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# Copyright (c) 2022-2023, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import contextlib
import fcntl
import logging
import os
import pathlib
import re
import select
import socket
import subprocess
import threading
import typing
LOGGER = logging.getLogger(__name__)
DEFAULT_LOG_FORMAT = "%(asctime)s - %(levelname)8s - %(process)8d - %(threadName)s - %(name)s: %(message)s"
def _read_outputs(_process, _logger, _outputs):
# Set stdout and stderr file descriptors to non-blocking mode
try:
fcntl.fcntl(_process.stdout, fcntl.F_SETFL, os.O_NONBLOCK)
fcntl.fcntl(_process.stderr, fcntl.F_SETFL, os.O_NONBLOCK)
except ValueError: # when selecting on closed files
return
buffers = {_process.stdout: "", _process.stderr: ""}
rds = [_process.stdout, _process.stderr]
while rds:
try:
readable, _, _ = select.select(rds, [], [], 1)
except ValueError: # when selecting on closed files
break
for rd in readable:
try:
data = os.read(rd.fileno(), 4096)
if not data:
rds.remove(rd)
continue
decoded_data = data.decode("utf-8")
buffers[rd] += decoded_data
lines = buffers[rd].splitlines(keepends=True)
if buffers[rd].endswith("\n"):
complete_lines = lines
buffers[rd] = ""
else:
complete_lines = lines[:-1]
buffers[rd] = lines[-1]
for line in complete_lines:
line = line.rstrip()
_logger.info(line)
_outputs.append(line)
except OSError: # Reading from an empty non-blocking file
pass
class ScriptThread(threading.Thread):
def __init__(self, cmd, workdir=None, group=None, target=None, name=None, args=(), kwargs=None) -> None:
super().__init__(group, target, name, args, kwargs, daemon=True)
self.cmd = cmd
self.workdir = workdir
self._process_spawned_or_spawn_error_flag = None
self.active = False
self._process = None
self.returncode = None
self._output = []
self._logger = logging.getLogger(self.name)
def __enter__(self):
self.start(threading.Event())
self._process_spawned_or_spawn_error_flag.wait()
return self
def __exit__(self, *args):
self.stop()
self.join()
self._process_spawned_or_spawn_error_flag = None
def start(self, flag: typing.Optional[threading.Event] = None) -> None:
if flag is None:
flag = threading.Event()
self._logger.info(f"Starting {self.name} script with \"{' '.join(self.cmd)}\" cmd")
self._process_spawned_or_spawn_error_flag = flag
super().start()
def stop(self):
self._logger.info(f"Stopping {self.name} script")
self.active = False
def run(self):
import psutil
self.returncode = None
self._output = []
self._process = None
os.environ.setdefault("PYTHONUNBUFFERED", "1") # to not buffer logs
try:
with psutil.Popen(
self.cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE, bufsize=0, cwd=self.workdir
) as process:
self._process = process
self.active = True
if self._process_spawned_or_spawn_error_flag:
self._process_spawned_or_spawn_error_flag.set()
while self.active and process.poll() is None and process.returncode is None:
try:
_read_outputs(process, self._logger, self._output)
except KeyboardInterrupt:
self.stop()
finally:
if self._process_spawned_or_spawn_error_flag:
self._process_spawned_or_spawn_error_flag.set()
if self.process:
while self.process.poll() is None:
_read_outputs(self.process, self._logger, self._output)
_read_outputs(self.process, self._logger, self._output)
self.returncode = process.wait() # pytype: disable=name-error
self._logger.info(f"{self.name} process finished with {self.returncode}")
self.active = False
self._process = None
@property
def output(self):
return "\n".join(self._output)
@property
def process(self):
return self._process
def find_free_port() -> int:
with contextlib.closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as s:
s.bind(("", 0))
s.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1)
return s.getsockname()[1]
class ProcessMonitoring:
"""A class that dumps the state of a process and its children.
