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Add pytest for FeatureViewSyncSensor
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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 | ||
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from unittest import mock | ||
from unittest.mock import Mock | ||
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import pytest | ||
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from airflow.exceptions import AirflowException | ||
from airflow.providers.google.cloud.sensors.vertex_ai.feature_store import FeatureViewSyncSensor | ||
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TASK_ID = "test-task" | ||
GCP_CONN_ID = "test-conn" | ||
GCP_LOCATION = "us-central1" | ||
FEATURE_VIEW_SYNC_NAME = "projects/123/locations/us-central1/featureViews/test-view/operations/sync-123" | ||
TIMEOUT = 120 | ||
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class TestFeatureViewSyncSensor: | ||
def create_sync_response(self, end_time=None, row_synced=None, total_slot=None): | ||
response = {} | ||
if end_time is not None: | ||
response["end_time"] = end_time | ||
if row_synced is not None and total_slot is not None: | ||
response["sync_summary"] = {"row_synced": str(row_synced), "total_slot": str(total_slot)} | ||
return response | ||
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@mock.patch("airflow.providers.google.cloud.sensors.vertex_ai.feature_store.FeatureStoreHook") | ||
def test_sync_completed(self, mock_hook): | ||
mock_hook.return_value.get_feature_view_sync.return_value = self.create_sync_response( | ||
end_time=1234567890, row_synced=1000, total_slot=5 | ||
) | ||
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sensor = FeatureViewSyncSensor( | ||
task_id=TASK_ID, | ||
feature_view_sync_name=FEATURE_VIEW_SYNC_NAME, | ||
location=GCP_LOCATION, | ||
gcp_conn_id=GCP_CONN_ID, | ||
timeout=TIMEOUT, | ||
) | ||
ret = sensor.poke(context={}) | ||
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mock_hook.return_value.get_feature_view_sync.assert_called_once_with( | ||
location=GCP_LOCATION, | ||
feature_view_sync_name=FEATURE_VIEW_SYNC_NAME, | ||
) | ||
assert ret | ||
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@mock.patch("airflow.providers.google.cloud.sensors.vertex_ai.feature_store.FeatureStoreHook") | ||
def test_sync_running(self, mock_hook): | ||
mock_hook.return_value.get_feature_view_sync.return_value = self.create_sync_response( | ||
end_time=0, row_synced=0, total_slot=5 | ||
) | ||
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sensor = FeatureViewSyncSensor( | ||
task_id=TASK_ID, | ||
feature_view_sync_name=FEATURE_VIEW_SYNC_NAME, | ||
location=GCP_LOCATION, | ||
gcp_conn_id=GCP_CONN_ID, | ||
timeout=TIMEOUT, | ||
) | ||
ret = sensor.poke(context={}) | ||
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mock_hook.return_value.get_feature_view_sync.assert_called_once_with( | ||
location=GCP_LOCATION, | ||
feature_view_sync_name=FEATURE_VIEW_SYNC_NAME, | ||
) | ||
assert not ret | ||
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@mock.patch("airflow.providers.google.cloud.sensors.vertex_ai.feature_store.FeatureStoreHook") | ||
def test_sync_error_with_retry(self, mock_hook): | ||
mock_hook.return_value.get_feature_view_sync.side_effect = Exception("API Error") | ||
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sensor = FeatureViewSyncSensor( | ||
task_id=TASK_ID, | ||
feature_view_sync_name=FEATURE_VIEW_SYNC_NAME, | ||
location=GCP_LOCATION, | ||
gcp_conn_id=GCP_CONN_ID, | ||
timeout=TIMEOUT, | ||
) | ||
ret = sensor.poke(context={}) | ||
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mock_hook.return_value.get_feature_view_sync.assert_called_once_with( | ||
location=GCP_LOCATION, | ||
feature_view_sync_name=FEATURE_VIEW_SYNC_NAME, | ||
) | ||
assert not ret | ||
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@mock.patch("airflow.providers.google.cloud.sensors.vertex_ai.feature_store.FeatureStoreHook") | ||
def test_timeout_during_running(self, mock_hook): | ||
mock_hook.return_value.get_feature_view_sync.return_value = self.create_sync_response( | ||
end_time=0, row_synced=0, total_slot=5 | ||
) | ||
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sensor = FeatureViewSyncSensor( | ||
task_id=TASK_ID, | ||
feature_view_sync_name=FEATURE_VIEW_SYNC_NAME, | ||
location=GCP_LOCATION, | ||
gcp_conn_id=GCP_CONN_ID, | ||
timeout=TIMEOUT, | ||
wait_timeout=300, | ||
) | ||
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sensor._duration = Mock() | ||
sensor._duration.return_value = 301 | ||
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with pytest.raises( | ||
AirflowException, | ||
match=f"Timeout: Feature View sync {FEATURE_VIEW_SYNC_NAME} not completed after 300s", | ||
): | ||
sensor.poke(context={}) | ||
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@mock.patch("airflow.providers.google.cloud.sensors.vertex_ai.feature_store.FeatureStoreHook") | ||
def test_timeout_during_error(self, mock_hook): | ||
mock_hook.return_value.get_feature_view_sync.side_effect = Exception("API Error") | ||
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sensor = FeatureViewSyncSensor( | ||
task_id=TASK_ID, | ||
feature_view_sync_name=FEATURE_VIEW_SYNC_NAME, | ||
location=GCP_LOCATION, | ||
gcp_conn_id=GCP_CONN_ID, | ||
timeout=TIMEOUT, | ||
wait_timeout=300, | ||
) | ||
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sensor._duration = Mock() | ||
sensor._duration.return_value = 301 | ||
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with pytest.raises( | ||
AirflowException, | ||
match=f"Timeout: Feature View sync {FEATURE_VIEW_SYNC_NAME} not completed after 300s", | ||
): | ||
sensor.poke(context={}) | ||
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def test_missing_location(self): | ||
with pytest.raises(TypeError, match="missing keyword argument 'location'"): | ||
FeatureViewSyncSensor( | ||
task_id=TASK_ID, | ||
feature_view_sync_name=FEATURE_VIEW_SYNC_NAME, | ||
gcp_conn_id=GCP_CONN_ID, | ||
timeout=TIMEOUT, | ||
) |