gem5/util/stats/stats.py

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#!/usr/bin/env python
from __future__ import division
import re, sys, math
def usage():
print '''\
Usage: %s [-E] [-F] [-d <db> ] [-g <get> ] [-h <host>] [-p]
[-s <system>] [-r <runs> ] [-T <samples>] [-u <username>]
<command> [command args]
commands extra parameters description
----------- ------------------ ---------------------------------------
bins [regex] List bins (only matching regex)
formula <formula> Evaluated formula specified
formulas [regex] List formulas (only matching regex)
runs none List all runs in database
samples none List samples present in database
stability <pairnum> <stats> Calculated statistical info about stats
stat <regex> Show stat data (only matching regex)
stats [regex] List all stats (only matching regex)
''' % sys.argv[0]
sys.exit(1)
def getopts(list, flags):
import getopt
try:
opts, args = getopt.getopt(list, flags)
except getopt.GetoptError:
usage()
return opts, args
def printval(name, value, invert = False):
if invert and value != 0.0:
value = 1 / value
if value == (1e300*1e300):
return
if printval.mode == 'G':
print '%s: %g' % (name, value)
elif printval.mode != 'F' and value > 1e6:
print '%s: %0.5e' % (name, value)
else:
print '%s: %f' % (name, value)
printval.mode = 'G'
def unique(list):
set = {}
map(set.__setitem__, list, [])
return set.keys()
def graphdata68(runs, options, tag, label, value):
import info
configs = ['ste', 'hte', 'htd', 'ocm', 'occ', 'ocp' ]
benchmarks = [ 'm', 's', 'snt', 'nb1', 'w1', 'w2', 'w3', 'w4', 'nm', 'ns', 'nw1', 'nw2', 'nw3' ]
dmas = [ 'x' ]
caches = [ '2', '4' ]
names = []
bench_system = {
'm' : 'client',
's' : 'client',
'snt' : 'client',
'nb1' : 'server',
'nb2' : 'server',
'nt1' : 'server',
'nt2' : 'server',
'w1' : 'server',
'w2' : 'server',
'w3' : 'server',
'w4' : 'server',
'w1s' : 'server',
'w2s' : 'server',
'w3s' : 'server',
'ns' : 'natbox',
'nm' : 'natbox',
'nw1' : 'natbox',
'nw2' : 'natbox',
'nw3' : 'natbox'
}
for bench in benchmarks:
if bench_system[bench] != options.system:
continue
for dma in dmas:
for cache in caches:
names.append([bench, dma, cache])
for bench,dma,cache in names:
base = '%s.%s.%s' % (bench, dma, cache)
fname = 'data/%s.%s.68.dat' % (tag, base)
f = open(fname, 'w')
print >>f, '#set TITLE = '
print >>f, '#set ylbl = %s' % label
#print >>f, '#set sublabels = %s' % ' '.join(configs)
print >>f, '#set sublabels = ste hte htd ocm occ ocs'
for speed,freq in zip(['s', '6', '8', 'q'],['4GHz', '6GHz','8GHz', '10GHz']):
print >>f, '"%s"' % freq,
for conf in configs:
name = '%s.%s.%s.%s.%s' % (conf, bench, dma, cache, speed)
run = info.source.allRunNames[name]
info.display_run = run.run;
val = float(value)
if val == 1e300*1e300:
print >>f, 0.0,
else:
print >>f, "%f" % val,
print >>f
f.close()
def graphdata(runs, options, tag, label, value):
if options.graph68:
graphdata68(runs, options, tag, label, value)
return
import info
configs = ['ste', 'hte', 'htd', 'ocm', 'occ', 'ocp' ]
#benchmarks = [ 'm', 's', 'nb1', 'nb2', 'nt1', 'nt2', 'w1', 'w2', 'w3', 'w4', 'ns', 'nm', 'nw1', 'nw2', 'nw3' ]
#benchmarks = [ 'm', 's', 'nb1', 'nb2', 'nt1', 'w1', 'w2', 'w3', 'ns', 'nm', 'w1s' ]
benchmarks = [ 'm', 's', 'nb1', 'nb2', 'w1', 'w2', 'w3', 'w4', 'ns', 'nm', 'nw1', 'snt' ]
#dmas = [ 'x', 'd', 'b' ]
dmas = [ 'x' ]
caches = [ '2', '4' ]
names = []
bench_system = {
'm' : 'client',
's' : 'client',
'snt' : 'client',
'nb1' : 'server',
'nb2' : 'server',
