Files
langgraph/permchain/channels/base.py
T
2023-11-14 12:14:18 +00:00

127 lines
3.8 KiB
Python

from abc import ABC, abstractmethod
from contextlib import asynccontextmanager, contextmanager
from datetime import datetime
from typing import (
Any,
AsyncGenerator,
Generator,
Generic,
Mapping,
Optional,
Sequence,
TypeVar,
)
from typing_extensions import Self
from permchain.constants import CHECKPOINT_KEY_TS, CHECKPOINT_KEY_VERSION
Value = TypeVar("Value")
Update = TypeVar("Update")
Checkpoint = TypeVar("Checkpoint")
class EmptyChannelError(Exception):
"""Raised when attempting to get the value of a channel that hasn't been updated
for the first time yet."""
pass
class InvalidUpdateError(Exception):
"""Raised when attempting to update a channel with an invalid sequence of updates."""
pass
class BaseChannel(Generic[Value, Update, Checkpoint], ABC):
@property
@abstractmethod
def ValueType(self) -> Any:
"""The type of the value stored in the channel."""
@property
@abstractmethod
def UpdateType(self) -> Any:
"""The type of the update received by the channel."""
@contextmanager
@abstractmethod
def empty(
self, checkpoint: Optional[Checkpoint] = None
) -> Generator[Self, None, None]:
"""Return a new identical channel, optionally initialized from a checkpoint."""
@asynccontextmanager
async def aempty(
self, checkpoint: Optional[str] = None
) -> AsyncGenerator[Self, None]:
"""Return a new identical channel, optionally initialized from a checkpoint."""
with self.empty(checkpoint) as value:
yield value
@abstractmethod
def update(self, values: Sequence[Update]) -> None:
"""Update the channel's value with the given sequence of updates.
The order of the updates in the sequence is arbitrary.
Raises InvalidUpdateError if the sequence of updates is invalid."""
@abstractmethod
def get(self) -> Value:
"""Return the current value of the channel.
Raises EmptyChannelError if the channel is empty (never updated yet)."""
@abstractmethod
def checkpoint(self) -> Checkpoint | None:
"""Return a string representation of the channel's current state.
Raises EmptyChannelError if the channel is empty (never updated yet),
or doesn't supportcheckpoints."""
@contextmanager
def ChannelsManager(
channels: Mapping[str, BaseChannel],
checkpoint: Optional[Mapping[str, Any]],
) -> Generator[Mapping[str, BaseChannel], None, None]:
"""Manage channels for the lifetime of a Pregel invocation (multiple steps)."""
# TODO use https://docs.python.org/3/library/contextlib.html#contextlib.ExitStack
checkpoint = checkpoint or {}
empty = {k: v.empty(checkpoint.get(k)) for k, v in channels.items()}
try:
yield {k: v.__enter__() for k, v in empty.items()}
finally:
for v in empty.values():
v.__exit__(None, None, None)
@asynccontextmanager
async def AsyncChannelsManager(
channels: Mapping[str, BaseChannel],
checkpoint: Optional[Mapping[str, Any]],
) -> AsyncGenerator[Mapping[str, BaseChannel], None]:
"""Manage channels for the lifetime of a Pregel invocation (multiple steps)."""
checkpoint = checkpoint or {}
empty = {k: v.aempty(checkpoint.get(k)) for k, v in channels.items()}
try:
yield {k: await v.__aenter__() for k, v in empty.items()}
finally:
for v in empty.values():
await v.__aexit__(None, None, None)
def create_checkpoint(channels: Mapping[str, BaseChannel]) -> Mapping[str, Any]:
"""Create a checkpoint for the given channels."""
checkpoint = {
CHECKPOINT_KEY_VERSION: 1,
CHECKPOINT_KEY_TS: datetime.utcnow().isoformat(),
}
for k, v in channels.items():
try:
checkpoint[k] = v.checkpoint()
except EmptyChannelError:
pass
return checkpoint