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toplev.py
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toplev.py
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#!/usr/bin/env python
# Copyright (c) 2012-2016, Intel Corporation
# Author: Andi Kleen
#
# This program is free software; you can redistribute it and/or modify it
# under the terms and conditions of the GNU General Public License,
# version 2, as published by the Free Software Foundation.
#
# This program is distributed in the hope it will be useful, but WITHOUT
# ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or
# FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for
# more details.
#
# Measure a workload using the topdown performance model:
# estimate on which part of the CPU pipeline it bottlenecks.
#
# Must find ocperf in python module path. add to paths below if needed.
# Handles a variety of perf and kernel versions, but older ones have various
# limitations.
import sys, os, re, itertools, textwrap, platform, pty, subprocess
import exceptions, argparse, time, types, fnmatch, csv, copy
from collections import defaultdict, Counter
from tl_stat import combine_valstat, ComputeStat, ValStat
from tl_cpu import CPU
import tl_output
import ocperf
known_cpus = (
("snb", (42, )),
("jkt", (45, )),
("ivb", (58, )),
("ivt", (62, )),
("hsw", (60, 70, 69 )),
("hsx", (63, )),
("slm", (55, 77, 76, )),
("bdw", (61, 71, )),
("bdx", (79, 86, )),
("simple", ()),
("skl", (94, 78, 142, 158, )),
)
tsx_cpus = ("hsw", "hsx", "bdw", "skl")
fixed_to_num = {
"instructions" : 0,
"cycles" : 1,
"cpu/event=0x3c,umask=0x00,any=1/": 1,
"cpu/event=0x3c,umask=0x0,any=1/": 1,
"ref-cycles" : 2,
"cpu/event=0x0,umask=0x3,any=1/" : 2,
}
# handle kernels that don't support all events
unsup_pebs = (
("BR_MISP_RETIRED.ALL_BRANCHES:pp", (("hsw",), (3, 18), None)),
("MEM_LOAD_UOPS_L3_HIT_RETIRED.XSNP_HITM:pp", (("hsw",), (3, 18), None)),
("MEM_LOAD_UOPS_RETIRED.L3_MISS:pp", (("hsw",), (3, 18), None)),
)
ivb_ht_39 = (("ivb", "ivt"), (4, 1), (3, 9))
# uncomment if you removed commit 741a698f420c3
#ivb_ht_39 = ((), None, None)