'nt1' : 'server',
'nt2' : 'server',
'w1' : 'server',
'w2' : 'server',
'w3' : 'server',
'w4' : 'server',
'w1s' : 'server',
'w2s' : 'server',
'w3s' : 'server',
'ns' : 'natbox',
'nm' : 'natbox',
'nw1' : 'natbox',
'nw2' : 'natbox',
'nw3' : 'natbox'
}
for bench in benchmarks:
if bench_system[bench] != options.system:
continue
for dma in dmas:
for cache in caches:
names.append([bench, dma, cache])
for bench,dma,cache in names:
base = '%s.%s.%s' % (bench, dma, cache)
fname = 'data/%s.%s.dat' % (tag, base)
f = open(fname, 'w')
print >>f, '#set TITLE = '
print >>f, '#set ylbl = %s' % label
#print >>f, '#set sublabels = %s' % ' '.join(configs)
print >>f, '#set sublabels = ste hte htd ocm occ ocs'
for speed,freq in zip(['s', 'q'],['4GHz','10GHz']):
print >>f, '"%s"' % freq,
for conf in configs:
name = '%s.%s.%s.%s.%s' % (conf, bench, dma, cache, speed)
run = info.source.allRunNames[name]
info.display_run = run.run;
val = float(value)
if val == 1e300*1e300:
print >>f, 0.0,
else:
print >>f, "%f" % val,
print >>f
f.close()
def printdata(runs, value, invert = False):
import info
for run in runs:
info.display_run = run.run;
val = float(value)
printval(run.name, val)
class CommandException(Exception):
pass
def commands(options, command, args):
if command == 'database':
if len(args) == 0: raise CommandException
import dbinit
mydb = dbinit.MyDB(options)
if args[0] == 'drop':
if len(args) > 2: raise CommandException
mydb.admin()
mydb.drop()
if len(args) == 2 and args[1] == 'init':
mydb.create()
mydb.connect()
mydb.populate()
mydb.close()
return
if args[0] == 'init':
if len(args) > 1: raise CommandException
mydb.admin()
mydb.create()
mydb.connect()
mydb.populate()
mydb.close()
return
if args[0] == 'clean':
if len(args) > 1: raise CommandException
mydb.connect()
mydb.clean()
return
raise CommandException
import db, info
info.source = db.Database()
info.source.host = options.host
info.source.db = options.db
info.source.passwd = options.passwd
info.source.user = options.user
info.source.connect()
info.source.update_dict(globals())
if type(options.get) is str:
info.source.get = options.get
if options.runs is None:
runs = info.source.allRuns
else:
rx = re.compile(options.runs)
runs = []
for run in info.source.allRuns:
if rx.match(run.name):
runs.append(run)
info.display_run = runs[0].run
if command == 'runs':
user = None
opts, args = getopts(args, '-u')
if len(args):
raise CommandException
for o,a in opts:
if o == '-u':
user = a
info.source.listRuns(user)
return
if command == 'stability':
if len(args) < 2:
raise CommandException
try:
merge = int(args[0])
except ValueError:
usage()
stats = info.source.getStat(args[1])
info.source.get = "sum"
#loop through all the stats selected
for stat in stats:
print "%s:" % stat.name
print "%-20s %12s %12s %4s %5s %5s %5s %10s" % \
("run name", "average", "stdev", ">10%", ">1SDV", ">2SDV", "SAMP", "CV")
print "%-20s %12s %12s %4s %5s %5s %5s %10s" % \
("--------------------", "------------",
"------------", "----", "-----", "-----", "-----", "----------")
#loop through all the selected runs
for run in runs:
info.display_run = run.run;
runTicks = info.source.retTicks([ run ])
#throw away the first one, it's 0
runTicks.pop(0)
info.globalTicks = runTicks
avg = 0
stdev = 0
numoutsideavg = 0
numoutside1std = 0
numoutside2std = 0
pairRunTicks = []
if float(stat) == 1e300*1e300:
continue
for t in range(0, len(runTicks)-(merge-1), merge):
tempPair = []
for p in range(0,merge):
