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perf-collect.py
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perf-collect.py
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#!/usr/bin/env python3
###########################################################################################################
# Copyright (C) 2021-2023 Intel Corporation
# SPDX-License-Identifier: BSD-3-Clause
###########################################################################################################
import json
import logging
import os
import platform
import sys
import subprocess # nosec
import shlex # nosec
import time
from argparse import ArgumentParser
from src import perf_helpers
from src import prepare_perf_events as prep_events
from src.common import crash
from src import common
SUPPORTED_ARCHITECTURES = [
"Broadwell",
"Skylake",
"Cascadelake",
"Icelake",
"SapphireRapids",
"EmeraldRapids",
"SierraForest",
]
# meta data gathering
def write_metadata(
outcsv,
collection_events,
arch,
cpuname,
cpuid_info,
muxinterval,
cpu,
socket,
psi,
):
tsc_freq = str(perf_helpers.get_tsc_freq())
data = ""
time_stamp = ""
validate_file(outcsv)
with open(outcsv, "r") as original:
time_stamp = original.readline()
data = original.read()
with open(outcsv, "w") as modified:
modified.write("### META DATA ###,\n")
modified.write("SYSTEM_TSC_FREQ (MHz)," + tsc_freq + ",\n")
modified.write("CORES_PER_SOCKET," + str(perf_helpers.get_cpu_count()) + ",\n")
modified.write("SOCKET_COUNT," + str(perf_helpers.get_socket_count()) + ",\n")
modified.write("HYPERTHREADING_ON," + str(perf_helpers.get_ht_status()) + ",\n")
imc, cha, upi = perf_helpers.get_imc_cha_upi_count()
modified.write("IMC count," + str(imc) + ",\n")
modified.write("CHAS_PER_SOCKET," + str(cha) + ",\n")
modified.write("UPI count," + str(upi) + ",\n")
modified.write("Architecture," + str(arch) + ",\n")
modified.write("Model," + str(cpuname) + ",\n")
modified.write("kernel version," + perf_helpers.get_version() + "\n")
for _socket, _cpus in cpuid_info.items():
modified.write("Socket:" + str(_socket) + ",")
for c in _cpus:
modified.write(str(c) + ";")
modified.write("\n")
modified.write("Perf event mux Interval ms," + str(muxinterval) + ",\n")
cpumode = "enabled" if cpu else "disabled"
socketmode = "enabled" if socket else "disabled"
if args.cid is not None:
cgname = "enabled,"
for cgroup in cgroups:
cgname += cgroup + "=" + cgroup.replace("/", "-") + ","
else:
cgname = "disabled"
modified.write("cgroups=" + str(cgname) + "\n")
cpusets = ""
if args.cid is not None:
for cgroup in cgroups:
cgroup_paths = [
"/sys/fs/cgroup/cpuset/" + cgroup + "/cpuset.cpus", # cgroup v1
"/sys/fs/cgroup/" + cgroup + "/cpuset.cpus", # cgroup v2
]
cg_path_found = False
for path in cgroup_paths:
try:
with open(path, "r") as cpu_set_file:
cg_path_found = True
cpu_set = cpu_set_file.read()
cpu_set = cpu_set.strip()
cpu_set = cpu_set.replace(",", "+")
break
except FileNotFoundError:
continue
if not cg_path_found or cpu_set == "":
# A missing path or an empty cpu-set in v2 indicates that the container is running on all CPUs
cpu_set = "0-" + str(
