Files
langgraph/langgraph/channels/base.py
T
2024-01-08 08:28:40 -08:00

132 lines
3.9 KiB
Python

from abc import ABC, abstractmethod
from contextlib import asynccontextmanager, contextmanager
from datetime import datetime, timezone
from typing import (
Any,
AsyncGenerator,
Generator,
Generic,
Mapping,
Optional,
Sequence,
TypeVar,
)
from typing_extensions import Self
from langgraph.checkpoint.base import Checkpoint
Value = TypeVar("Value")
Update = TypeVar("Update")
C = TypeVar("C")
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, C], 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[C] = None) -> Generator[Self, None, None]:
"""Return a new identical channel, optionally initialized from a checkpoint."""
@asynccontextmanager
async def aempty(
self, checkpoint: Optional[C] = 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) -> Optional[C]:
"""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: Checkpoint,
) -> 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
empty = {
k: v.empty(checkpoint["channel_values"].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: Checkpoint,
) -> AsyncGenerator[Mapping[str, BaseChannel], None]:
"""Manage channels for the lifetime of a Pregel invocation (multiple steps)."""
empty = {
k: v.aempty(checkpoint["channel_values"].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(
checkpoint: Checkpoint, channels: Mapping[str, BaseChannel]
) -> Checkpoint:
"""Create a checkpoint for the given channels."""
checkpoint = Checkpoint(
v=1,
ts=datetime.now(timezone.utc).isoformat(),
channel_values=checkpoint["channel_values"],
channel_versions=checkpoint["channel_versions"],
versions_seen=checkpoint["versions_seen"],
)
for k, v in channels.items():
try:
checkpoint["channel_values"][k] = v.checkpoint()
except EmptyChannelError:
pass
return checkpoint