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ColossalAI/colossalai/utils/timer.py

134 lines
3.8 KiB

#!/usr/bin/env python
# -*- encoding: utf-8 -*-
import time
from .cuda import synchronize
class Timer:
'''
A timer object which helps to log the execution times, and provides different tools to assess the times.
'''
def __init__(self):
self._started = False
self._start_time = time.time()
self._elapsed = 0
self._history = []
@property
def has_history(self):
return len(self._history) != 0
def start(self):
'''Fisrtly synchronize cuda, reset the clock and then start the timer.
'''
self._elapsed = 0
synchronize()
self._start_time = time.time()
self._started = True
def stop(self, keep_in_history: bool = False):
'''Stop the timer and record the start-stop time interval.
:param keep_in_history: whether does it record into history each start-stop interval, defaults to False
:type keep_in_history: bool, optional
:return: start-stop interval
:rtype: int
'''
synchronize()
end_time = time.time()
elapsed = end_time - self._start_time
if keep_in_history:
self._history.append(elapsed)
self._elapsed = elapsed
self._started = False
return elapsed
def get_history_mean(self):
'''mean of all history start-stop time intervals.
:return: mean of time intervals
:rtype: int
'''
return sum(self._history) / len(self._history)
def get_history_sum(self):
'''add up all the start-stop time intervals.
:return: sum of time intervals
:rtype: int
'''
return sum(self._history)
def get_elapsed_time(self):
'''return the last start-stop time interval. *use it only when timer is not in progress*
:return: the last time interval
:rtype: int
'''
assert not self._started, 'Timer is still in progress'
return self._elapsed
def reset(self):
'''clear up the timer and its history
'''
self._history = []
self._started = False
self._elapsed = 0
class MultiTimer:
'''An object contains multiple timers
:param on: whether the timer is enabled. Default is True
:type on: bool
'''
def __init__(self, on: bool = True):
self._on = on
self._timers = dict()
def start(self, name: str):
'''Start namely one of the timers
:param name: timer's key
:type name: str
'''
if self._on:
if name not in self._timers:
self._timers[name] = Timer()
return self._timers[name].start()
def stop(self, name: str, keep_in_history: bool):
'''Stop namely one of the timers.
:param name: timer's key
:param keep_in_history: whether does it record into history each start-stop interval
:type keep_in_history: bool
'''
if self._on:
return self._timers[name].stop(keep_in_history)
else:
return None
def get_timer(self, name):
'''Get timer by its name (from multitimer)
:param name: timer's key
:return: timer with the name you give correctly
:rtype: Timer
'''
return self._timers[name]
def reset(self, name=None):
'''Reset timers.
:param name: if name is designated, the named timer will be reset and others will not, defaults to None
'''
if self._on:
if name is not None:
self._timers[name].reset()
else:
for timer in self._timers:
timer.reset()
def is_on(self):
return self._on
def set_status(self, mode: bool):
self._on = mode
def __iter__(self):
for name, timer in self._timers.items():
yield name, timer