Created
June 22, 2015 22:27
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Progress
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import sys | |
from datetime import datetime, timedelta | |
try: | |
from IPython.display import clear_output | |
except ImportError: | |
clear_output = None | |
class Progress(object): | |
"""A context manager for keeping track of the progress of a set | |
of tasks. It should be used with the `with` statement, for example: | |
import time | |
# create the progress object with 10 tasks | |
p = Progress(10) | |
for i in range(10): | |
# do the task within the context of the progress object | |
with p: | |
time.sleep(1) | |
""" | |
def __init__(self, total_tasks): | |
# total number of tasks that need to be completed | |
self.total_tasks = total_tasks | |
# the number of tasks that have been completed so far | |
self.task_count = 0 | |
# the total time elapsed | |
self.total_time = timedelta() | |
# a running average of time per task | |
self.average_time = None | |
# estimated time remaining, based on average time per task | |
self.time_remaining = None | |
# percent of tasks remaining | |
self.percent_remaining = None | |
# a format string for printing out the progress | |
self.fmt = "{task_count:d}/{total_tasks:d} tasks completed in {total_time:s}; {percent_remaining:.1%} remaining ({time_remaining:s})" | |
# the start time of the current task | |
self._time = None | |
self._end_time = None | |
def __enter__(self): | |
"""Record the time before the task is executed.""" | |
self._time = datetime.now() | |
def __exit__(self, type, value, tb): | |
"""Compute and print progress after the task is executed.""" | |
if type is not None: | |
return | |
# update progress | |
self.total_time += datetime.now() - self._time | |
self.task_count += 1 | |
# recompute averages and estimates | |
self.average_time = self.total_time / self.task_count | |
self.time_remaining = (self.total_tasks - self.task_count) * self.average_time | |
self.percent_remaining = (self.total_tasks - self.task_count) / self.total_tasks | |
# clear existing output and print progress | |
if clear_output: | |
clear_output(wait=True) | |
print(self) | |
sys.stdout.flush() | |
def __str__(self): | |
"""String representation of the progress object, which is the progress itself.""" | |
return self.fmt.format( | |
task_count=self.task_count, | |
total_tasks=self.total_tasks, | |
total_time=str(self.total_time), | |
percent_remaining=self.percent_remaining, | |
time_remaining=str(self.time_remaining)) |
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