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Copy path_with_previous.py
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126 lines (95 loc) · 4.54 KB
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# License: MIT
# Copyright © 2024 Frequenz Energy-as-a-Service GmbH
"""Composable predicate to cache and compare with the previous message."""
from collections.abc import Callable
from typing import Final, Generic, TypeGuard
from frequenz.channels._generic import ChannelMessageT
class _Sentinel:
"""A sentinel to denote that no value has been received yet."""
def __str__(self) -> str:
"""Return a string representation of this sentinel."""
return "<no value received yet>"
_SENTINEL: Final[_Sentinel] = _Sentinel()
class WithPrevious(Generic[ChannelMessageT]):
"""A composable predicate to build predicates that can use also the previous message.
This predicate can be used to filter messages based on a custom condition on the
previous and current messages. This can be useful in cases where you want to
process messages only if they satisfy a particular condition with respect to the
previous message.
Example: Receiving only messages that are different from the previous one.
```python
from frequenz.channels import Broadcast
from frequenz.channels.experimental import WithPrevious
channel = Broadcast[int](name="example")
receiver = channel.new_receiver().filter(WithPrevious(lambda old, new: old != new))
sender = channel.new_sender()
# This message will be received as it is the first message.
await sender.send(1)
assert await receiver.receive() == 1
# This message will be skipped as it equals to the previous one.
await sender.send(1)
# This message will be received as it is a different from the previous one.
await sender.send(0)
assert await receiver.receive() == 0
```
Example: Receiving only messages if they are bigger than the previous one.
```python
from frequenz.channels import Broadcast
from frequenz.channels.experimental import WithPrevious
channel = Broadcast[int](name="example")
receiver = channel.new_receiver().filter(
WithPrevious(lambda old, new: new > old, first_is_true=False)
)
sender = channel.new_sender()
# This message will skipped as first_is_true is False.
await sender.send(1)
# This message will be received as it is bigger than the previous one (1).
await sender.send(2)
assert await receiver.receive() == 2
# This message will be skipped as it is smaller than the previous one (1).
await sender.send(0)
# This message will be skipped as it is not bigger than the previous one (0).
await sender.send(0)
# This message will be received as it is bigger than the previous one (0).
await sender.send(1)
assert await receiver.receive() == 1
# This message will be received as it is bigger than the previous one (1).
await sender.send(2)
assert await receiver.receive() == 2
```
"""
def __init__(
self,
predicate: Callable[[ChannelMessageT, ChannelMessageT], bool],
/,
*,
first_is_true: bool = True,
) -> None:
"""Initialize this instance.
Args:
predicate: A callable that takes two arguments, the previous message and the
current message, and returns a boolean indicating whether the current
message should be received.
first_is_true: Whether the first message should be considered as satisfying
the predicate. Defaults to `True`.
"""
self._predicate = predicate
self._last_message: ChannelMessageT | _Sentinel = _SENTINEL
self._first_is_true = first_is_true
def __call__(self, message: ChannelMessageT) -> bool:
"""Return whether `message` is the first one received or different from the previous one."""
def is_message(
value: ChannelMessageT | _Sentinel,
) -> TypeGuard[ChannelMessageT]:
return value is not _SENTINEL
old_message = self._last_message
self._last_message = message
if is_message(old_message):
return self._predicate(old_message, message)
return self._first_is_true
def __str__(self) -> str:
"""Return a string representation of this instance."""
return f"{type(self).__name__}:{self._predicate.__name__}"
def __repr__(self) -> str:
"""Return a string representation of this instance."""
return f"<{type(self).__name__}: {self._predicate!r} first_is_true={self._first_is_true!r}>"