())
break
if tmp is None:
self.logger.debug("nothing found in {0}".format(line.rstrip()))
continue
if len(tmp) > 2:
self.lte_rsrp.append([int(tmp[0]) / 1000.0, int(tmp[3])])
else:
self.wifi_rssi.append([int(tmp[0]) / 1000.0, int(tmp[1])])
# self.logger.debug(self.lte_rsrp)
# self.logger.debug(self.wifi_rssi)
def read_tcpdump_file(self, fp_tcpdump,
isWiFi=False, isLTE=False, is3G=False):
# TODO: currently WIFi only
if not os.path.isfile(fp_tcpdump):
self.logger.error(
"tcpdump file {0} does not exist".format(fp_tcpdump))
sys.exit(-1)
myPatterns = [ # DATA packet, with seq range
'([\d\.]+) IP ([\d\.]+) \> ([\d\.]+): ' +
'Flags \[([\w\.]+)\], seq (\d+):(\d+),',
# ACK
'([\d\.]+) IP ([\d\.]+) \> ([\d\.]+): ' +
'Flags \[([\w\.]+)\], ack (\d+),',
# SYN/SYNACK or FIN/FINACK packet, with one seq
'([\d\.]+) IP ([\d\.]+) \> ([\d\.]+): ' +
'Flags \[([\w\.]+)\], seq (\d+),']
with open(fp_tcpdump, 'rU') as f:
content = f.readlines()
firstLine = True
# check the network status: idle, active, or tail
net_state = 'i' # idle
for line in content:
tmp = None
for pattern in myPatterns:
myMatch = re.search(pattern, line)
if myMatch is not None:
# [timestamp (s), src_ip, dst_ip, flag, seq_start, seq_end]
# or
# [timestamp (s), src_ip, dst_ip, flag, seq]
tmp = list(myMatch.groups())
tmp[0] = float(tmp[0]) # timestamp
break
if tmp is None:
self.logger.debug("nothing found in {0}".format(line.rstrip()))
continue
data_len = 0
if len(tmp) > 5:
data_len = int(tmp[5]) - int(tmp[4])
if firstLine:
firstLine = False
elif self.data_tcpdump[-1][1] == 'i' \
or self.data_tcpdump[-1][1] == 't':
net_state = 'a' # active
elif self.data_tcpdump[-1][1] == 'a':
prevT = self.data_tcpdump[-1][0]
time_diff = tmp[0] - prevT
# self.logger.debug("time_diff: {0:.4f}".format(time_diff))
if time_diff > self.myModel.wifi_min_spike_interval:
self.data_tcpdump[-1][1] = 't' # prev is tail
if time_diff > self.myModel.wifi_timeout:
self.data_tcpdump.append(
[prevT + self.myModel.wifi_timeout,
'i',
self.data_tcpdump[-1][2]])
self.data_tcpdump.append(
[tmp[0], net_state, data_len])
# check result
if len(self.data_tcpdump) < 2:
self.logger.error("tcpdump file has weird size...")
sys.exit(-1)
# the last one must be tail
self.data_tcpdump[-1][1] = 't'
# after self.myModel.wifi_timeout, it will become idle
self.data_tcpdump.append(
[self.data_tcpdump[-1][0] + self.myModel.wifi_timeout, 'i', 0])
# self.logger.debug(self.data_tcpdump)
# get the start and end time of network
self.net_start_time = self.data_tcpdump[0][0]
self.net_end_time = self.data_tcpdump[-2][0] # true net end time
def read_wifi_log(self, fp_tcpdump, tcpdump_filter="",
fp_sslogger=None):
self.logger.debug("read_wifi_log started")
self.logger.debug("re-initialize variables")
self.clean_up_net()
# parse tcpdump file
self.logger.debug("parse tcpdump")
if not os.path.isfile(fp_tcpdump):
self.logger.error(
"tcpdump file {0} does not exist".format(fp_tcpdump))
sys.exit(-1)
if ".tcpdump" not in fp_tcpdump:
# generate the parsed tcpdump file
subprocess.call(
"tcpdump -tt -n -r {0} {1} > {0}.tcpdump".format(
fp_tcpdump, tcpdump_filter),
shell=True)
fp_tcpdump += '.tcpdump'
# read the file
self.read_tcpdump_file(fp_tcpdump, isWiFi=True)
# parse sslogger
self.logger.debug("parse sslogger file")
if fp_sslogger is None:
self.logger.info(
"no sslogger file, will assume the strongest")
return
elif not os.path.isfile(fp_sslogger):
self.logger.info(
"sslogger file {0} does not exist".format(fp_sslogger))
sys.exit(-1)
self.read_sslogger_file(fp_sslogger)
self.logger.debug("read_wifi_log ended")
def parse_wifi_energy(self, power_base=0):
self.logger.debug("parse_wifi_energy started")
self.logger.debug("parse_wifi_energy ended")
if __name__ == "__main__": if __name__ == "__main__":
# cpuFile = sys.argv[1] # cpuFile = sys.argv[1]
cpuFile = "./models/test/1485560673559.cpu" cpuFile = "./models/test/1485560673559.cpu"
tcpdumpFile = "./models/test/tcpdump_wifionly_1485560673559"
ssFile = "./models/test/1485560673559.ss"
if not os.path.isfile(cpuFile): if not os.path.isfile(cpuFile):
print ".....!" print ".....!"
sys.exit(-1) sys.exit(-1)
myObj = EnergyAnalyzer("shamu", isDebugging=True, unit="mW") myObj = EnergyAnalyzer("shamu", isDebugging=True, unit="mW")
myObj.read_cpu_log(cpuFile) myObj.read_cpu_log(cpuFile)
myObj.get_cpu_energy() myObj.parse_cpu_energy()
myObj.read_wifi_log(
tcpdumpFile,
fp_sslogger=ssFile, tcpdump_filter="host 128.111.68.220")
myObj.parse_wifi_energy()
# for i in xrange(1, len(myObj.freqs)): # for i in xrange(1, len(myObj.freqs)):
# print myObj.freqs[i] - myObj.freqs[i-1] # print myObj.freqs[i] - myObj.freqs[i-1]
# myObj.get_wifi_tail_energy(1) # myObj.get_wifi_tail_energy(1)

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@ -36,6 +36,8 @@ class Model():
{ 'index': [rssi, current, length], ...}, { 'index': [rssi, current, length], ...},
} }
''' '''
self.wifi_min_spike_interval = 0.03
self.wifi_timeout = 0.21
self.voltage = 1 self.voltage = 1
self.unit = unit self.unit = unit