int(
perf_helpers.get_cpu_count()
* perf_helpers.get_socket_count()
* perf_helpers.get_ht_count()
- 1
)
)
cpusets += "," + cpu_set
else:
cpusets = ",disabled"
modified.write("cpusets" + cpusets + ",\n")
modified.write("Percpu mode," + cpumode + ",\n")
modified.write("Persocket mode," + socketmode + ",\n")
modified.write("PSI," + json.dumps(psi) + "\n")
modified.write("PerfSpect version," + perf_helpers.get_tool_version() + ",\n")
modified.write("### PERF EVENTS ###" + ",\n")
for e in collection_events:
modified.write(e + "\n")
modified.write("\n")
modified.write("### PERF DATA ###" + ",\n")
if time_stamp:
zone = subprocess.check_output( # nosec
["date", "+%Z"], universal_newlines=True # nosec
).split() # nosec
epoch = str(perf_helpers.get_epoch(time_stamp))
modified.write(
time_stamp.rstrip() + " " + zone[0] + " EPOCH " + epoch + "\n"
)
modified.write(data)
def get_psi():
psi = []
for resource in ["cpu", "memory", "io"]:
with open("/proc/pressure/" + resource) as f:
psi.append(f.readline().split()[4].split("=")[1])
return psi
def supports_psi():
psi = []
for resource in ["cpu", "memory", "io"]:
try:
with open("/proc/pressure/" + resource) as _:
psi.append(resource)
except Exception:
pass
if len(psi) == 3:
logging.info("PSI metrics supported")
return True
else:
logging.info("PSI metrics not supported")
return False
def tma_supported():
perf_out = ""
try:
perf = subprocess.Popen(
shlex.split(
"perf stat -a -e '{cpu/event=0x00,umask=0x04,period=10000003,name='TOPDOWN.SLOTS'/,cpu/event=0x00,umask=0x81,period=10000003,name='PERF_METRICS.BAD_SPECULATION'/}' sleep .1"
),
stdout=subprocess.PIPE,
stderr=subprocess.STDOUT,
)
perf_out = perf.communicate()[0].decode()
except subprocess.CalledProcessError:
return False
try:
events = {
a.split()[1]: int(a.split()[0].replace(",", ""))
for a in filter(
lambda x: "TOPDOWN.SLOTS" in x or "PERF_METRICS.BAD_SPECULATION" in x,
perf_out.split("\n"),
)
}
except Exception:
return False
# This is a perf artifact of no vPMU support
if events["TOPDOWN.SLOTS"] == events["PERF_METRICS.BAD_SPECULATION"]:
return False
return True
def ref_cycles_supported():
perf_out = ""
try:
perf = subprocess.Popen(
shlex.split("perf stat -a -e ref-cycles sleep .1"),
stdout=subprocess.PIPE,
stderr=subprocess.STDOUT,
)
perf_out = perf.communicate()[0].decode()
except subprocess.CalledProcessError:
return False
if "<not supported>" in perf_out:
logging.warning(
"ref-cycles not enabled in VM driver. Contact system owner to enable. Collecting reduced metrics"
)
return False
return True
def resource_path(relative_path):
"""Get absolute path to resource, works for dev and for PyInstaller"""
base_path = getattr(sys, "_MEIPASS", os.path.dirname(os.path.abspath(__file__)))
return os.path.join(base_path, relative_path)
def validate_perfargs(perf):
"""validate perf command before executing"""
if perf[0] != "perf":
crash("Not a perf command, exiting!")
def validate_file(fname):
"""validate if file is accessible"""
if not os.access(fname, os.R_OK):
crash(str(fname) + " not accessible")
if __name__ == "__main__":
common.configure_logging(".")
