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test_weaviate.py
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# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
from __future__ import annotations
from unittest.mock import MagicMock, patch
import pytest
from airflow.utils.task_instance_session import set_current_task_instance_session
pytest.importorskip("weaviate")
from airflow.providers.weaviate.operators.weaviate import ( # noqa: E402
WeaviateDocumentIngestOperator,
WeaviateIngestOperator,
)
class TestWeaviateIngestOperator:
@pytest.fixture
def operator(self):
return WeaviateIngestOperator(
task_id="weaviate_task",
conn_id="weaviate_conn",
collection_name="my_collection",
input_data=[{"data": "sample_data"}],
)
def test_constructor(self, operator):
assert operator.conn_id == "weaviate_conn"
assert operator.collection_name == "my_collection"
assert operator.input_data == [{"data": "sample_data"}]
assert operator.hook_params == {}
@patch("airflow.providers.weaviate.operators.weaviate.WeaviateIngestOperator.log")
def test_execute_with_input_data(self, mock_log, operator):
operator.hook.batch_data = MagicMock()
operator.execute(context=None)
operator.hook.batch_data.assert_called_once_with(
collection_name="my_collection",
data=[{"data": "sample_data"}],
vector_col="Vector",
uuid_col="id",
)
mock_log.debug.assert_called_once_with("Input data: %s", [{"data": "sample_data"}])
@pytest.mark.db_test
def test_templates(self, create_task_instance_of_operator):
dag_id = "TestWeaviateIngestOperator"
ti = create_task_instance_of_operator(
WeaviateIngestOperator,
dag_id=dag_id,
task_id="task-id",
conn_id="weaviate_conn",
collection_name="my_collection",
input_data="{{ dag.dag_id }}",
)
ti.render_templates()
assert dag_id == ti.task.input_data
@pytest.mark.db_test
def test_partial_batch_hook_params(self, dag_maker, session):
with dag_maker(dag_id="test_partial_batch_hook_params", session=session):
WeaviateIngestOperator.partial(
task_id="fake-task-id",
conn_id="weaviate_conn",
collection_name="FooBar",
hook_params={"baz": "biz"},
).expand(input_data=[{}, {}])
dr = dag_maker.create_dagrun()
tis = dr.get_task_instances(session=session)
with set_current_task_instance_session(session=session):
for ti in tis:
ti.render_templates()
assert ti.task.hook_params == {"baz": "biz"}
class TestWeaviateDocumentIngestOperator:
@pytest.fixture
def operator(self):
return WeaviateDocumentIngestOperator(
task_id="weaviate_task",
conn_id="weaviate_conn",
input_data=[{"data": "sample_data"}],
collection_name="my_collection",
document_column="docLink",
existing="skip",
uuid_column="id",
vector_col="vector",
)
def test_constructor(self, operator):
assert operator.conn_id == "weaviate_conn"
assert operator.input_data == [{"data": "sample_data"}]
assert operator.collection_name == "my_collection"
assert operator.document_column == "docLink"
assert operator.existing == "skip"
assert operator.uuid_column == "id"
assert operator.vector_col == "vector"
assert operator.hook_params == {}
@patch("airflow.providers.weaviate.operators.weaviate.WeaviateDocumentIngestOperator.log")
def test_execute_with_input_json(self, mock_log, operator):
operator.hook.create_or_replace_document_objects = MagicMock()
operator.execute(context=None)
operator.hook.create_or_replace_document_objects.assert_called_once_with(
data=[{"data": "sample_data"}],
collection_name="my_collection",
document_column="docLink",
existing="skip",
uuid_column="id",
vector_column="vector",
verbose=False,
)
mock_log.debug.assert_called_once_with("Total input objects : %s", len([{"data": "sample_data"}]))
@pytest.mark.db_test
def test_partial_hook_params(self, dag_maker, session):
with dag_maker(dag_id="test_partial_hook_params", session=session):
WeaviateDocumentIngestOperator.partial(
task_id="fake-task-id",
conn_id="weaviate_conn",
collection_name="FooBar",
document_column="spam-egg",
hook_params={"baz": "biz"},
).expand(input_data=[{}, {}])
dr = dag_maker.create_dagrun()
tis = dr.get_task_instances(session=session)
with set_current_task_instance_session(session=session):
for ti in tis:
ti.render_templates()
assert ti.task.hook_params == {"baz": "biz"}