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langchain/libs/community/tests/integration_tests/storage/test_astradb.py

181 lines
6.9 KiB
Python

"""Implement integration tests for AstraDB storage."""
from __future__ import annotations
import os
from typing import TYPE_CHECKING
import pytest
from langchain_community.storage.astradb import AstraDBByteStore, AstraDBStore
from langchain_community.utilities.astradb import SetupMode
if TYPE_CHECKING:
from astrapy.db import AstraDB, AsyncAstraDB
def _has_env_vars() -> bool:
return all(
[
"ASTRA_DB_APPLICATION_TOKEN" in os.environ,
"ASTRA_DB_API_ENDPOINT" in os.environ,
]
)
@pytest.fixture
def astra_db() -> AstraDB:
from astrapy.db import AstraDB
return AstraDB(
token=os.environ["ASTRA_DB_APPLICATION_TOKEN"],
api_endpoint=os.environ["ASTRA_DB_API_ENDPOINT"],
namespace=os.environ.get("ASTRA_DB_KEYSPACE"),
)
@pytest.fixture
def async_astra_db() -> AsyncAstraDB:
from astrapy.db import AsyncAstraDB
return AsyncAstraDB(
token=os.environ["ASTRA_DB_APPLICATION_TOKEN"],
api_endpoint=os.environ["ASTRA_DB_API_ENDPOINT"],
namespace=os.environ.get("ASTRA_DB_KEYSPACE"),
)
def init_store(astra_db: AstraDB, collection_name: str) -> AstraDBStore:
store = AstraDBStore(collection_name=collection_name, astra_db_client=astra_db)
store.mset([("key1", [0.1, 0.2]), ("key2", "value2")])
return store
def init_bytestore(astra_db: AstraDB, collection_name: str) -> AstraDBByteStore:
store = AstraDBByteStore(collection_name=collection_name, astra_db_client=astra_db)
store.mset([("key1", b"value1"), ("key2", b"value2")])
return store
async def init_async_store(
async_astra_db: AsyncAstraDB, collection_name: str
) -> AstraDBStore:
store = AstraDBStore(
collection_name=collection_name,
async_astra_db_client=async_astra_db,
setup_mode=SetupMode.ASYNC,
)
await store.amset([("key1", [0.1, 0.2]), ("key2", "value2")])
return store
@pytest.mark.requires("astrapy")
@pytest.mark.skipif(not _has_env_vars(), reason="Missing Astra DB env. vars")
class TestAstraDBStore:
def test_mget(self, astra_db: AstraDB) -> None:
"""Test AstraDBStore mget method."""
collection_name = "lc_test_store_mget"
try:
store = init_store(astra_db, collection_name)
assert store.mget(["key1", "key2"]) == [[0.1, 0.2], "value2"]
finally:
astra_db.delete_collection(collection_name)
async def test_amget(self, async_astra_db: AsyncAstraDB) -> None:
"""Test AstraDBStore amget method."""
collection_name = "lc_test_store_mget"
try:
store = await init_async_store(async_astra_db, collection_name)
assert await store.amget(["key1", "key2"]) == [[0.1, 0.2], "value2"]
finally:
await async_astra_db.delete_collection(collection_name)
def test_mset(self, astra_db: AstraDB) -> None:
"""Test that multiple keys can be set with AstraDBStore."""
collection_name = "lc_test_store_mset"
try:
store = init_store(astra_db, collection_name)
result = store.collection.find_one({"_id": "key1"})
assert result["data"]["document"]["value"] == [0.1, 0.2]
result = store.collection.find_one({"_id": "key2"})
assert result["data"]["document"]["value"] == "value2"
finally:
astra_db.delete_collection(collection_name)
async def test_amset(self, async_astra_db: AsyncAstraDB) -> None:
"""Test that multiple keys can be set with AstraDBStore."""
collection_name = "lc_test_store_mset"
try:
store = await init_async_store(async_astra_db, collection_name)
result = await store.async_collection.find_one({"_id": "key1"})
assert result["data"]["document"]["value"] == [0.1, 0.2]
result = await store.async_collection.find_one({"_id": "key2"})
assert result["data"]["document"]["value"] == "value2"
finally:
await async_astra_db.delete_collection(collection_name)
def test_mdelete(self, astra_db: AstraDB) -> None:
"""Test that deletion works as expected."""
collection_name = "lc_test_store_mdelete"
try:
store = init_store(astra_db, collection_name)
store.mdelete(["key1", "key2"])
result = store.mget(["key1", "key2"])
assert result == [None, None]
finally:
astra_db.delete_collection(collection_name)
async def test_amdelete(self, async_astra_db: AsyncAstraDB) -> None:
"""Test that deletion works as expected."""
collection_name = "lc_test_store_mdelete"
try:
store = await init_async_store(async_astra_db, collection_name)
await store.amdelete(["key1", "key2"])
result = await store.amget(["key1", "key2"])
assert result == [None, None]
finally:
await async_astra_db.delete_collection(collection_name)
def test_yield_keys(self, astra_db: AstraDB) -> None:
collection_name = "lc_test_store_yield_keys"
try:
store = init_store(astra_db, collection_name)
assert set(store.yield_keys()) == {"key1", "key2"}
assert set(store.yield_keys(prefix="key")) == {"key1", "key2"}
assert set(store.yield_keys(prefix="lang")) == set()
finally:
astra_db.delete_collection(collection_name)
async def test_ayield_keys(self, async_astra_db: AsyncAstraDB) -> None:
collection_name = "lc_test_store_yield_keys"
try:
store = await init_async_store(async_astra_db, collection_name)
assert {key async for key in store.ayield_keys()} == {"key1", "key2"}
assert {key async for key in store.ayield_keys(prefix="key")} == {
"key1",
"key2",
}
assert {key async for key in store.ayield_keys(prefix="lang")} == set()
finally:
await async_astra_db.delete_collection(collection_name)
def test_bytestore_mget(self, astra_db: AstraDB) -> None:
"""Test AstraDBByteStore mget method."""
collection_name = "lc_test_bytestore_mget"
try:
store = init_bytestore(astra_db, collection_name)
assert store.mget(["key1", "key2"]) == [b"value1", b"value2"]
finally:
astra_db.delete_collection(collection_name)
def test_bytestore_mset(self, astra_db: AstraDB) -> None:
"""Test that multiple keys can be set with AstraDBByteStore."""
collection_name = "lc_test_bytestore_mset"
try:
store = init_bytestore(astra_db, collection_name)
result = store.collection.find_one({"_id": "key1"})
assert result["data"]["document"]["value"] == "dmFsdWUx"
result = store.collection.find_one({"_id": "key2"})
assert result["data"]["document"]["value"] == "dmFsdWUy"
finally:
astra_db.delete_collection(collection_name)