mirror of
https://github.com/hwchase17/langchain.git
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community[minor]: Add async methods to the AstraDB BaseStore (#16872)
--------- Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
This commit is contained in:
parent
43dc5d3416
commit
e92e96193f
@ -5,6 +5,7 @@ from abc import ABC, abstractmethod
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from typing import (
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from typing import (
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TYPE_CHECKING,
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TYPE_CHECKING,
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Any,
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Any,
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AsyncIterator,
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Generic,
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Generic,
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Iterator,
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Iterator,
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List,
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List,
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@ -16,10 +17,13 @@ from typing import (
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from langchain_core.stores import BaseStore, ByteStore
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from langchain_core.stores import BaseStore, ByteStore
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from langchain_community.utilities.astradb import _AstraDBEnvironment
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from langchain_community.utilities.astradb import (
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SetupMode,
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_AstraDBCollectionEnvironment,
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)
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if TYPE_CHECKING:
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if TYPE_CHECKING:
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from astrapy.db import AstraDB
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from astrapy.db import AstraDB, AsyncAstraDB
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V = TypeVar("V")
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V = TypeVar("V")
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@ -34,17 +38,23 @@ class AstraDBBaseStore(Generic[V], BaseStore[str, V], ABC):
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api_endpoint: Optional[str] = None,
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api_endpoint: Optional[str] = None,
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astra_db_client: Optional[AstraDB] = None,
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astra_db_client: Optional[AstraDB] = None,
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namespace: Optional[str] = None,
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namespace: Optional[str] = None,
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*,
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async_astra_db_client: Optional[AsyncAstraDB] = None,
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pre_delete_collection: bool = False,
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setup_mode: SetupMode = SetupMode.SYNC,
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) -> None:
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) -> None:
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astra_env = _AstraDBEnvironment(
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self.astra_env = _AstraDBCollectionEnvironment(
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collection_name=collection_name,
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token=token,
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token=token,
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api_endpoint=api_endpoint,
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api_endpoint=api_endpoint,
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astra_db_client=astra_db_client,
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astra_db_client=astra_db_client,
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async_astra_db_client=async_astra_db_client,
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namespace=namespace,
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namespace=namespace,
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setup_mode=setup_mode,
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pre_delete_collection=pre_delete_collection,
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)
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)
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self.astra_db = astra_env.astra_db
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self.collection = self.astra_env.collection
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self.collection = self.astra_db.create_collection(
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self.async_collection = self.astra_env.async_collection
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collection_name=collection_name,
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)
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@abstractmethod
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@abstractmethod
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def decode_value(self, value: Any) -> Optional[V]:
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def decode_value(self, value: Any) -> Optional[V]:
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@ -56,28 +66,63 @@ class AstraDBBaseStore(Generic[V], BaseStore[str, V], ABC):
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def mget(self, keys: Sequence[str]) -> List[Optional[V]]:
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def mget(self, keys: Sequence[str]) -> List[Optional[V]]:
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"""Get the values associated with the given keys."""
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"""Get the values associated with the given keys."""
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self.astra_env.ensure_db_setup()
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docs_dict = {}
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docs_dict = {}
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for doc in self.collection.paginated_find(filter={"_id": {"$in": list(keys)}}):
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for doc in self.collection.paginated_find(filter={"_id": {"$in": list(keys)}}):
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docs_dict[doc["_id"]] = doc.get("value")
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docs_dict[doc["_id"]] = doc.get("value")
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return [self.decode_value(docs_dict.get(key)) for key in keys]
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return [self.decode_value(docs_dict.get(key)) for key in keys]
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async def amget(self, keys: Sequence[str]) -> List[Optional[V]]:
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"""Get the values associated with the given keys."""
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await self.astra_env.aensure_db_setup()
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docs_dict = {}
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async for doc in self.async_collection.paginated_find(
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filter={"_id": {"$in": list(keys)}}
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):
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docs_dict[doc["_id"]] = doc.get("value")
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return [self.decode_value(docs_dict.get(key)) for key in keys]
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def mset(self, key_value_pairs: Sequence[Tuple[str, V]]) -> None:
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def mset(self, key_value_pairs: Sequence[Tuple[str, V]]) -> None:
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"""Set the given key-value pairs."""
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"""Set the given key-value pairs."""
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self.astra_env.ensure_db_setup()
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for k, v in key_value_pairs:
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for k, v in key_value_pairs:
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self.collection.upsert({"_id": k, "value": self.encode_value(v)})
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self.collection.upsert({"_id": k, "value": self.encode_value(v)})
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async def amset(self, key_value_pairs: Sequence[Tuple[str, V]]) -> None:
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"""Set the given key-value pairs."""
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await self.astra_env.aensure_db_setup()
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for k, v in key_value_pairs:
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await self.async_collection.upsert(
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{"_id": k, "value": self.encode_value(v)}
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)
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def mdelete(self, keys: Sequence[str]) -> None:
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def mdelete(self, keys: Sequence[str]) -> None:
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"""Delete the given keys."""
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"""Delete the given keys."""