# both kernel bugs and first time a core was supported
# disable events if the kernel does not support them properly
# this does not handle backports (override with --force-events)
unsup_events = (
# commit 36bbb2f2988a29
("OFFCORE_RESPONSE.DEMAND_RFO.L3_HIT.HITM_OTHER_CORE", (("hsw", "hsx"), (3, 18), None)),
# commit 741a698f420c3 broke it, commit e979121b1b and later fixed it
("MEM_LOAD_UOPS_L*_HIT_RETIRED.*", ivb_ht_39),
("MEM_LOAD_UOPS_RETIRED.*", ivb_ht_39),
("MEM_LOAD_UOPS_L*_MISS_RETIRED.*", ivb_ht_39),
("MEM_UOPS_RETIRED.*", ivb_ht_39),
# commit 5e176213a6b2bc
# the event works, but it cannot put into the same group as
# any other CYCLE_ACTIVITY.* event. For now black list, but
# could also special case this in the group scheduler.
("CYCLE_ACTIVITY.STALLS_TOTAL", (("bdw", (4, 4), None))),
# commit 91f1b70582c62576
("CYCLE_ACTIVITY.*", (("bdw"), (4, 1), None)),
("L1D_PEND_MISS.PENDING", (("bdw"), (4, 1), None)),
# commit 6113af14c8
("CYCLE_ACTIVITY:CYCLES_LDM_PENDING", (("ivb", "ivt"), (3, 12), None)),
# commit f8378f52596477
("CYCLE_ACTIVITY.*", (("snb", "jkt"), (3, 9), None)),
# commit 0499bd867bd17c (ULT) or commit 3a632cb229bfb18 (other)
# technically most haswells are 3.10, but ULT is 3.11
("L1D_PEND_MISS.PENDING", (("hsw",), (3, 11), None)),
("L1D_PEND_MISS.PENDING", (("hsx"), (3, 10), None)),
# commit c420f19b9cdc
("CYCLE_ACTIVITY.*_L1D_PENDING", (("hsw", "hsx"), (4, 1), None)),
("CYCLE_ACTIVITY.CYCLES_NO_EXECUTE", (("hsw", "hsx"), (4, 1), None)),
# commit 3a632cb229b
("CYCLE_ACTIVITY.*", (("hsw", "hsx"), (3, 11), None)))
errata_whitelist = {
"BDE69", "BDE70",
}
ingroup_events = frozenset(fixed_to_num.keys())
outgroup_events = set(["dummy"])
nonperf_events = set(["interval-ns", "mux"])
valid_events = [r"cpu/.*?/", "uncore.*?/.*?/", "ref-cycles",
r"r[0-9a-fA-F]+", "cycles", "instructions", "dummy"]
# workaround for broken event files for now
event_fixes = {
"UOPS_EXECUTED.CYCLES_GE_1_UOPS_EXEC": "UOPS_EXECUTED.CYCLES_GE_1_UOP_EXEC",
"UOPS_EXECUTED.CYCLES_GE_1_UOP_EXEC": "UOPS_EXECUTED.CYCLES_GE_1_UOPS_EXEC"
}
smt_domains = ("Slots", "CoreClocks", "CoreMetric")
limited_counters = {
"cpu/cycles-ct/": 2,
}
limited_set = set(limited_counters.keys())
smt_mode = False
errata_events = dict()
errata_warn_events = dict()
perf = os.getenv("PERF")
if not perf:
perf = "perf"
def works(x):
return os.system(x + " >/dev/null 2>/dev/null") == 0
class PerfFeatures:
"""Adapt to the quirks of various perf versions."""
def __init__(self):
self.logfd_supported = works(perf + " stat --log-fd 3 3>/dev/null true")
if not self.logfd_supported:
sys.exit("perf binary is too old. please upgrade")
self.supports_power = works(perf + " list | grep -q power/")
def kv_to_key(v):
return v[0] * 100 + v[1]
def unsup_event(e, table, min_kernel=None):
if ":" in e:
e = e[:e.find(":")]
for j in table:
if fnmatch.fnmatch(e, j[0]) and cpu.realcpu in j[1][0]:
break
else:
return False
v = j[1]
if v[1] and kv_to_key(kernel_version) < kv_to_key(v[1]):
if min_kernel:
min_kernel.append(v[1])
return True
if v[2] and kv_to_key(kernel_version) >= kv_to_key(v[2]) :
return True
return False
def needed_limited_counter(evlist, limit_table, limit_set):
limited_only = set(evlist) & set(limit_set)
assigned = Counter([limit_table[x] for x in limited_only]).values()
# 0..1 counter is ok
# >1 counter is over subscribed
return sum([x - 1 for x in assigned if x > 1])
def fixed_overflow(evlist):
return needed_limited_counter(evlist, fixed_to_num, ingroup_events)
def limit_overflow(evlist):
return needed_limited_counter(evlist, limited_counters, limited_set)
def needed_counters(evlist):
evset = set(evlist)
num_generic = len(evset - ingroup_events - limited_set)
# If we need more than 3 fixed counters (happens with any vs no any)
# promote those to generic counters
num = num_generic + fixed_overflow(evlist)
# account events that only schedule on one of the generic counters
# first allocate the limited counters that are not oversubscribed
num_limit = limit_overflow(evlist)
num += len(evset & limited_set) - num_limit
# if we need more than one of a limited counter make it look
# like it fills the group to limit first before adding them to force
# a split
if num_limit > 0:
num = max(num, cpu.counters) + num_limit
return num
def event_group(evlist):
e = ",".join(add_filter(evlist))
if not args.no_group and 1 < needed_counters(evlist) <= cpu.counters:
e = "{%s}" % (e,)
return e
def exe_dir():
d = os.path.dirname(sys.argv[0])
if d:
return d
return "."
feat = PerfFeatures()
emap = ocperf.find_emap()
if not emap:
sys.exit("Unknown CPU or CPU event map not found.")
p = argparse.ArgumentParser(usage='toplev [options] perf-arguments',
description='''
Estimate on which part of the CPU pipeline a workload bottlenecks using the TopDown model.
The bottlenecks are expressed as a tree with different levels.
Requires a modern Intel CPU.
Examples:
toplev.py -l2 program
measure whole system in level 2 while program is running
toplev.py -l1 --single-thread program
measure single threaded program. system must be idle.
toplev.py -l3 --no-desc -I 100 -x, sleep X
measure whole system for X seconds every 100ms, outputting in CSV format.
toplev.py --all --core C0 taskset -c 0,1 program
Measure program running on core 0 with all nodes and metrics enables
''', epilog='''
Other perf arguments allowed (see the perf documentation)
After -- perf arguments conflicting with toplev can be used.
