gem5/util/stats/stats.py
Nathan Binkert e00237e49e Major cleanup of the statistics handling code
util/stats/db.py:
    Build a result object as the result of a query operation so it is
    easier to populate and contains a bit more information than just
    a big dict.  Also change the next level data into a matrix instead
    of a dict of dicts.
    Move the "get" function into the Database object.  (The get function
    is used by the output parsing function as the interface for accessing
    backend storage, same interface for profile stuff.)
    Change the old get variable to the method variable, it describes how
    the get works, (whether using sum, stdev, etc.)
util/stats/display.py:
    Clean up the display functions, mostly formatting.
    Handle values the way they should be now.
util/stats/info.py:
    Totally re-work how values are accessed from their data store.
    Access individual values on demand instead of calculating everything
    and passing up a huge result from the bottom.
    This impacts the way that proxying works, and in general, everything
    is now esentially a proxy for the lower level database.  Provide new
    operators: unproxy, scalar, vector, value, values, total, and len which
    retrieve the proper result from the object they are called on.
    Move the ProxyGroup stuff (proxies of proxies!) here from the now gone
    proxy.py file and integrate the shared parts of the code.  The ProxyGroup
    stuff allows you to write formulas without specifying the statistics
    until evaluation time.

    Get rid of global variables!
util/stats/output.py:
    Move the dbinfo stuff into the Database itself.  Each source should
    have it's own get() function for accessing it's data.
    This get() function behaves a bit differently than before in that it
    can return vectors as well, deal with these vectors and with no result
    conditions better.
util/stats/stats.py:
    the info module no longer has the source global variable, just
    create the database source and pass it around as necessary

--HG--
extra : convert_revision : 8e5aa228e5d3ae8068ef9c40f65b3a2f9e7c0cff
2005-10-21 16:29:13 -04:00