tempPair.append(runTicks[t+p])
pairRunTicks.append(tempPair)
#loop through all the various ticks for each run
for tick in pairRunTicks:
info.globalTicks = tick
avg += float(stat)
avg /= len(pairRunTicks)
for tick in pairRunTicks:
info.globalTicks = tick
val = float(stat)
stdev += pow((val-avg),2)
stdev = math.sqrt(stdev / len(pairRunTicks))
for tick in pairRunTicks:
info.globalTicks = tick
val = float(stat)
if (val < (avg * .9)) or (val > (avg * 1.1)):
numoutsideavg += 1
if (val < (avg - stdev)) or (val > (avg + stdev)):
numoutside1std += 1
if (val < (avg - (2*stdev))) or (val > (avg + (2*stdev))):
numoutside2std += 1
if avg > 1000:
print "%-20s %12s %12s %4s %5s %5s %5s %10s" % \
(run.name, "%.1f" % avg, "%.1f" % stdev,
"%d" % numoutsideavg, "%d" % numoutside1std,
"%d" % numoutside2std, "%d" % len(pairRunTicks),
"%.3f" % (stdev/avg*100))
elif avg > 100:
print "%-20s %12s %12s %4s %5s %5s %5s %10s" % \
(run.name, "%.1f" % avg, "%.1f" % stdev,
"%d" % numoutsideavg, "%d" % numoutside1std,
"%d" % numoutside2std, "%d" % len(pairRunTicks),
"%.5f" % (stdev/avg*100))
else:
print "%-20s %12s %12s %4s %5s %5s %5s %10s" % \
(run.name, "%.5f" % avg, "%.5f" % stdev,
"%d" % numoutsideavg, "%d" % numoutside1std,
"%d" % numoutside2std, "%d" % len(pairRunTicks),
"%.7f" % (stdev/avg*100))
return
if command == 'stats':
if len(args) == 0:
info.source.listStats()
elif len(args) == 1:
info.source.listStats(args[0])
else:
raise CommandException
return
if command == 'stat':
if len(args) != 1:
raise CommandException
stats = info.source.getStat(args[0])
for stat in stats:
if options.graph:
graphdata(runs, options, stat.name, stat.name, stat)
else:
if options.ticks:
print 'only displaying sample %s' % options.ticks
info.globalTicks = [ int(x) for x in options.ticks.split() ]
if options.binned:
print 'kernel ticks'
stat.bins = 'kernel'
printdata(runs, stat)
print 'idle ticks'
stat.bins = 'idle'
printdata(runs, stat)
print 'user ticks'
stat.bins = 'user'
printdata(runs, stat)
print 'interrupt ticks'
stat.bins = 'interrupt'
printdata(runs, stat)
print 'total ticks'
stat.bins = None
print stat.name
printdata(runs, stat)
return
if command == 'formula':
if len(args) != 1:
raise CommandException
stats = eval(args[0])
for stat in stats:
if options.graph:
graphdata(runs, options, stat.name, stat.name, stat)
else:
if options.binned:
print 'kernel ticks'
stat.bins = 'kernel'
printdata(runs, stat)
print 'idle ticks'
stat.bins = 'idle'
printdata(runs, stat)
print 'user ticks'
stat.bins = 'user'
printdata(runs, stat)
print 'interrupt ticks'
stat.bins = 'interrupt'
printdata(runs, stat)
print 'total ticks'
stat.bins = None
print args[0]
printdata(runs, stat)
return
if command == 'bins':
if len(args) == 0:
info.source.listBins()
elif len(args) == 1:
info.source.listBins(args[0])
else:
raise CommandException
return
if command == 'formulas':
if len(args) == 0:
info.source.listFormulas()
elif len(args) == 1:
info.source.listFormulas(args[0])
else:
raise CommandException
return
if command == 'samples':
if len(args):
raise CommandException
info.source.listTicks(runs)
return
if len(args):
raise CommandException
system = info.source.__dict__[options.system]
if command == 'usertime':
import copy
kernel = copy.copy(system.full_cpu.numCycles)
kernel.bins = 'kernel'
user = copy.copy(system.full_cpu.numCycles)
user.bins = 'user'
if options.graph:
graphdata(runs, options, 'usertime', 'User Fraction',
user / system.full_cpu.numCycles)
