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Simple ETA (estimated time of availability) calculation
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import dataclasses | |
import json | |
import sys | |
from dataclasses import dataclass | |
from datetime import datetime, timedelta | |
from typing import Any, Tuple, TypeVar, Optional | |
T = TypeVar('T') | |
@dataclass | |
class AbsRelTime: | |
time: timedelta | |
absolute: int | |
percentage: float | |
class ETA: | |
@dataclass(frozen=True) | |
class Stats: | |
total: AbsRelTime | |
remaining: AbsRelTime | |
done: AbsRelTime | |
eta: datetime | |
def print_refresh(self, file=None): | |
print(f'\r{self}', end='', file=file, flush=True) | |
def dict(self) -> dict: | |
return dataclasses.asdict(self) | |
def json(self, **kwargs): | |
return json.dumps(self.dict(), default=lambda x: str(x), **kwargs) | |
def __str__(self): | |
return ( | |
f'{self.done.absolute}/{self.total.absolute} = {self.done.percentage:.1f}%, ' | |
f'remaining {self.remaining.time}' | |
) | |
def __init__(self, data: Any, auto_print: bool = True): | |
if not hasattr(data, '__len__'): | |
raise TypeError('Expected object with len property.') | |
self.data = iter(data) | |
self.total = len(data) | |
self.done = 0 | |
self.start_time = datetime.now() | |
self.auto_print = auto_print | |
def __iter__(self): | |
return self | |
def __next__(self) -> Tuple[T, Stats]: | |
self.done += 1 | |
next_data = next(self.data) | |
stats = self.stats() | |
if self.auto_print: | |
stats.print_refresh() | |
return next_data, stats | |
def stats(self) -> Stats: | |
duration_per_operation = (datetime.now() - self.start_time) / self.done | |
remaining_absolute = self.total - self.done | |
remaining_time = duration_per_operation * remaining_absolute | |
return self.Stats( | |
total=AbsRelTime( | |
time=duration_per_operation * self.total, | |
absolute=self.total, | |
percentage=100 | |
), | |
remaining=AbsRelTime( | |
time=remaining_time, | |
absolute=remaining_absolute, | |
percentage=(remaining_absolute / self.total)*100 | |
), | |
done=AbsRelTime( | |
time=duration_per_operation * self.done, | |
absolute=self.done, | |
percentage=(self.done / self.total)*100 | |
), | |
eta=datetime.now() + remaining_time | |
) |
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import time | |
from eta import ETA | |
# Some data to be processed | |
data = list(range(42)) | |
for num, _ in ETA(data): | |
# Do something useful here that takes a little time | |
time.sleep(0.1) | |
# Example output: | |
# 13/42 = 31.0%, ETA Delta 0:00:02.685864, ETA 2021-07-04 14:50:12.486002 | |
# Or disable auto print and access all eta data | |
for num, eta in ETA(data, auto_print=False): | |
# Do something useful here that takes a little time | |
time.sleep(0.1) | |
print(eta.json(indent=' ')) | |
# { | |
# "total": { | |
# "time": "0:00:03.762402", | |
# "absolute": 42, | |
# "percentage": 100 | |
# }, | |
# "remaining": { | |
# "time": "0:00:02.956173", | |
# "absolute": 33, | |
# "percentage": 78.57142857142857 | |
# }, | |
# "done": { | |
# "time": "0:00:00.806229", | |
# "absolute": 9, | |
# "percentage": 21.428571428571427 | |
# }, | |
# "eta": "2021-07-04 18:05:35.103308" | |
# } |
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