Python PyTorch實(shí)現(xiàn)Timer計(jì)時(shí)器
OpenCV的Timer計(jì)時(shí)器可以看這篇:Python Timer和TimerFPS計(jì)時(shí)工具類
Timer作用說(shuō)明:統(tǒng)計(jì)某一段代碼的運(yùn)行耗時(shí)。
直接上代碼,開(kāi)箱即用。
import time
import torch
import os
from enum import Enum, unique
@unique
class TimerKeys(Enum):
START = 'start' # 本次調(diào)用start函數(shù)時(shí)的時(shí)間戳
END = 'end' # 本次調(diào)用end函數(shù)時(shí)的時(shí)間戳
ELAPSED = 'elapsed' # 多次調(diào)用start和end函數(shù)的總耗時(shí)
TOTAL = 'total' # 本次所耗end-start的時(shí)間
HISTORY = 'history' # 保存每次的elapsed
class Timer(object):
def __init__(self, device: torch.device):
super(Timer, self).__init__()
self._device = device
self._record_sxf = {}
def start(self, name, history=False):
'''開(kāi)始計(jì)時(shí),通過(guò)name區(qū)分不同的計(jì)時(shí)器;
在start時(shí)如果開(kāi)啟了history,就算下次start時(shí)沒(méi)有開(kāi)啟history,history仍然會(huì)使用,
除非顯式調(diào)用了reset_all或reset_item,然后再調(diào)用start并不開(kāi)啟history,就不會(huì)記錄。'''
torch.cuda.current_stream(self._device).synchronize()
if not self._record_sxf.get(name):
self._record_sxf[name] = {}
self._record_sxf[name][TimerKeys.TOTAL] = 0
if history:
self._record_sxf[name][TimerKeys.HISTORY] = []
else:
self._record_sxf[name].pop(TimerKeys.END)
self._record_sxf[name].pop(TimerKeys.ELAPSED)
self._record_sxf[name][TimerKeys.START] = time.time()
def stop(self, name, store=True):
'''計(jì)算指定name的本次耗時(shí)'''
torch.cuda.current_stream(self._device).synchronize()
if self._record_sxf.get(name) and self._record_sxf[name].get(TimerKeys.START):
self._record_sxf[name][TimerKeys.END] = time.time()
self._record_sxf[name][TimerKeys.ELAPSED] = self._record_sxf[name][TimerKeys.END] - self._record_sxf[name][TimerKeys.START]
return self.store(name) if store else self._record_sxf[name][TimerKeys.ELAPSED]
else:
print(f'>> 不存在此計(jì)時(shí)器[{name}],請(qǐng)先start')
return None
def store(self, name):
'''計(jì)算指定name的累計(jì)耗時(shí)'''
if not self._record_sxf.get(name):
print(f'>> 不存在此計(jì)時(shí)器[{name}],請(qǐng)先start')
return None
if not self._record_sxf[name].get(TimerKeys.ELAPSED):
print(f'>> 請(qǐng)先stop')
return None
self._record_sxf[name][TimerKeys.TOTAL] += self._record_sxf[name][TimerKeys.ELAPSED]
if self._record_sxf[name].get(TimerKeys.HISTORY) is not None:
self._record_sxf[name][TimerKeys.HISTORY].append(self._record_sxf[name][TimerKeys.ELAPSED])
return self._record_sxf[name][TimerKeys.TOTAL]
def show_store(self):
'''顯示所有項(xiàng)目的累計(jì)耗時(shí)'''
print(self._record_sxf)
def pretty_show_store(self):
print("{", end='')
for key, value in self._record_sxf.items():
print(f"'{key}': {{")
for enum_key, enum_value in value.items():
print(f" {enum_key.name if isinstance(enum_key, Enum) else enum_key}: {enum_value},")
print(" },")
print("}")
def get_store(self):
return self._record_sxf
def peak_item(self, name, key=None):
if key:
return self._record_sxf[name].get(key) if self._record_sxf.get(name) else None
return self._record_sxf.get(name)
def reset_item(self, name):
self._record_sxf.pop(name)
def reset_all(self):
self._record_sxf = {}
if __name__ == '__main__':
timer = Timer(torch.device('cuda:0'))
timer.start('a')
time.sleep(5)
timer.stop('a')
# {'a': {'total': 5.005435228347778, 'start': 1693419100.180317, 'end': 1693419105.1857522, 'elapsed': 5.005435228347778}}
timer.show_store()
print()
timer.start('a')
time.sleep(2)
timer.stop('a')
# {'a': {'total': 7.007752180099487, 'start': 1693419105.1859245, 'end': 1693419107.1882415, 'elapsed': 2.002316951751709}}
timer.show_store()
print()
timer.start('b')
time.sleep(3)
timer.stop('b')
# {'a': {'total': 7.007752180099487, 'start': 1693419105.1859245, 'end': 1693419107.1882415, 'elapsed': 2.002316951751709},
# 'b': {'total': 3.0033228397369385, 'start': 1693419107.1884048, 'end': 1693419110.1917276, 'elapsed': 3.0033228397369385}}
timer.show_store()
timer.reset_all()
print()
timer.start('c')
time.sleep(3)
timer.start('d')
time.sleep(3)
timer.stop('d')
# {'c': {'total': 0, 'start': 1693419110.1919253},
# 'd': {'total': 3.003229856491089, 'start': 1693419113.1927958, 'end': 1693419116.1960256, 'elapsed': 3.003229856491089}}
timer.show_store()
timer.stop('c')
# {'c': {'total': 6.0042500495910645, 'start': 1693419110.1919253, 'end': 1693419116.1961753, 'elapsed': 6.0042500495910645},
# 'd': {'total': 3.003229856491089, 'start': 1693419113.1927958, 'end': 1693419116.1960256, 'elapsed': 3.003229856491089}}
timer.show_store()
timer.reset_all()
print()
timer.start('e')
time.sleep(3)
timer.start('f')
time.sleep(3)
timer.stop('e')
# {'e': {'total': 6.004979848861694, 'start': 1693419433.8564444, 'end': 1693419439.8614242, 'elapsed': 6.004979848861694},
# 'f': {'total': 0, 'start': 1693419436.859731}}
timer.show_store()
timer.stop('f')
# {'e': {'total': 6.004979848861694, 'start': 1693419433.8564444, 'end': 1693419439.8614242, 'elapsed': 6.004979848861694},
# 'f': {'total': 3.00180983543396, 'start': 1693419436.859731, 'end': 1693419439.8615408, 'elapsed': 3.00180983543396}}
timer.pretty_show_store()函數(shù)調(diào)用示例:
timer = Timer(torch.device('cuda:0'))
timer.start('a')
# xxxxxx
time_used = timer.stop('a')
timer.show_store()到此這篇關(guān)于Python PyTorch實(shí)現(xiàn)Timer計(jì)時(shí)器的文章就介紹到這了,更多相關(guān)Python計(jì)時(shí)器內(nèi)容請(qǐng)搜索腳本之家以前的文章或繼續(xù)瀏覽下面的相關(guān)文章希望大家以后多多支持腳本之家!
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