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Python generator rate limiter using token bucket
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from time import time, sleep | |
_128k = 128 * 1024 | |
_256k = 256 * 1024 | |
_512k = 512 * 1024 | |
_1024k = 1024 * 1024 | |
class TokenBucket(object): | |
"""An implementation of the token bucket algorithm. | |
>>> bucket = TokenBucket(80, 0.5) | |
>>> print bucket.consume(10) | |
True | |
adapted from http://code.activestate.com/recipes/511490-implementation-of-the-token-bucket-algorithm/?in=lang-python | |
Not thread safe. | |
""" | |
__slots__ = ['capacity', '_tokens', 'fill_rate', 'timestamp'] | |
def __init__(self, tokens, fill_rate): | |
"""tokens is the total tokens in the bucket. fill_rate is the | |
rate in tokens/second that the bucket will be refilled.""" | |
self.capacity = float(tokens) | |
self._tokens = float(tokens) | |
self.fill_rate = float(fill_rate) | |
self.timestamp = time() | |
def consume(self, tokens, block=True): | |
"""Consume tokens from the bucket. Returns True if there were | |
sufficient tokens. | |
If there are not enough tokens and block is True, sleeps until the | |
bucket is replenished enough to satisfy the deficiency. | |
If there are not enough tokens and block is False, returns False. | |
It is an error to consume more tokens than the bucket capacity. | |
""" | |
assert tokens <= self.capacity, \ | |
'Attempted to consume {} tokens from a bucket with capacity {}' \ | |
.format(tokens, self.capacity) | |
if block and tokens > self.tokens: | |
deficit = tokens - self._tokens | |
delay = deficit / self.fill_rate | |
# print 'Have {} tokens, need {}; sleeping {} seconds'.format(self._tokens, tokens, delay) | |
sleep(delay) | |
if tokens <= self.tokens: | |
self._tokens -= tokens | |
return True | |
else: | |
return False | |
@property | |
def tokens(self): | |
if self._tokens < self.capacity: | |
now = time() | |
delta = self.fill_rate * (now - self.timestamp) | |
self._tokens = min(self.capacity, self._tokens + delta) | |
self.timestamp = now | |
return self._tokens | |
class InfiniteTokenBucket(object): | |
"""TokenBucket implementation with infinite capacity, i.e. consume always | |
returns True.""" | |
__slots__ = () | |
def __init__(self, tokens=None, fill_rate=None): | |
pass | |
def consume(self, tokens, block=True): | |
return True | |
@property | |
def tokens(self): | |
return float('infinity') | |
def rate_limit(data, bandwidth_or_burst, steady_state_bandwidth=None): | |
"""Limit the bandwidth of a generator. | |
Given a data generator, return a generator that yields the data at no | |
higher than the specified bandwidth. For example, ``rate_limit(data, _256k)`` | |
will yield from data at no higher than 256KB/s. | |
The three argument form distinguishes burst from steady-state bandwidth, | |
so ``rate_limit(data, _1024k, _128k)`` would allow data to be consumed at | |
128KB/s with an initial burst of 1MB. | |
""" | |
bandwidth = steady_state_bandwidth or bandwidth_or_burst | |
rate_limiter = TokenBucket(bandwidth_or_burst, bandwidth) | |
for thing in data: | |
rate_limiter.consume(len(str(thing))) | |
yield thing |
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