Some caveats:
toplev defaults to measuring the full system and show data
for all CPUs. Use taskset to limit the workload to known CPUs if needed.
In some cases (idle system, single threaded workload) --single-thread
can also be used.
The lower levels of the measurement tree are less reliable
than the higher levels. They also rely on counter multi-plexing,
and can not run each equation in a single group, which can cause larger
measurement errors with non steady state workloads
(If you don't understand this terminology; it means measurements
in higher levels are less accurate and it works best with programs that primarily
do the same thing over and over)
If the program is very reproducible -- such as a simple kernel --
it is also possible to use --no-multiplex. In this case the
workload is rerun multiple times until all data is collected.
Do not use together with sleep.
toplev needs a new enough perf tool and has specific requirements on
the kernel. See http://github.com/andikleen/pmu-tools/wiki/toplev-kernel-support
Other CPUs can be forced with FORCECPU=name
This usually requires setting the correct event map with EVENTMAP=...
Valid CPU names: ''' + " ".join([x[0] for x in known_cpus]),
formatter_class=argparse.RawDescriptionHelpFormatter)
p.add_argument('--verbose', '-v', help='Print all results even when below threshold or exceeding boundaries. Note this can result in bogus values, as the TopDown methodology relies on thresholds to correctly characterize workloads.',
action='store_true')
p.add_argument('--kernel', help='Only measure kernel code', action='store_true')
p.add_argument('--user', help='Only measure user code', action='store_true')
p.add_argument('--print-group', '-g', help='Print event group assignments',
action='store_true')
p.add_argument('--no-desc', help='Do not print event descriptions', action='store_true')
p.add_argument('--desc', help='Force event descriptions', action='store_true')
p.add_argument('--csv', '-x', help='Enable CSV mode with specified delimeter')
p.add_argument('--interval', '-I', help='Enable interval mode with ms interval',
type=int)
p.add_argument('--output', '-o', help='Set output file', default=sys.stderr,
type=argparse.FileType('w'))
p.add_argument('--graph', help='Automatically graph interval output with tl-barplot.py',
action='store_true')
p.add_argument("--graph-cpu", help="CPU to graph using --graph")
p.add_argument('--title', help='Set title of graph')
p.add_argument('--xkcd', help='Use xkcd plotting mode for graph', action='store_true')
p.add_argument('--level', '-l', help='Measure upto level N (max 5)',
type=int, default=1)
p.add_argument('--detailed', '-d', help=argparse.SUPPRESS, action='store_true')
p.add_argument('--metrics', '-m', help="Print extra metrics", action='store_true')
p.add_argument('--raw', help="Print raw values", action='store_true')
p.add_argument('--sw', help="Measure perf Linux metrics", action='store_true')
p.add_argument('--no-util', help="Do not measure CPU utilization", action='store_true')
p.add_argument('--cpu', '-C', help=argparse.SUPPRESS)
p.add_argument('--pid', '-p', help=argparse.SUPPRESS)
p.add_argument('--tsx', help="Measure TSX metrics", action='store_true')
p.add_argument('--all', help="Measure everything available", action='store_true')
p.add_argument('--frequency', help="Measure frequency", action='store_true')
p.add_argument('--repl', action='store_true', help=argparse.SUPPRESS)
p.add_argument('--no-group', help='Dont use groups', action='store_true')
p.add_argument('--no-multiplex',
help='Do not multiplex, but run the workload multiple times as needed. Requires reproducible workloads.',
action='store_true')
p.add_argument('--show-sample', help='Show command line to rerun workload with sampling', action='store_true')
p.add_argument('--run-sample', help='Automatically rerun workload with sampling', action='store_true')
p.add_argument('--sample-args', help='Extra rguments to pass to perf record for sampling. Use + to specify -', default='-g')
p.add_argument('--sample-repeat', help='Repeat measurement and sampling N times. This interleaves counting and sampling', type=int)
p.add_argument('--sample-basename', help='Base name of sample perf.data files', default="perf.data")
p.add_argument('--valcsv', '-V', help='Write raw counter values into CSV file', type=argparse.FileType('w'))
p.add_argument('--stats', help='Show statistics on what events counted', action='store_true')
p.add_argument('--power', help='Display power metrics', action='store_true')
p.add_argument('--version', help=argparse.SUPPRESS, action='store_true')
p.add_argument('--debug', help=argparse.SUPPRESS, action='store_true')
p.add_argument('--core', help='Limit output to cores. Comma list of Sx-Cx-Tx. All parts optional.')