This class uses the py-spy tool to dump the stack trace of a process and its
children recursively. It also dumps the process information such as the parent
and the command line. It allows registering custom monitors that can perform
additional actions on the process.
Attributes:
_logger (logging.Logger): The logger object to write messages.
_process (psutil.Process): The process object to monitor.
_children_processes (list[psutil.Process]): The list of child processes to monitor.
_log (logging.Logger.method): The logging method to use for messages.
_remove_color (bool): Whether to remove ANSI escape sequences from the output.
_ansi_escape (re.Pattern): The regular expression object to match ANSI escape sequences.
_custom_monitors (list[typing.Callable[[int], None]]): The list of custom monitor functions to execute on each dump cycle.
"""
def __init__(
self,
pid: int,
logger: typing.Optional[logging.Logger] = None,
loglevel: int = logging.INFO,
remove_color: bool = False,
):
"""Initializes the ProcessMonitoring object.
Args:
pid (int): The process ID of the process to monitor.
logger (typing.Optional[logging.Logger], optional): The logger object to write messages. Defaults to None.
loglevel (int, optional): The logging level to use for messages. Defaults to logging.INFO.
remove_color (bool, optional): Whether to remove ANSI escape sequences from the output. Defaults to False.
"""
import re
import psutil
self._logger = logger or logging.getLogger("monitoring")
self._process = psutil.Process(pid)
self._children_processes = list(self._process.children(recursive=True))
self._log = {
logging.DEBUG: self._logger.debug,
logging.INFO: self._logger.info,
logging.WARNING: self._logger.warning,
logging.ERROR: self._logger.error,
}[loglevel]
self._log(f"Initial list of children processes: {self._children_processes}")
self._remove_color = remove_color
pattern = r"\x1b\[.*?m"
self._ansi_escape = re.compile(pattern)
self._custom_monitors = []
def register_custom_monitor(self, custom_monitor: typing.Callable[[int], None]) -> None:
"""Registers a custom monitor for the process.
This method adds a custom monitor function to the list of monitors that are
executed on each dump cycle. A custom monitor function should take an integer
as an argument (the process ID) and return None.
Args:
custom_monitor (typing.Callable[[int], None]): The custom monitor function to register.
"""
self._custom_monitors.append(custom_monitor)
def dump_state(self) -> None:
"""Dumps the state of the process and its children.
This method calls the _dump_processes_stacktrace and _dump_child_processes
methods to dump the stack trace and the process information of the process
and its children recursively.
"""
self._dump_processes_stacktrace()
self._dump_child_processes()
def _dump_processes_stacktrace(self):
import psutil
import sh
self._log("==== Dump process stacktrace")
pyspy_cmd = sh.Command("py-spy")
for process in [self._process] + self.children:
try:
result = pyspy_cmd("dump", "-ll", "--nonblocking", "-p", str(process.pid))
if self._remove_color:
result = self._ansi_escape.sub("", str(result))
self._log(f"Dump stack trace for process (pid={process.pid}) with cmd {process.cmdline()}")
for custom_monitor in self._custom_monitors:
custom_monitor(process.pid)
self._log(result)
except psutil.NoSuchProcess as e:
self._log(f"Error during handling process: {e}")
except sh.ErrorReturnCode_1 as e:
self._log(f"Error during calling py-spy process: {e}")
def _dump_child_processes(self):
import psutil
self._log("==== Dump process info (with its children)")
for process in [self._process] + self.children:
try:
self._log(f"{process} parent={process.parent()} ")
except psutil.NoSuchProcess:
self._log(f"{process} is missing in process table")
@property
def children(self):
"""Returns the list of child processes to monitor.
This property returns the list of child processes to monitor, and updates it
with any new children that are created by the process.
Returns:
list[psutil.Process]: The list of child processes to monitor.
