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synced 2026-07-03 01:09:13 +08:00
Move profiling to c++ (#5771)
* Move profiling to c++ * comments * Fix tests * Start after constructor * fix comment * always init logging * Fix logging * fix logging issue * shared_ptr for profiler * DEBUG -> WARNING * fix killed_ init * Fix flaky checkpointing tests * Fix checkpoint test logic * Fix exception matching * timeout exception * Fix import * fix build * use boost::asio * fix double const * Properly reset async_wait * remove SIGINT * Change error message * increase timeout * small nits * Don't trap on SIGINT * -v for tune * Fix test
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+3
-146
@@ -2,17 +2,8 @@ from __future__ import absolute_import
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from __future__ import division
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from __future__ import print_function
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import json
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import time
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import threading
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import traceback
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import ray
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LOG_POINT = 0
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LOG_SPAN_START = 1
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LOG_SPAN_END = 2
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class _NullLogSpan(object):
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"""A log span context manager that does nothing"""
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@@ -58,140 +49,6 @@ def profile(event_type, extra_data=None):
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An object that can profile a span of time via a "with" statement.
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"""
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worker = ray.worker.global_worker
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return RayLogSpanRaylet(worker.profiler, event_type, extra_data=extra_data)
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class Profiler(object):
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"""A class that holds the profiling states.
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Attributes:
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worker: the worker to profile.
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events: the buffer of events.
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lock: the lock to protect access of events.
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threads_stopped (threading.Event): A threading event used to signal to
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the thread that it should exit.
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"""
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def __init__(self, worker, threads_stopped):
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self.worker = worker
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self.events = []
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self.lock = threading.Lock()
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self.threads_stopped = threads_stopped
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def start_flush_thread(self):
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self.t = threading.Thread(
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target=self._periodically_flush_profile_events,
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name="ray_push_profiling_information")
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# Making the thread a daemon causes it to exit when the main thread
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# exits.
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self.t.daemon = True
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self.t.start()
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def join_flush_thread(self):
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"""Wait for the flush thread to exit."""
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self.t.join()
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def _periodically_flush_profile_events(self):
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"""Drivers run this as a thread to flush profile data in the
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background."""
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# Note(rkn): This is run on a background thread in the driver. It uses
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# the raylet client. This should be ok because it doesn't read
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# from the raylet client and we have the GIL here. However,
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# if either of those things changes, then we could run into issues.
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while True:
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# Sleep for 1 second. This will be interrupted if
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# self.threads_stopped is set.
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self.threads_stopped.wait(timeout=1)
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# Exit if we received a signal that we should stop.
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if self.threads_stopped.is_set():
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return
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self.flush_profile_data()
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def flush_profile_data(self):
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"""Push the logged profiling data to the global control store."""
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with self.lock:
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events = self.events
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self.events = []
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if self.worker.mode == ray.WORKER_MODE:
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component_type = "worker"
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else:
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component_type = "driver"
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self.worker.raylet_client.push_profile_events(
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component_type, ray.UniqueID(self.worker.worker_id),
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self.worker.node_ip_address, events)
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def add_event(self, event):
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with self.lock:
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self.events.append(event)
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class RayLogSpanRaylet(object):
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"""An object used to enable logging a span of events with a with statement.
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Attributes:
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event_type (str): The type of the event being logged.
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extra_data: Additional information to log.
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"""
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def __init__(self, profiler, event_type, extra_data=None):
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"""Initialize a RayLogSpanRaylet object."""
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self.profiler = profiler
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self.event_type = event_type
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self.extra_data = extra_data if extra_data is not None else {}
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def set_attribute(self, key, value):
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"""Add a key-value pair to the extra_data dict.
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This can be used to add attributes that are not available when
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ray.profile was called.
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Args:
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key: The attribute name.
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value: The attribute value.
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"""
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if not isinstance(key, str) or not isinstance(value, str):
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raise ValueError("The arguments 'key' and 'value' must both be "
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"strings. Instead they are {} and {}.".format(
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key, value))
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self.extra_data[key] = value
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def __enter__(self):
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"""Log the beginning of a span event.
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Returns:
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The object itself is returned so that if the block is opened using
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"with ray.profile(...) as prof:", we can call
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"prof.set_attribute" inside the block.
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"""
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self.start_time = time.time()
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return self
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def __exit__(self, type, value, tb):
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"""Log the end of a span event. Log any exception that occurred."""
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for key, value in self.extra_data.items():
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if not isinstance(key, str) or not isinstance(value, str):
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raise ValueError("The extra_data argument must be a "
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"dictionary mapping strings to strings. "
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"Instead it is {}.".format(self.extra_data))
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if type is not None:
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extra_data = json.dumps({
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"type": str(type),
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"value": str(value),
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"traceback": str(traceback.format_exc()),
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})
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else:
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extra_data = json.dumps(self.extra_data)
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event = {
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"event_type": self.event_type,
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"start_time": self.start_time,
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"end_time": time.time(),
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"extra_data": extra_data,
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}
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self.profiler.add_event(event)
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if worker.mode == ray.worker.LOCAL_MODE:
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return NULL_LOG_SPAN
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return worker.core_worker.profile_event(event_type, extra_data)
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