p.add_argument('--single-thread', '-S', help='Measure workload as single thread. Workload must run single threaded. In SMT mode other thread must be idle.', action='store_true')
p.add_argument('--long-desc', help='Print long descriptions instead of abbreviated ones.',
action='store_true')
p.add_argument('--force-events', help='Assume kernel supports all events. May give wrong results.', action='store_true')
p.add_argument('--columns', help='Print CPU output in multiple columns', action='store_true')
p.add_argument('--nodes', help='Include or exclude nodes (with + to add, ^ to remove, comma separated list, wildcards allowed)')
p.add_argument('--quiet', help='Avoid unnecessary status output', action='store_true')
p.add_argument('--bottleneck', help='Show critical bottleneck', action='store_true')
p.add_argument('--reduced', help='Use reduced server subset of nodes/metrics', action='store_true')
p.add_argument('--ignore-errata', help='Do not disable events with errata', action='store_true')
args, rest = p.parse_known_args()
rest = [x for x in rest if x != "--"]
if args.version:
print "toplev"
sys.exit(0)
if len(rest) == 0:
p.print_help()
sys.exit(0)
if args.all:
args.tsx = True
args.power = True
args.sw = True
args.metrics = True
args.frequency = True
args.level = 5
if args.graph:
if not args.interval:
args.interval = 100
extra = ""
if args.title:
title = args.title
else:
title = "cpu %s" % (args.graph_cpu if args.graph_cpu else 0)
extra += '--title "' + title + '" '
if args.xkcd:
extra += '--xkcd '
if args.output != sys.stderr:
extra += '--output "' + args.output.name + '" '
if args.graph_cpu:
extra += "--cpu " + args.graph_cpu + " "
args.csv = ','
cmd = "PATH=$PATH:%s ; tl-barplot.py %s /dev/stdin" % (exe_dir(), extra)
if not args.quiet:
print cmd
args.output = subprocess.Popen(cmd, shell=True, stdin=subprocess.PIPE).stdin
if args.sample_repeat:
args.run_sample = True
print_all = args.verbose # or args.csv
dont_hide = args.verbose
detailed_model = (args.level > 1) or args.detailed
csv_mode = args.csv
interval_mode = args.interval
ring_filter = ""
if args.kernel:
ring_filter = 'k'
if args.user:
ring_filter = 'u'
if args.user and args.kernel:
ring_filter = None
print_group = args.print_group
if args.cpu:
rest = ["--cpu", args.cpu] + rest
if args.pid:
rest = ["--pid", args.pid] + rest
MAX_ERROR = 0.05
def check_ratio(l):
if print_all:
return True
return 0 - MAX_ERROR < l < 1 + MAX_ERROR
cpu = CPU(known_cpus)
def print_perf(r):
if args.quiet:
return
l = ["'" + x + "'" if x.find("{") >= 0 else x for x in r]
l = [x.replace(";", "\;") for x in l]
i = l.index('--log-fd')
del l[i:i+2]
print " ".join(l)
sys.stdout.flush()
class PerfRun:
"""Control a perf subprocess."""