"""
import psutil
try:
children = list(self._process.children(recursive=True))
self._children_processes = list(set(self._children_processes + children))
except psutil.NoSuchProcess:
pass
return self._children_processes
def get_current_container_version():
container_version = os.environ.get("NVIDIA_PYTORCH_VERSION") or os.environ.get("NVIDIA_TENSORFLOW_VERSION")
if container_version and "-" in container_version:
container_version = container_version.split("-")[0] # TF version has format <year_month_version>-<tf_version>
return container_version
def verify_docker_image_in_readme_same_as_tested(readme_path, image_name_with_version):
image_name, image_version = image_name_with_version.split(":")
framework_name = image_name.split("/")[-1]
readme_payload = pathlib.Path(readme_path).read_text()
match_iterator = re.finditer(
rf"(?P<container_registry>[\w/.\-:]+)/{framework_name}:(?P<image_version_with_python_version>[\w.-]+)",
readme_payload,
)
for entry in match_iterator:
assert entry.group() == image_name_with_version, f"{entry.group()} != {image_name_with_version}"
def search_warning_on_too_verbose_log_level(logs: str):
pattern = r"Triton Inference Server is running with enabled verbose logs.*It may affect inference performance."
return re.search(pattern, logs)
class ProcessMonitoringThread:
"""A class that creates a thread to monitor a process.
This class uses the ProcessMonitoring class to dump the state of a process
and its children periodically. It also allows registering custom monitors
that can perform additional actions on the process.
Attributes:
_monitoring (ProcessMonitoring): The ProcessMonitoring object that handles the dumping logic.
_stop_event (threading.Event): The event object that signals the thread to stop its loop.
_thread (threading.Thread): The thread object that runs the _run method in a loop.
_interval (float): The interval in seconds between each dump cycle.
"""
def __init__(self, monitoring: ProcessMonitoring, interval: float = 60):
"""Initializes the ProcessMonitoringThread object.
Args:
monitoring (ProcessMonitoring): The ProcessMonitoring object that handles the dumping logic.
interval (float, optional): The interval in seconds between each dump cycle. Defaults to 60.
"""
self._monitoring = monitoring
self._interval = interval
def start(self) -> None:
"""Starts the monitoring thread.
This method creates a new thread that runs the _run method in a loop until
the stop method is called or an exception occurs. It also sets the stop event
object that can be used to signal the thread to stop gracefully.
"""
self._stop_event = threading.Event()
self._thread = threading.Thread(target=self._run, daemon=True)
self._thread.start()
def stop(self) -> None:
"""Stops the monitoring thread.
This method sets the stop event object that signals the thread to stop its loop.
It also waits for the thread to join before returning.
"""
self._stop_event.set()
self._thread.join()
def __enter__(self):
"""Enters the context manager for the monitoring thread."""
self.start()
return self
def __exit__(self, *args):
"""Exits the context manager for the monitoring thread."""
self.stop()
def _run(self):
logging.info("Monitoring process")
self._monitoring.dump_state()
while not self._stop_event.wait(self._interval):
logging.info("Monitoring process")
self._monitoring.dump_state()
class TestMonitoringContext:
"""A context manager that monitors test processes.
This context manager creates threads to monitor the test processes and dumps
their state periodically. It can extend argparse args with additional arguments.
It supports splitting log into different files. The standard output log can have one level
and the file log can have another level. It uses log rotation.
"""
@staticmethod
def extend_args(parser):
parser.add_argument(
"--verbose",
action="store_true",
help="Provide verbose logs",
)
parser.add_argument(
"--log-path",
type=str,
default=None,
help="Provide the path of external log for rotation",
)
parser.add_argument(
"--compress-logs",
action="store_true",
help="Enable logs compression",
)
parser.add_argument(
"--maximum-log-file",
type=int,
default=10 * 1024 * 1024,
help="Maximum logfile size before rotation is started",
required=False,
)
parser.add_argument(
"--enable-fault-handler",
action="store_true",
help="Enable faulthandler",
)
parser.add_argument(
"--faulthandler-interval",
type=float,
default=None,
help="Enable faulthandler after specified number of seconds with repeat",
required=False,
)
parser.add_argument(
"--process-monitoring-interval",
type=float,
default=None,
help="Enable process monitoring after specified number of seconds with repeat",
required=False,
)
def __init__(self, args):
"""Initializes the TestMonitoringContext object.