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self.astra_env.ensure_db_setup()
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self.collection.delete_many(filter={"_id": {"$in": list(keys)}})
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self.collection.delete_many(filter={"_id": {"$in": list(keys)}})
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async def amdelete(self, keys: Sequence[str]) -> None:
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"""Delete the given keys."""
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await self.astra_env.aensure_db_setup()
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await self.async_collection.delete_many(filter={"_id": {"$in": list(keys)}})
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def yield_keys(self, *, prefix: Optional[str] = None) -> Iterator[str]:
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def yield_keys(self, *, prefix: Optional[str] = None) -> Iterator[str]:
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"""Yield keys in the store."""
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"""Yield keys in the store."""
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self.astra_env.ensure_db_setup()
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docs = self.collection.paginated_find()
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docs = self.collection.paginated_find()
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for doc in docs:
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for doc in docs:
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key = doc["_id"]
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key = doc["_id"]
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if not prefix or key.startswith(prefix):
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if not prefix or key.startswith(prefix):
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yield key
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yield key
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async def ayield_keys(self, *, prefix: Optional[str] = None) -> AsyncIterator[str]:
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"""Yield keys in the store."""
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await self.astra_env.aensure_db_setup()
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async for doc in self.async_collection.paginated_find():
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key = doc["_id"]
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if not prefix or key.startswith(prefix):
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yield key
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class AstraDBStore(AstraDBBaseStore[Any]):
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class AstraDBStore(AstraDBBaseStore[Any]):
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"""BaseStore implementation using DataStax AstraDB as the underlying store.
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"""BaseStore implementation using DataStax AstraDB as the underlying store.
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@ -1,9 +1,16 @@
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"""Implement integration tests for AstraDB storage."""
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"""Implement integration tests for AstraDB storage."""
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from __future__ import annotations
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import os
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import os
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from typing import TYPE_CHECKING
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import pytest
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import pytest
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from langchain_community.storage.astradb import AstraDBByteStore, AstraDBStore
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from langchain_community.storage.astradb import AstraDBByteStore, AstraDBStore
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from langchain_community.utilities.astradb import SetupMode
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if TYPE_CHECKING:
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from astrapy.db import AstraDB, AsyncAstraDB
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def _has_env_vars() -> bool:
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def _has_env_vars() -> bool:
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@ -16,7 +23,7 @@ def _has_env_vars() -> bool:
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@pytest.fixture
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@pytest.fixture
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def astra_db(): # type: ignore[no-untyped-def]
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def astra_db() -> AstraDB:
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from astrapy.db import AstraDB
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from astrapy.db import AstraDB
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return AstraDB(
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return AstraDB(
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@ -26,24 +33,45 @@ def astra_db(): # type: ignore[no-untyped-def]
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)
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)
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def init_store(astra_db, collection_name: str): # type: ignore[no-untyped-def, no-untyped-def]
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@pytest.fixture
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astra_db.create_collection(collection_name)
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def async_astra_db() -> AsyncAstraDB:
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from astrapy.db import AsyncAstraDB
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return AsyncAstraDB(
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token=os.environ["ASTRA_DB_APPLICATION_TOKEN"],
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api_endpoint=os.environ["ASTRA_DB_API_ENDPOINT"],
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namespace=os.environ.get("ASTRA_DB_KEYSPACE"),
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)
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def init_store(astra_db: AstraDB, collection_name: str) -> AstraDBStore:
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store = AstraDBStore(collection_name=collection_name, astra_db_client=astra_db)
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store = AstraDBStore(collection_name=collection_name, astra_db_client=astra_db)
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store.mset([("key1", [0.1, 0.2]), ("key2", "value2")])
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store.mset([("key1", [0.1, 0.2]), ("key2", "value2")])
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return store
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return store
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def init_bytestore(astra_db, collection_name: str): # type: ignore[no-untyped-def, no-untyped-def]
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def init_bytestore(astra_db: AstraDB, collection_name: str) -> AstraDBByteStore:
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astra_db.create_collection(collection_name)
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store = AstraDBByteStore(collection_name=collection_name, astra_db_client=astra_db)
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store = AstraDBByteStore(collection_name=collection_name, astra_db_client=astra_db)
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store.mset([("key1", b"value1"), ("key2", b"value2")])
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store.mset([("key1", b"value1"), ("key2", b"value2")])
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return store
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return store
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async def init_async_store(
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async_astra_db: AsyncAstraDB, collection_name: str
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) -> AstraDBStore:
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store = AstraDBStore(
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collection_name=collection_name,
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async_astra_db_client=async_astra_db,
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setup_mode=SetupMode.ASYNC,
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)
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await store.amset([("key1", [0.1, 0.2]), ("key2", "value2")])
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return store
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@pytest.mark.requires("astrapy")
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@pytest.mark.requires("astrapy")
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@pytest.mark.skipif(not _has_env_vars(), reason="Missing Astra DB env. vars")
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@pytest.mark.skipif(not _has_env_vars(), reason="Missing Astra DB env. vars")
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class TestAstraDBStore:
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class TestAstraDBStore:
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def test_mget(self, astra_db) -> None: # type: ignore[no-untyped-def]
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def test_mget(self, astra_db: AstraDB) -> None:
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"""Test AstraDBStore mget method."""