if platform.system() != "Linux":
crash("PerfSpect currently supports Linux only")
# fix the pyinstaller path
script_path = os.path.dirname(os.path.realpath(__file__))
if "_MEI" in script_path:
script_path = script_path.rsplit("/", 1)[0]
default_output_file = "perfstat.csv"
parser = ArgumentParser(description="perf-collect: Time series dump of PMUs")
duration = parser.add_mutually_exclusive_group()
runmode = parser.add_mutually_exclusive_group()
duration.add_argument(
"-t", "--timeout", type=int, default=None, help="perf event collection time"
)
duration.add_argument(
"-a",
"--app",
type=str,
default=None,
help="Application to run with perf-collect, perf collection ends after workload completion",
)
runmode.add_argument(
"-p", "--pid", type=str, default=None, help="perf-collect on selected PID(s)"
)
runmode.add_argument(
"--cid",
help="perf-collect on up to 5 cgroups. Provide comma separated cids like e19f4fb59,6edca29db (by default, selects the 5 containers using the most CPU)",
type=str,
nargs="?",
const="",
)
runmode.add_argument(
"-c", "--cpu", help="Collect for cpu metrics", action="store_true"
)
runmode.add_argument(
"-s", "--socket", help="Collect for socket metrics", action="store_true"
)
parser.add_argument(
"-m",
"--muxinterval",
type=int,
default=125,
help="event mux interval in milli seconds, default=125. Lower numbers can cause higher overhead",
)
parser.add_argument(
"-o",
"--outcsv",
type=str,
default=default_output_file,
help="perf stat output in csv format, default=perfstat.csv",
)
parser.add_argument(
"-v", "--verbose", help="Display debugging information", action="store_true"
)
parser.add_argument(
"-V", "--version", help="display version info", action="store_true"
)
args = parser.parse_args()
if args.version:
print(perf_helpers.get_tool_version())
sys.exit()
if os.geteuid() != 0:
crash("Must run PerfSpect as root, please re-run")
# disable nmi watchdog before collecting perf
nmi_watchdog = perf_helpers.disable_nmi_watchdog()
interval = 5000
collect_psi = False
if args.cpu:
logging.info("Run mode: cpu")
collect_psi = supports_psi()
elif args.socket:
logging.info("Run mode: socket")
collect_psi = supports_psi()
elif args.pid is not None:
logging.info("Run mode: pid")
elif args.cid is not None:
logging.info("Run mode: cid")
else:
logging.info("Run mode: system")
collect_psi = supports_psi()
if args.muxinterval > 1000:
crash("Input argument muxinterval is too large, max is [1s or 1000ms]")
# select architecture default event file if not supplied
have_uncore = True
procinfo = perf_helpers.get_cpuinfo()
arch, cpuname = perf_helpers.get_arch_and_name(procinfo)
if not arch:
crash(
f"Unrecognized CPU architecture. Supported architectures: {', '.join(SUPPORTED_ARCHITECTURES)}"
)
eventfile = None
if arch == "broadwell":
eventfile = "bdx.txt"
elif arch == "skylake" or arch == "cascadelake":
eventfile = "clx_skx.txt"
elif arch == "icelake":
eventfile = "icx.txt"
elif arch == "sapphirerapids" or arch == "emeraldrapids":
eventfile = "spr_emr.txt"
elif arch == "sierraforest":
eventfile = "srf.txt"
if eventfile is None:
crash(f"failed to match architecture ({arch}) to event file name.")
# Convert path of event file to relative path if being packaged by pyInstaller into a binary
if getattr(sys, "frozen", False):
basepath = getattr(sys, "_MEIPASS", os.path.dirname(os.path.abspath(__file__)))
eventfilename = eventfile
eventfile = os.path.join(basepath, eventfile)
elif __file__:
eventfile = script_path + "/events/" + eventfile
eventfilename = eventfile
else:
crash("Unknown application type")
# check if pmu available
if "cpu-cycles" not in perf_helpers.get_perf_list():
crash(
"PMU's not available. Run baremetal or in a VM which exposes PMUs (sometimes full socket)"
)
# get perf events to collect
include_tma = True
sys_devs = perf_helpers.get_sys_devices()
if (
"uncore_cha" not in sys_devs
and "uncore_cbox" not in sys_devs
and "uncore_upi" not in sys_devs
and "uncore_qpi" not in sys_devs
and "uncore_imc" not in sys_devs
):
logging.info("disabling uncore (possibly in a vm?)")