else:
printdata(runs, user / system.full_cpu.numCycles)
return
if command == 'ticks':
if options.binned:
print 'kernel ticks'
system.full_cpu.numCycles.bins = 'kernel'
printdata(runs, system.full_cpu.numCycles)
print 'idle ticks'
system.full_cpu.numCycles.bins = 'idle'
printdata(runs, system.full_cpu.numCycles)
print 'user ticks'
system.full_cpu.numCycles.bins = 'user'
printdata(runs, system.full_cpu.numCycles)
print 'total ticks'
system.full_cpu.numCycles.bins = None
printdata(runs, system.full_cpu.numCycles)
return
if command == 'packets':
packets = system.tsunami.etherdev.rxPackets
if options.graph:
graphdata(runs, options, 'packets', 'Packets', packets)
else:
printdata(runs, packets)
return
if command == 'ppt' or command == 'tpp':
ppt = system.tsunami.etherdev.rxPackets / sim_ticks
printdata(runs, ppt, command == 'tpp')
return
if command == 'pps':
pps = system.tsunami.etherdev.rxPackets / sim_seconds
if options.graph:
graphdata(runs, options, 'pps', 'Packets/s', pps)
else:
printdata(runs, pps)
return
if command == 'bpt' or command == 'tpb':
bytes = system.tsunami.etherdev.rxBytes + system.tsunami.etherdev.txBytes
bpt = bytes / sim_ticks * 8
if options.graph:
graphdata(runs, options, 'bpt', 'bps / Hz', bpt)
else:
printdata(runs, bpt, command == 'tpb')
return
if command == 'bptb' or command == 'tpbb':
bytes = system.tsunami.etherdev.rxBytes + system.tsunami.etherdev.txBytes
print 'kernel stats'
bytes.bins = 'kernel'
printdata(runs, bytes / ticks)
print 'idle stats'
bytes.bins = 'idle'
printdata(runs, bytes / ticks)
print 'user stats'
bytes.bins = 'user'
printdata(runs, bytes / ticks)
return
if command == 'bytes':
stat = system.tsunami.etherdev.rxBytes + system.tsunami.etherdev.txBytes
if options.binned:
print '%s kernel stats' % stat.name
stat.bins = 'kernel'
printdata(runs, stat)
print '%s idle stats' % stat.name
stat.bins = 'idle'
printdata(runs, stat)
print '%s user stats' % stat.name
stat.bins = 'user'
printdata(runs, stat)
print '%s total stats' % stat.name
stat.bins = None
printdata(runs, stat)
return
if command == 'rxbps':
gbps = system.tsunami.etherdev.rxBandwidth / 1e9
if options.graph:
graphdata(runs, options, 'rxbps', 'Bandwidth (Gbps)', gbps)
else:
printdata(runs, gbps)
return
if command == 'txbps':
gbps = system.tsunami.etherdev.txBandwidth / 1e9
if options.graph:
graphdata(runs, options, 'txbps', 'Bandwidth (Gbps)', gbps)
else:
printdata(runs, gbps)
return
if command == 'bps':
rxbps = system.tsunami.etherdev.rxBandwidth
txbps = system.tsunami.etherdev.txBandwidth
gbps = (rxbps + txbps) / 1e9
if options.graph:
graphdata(runs, options, 'bps', 'Bandwidth (Gbps)', gbps)
else:
printdata(runs, gbps)
return
if command == 'misses':
stat = system.L2.overall_mshr_misses
if options.binned:
print '%s kernel stats' % stat.name
stat.bins = 'kernel'
printdata(runs, stat)
print '%s idle stats' % stat.name
stat.bins = 'idle'
printdata(runs, stat)
print '%s user stats' % stat.name
stat.bins = 'user'
printdata(runs, stat)
print '%s total stats' % stat.name
stat.bins = None
if options.graph:
graphdata(runs, options, 'misses', 'Overall MSHR Misses', stat)
else:
printdata(runs, stat)
return
if command == 'mpkb':
misses = system.L2.overall_mshr_misses
rxbytes = system.tsunami.etherdev.rxBytes
txbytes = system.tsunami.etherdev.txBytes
if options.binned:
print 'mpkb kernel stats'
misses.bins = 'kernel'
mpkb = misses / ((rxbytes + txbytes) / 1024)
printdata(runs, mpkb)
print 'mpkb idle stats'
