langchain/libs/community/tests/integration_tests/document_loaders/test_cassandra.py
2024-02-15 09:45:22 -05:00

122 lines
3.5 KiB
Python

"""
Test of Cassandra document loader class `CassandraLoader`
"""
import os
from typing import Any, Iterator
import pytest
from langchain_core.documents import Document
from langchain_community.document_loaders.cassandra import CassandraLoader
CASSANDRA_DEFAULT_KEYSPACE = "docloader_test_keyspace"
CASSANDRA_TABLE = "docloader_test_table"
@pytest.fixture(autouse=True, scope="session")
def keyspace() -> Iterator[str]:
import cassio
from cassandra.cluster import Cluster
from cassio.config import check_resolve_session, resolve_keyspace
from cassio.table.tables import PlainCassandraTable
if any(
env_var in os.environ
for env_var in [
"CASSANDRA_CONTACT_POINTS",
"ASTRA_DB_APPLICATION_TOKEN",
"ASTRA_DB_INIT_STRING",
]
):
cassio.init(auto=True)
session = check_resolve_session()
else:
cluster = Cluster()
session = cluster.connect()
keyspace = resolve_keyspace() or CASSANDRA_DEFAULT_KEYSPACE
cassio.init(session=session, keyspace=keyspace)
session.execute(
(
f"CREATE KEYSPACE IF NOT EXISTS {keyspace} "
f"WITH replication = {{'class': 'SimpleStrategy', 'replication_factor': 1}}"
)
)
# We use a cassio table by convenience to seed the DB
table = PlainCassandraTable(
table=CASSANDRA_TABLE, keyspace=keyspace, session=session
)
table.put(row_id="id1", body_blob="text1")
table.put(row_id="id2", body_blob="text2")
yield keyspace
session.execute(f"DROP TABLE IF EXISTS {keyspace}.{CASSANDRA_TABLE}")
def test_loader_table(keyspace: str) -> None:
loader = CassandraLoader(table=CASSANDRA_TABLE)
assert loader.load() == [
Document(
page_content="Row(row_id='id1', body_blob='text1')",
metadata={"table": CASSANDRA_TABLE, "keyspace": keyspace},
),
Document(
page_content="Row(row_id='id2', body_blob='text2')",
metadata={"table": CASSANDRA_TABLE, "keyspace": keyspace},
),
]
def test_loader_query(keyspace: str) -> None:
loader = CassandraLoader(
query=f"SELECT body_blob FROM {keyspace}.{CASSANDRA_TABLE}"
)
assert loader.load() == [
Document(page_content="Row(body_blob='text1')"),
Document(page_content="Row(body_blob='text2')"),
]
def test_loader_page_content_mapper(keyspace: str) -> None:
def mapper(row: Any) -> str:
return str(row.body_blob)
loader = CassandraLoader(table=CASSANDRA_TABLE, page_content_mapper=mapper)
assert loader.load() == [
Document(
page_content="text1",
metadata={"table": CASSANDRA_TABLE, "keyspace": keyspace},
),
Document(
page_content="text2",
metadata={"table": CASSANDRA_TABLE, "keyspace": keyspace},
),
]
def test_loader_metadata_mapper(keyspace: str) -> None:
def mapper(row: Any) -> dict:
return {"id": row.row_id}
loader = CassandraLoader(table=CASSANDRA_TABLE, metadata_mapper=mapper)
assert loader.load() == [
Document(
page_content="Row(row_id='id1', body_blob='text1')",
metadata={
"table": CASSANDRA_TABLE,
"keyspace": keyspace,
"id": "id1",
},
),
Document(
page_content="Row(row_id='id2', body_blob='text2')",
metadata={
"table": CASSANDRA_TABLE,
"keyspace": keyspace,
"id": "id2",
},
),
]