ResInsight/GrpcInterface/Python/rips/retry_policy.py

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import abc
import time
import random
class RetryPolicy(abc.ABC):
@abc.abstractmethod
def sleep(self, retry_num: int) -> None:
"""
How long to sleep in milliseconds.
:param retry_num: the number of retry (starting from zero)
"""
assert retry_num >= 0
@abc.abstractmethod
def time_out_message(self) -> str:
"""
Generate a error message for user on time out.
"""
pass
@abc.abstractmethod
def num_retries(self) -> int:
"""
Max number retries.
"""
pass
class FixedRetryPolicy(RetryPolicy):
def __init__(self, sleep_time: int = 1000, max_num_retries: int = 10):
"""
Create a fixed time retry policy.
:param sleep_time: time to sleep in milliseconds.
:param max_num_retries: max number of retries.
"""
self.sleep_time: int = sleep_time
self.max_num_retries: int = max_num_retries
def sleep(self, retry_num: int) -> None:
time.sleep(self.sleep_time / 1000)
def time_out_message(self) -> str:
return "Tried {} times with {} milliseconds apart.".format(
self.max_num_retries, self.sleep_time
)
def num_retries(self) -> int:
return self.max_num_retries
class ExponentialBackoffRetryPolicy(RetryPolicy):
def __init__(
self,
min_backoff: int = 200,
max_backoff: int = 10000,
max_num_retries: int = 20,
):
"""
Create a truncated exponential backoff policy.
See: https://en.wikipedia.org/wiki/Exponential_backoff
:param min_backoff: minimum time to sleep in milliseconds.
:param max_backoff: maximum time to sleep in milliseconds.
:param max_num_retries: max number of retries.
"""
self.min_backoff: int = min_backoff
self.max_backoff: int = max_backoff
self.max_num_retries: int = max_num_retries
self.multiplier: int = 2
def sleep(self, retry_num: int) -> None:
# Add a random component to avoid synchronized retries
wiggle = random.randint(0, 100)
sleep_ms = min(
self.min_backoff + self.multiplier**retry_num + wiggle, self.max_backoff
)
time.sleep(sleep_ms / 1000)
def time_out_message(self) -> str:
return (
"Tried {} times with increasing delay (from {} to {} milliseconds).".format(
self.max_num_retries, self.min_backoff, self.max_backoff
)
)
def num_retries(self) -> int:
return self.max_num_retries