have_uncore = False
if arch == "icelake":
include_tma = tma_supported()
if not include_tma:
logging.warning(
"Due to lack of vPMU support, TMA L1 events will not be collected"
)
if arch == "sapphirerapids" or arch == "emeraldrapids":
include_tma = tma_supported()
if not include_tma:
logging.warning(
"Due to lack of vPMU support, TMA L1 & L2 events will not be collected"
)
events, collection_events = prep_events.prepare_perf_events(
eventfile,
(args.pid is not None or args.cid is not None or not have_uncore),
include_tma,
not have_uncore,
ref_cycles_supported(),
)
# check output file is writable
if not perf_helpers.check_file_writeable(args.outcsv):
crash("Output file %s not writeable " % args.outcsv)
mux_intervals = perf_helpers.get_perf_event_mux_interval()
if args.muxinterval > 0:
logging.info(
"changing default perf mux interval to " + str(args.muxinterval) + "ms"
)
perf_helpers.set_perf_event_mux_interval(False, args.muxinterval, mux_intervals)
# parse cgroups
cgroups = []
if args.cid is not None:
cgroups = perf_helpers.get_cgroups(args.cid)
if args.pid is not None or args.cid is not None:
logging.info("Not collecting uncore events in this run mode")
# log some metadata
logging.info("Architecture: " + arch)
logging.info("Model: " + cpuname)
logging.info("Kernel version: " + perf_helpers.get_version())
logging.info("Cores per socket: " + str(perf_helpers.get_cpu_count()))
logging.info("Socket: " + str(perf_helpers.get_socket_count()))
logging.info("Hyperthreading on: " + str(perf_helpers.get_ht_status()))
imc, cha, upi = perf_helpers.get_imc_cha_upi_count()
logging.info("IMC count: " + str(imc))
logging.info("CHA per socket: " + str(cha))
logging.info("UPI count: " + str(upi))
logging.info("PerfSpect version: " + perf_helpers.get_tool_version())
if args.verbose:
logging.info("/sys/devices/: " + str(sys_devs))
# build perf stat command
collection_type = "-a" if not args.cpu and not args.socket else "-a -A"
cmd = f"perf stat -I {interval} -x , {collection_type} -o {args.outcsv}"
if args.pid:
cmd += f" --pid {args.pid}"
if args.cid is not None:
perf_format = prep_events.get_cgroup_events_format(
cgroups, events, len(collection_events)
)
cmd += f" {perf_format}"
else:
cmd += f" -e {events}"
if args.timeout:
cmd += f" sleep {args.timeout}"
elif args.app:
cmd += f" {args.app}"
if args.verbose:
logging.info(cmd)
perfargs = shlex.split(cmd)
validate_perfargs(perfargs)
psi = []
logging.info("Collection started!")
start = time.time()
try:
perf = subprocess.Popen(perfargs) # nosec
try:
while perf.poll() is None:
if collect_psi:
psi.append(get_psi())
time.sleep(interval / 1000)
except KeyboardInterrupt:
perf.kill()
except KeyboardInterrupt:
logging.info("Perfspect was interrupted by the user.")
except subprocess.SubprocessError as e:
crash("Failed to start perf\n" + str(e))
end = time.time()
if end - start < 7:
logging.warning(
"PerfSpect was run for a short duration, some events might be zero or blank because they never got scheduled"
)
logging.info("Collection complete!")
cpuid_info = perf_helpers.get_cpuid_info(procinfo)
if collect_psi:
psi.append(get_psi())
write_metadata(
args.outcsv,
collection_events,
arch,
cpuname,
cpuid_info,
args.muxinterval,
args.cpu,
args.socket,
list(map(list, zip(*psi))),
)
os.chmod(args.outcsv, 0o666) # nosec
# reset nmi_watchdog to what it was before running perfspect
if nmi_watchdog != 0:
perf_helpers.enable_nmi_watchdog()
logging.info("changing perf mux interval back to default")
perf_helpers.set_perf_event_mux_interval(True, 1, mux_intervals)
logging.info("perf stat dumped to %s" % args.outcsv)