def execute(self, r):
outp, inp = pty.openpty()
n = r.index("--log-fd")
r[n + 1] = "%d" % (inp)
print_perf(r)
self.perf = subprocess.Popen(r)
os.close(inp)
return os.fdopen(outp, 'r')
def wait(self):
ret = 0
if self.perf:
ret = self.perf.wait()
return ret
fixed_counters = {
"CPU_CLK_UNHALTED.THREAD": "cycles",
"CPU_CLK_UNHALTED.THREAD:amt1": "cpu/event=0x3c,umask=0x0,any=1/",
"INST_RETIRED.ANY": "instructions",
"CPU_CLK_UNHALTED.REF_TSC": "ref-cycles",
"CPU_CLK_UNHALTED.REF_TSC:amt1": "cpu/event=0x0,umask=0x3,any=1/",
"CPU_CLK_UNHALTED.REF_TSC:sup": "cpu/event=0x0,umask=0x3/k",
"CPU_CLK_UNHALTED.REF_TSC:SUP": "cpu/event=0x0,umask=0x3/k",
}
fixed_set = frozenset(fixed_counters.keys())
fixed_to_name = dict(zip(fixed_counters.values(), fixed_counters.keys()))
def separator(x):
if x.startswith("cpu"):
return ""
return ":"
def add_filter_event(e):
if "/" in e and not e.startswith("cpu"):
return e
s = separator(e)
if not e.endswith(s + ring_filter):
return e + s + ring_filter
return e
def add_filter(s):
if ring_filter:
s = map(add_filter_event, s)
return s
notfound_cache = set()
def raw_event(i, name="", period=False):
orig_i = i
if i.count(".") > 0:
if i in fixed_counters:
return fixed_counters[i]
e = emap.getevent(i)
if e is None:
if i in event_fixes:
e = emap.getevent(event_fixes[i])
if e is None:
if i not in notfound_cache:
notfound_cache.add(i)
print >>sys.stderr, "%s not found" % (i,)
return "dummy"
oi = i
i = e.output(noname=True, name=name, period=period)
if len(re.findall(r'[a-z0-9_]+/.*?/[a-z]*', i)) > 1:
print "Event", oi, "maps to multiple units. Ignored."
return "dummy" # FIXME
emap.update_event(e.output(noname=True), e)
# next three things should be moved somewhere else
if i.startswith("uncore"):
outgroup_events.add(i)
if e.counter != cpu.standard_counters and not e.counter.startswith("Fixed"):
# for now use the first counter only to simplify
# the assignment. This is sufficient for current
# CPUs
limited_counters[i] = int(e.counter.split(",")[0])
limited_set.add(i)
if e.errata:
if e.errata in errata_whitelist:
errata_events[orig_i] = e.errata
else:
errata_warn_events[orig_i] = e.errata
return i
# generate list of converted raw events from events string
def raw_events(evlist):
return map(raw_event, evlist)
def mark_fixed(s):
r = raw_event(s)
if r in ingroup_events:
return "%s[F]" % s
return s
def pwrap(s, linelen=70, indent=""):
print indent + ("\n" + indent).join(textwrap.wrap(s, linelen, break_long_words=False))
def pwrap_not_quiet(s, linelen=70, indent=""):
if not args.quiet:
pwrap(s, linelen, indent)
def has(obj, name):
return name in obj.__class__.__dict__
def flatten(x):
return itertools.chain(*x)
def print_header(work, evlist):
evnames0 = [obj.evlist for obj in work]
evnames = set(flatten(evnames0))
names = ["%s[%d]" % (obj.__class__.__name__, obj.__class__.level if has(obj, 'level') else 0) for obj in work]
pwrap(" ".join(names) + ":", 78)
pwrap(" ".join(map(mark_fixed, evnames)).lower() +
" [%d counters]" % (needed_counters(raw_events(evnames))), 75, " ")
def perf_args(evstr, rest):
add = []
if interval_mode:
add += ['-I', str(interval_mode)]
return [perf, "stat", "-x;", "--log-fd", "X", "-e", evstr] + add + rest
def setup_perf(evstr, rest):
prun = PerfRun()
inf = prun.execute(perf_args(evstr, rest))
return inf, prun
class Stat:
def __init__(self):
self.total = 0
self.errors = Counter()
def print_not(a, count , msg, j):
print >>sys.stderr, ("%s %s %s %.2f%% in %d measurements"
% (emap.getperf(j), j, msg, 100.0 * (float(count) / float(a.total)), a.total))
# XXX need to get real ratios from perf
def print_account(ad):
total = Counter()
for j in ad:
a = ad[j]
for e in a.errors:
if args.stats:
print_not(a, a.errors[e], e, j)
total[e] += 1
if sum(total.values()) > 0 and not args.quiet:
print >>sys.stderr, ", ".join(["%d events %s" % (num, e) for e, num in total.iteritems()])
def event_regexp():
return "|".join(valid_events)
def is_event(l, n):
if len(l) <= n:
return False
return re.match(event_regexp(), l[n])
def set_interval(env, d):
env['interval-ns'] = d * 1e9
if args.raw:
print "interval-ns val", env['interval-ns']
def key_to_coreid(k):
x = cpu.cputocore[int(k)]
return x[0] * 1000 + x[1]
def core_fmt(core):
if cpu.sockets > 1:
return "S%d-C%d" % (core / 1000, core % 1000,)
return "C%d" % (core % 1000,)
def thread_fmt(j):
return core_fmt(key_to_coreid(j)) + ("-T%d" % cpu.cputothread[int(j)])
def display_core(cpunum, ignore_thread=False):
for match in args.core.split(","):
m = re.match(r'(?P<socket>S\d+)?-?(?P<core>C\d+)?-?(?P<thread>T\d+)?', match, re.I)
if not m:
sys.exit("Bad core match %s" % match)
def matching(name, mapping):
return mapping[cpunum] == int(m.group(name)[1:])
if m.group('socket') and not matching('socket', cpu.cputosocket):
continue
if m.group('core') and cpu.cputocore[cpunum][1] != int(m.group('core')[1:]):
continue
if not ignore_thread and m.group('thread') and not matching('thread', cpu.cputothread):
continue
return True
return False
def display_keys(runner, keys):
if len(keys) > 1 and smt_mode:
cores = [key_to_coreid(x) for x in keys if int(x) in runner.allowed_threads]
threads = map(thread_fmt, runner.allowed_threads)
all_cpus = list(set(map(core_fmt, cores) + threads))
else:
all_cpus = keys
if any(map(package_node, runner.olist)):
all_cpus += ["S%d" % x for x in range(cpu.sockets)]
return all_cpus
def print_keys(runner, res, rev, valstats, out, interval, env):
stat = runner.stat
out.set_cpus(display_keys(runner, res.keys()))
if smt_mode:
printed_cores = set()
for j in sorted(res.keys()):
if j != "" and int(j) not in runner.allowed_threads:
continue
runner.reset_thresh()
# collect counts from all threads of cores as lists
# this way the model can access all threads individually
core = key_to_coreid(j)
cpus = [x for x in res.keys() if key_to_coreid(x) == core]
combined_res = list(itertools.izip(*[res[x] for x in cpus]))
st = [combine_valstat(z) for z in itertools.izip(*[valstats[x] for x in cpus])]
# repeat a few times to get stable threshold values
# in case of mutual dependencies between SMT and non SMT
# XXX should use topological sort
used_stat = stat
for _ in range(3):
runner.compute(res[j], rev[j], valstats[j], env, thread_node, used_stat)
runner.compute(combined_res, rev[cpus[0]], st, env, core_node, used_stat)
used_stat = None
# print the SMT aware nodes
if core not in printed_cores:
runner.print_res(out, interval, core_fmt(core), core_node)
printed_cores.add(core)
# print the non SMT nodes
# recompute the nodes so we get up-to-date values
runner.print_res(out, interval, thread_fmt(j), thread_node)
if args.bottleneck:
runner.print_bottleneck(out, thread_fmt(j), not_package_node)
else:
for j in sorted(res.keys()):
if j != "" and int(j) not in runner.allowed_threads:
continue
runner.compute(res[j], rev[j], valstats[j], env, not_package_node, stat)
runner.print_res(out, interval, j, not_package_node)
if args.bottleneck:
runner.print_bottleneck(out, j, not_package_node)
packages = set()
for j in sorted(res.keys()):
if j == "":
continue
if int(j) not in runner.allowed_threads:
continue
p_id = cpu.cputosocket[int(j)]
if p_id in packages:
continue
packages.add(p_id)
runner.compute(res[j], rev[j], valstats[j], env, package_node, stat)
runner.print_res(out, interval, "S%d" % p_id, package_node)
# no bottlenecks from package nodes for now
out.flush()
stat.referenced_check(res)
stat.compute_errors()
def is_outgroup(x):
return set(x) - outgroup_events == set()
class SaveContext:
"""Save (some) environment context, in this case stdin seek offset to make < file work
when we reexecute the workload multiple times."""