misses.bins = 'idle'
mpkb = misses / ((rxbytes + txbytes) / 1024)
printdata(runs, mpkb)
print 'mpkb user stats'
misses.bins = 'user'
mpkb = misses / ((rxbytes + txbytes) / 1024)
printdata(runs, mpkb)
print 'mpkb total stats'
mpkb = misses / ((rxbytes + txbytes) / 1024)
misses.bins = None
if options.graph:
graphdata(runs, options, 'mpkb', 'Misses / KB', mpkb)
else:
printdata(runs, mpkb)
return
if command == 'ipkb':
interrupts = system.full_cpu.kern.faults[4]
rxbytes = system.tsunami.etherdev.rxBytes
txbytes = system.tsunami.etherdev.txBytes
if options.binned:
print 'ipkb kernel stats'
interrupts.bins = 'kernel'
ipkb = interrupts / ((rxbytes + txbytes) / 1024)
printdata(runs, ipkb)
print 'ipkb idle stats'
interrupts.bins = 'idle'
ipkb = interrupts / ((rxbytes + txbytes) / 1024)
printdata(runs, ipkb)
print 'ipkb user stats'
interrupts.bins = 'user'
ipkb = interrupts / ((rxbytes + txbytes) / 1024)
printdata(runs, ipkb)
print 'ipkb total stats'
ipkb = interrupts / ((rxbytes + txbytes) / 1024)
interrupts.bins = None
if options.graph:
graphdata(runs, options, 'ipkb', 'Interrupts / KB', ipkb)
else:
printdata(runs, ipkb)
return
if command == 'execute':
printdata(runs, system.full_cpu.ISSUE__count)
return
if command == 'commit':
printdata(runs, system.full_cpu.COM__count)
return
if command == 'fetch':
printdata(runs, system.full_cpu.FETCH__count)
return
if command == 'bpp':
ed = system.tsunami.etherdev
bpp = (ed.rxBytes + ed.txBytes) / (ed.rxPackets + ed.txPackets)
if options.graph:
graphdata(runs, options, 'bpp', 'Bytes / Packet', bpp)
else:
printdata(runs, bpp)
return
if command == 'rxbpp':
bpp = system.tsunami.etherdev.rxBytes / system.tsunami.etherdev.rxPackets
if options.graph:
graphdata(runs, options, 'rxbpp', 'Receive Bytes / Packet', bpp)
else:
printdata(runs, bpp)
return
if command == 'txbpp':
bpp = system.tsunami.etherdev.txBytes / system.tsunami.etherdev.txPackets
if options.graph:
graphdata(runs, options, 'txbpp', 'Transmit Bytes / Packet', bpp)
else:
printdata(runs, bpp)
return
if command == 'rtp':
rtp = system.tsunami.etherdev.rxPackets / system.tsunami.etherdev.txPackets
if options.graph:
graphdata(runs, options, 'rtp', 'rxPackets / txPackets', rtp)
else:
printdata(runs, rtp)
return
if command == 'rtb':
rtb = system.tsunami.etherdev.rxBytes / system.tsunami.etherdev.txBytes
if options.graph:
graphdata(runs, options, 'rtb', 'rxBytes / txBytes', rtb)
else:
printdata(runs, rtb)
return
raise CommandException
class Options: pass
if __name__ == '__main__':
import getpass
options = Options()
options.host = 'zizzer.pool'
options.db = None
options.passwd = ''
options.user = getpass.getuser()
options.runs = None
options.system = 'client'
options.get = None
options.binned = False
options.graph = False
options.graph68 = False
options.ticks = False
opts, args = getopts(sys.argv[1:], '-6BEFGd:g:h:pr:s:u:T:')
for o,a in opts:
if o == '-6':
options.graph68 = True
if o == '-B':
options.binned = True
if o == '-E':
printval.mode = 'E'
if o == '-F':
printval.mode = 'F'
if o == '-G':
options.graph = True;
if o == '-d':
options.db = a
if o == '-g':
options.get = a
if o == '-h':
options.host = a
if o == '-p':
options.passwd = getpass.getpass()
if o == '-r':
options.runs = a
if o == '-u':
options.user = a
if o == '-s':
options.system = a
if o == '-T':
options.ticks = a
if len(args) == 0:
usage()
command = args[0]
args = args[1:]
try:
commands(options, command, args)
except CommandException:
usage()