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"""Test AstraDBStore mget method."""
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collection_name = "lc_test_store_mget"
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collection_name = "lc_test_store_mget"
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try:
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try:
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@ -52,7 +80,16 @@ class TestAstraDBStore:
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finally:
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finally:
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astra_db.delete_collection(collection_name)
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astra_db.delete_collection(collection_name)
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def test_mset(self, astra_db) -> None: # type: ignore[no-untyped-def]
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async def test_amget(self, async_astra_db: AsyncAstraDB) -> None:
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"""Test AstraDBStore amget method."""
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collection_name = "lc_test_store_mget"
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try:
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store = await init_async_store(async_astra_db, collection_name)
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assert await store.amget(["key1", "key2"]) == [[0.1, 0.2], "value2"]
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finally:
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await async_astra_db.delete_collection(collection_name)
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def test_mset(self, astra_db: AstraDB) -> None:
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"""Test that multiple keys can be set with AstraDBStore."""
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"""Test that multiple keys can be set with AstraDBStore."""
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collection_name = "lc_test_store_mset"
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collection_name = "lc_test_store_mset"
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try:
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try:
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@ -64,7 +101,19 @@ class TestAstraDBStore:
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finally:
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finally:
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astra_db.delete_collection(collection_name)
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astra_db.delete_collection(collection_name)
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def test_mdelete(self, astra_db) -> None: # type: ignore[no-untyped-def]
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async def test_amset(self, async_astra_db: AsyncAstraDB) -> None:
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"""Test that multiple keys can be set with AstraDBStore."""
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collection_name = "lc_test_store_mset"
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try:
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store = await init_async_store(async_astra_db, collection_name)
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result = await store.async_collection.find_one({"_id": "key1"})
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assert result["data"]["document"]["value"] == [0.1, 0.2]
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result = await store.async_collection.find_one({"_id": "key2"})
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assert result["data"]["document"]["value"] == "value2"
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finally:
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await async_astra_db.delete_collection(collection_name)
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def test_mdelete(self, astra_db: AstraDB) -> None:
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"""Test that deletion works as expected."""
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"""Test that deletion works as expected."""
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collection_name = "lc_test_store_mdelete"
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collection_name = "lc_test_store_mdelete"
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try:
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try:
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finally:
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finally:
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astra_db.delete_collection(collection_name)
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astra_db.delete_collection(collection_name)
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def test_yield_keys(self, astra_db) -> None: # type: ignore[no-untyped-def]
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async def test_amdelete(self, async_astra_db: AsyncAstraDB) -> None:
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"""Test that deletion works as expected."""
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collection_name = "lc_test_store_mdelete"
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try:
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store = await init_async_store(async_astra_db, collection_name)
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await store.amdelete(["key1", "key2"])
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result = await store.amget(["key1", "key2"])
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assert result == [None, None]
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finally:
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await async_astra_db.delete_collection(collection_name)
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def test_yield_keys(self, astra_db: AstraDB) -> None:
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collection_name = "lc_test_store_yield_keys"
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collection_name = "lc_test_store_yield_keys"
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try:
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try:
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store = init_store(astra_db, collection_name)
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store = init_store(astra_db, collection_name)
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finally:
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finally:
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astra_db.delete_collection(collection_name)
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astra_db.delete_collection(collection_name)
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def test_bytestore_mget(self, astra_db) -> None: # type: ignore[no-untyped-def]
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async def test_ayield_keys(self, async_astra_db: AsyncAstraDB) -> None:
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collection_name = "lc_test_store_yield_keys"
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try:
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store = await init_async_store(async_astra_db, collection_name)
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assert {key async for key in store.ayield_keys()} == {"key1", "key2"}
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assert {key async for key in store.ayield_keys(prefix="key")} == {
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"key1",
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"key2",
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}
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assert {key async for key in store.ayield_keys(prefix="lang")} == set()
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finally:
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await async_astra_db.delete_collection(collection_name)
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def test_bytestore_mget(self, astra_db: AstraDB) -> None:
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"""Test AstraDBByteStore mget method."""
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"""Test AstraDBByteStore mget method."""
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collection_name = "lc_test_bytestore_mget"
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collection_name = "lc_test_bytestore_mget"
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try:
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try:
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@ -94,7 +167,7 @@ class TestAstraDBStore:
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finally:
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finally:
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astra_db.delete_collection(collection_name)
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astra_db.delete_collection(collection_name)
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def test_bytestore_mset(self, astra_db) -> None: # type: ignore[no-untyped-def]
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def test_bytestore_mset(self, astra_db: AstraDB) -> None:
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"""Test that multiple keys can be set with AstraDBByteStore."""
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"""Test that multiple keys can be set with AstraDBByteStore."""
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collection_name = "lc_test_bytestore_mset"
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collection_name = "lc_test_bytestore_mset"
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try:
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try:
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