Args:
args (argparse.Namespace): The argparse args object to extend with additional arguments.
"""
self._args = args
def __enter__(self):
import faulthandler
import logging.handlers
args = self._args
self._loglevel = log_level = logging.DEBUG if args.verbose else logging.INFO
logging.basicConfig(level=logging.DEBUG, format=DEFAULT_LOG_FORMAT)
logger = logging.getLogger()
if args.log_path is not None:
# Create a rotating file handler for the file output logger
# The file name is based on the log path argument, the maximum size is 10 MB, and the maximum number of files is 500
file_handler = logging.handlers.RotatingFileHandler(
args.log_path, maxBytes=args.maximum_log_file, backupCount=500
)
file_handler.setFormatter(logging.Formatter(DEFAULT_LOG_FORMAT))
file_handler.setLevel(logging.DEBUG)
if args.compress_logs:
file_handler.namer = lambda name: name + ".gz"
def gzip_rotation(source, dest):
import gzip
import os
with open(source, "rb") as f_in:
with gzip.open(dest, "wb") as f_out:
f_out.writelines(f_in)
os.remove(source)
file_handler.rotator = gzip_rotation
# Add the file handler to the default logger
logger.addHandler(file_handler)
# Get the stream handler that was created by basicConfig
# Get the stream handler that was created by basicConfig
stream_handler = logger.handlers[0]
# Set the stream handler's level to match the log level argument
stream_handler.setLevel(log_level)
if args.enable_fault_handler:
faulthandler.enable()
if args.faulthandler_interval is not None:
faulthandler.dump_traceback_later(args.faulthandler_interval, repeat=True, exit=False)
custom_monitors = []
import os
import psutil
def monitor_ram_usage(pid=None):
if pid is None:
pid = os.getpid()
process = psutil.Process(pid)
logger.debug(f"MONITOR RAM USAGE ({pid}): {process.memory_info()}")
custom_monitors.append(monitor_ram_usage)
def monitor_file_descriptors(pid=None):
if pid is None:
pid = os.getpid()
process = psutil.Process(pid)
logger.debug(f"MONITOR FILE DESCRIPTORS ({pid}): {process.num_fds()}")
custom_monitors.append(monitor_file_descriptors)
def monitor_cpu_usage(pid=None):
if pid is None:
pid = os.getpid()
process = psutil.Process(pid)
logger.debug(f"MONITOR CPU USAGE ({pid}): {process.cpu_percent()}")
custom_monitors.append(monitor_cpu_usage)
def monitor_threads(pid=None):
if pid is None:
pid = os.getpid()
process = psutil.Process(pid)
logger.debug(f"MONITOR THREADS ({pid}): {process.num_threads()}")
custom_monitors.append(monitor_threads)
def monitor_process_dict(pid=None):
if pid is None:
pid = os.getpid()
process = psutil.Process(pid)
logger.debug(f"MONITOR PROCESS DICT ({pid}): {process.as_dict()}")
custom_monitors.append(monitor_process_dict)
if args.process_monitoring_interval is not None:
monitoring = ProcessMonitoring(os.getpid(), logger, loglevel=logging.DEBUG, remove_color=True)
for monitor in custom_monitors:
monitoring.register_custom_monitor(monitor)
self._monitor = ProcessMonitoringThread(monitoring, interval=args.process_monitoring_interval)
self._monitor.start()
return self
def __exit__(self, *args):
if hasattr(self, "_monitor"):
self._monitor.stop()
self._monitor = None
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