else/RateMeter/ratemeter.py

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Python
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2016-05-10 08:00:29 +00:00
import collections
import math
import time
class RateMeter:
def __init__(self, span):
'''
This class is used to calculate a rolling average of
units per second over `span` seconds.
Minimum span is 1 second.
Set `span` to None to calculate unit/s over the lifetime of the object
after the first digest, rather than over a span.
This saves the effort of tracking timestamps. Don't just use a large number!
'''
if span is not None and span < 1:
raise ValueError('Span must be >= 1')
self.sum = 0
self.span = span
self.tracking = collections.deque()
self.first_digest = None
def digest(self, value):
now = math.ceil(time.time())
self.sum += value
if self.span is None:
if self.first_digest is None:
self.first_digest = now
return
earlier = now - self.span
while len(self.tracking) > 0 and self.tracking[0][0] < earlier:
(timestamp, pop_value) = self.tracking.popleft()
self.sum -= pop_value
if len(self.tracking) == 0 or self.tracking[-1] != now:
self.tracking.append([now, value])
else:
self.tracking[-1][1] += value
def report(self):
'''
Return a tuple containing the running sum, the time span
over which the rate is being calculated, and the rate in
units per second.
(sum, time_interval, rate)
'''
# Flush the old values, ensure self.first_digest exists.
self.digest(0)
if self.span is None:
now = math.ceil(time.time())
time_interval = now - self.first_digest
else:
# No risk of IndexError because the digest(0) ensures we have
# at least one entry.
time_interval = self.tracking[-1][0] - self.tracking[0][0]
if time_interval == 0:
return (self.sum, 0, self.sum)
rate = self.sum / time_interval
time_interval = round(time_interval, 3)
rate = round(rate, 3)
return (self.sum, time_interval, rate)