def __init__(self):
try:
self.startoffset = sys.stdin.tell()
except exceptions.IOError:
self.startoffset = None
def restore(self):
if self.startoffset is not None:
sys.stdin.seek(self.startoffset)
def execute_no_multiplex(runner, out, rest):
if args.interval: # XXX
sys.exit('--no-multiplex is not supported with interval mode')
res = defaultdict(list)
rev = defaultdict(list)
valstats = defaultdict(list)
env = dict()
groups = [x for x in runner.evgroups if len(x) > 0]
num_runs = len(groups) - count(is_outgroup, groups)
outg = []
n = 0
ctx = SaveContext()
# runs could be further reduced by tweaking
# the scheduler to avoid any duplicated events
for g in groups:
if is_outgroup(g):
outg.append(g)
continue
n += 1
print "RUN #%d of %d" % (n, num_runs)
ret, res, rev, interval, valstats = do_execute(runner, outg + [g], out, rest,
res, rev, valstats, env)
ctx.restore()
outg = []
assert num_runs == n
print_keys(runner, res, rev, valstats, out, interval, env)
return ret
def execute(runner, out, rest):
env = dict()
events = filter(lambda x: len(x) > 0, runner.evgroups)
ctx = SaveContext()
ret, res, rev, interval, valstats = do_execute(runner, events,
out, rest,
defaultdict(list),
defaultdict(list),
defaultdict(list),
env)
ctx.restore()
print_keys(runner, res, rev, valstats, out, interval, env)
return ret
def group_number(num, events):
gnum = itertools.count(1)
def group_nums(group):
if all([x in outgroup_events for x in group]):
idx = 0
else:
idx = gnum.next()
return [idx] * len(group)
gnums = map(group_nums, events)
return list(flatten(gnums))[num]
def dump_raw(interval, title, event, val, index, events, stddev, multiplex):
if event in fixed_to_name:
ename = fixed_to_name[event].lower()
else:
ename = event_rmap(event)
gnum = group_number(index, events)
if args.raw:
print "raw", title, "event", event, "val", val, "ename", ename, "index", index, "group", gnum
if args.valcsv:
runner.valcsv.writerow((interval, title, gnum, ename, val, event, index, stddev, multiplex))
perf_fields = [
r"[0-9.]+",
r"<.*?>",
r"S\d+-C\d+?",
r"S\d+",
r"raw 0x[0-9a-f]+",
r"Joules",
""]
def do_execute(runner, events, out, rest, res, rev, valstats, env):
evstr = ",".join(map(event_group, events))
account = defaultdict(Stat)
inf, prun = setup_perf(evstr, rest)
prev_interval = 0.0
interval = None
start = time.time()
init_res = copy.deepcopy(res)
while True:
try:
l = inf.readline()
if not l:
break
l = l.strip()
# some perf versions break CSV output lines incorrectly for power events
if l.endswith("Joules"):
l2 = inf.readline()
l = l + l2.strip()
except exceptions.IOError:
# handle pty EIO
break
except KeyboardInterrupt:
continue
if interval_mode:
m = re.match(r"\s*([0-9.]+);(.*)", l)
if m:
interval = float(m.group(1))
l = m.group(2)
if interval != prev_interval:
if res:
set_interval(env, interval - prev_interval)
print_keys(runner, res, rev, valstats, out, prev_interval, env)
res = defaultdict(list)
rev = defaultdict(list)
valstats = defaultdict(list)
prev_interval = interval
n = l.split(";")
# filter out the empty unit field added by 3.14
n = filter(lambda x: x != "" and x != "Joules", n)
# timestamp is already removed
# -a --per-socket socket,numcpus,count,event,...
# -a --per-core core,numcpus,count,event,...
# -a -A cpu,count,event,...
# count,event,...
if is_event(n, 1):
title, count, event, off = "", n[0], n[1], 2
elif is_event(n, 3):
title, count, event, off = n[0], n[2], n[3], 4
elif is_event(n, 2):
title, count, event, off = n[0], n[1], n[2], 3
else:
print "unparseable perf output"
sys.stdout.write(l)
continue
title = title.replace("CPU", "")
# code later relies on stripping ku flags
event = event.replace("/k", "/").replace("/u", "/")
multiplex = float('nan')
event = event.rstrip()
if re.match(r"[0-9.]+", count):
val = float(count)
elif count.startswith("<"):
account[event].errors[count.replace("<","").replace(">","")] += 1
multiplex = 0.
val = 0
else:
print "unparseable perf count"
sys.stdout.write(l)
continue
# post fixes:
# ,xxx% -> -rXXX stddev
stddev = 0.
if len(n) > off and n[off].endswith("%"):
stddev = (float(n[off].replace("%", "").replace(",", ".")) / 100.) * val
off += 1
# ,xxx,yyy -> multiplexing in newer perf
if len(n) > off + 1:
multiplex = float(n[off + 1].replace(",", "."))
