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langchain/libs/core/langchain_core/stores.py

119 lines
3.5 KiB
Python

from abc import ABC, abstractmethod
from typing import (
AsyncIterator,
Generic,
Iterator,
List,
Optional,
Sequence,
Tuple,
TypeVar,
Union,
)
from langchain_core.runnables import run_in_executor
K = TypeVar("K")
V = TypeVar("V")
class BaseStore(Generic[K, V], ABC):
"""Abstract interface for a key-value store."""
@abstractmethod
def mget(self, keys: Sequence[K]) -> List[Optional[V]]:
"""Get the values associated with the given keys.
Args:
keys (Sequence[K]): A sequence of keys.
Returns:
A sequence of optional values associated with the keys.
If a key is not found, the corresponding value will be None.
"""
async def amget(self, keys: Sequence[K]) -> List[Optional[V]]:
"""Get the values associated with the given keys.
Args:
keys (Sequence[K]): A sequence of keys.
Returns:
A sequence of optional values associated with the keys.
If a key is not found, the corresponding value will be None.
"""
return await run_in_executor(None, self.mget, keys)
@abstractmethod
def mset(self, key_value_pairs: Sequence[Tuple[K, V]]) -> None:
"""Set the values for the given keys.
Args:
key_value_pairs (Sequence[Tuple[K, V]]): A sequence of key-value pairs.
"""
async def amset(self, key_value_pairs: Sequence[Tuple[K, V]]) -> None:
"""Set the values for the given keys.
Args:
key_value_pairs (Sequence[Tuple[K, V]]): A sequence of key-value pairs.
"""
return await run_in_executor(None, self.mset, key_value_pairs)
@abstractmethod
def mdelete(self, keys: Sequence[K]) -> None:
"""Delete the given keys and their associated values.
Args:
keys (Sequence[K]): A sequence of keys to delete.
"""
async def amdelete(self, keys: Sequence[K]) -> None:
"""Delete the given keys and their associated values.
Args:
keys (Sequence[K]): A sequence of keys to delete.
"""
return await run_in_executor(None, self.mdelete, keys)
@abstractmethod
def yield_keys(
self, *, prefix: Optional[str] = None
) -> Union[Iterator[K], Iterator[str]]:
"""Get an iterator over keys that match the given prefix.
Args:
prefix (str): The prefix to match.
Returns:
Iterator[K | str]: An iterator over keys that match the given prefix.
This method is allowed to return an iterator over either K or str
depending on what makes more sense for the given store.
"""
async def ayield_keys(
self, *, prefix: Optional[str] = None
) -> Union[AsyncIterator[K], AsyncIterator[str]]:
"""Get an iterator over keys that match the given prefix.
Args:
prefix (str): The prefix to match.
Returns:
Iterator[K | str]: An iterator over keys that match the given prefix.
This method is allowed to return an iterator over either K or str
depending on what makes more sense for the given store.
"""
iterator = await run_in_executor(None, self.yield_keys, prefix=prefix)
done = object()
while True:
item = await run_in_executor(None, lambda it: next(it, done), iterator)
if item is done:
break
yield item
ByteStore = BaseStore[str, bytes]