525 lines
15 KiB
Python
Executable file

#!/usr/bin/env python
# Copyright (c) 2003-2004 The Regents of The University of Michigan
# All rights reserved.
#
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are
# met: redistributions of source code must retain the above copyright
# notice, this list of conditions and the following disclaimer;
# redistributions in binary form must reproduce the above copyright
# notice, this list of conditions and the following disclaimer in the
# documentation and/or other materials provided with the distribution;
# neither the name of the copyright holders nor the names of its
# contributors may be used to endorse or promote products derived from
# this software without specific prior written permission.
#
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
# "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
# LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
# A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
# OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
# SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
# LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
# DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
# THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
from __future__ import division
import re, sys, math
def usage():
print '''\
Usage: %s [-E] [-F] [ -G <get> ] [-d <db> ] [-g <graphdir> ] [-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)
database <command> Where command is drop, init, or clean
''' % 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
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
source = db.Database()
source.host = options.host
source.db = options.db
source.passwd = options.passwd
source.user = options.user
source.connect()
#source.update_dict(globals())
if type(options.method) is str:
source.method = options.method
if options.runs is None:
runs = source.allRuns
else:
rx = re.compile(options.runs)
runs = []
for run in source.allRuns:
if rx.match(run.name):
runs.append(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
source.listRuns(user)
return
if command == 'stats':
if len(args) == 0:
source.listStats()
elif len(args) == 1:
source.listStats(args[0])
else:
raise CommandException
return
if command == 'bins':
if len(args) == 0:
source.listBins()
elif len(args) == 1:
source.listBins(args[0])
else:
raise CommandException
return
if command == 'formulas':
if len(args) == 0:
source.listFormulas()
elif len(args) == 1:
source.listFormulas(args[0])
else:
raise CommandException
return
if command == 'samples':
if len(args):
raise CommandException
source.listTicks(runs)
return
if command == 'stability':
if len(args) < 2:
raise CommandException
try:
merge = int(args[0])
except ValueError:
usage()
stats = source.getStat(args[1])
source.method = 'sum'
def disp(*args):
print "%-20s %12s %12s %4s %5s %5s %5s %10s" % args
# temporary variable containing a bunch of dashes
d = '-' * 100
#loop through all the stats selected
for stat in stats:
print "%s:" % stat.name
disp("run name", "average", "stdev", ">10%", ">1SDV", ">2SDV",
"SAMP", "CV")
disp(d[:20], d[:12], d[:12], d[:4], d[:5], d[:5], d[:5], d[:10])
#loop through all the selected runs
for run in runs:
runTicks = source.retTicks([ run ])
#throw away the first one, it's 0
runTicks.pop(0)
source.ticks = runTicks
avg = 0
stdev = 0
numoutsideavg = 0
numoutside1std = 0
numoutside2std = 0
pairRunTicks = []
if value(stat, run.run) == 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:
source.ticks = tick
avg += value(stat, run.run)
avg /= len(pairRunTicks)
for tick in pairRunTicks:
source.ticks = tick
val = value(stat, run.run)
stdev += pow((val-avg),2)
stdev = math.sqrt(stdev / len(pairRunTicks))
for tick in pairRunTicks:
source.ticks = tick
val = value(stat, run.run)
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:
disp(run.name, "%.1f" % avg, "%.1f" % stdev,
"%d" % numoutsideavg, "%d" % numoutside1std,
"%d" % numoutside2std, "%d" % len(pairRunTicks),
"%.3f" % (stdev/avg*100))
elif avg > 100:
disp(run.name, "%.1f" % avg, "%.1f" % stdev,
"%d" % numoutsideavg, "%d" % numoutside1std,
"%d" % numoutside2std, "%d" % len(pairRunTicks),
"%.5f" % (stdev/avg*100))
else:
disp(run.name, "%.5f" % avg, "%.5f" % stdev,
"%d" % numoutsideavg, "%d" % numoutside1std,
"%d" % numoutside2std, "%d" % len(pairRunTicks),
"%.7f" % (stdev/avg*100))
return
if command == 'all':
if len(args):
raise CommandException
all = [ 'bps', 'rxbps', 'txbps', 'bpt',
'misses', 'mpkb',
'ipkb',
'pps', 'bpp', 'txbpp', 'rxbpp',
'rtp', 'rtb' ]
for command in all:
commands(options, command, args)
if options.ticks:
if not options.graph:
print 'only displaying sample %s' % options.ticks
source.ticks = [ int(x) for x in options.ticks.split() ]
import output
def display():
if options.graph:
output.graph(options.graphdir)
else:
output.display(options.binned, options.printmode)
if command == 'stat' or command == 'formula':
if len(args) != 1:
raise CommandException
if command == 'stat':
stats = source.getStat(args[0])
if command == 'formula':
stats = eval(args[0])
for stat in stats:
output = output.StatOutput(stat.name, options.jobfile, source)
output.stat = stat
output.label = stat.name
display()
return
if len(args):
raise CommandException
system = source.__dict__[options.system]
from info import ProxyGroup
sim_ticks = source['sim_ticks']
sim_seconds = source['sim_seconds']
proxy = ProxyGroup(system = source[options.system])
system = proxy.system
etherdev = system.tsunami.etherdev0
bytes = etherdev.rxBytes + etherdev.txBytes
kbytes = bytes / 1024
packets = etherdev.rxPackets + etherdev.txPackets
bps = etherdev.rxBandwidth + etherdev.txBandwidth
output = output.StatOutput(command, options.jobfile, source)
if command == 'usertime':
import copy
user = copy.copy(system.full0.numCycles)
user.bins = 'user'
output.stat = user / system.full0.numCycles
output.label = 'User Fraction'
display()
return
if command == 'ticks':
output.stat = system.full0.numCycles
output.binstats = [ system.full0.numCycles ]
display()
return
if command == 'bytes':
output.stat = bytes
display()
return
if command == 'packets':
output.stat = packets
display()
return
if command == 'ppt' or command == 'tpp':
output.stat = packets / sim_ticks
output.invert = command == 'tpp'
display()
return
if command == 'pps':
output.stat = packets / sim_seconds
output.label = 'Packets/s'
display()
return
if command == 'bpt' or command == 'tpb':
output.stat = bytes / sim_ticks * 8
output.label = 'bps / Hz'
output.invert = command == 'tpb'
display()
return
if command == 'rxbps':
output.stat = etherdev.rxBandwidth / 1e9
output.label = 'Bandwidth (Gbps)'
display()
return
if command == 'txbps':
output.stat = etherdev.txBandwidth / 1e9
output.label = 'Bandwidth (Gbps)'
display()
return
if command == 'bps':
output.stat = bps / 1e9
output.label = 'Bandwidth (Gbps)'
display()
return
if command == 'bpp':
output.stat = bytes / packets
output.label = 'Bytes / Packet'
display()
return
if command == 'rxbpp':
output.stat = etherdev.rxBytes / etherdev.rxPackets
output.label = 'Receive Bytes / Packet'
display()
return
if command == 'txbpp':
output.stat = etherdev.txBytes / etherdev.txPackets
output.label = 'Transmit Bytes / Packet'
display()
return
if command == 'rtp':
output.stat = etherdev.rxPackets / etherdev.txPackets
output.label = 'rxPackets / txPackets'
display()
return
if command == 'rtb':
output.stat = etherdev.rxBytes / etherdev.txBytes
output.label = 'rxBytes / txBytes'
display()
return
misses = system.l2.overall_mshr_misses
if command == 'misses':
output.stat = misses
output.label = 'Overall MSHR Misses'
display()
return
if command == 'mpkb':
output.stat = misses / (bytes / 1024)
output.binstats = [ misses ]
output.label = 'Misses / KB'
display()
return
if command == 'ipkb':
interrupts = system.full0.kern.faults[4]
output.stat = interrupts / kbytes
output.binstats = [ interrupts ]
output.label = 'Interrupts / KB'
display()
return
if command == 'execute':
output.stat = system.full0.ISSUE__count
display()
return
if command == 'commit':
output.stat = system.full0.COM__count
display()
return
if command == 'fetch':
output.stat = system.full0.FETCH__count
display()
return
raise CommandException
class Options: pass
if __name__ == '__main__':
import getpass
from jobfile import JobFile
options = Options()
options.host = None
options.db = None
options.passwd = ''
options.user = getpass.getuser()
options.runs = None
options.system = 'client'
options.method = None
options.binned = False
options.graph = False
options.ticks = False
options.printmode = 'G'
jobfilename = 'Test.py'
options.jobfile = None
options.all = False
opts, args = getopts(sys.argv[1:], '-BEFJad:g:h:j:m:pr:s:u:T:')
for o,a in opts:
if o == '-B':
options.binned = True
if o == '-E':
options.printmode = 'E'
if o == '-F':
options.printmode = 'F'
if o == '-a':
options.all = True
if o == '-d':
options.db = a
if o == '-g':
options.graph = True;
options.graphdir = a
if o == '-h':
options.host = a
if o == '-J':
jobfilename = None
if o == '-j':
jobfilename = a
if o == '-m':
options.method = 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 jobfilename:
options.jobfile = JobFile(jobfilename)
if not options.host:
options.host = options.jobfile.dbhost
if not options.db:
options.db = options.jobfile.statdb
if not options.host:
sys.exit('Database server must be provided from a jobfile or -h')
if not options.db:
sys.exit('Database name must be provided from a jobfile or -d')
if len(args) == 0:
usage()
command = args[0]
args = args[1:]
try:
commands(options, command, args)
except CommandException:
usage()