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import random
from abc import ABC, abstractmethod
class AbstractBackoff(ABC):
"""Backoff interface"""
def reset(self):
"""
Reset internal state before an operation.
`reset` is called once at the beginning of
every call to `Retry.call_with_retry`
"""
pass
@abstractmethod
def compute(self, failures):
"""Compute backoff in seconds upon failure"""
pass
class ConstantBackoff(AbstractBackoff):
"""Constant backoff upon failure"""
def __init__(self, backoff):
"""`backoff`: backoff time in seconds"""
self._backoff = backoff
def compute(self, failures):
return self._backoff
class NoBackoff(ConstantBackoff):
"""No backoff upon failure"""
def __init__(self):
super().__init__(0)
class ExponentialBackoff(AbstractBackoff):
"""Exponential backoff upon failure"""
def __init__(self, cap, base):
"""
`cap`: maximum backoff time in seconds
`base`: base backoff time in seconds
"""
self._cap = cap
self._base = base
def compute(self, failures):
return min(self._cap, self._base * 2 ** failures)
class FullJitterBackoff(AbstractBackoff):
"""Full jitter backoff upon failure"""
def __init__(self, cap, base):
"""
`cap`: maximum backoff time in seconds
`base`: base backoff time in seconds
"""
self._cap = cap
self._base = base
def compute(self, failures):
return random.uniform(0, min(self._cap, self._base * 2 ** failures))
class EqualJitterBackoff(AbstractBackoff):
"""Equal jitter backoff upon failure"""
def __init__(self, cap, base):
"""
`cap`: maximum backoff time in seconds
`base`: base backoff time in seconds
"""
self._cap = cap
self._base = base
def compute(self, failures):
temp = min(self._cap, self._base * 2 ** failures) / 2
return temp + random.uniform(0, temp)
class DecorrelatedJitterBackoff(AbstractBackoff):
"""Decorrelated jitter backoff upon failure"""
def __init__(self, cap, base):
"""
`cap`: maximum backoff time in seconds
`base`: base backoff time in seconds
"""
self._cap = cap
self._base = base
self._previous_backoff = 0
def reset(self):
self._previous_backoff = 0
def compute(self, failures):
max_backoff = max(self._base, self._previous_backoff * 3)
temp = random.uniform(self._base, max_backoff)
self._previous_backoff = min(self._cap, temp)
return self._previous_backoff