off += 2
st = ValStat(stddev=stddev, multiplex=multiplex)
account[event].total += 1
# power/uncore events are only output once for every socket. duplicate them
# to all cpus in the socket to make the result lists match
# unless we use -A ??
# also -C xxx causes them to be duplicated too, unless single thread
if ((event.startswith("power") or event.startswith("uncore")) and
title != "" and (not (args.core and not args.single_thread))):
cpunum = int(title)
socket = cpu.cputosocket[cpunum]
for j in cpu.sockettocpus[socket]:
if not args.core or display_core(j, True):
res["%d" % (j)].append(val)
rev["%d" % (j)].append(event)
valstats["%d" % (j)].append(st)
else:
res[title].append(val)
rev[title].append(event)
valstats[title].append(st)
if args.raw or args.valcsv:
dump_raw(interval if interval_mode else "",
title,
event,
val,
len(res[title]) - len(init_res[title]) - 1,
events, stddev, multiplex)
inf.close()
if 'interval-ns' not in env:
set_interval(env, time.time() - start)
ret = prun.wait()
print_account(account)
return ret, res, rev, interval, valstats
def ev_append(ev, level, obj):
if isinstance(ev, types.LambdaType):
return ev(lambda ev, level: ev_append(ev, level, obj), level)
if ev in nonperf_events:
return 99
if not (ev, level, obj.name) in obj.evlevels:
obj.evlevels.append((ev, level, obj.name))
if has(obj, 'nogroup') and obj.nogroup:
outgroup_events.add(ev.lower())
if not ev.startswith("cpu"):
# add first to overwrite more generic regexprs list r...
valid_events.insert(0, ev)
return 99
def canon_event(e):
m = re.match(r"(.*?):(.*)", e)
if m and m.group(2) != "amt1" and m.group(2) not in ("sup", "SUP"):
e = m.group(1)
if e in fixed_counters:
return fixed_counters[e]
if m:
e = m.group(1)
if e.endswith("_0"):
e = e[:-2]
return e.lower()
fixes = dict(zip(event_fixes.values(), event_fixes.keys()))
def event_rmap(e):
n = canon_event(emap.getperf(e))
if emap.getevent(n):
return n
if n.upper() in fixes:
n = fixes[n.upper()].lower()
if n:
return n
return "dummy"
def lookup_res(res, rev, ev, obj, env, level, referenced, cpuoff, st):
if ev in env:
return env[ev]
if ev == "mux":
return combine_valstat(st).multiplex
#
# when the model passed in a lambda run the function for each logical cpu
# (by resolving its EVs to only that CPU)
# and then sum up. This is needed for the workarounds to make various
# per thread counters at least as big as unhalted cycles.
#
# otherwise we always sum up.
#
if isinstance(ev, types.LambdaType):
return sum([ev(lambda ev, level:
lookup_res(res, rev, ev, obj, env, level, referenced, off, st), level)
for off in range(cpu.threads)])
index = obj.res_map[(ev, level, obj.name)]
referenced.add(index)
#print (ev, level, obj.name), "->", index
rmap_ev = event_rmap(rev[index]).lower()
assert (rmap_ev == canon_event(ev).replace("/k", "/") or
(ev in event_fixes and canon_event(event_fixes[ev]) == rmap_ev) or
rmap_ev == "dummy")
if isinstance(res[index], types.TupleType):
if cpuoff == -1:
return sum(res[index])
else:
try:
return res[index][cpuoff]
except IndexError:
print >>sys.stderr, "warning: Partial CPU thread data from perf"
return 0
return res[index]
def add_key(k, x, y):
k[x] = y
# dedup a and keep b uptodate
def dedup2(a, b):
k = dict()
map(lambda x, y: add_key(k, x, y), a, b)
return k.keys(), map(lambda x: k[x], k.keys())
def cmp_obj(a, b):
if a.level == b.level:
return a.nc - b.nc
return a.level - b.level
def update_res_map(evnum, objl, base):
for obj in objl:
for lev in obj.evlevels:
r = raw_event(lev[0])
if r in evnum:
obj.res_map[lev] = base + evnum.index(r)
class BadEvent:
def __init__(self, name):
self.event = name
# XXX check for errata
def sample_event(e):
ev = emap.getevent(e.replace("_PS", ""))
if not ev:
raise BadEvent(e)
postfix = ring_filter
if ev.pebs and int(ev.pebs):
postfix = "pp"
if postfix:
postfix = ":" + postfix
return ev.name + postfix
def sample_desc(s):
try:
return " ".join([sample_event(x) for x in s])
except BadEvent as e:
#return "Unknown sample event %s" % (e.event)
return ""
def get_levels(evlev):
return [x[1] for x in evlev]