SIENTIAPDE-1110
Update sientia-dataops-library version to 1.2.0 in requirements.txt; refactor logging in activities to use a unified Logger instance and include metadata in log messages across various activities.
This commit is contained in:
@@ -92,12 +92,14 @@ def test___init__(mock_gates_init, mock_kafka_init, mock_redis_init, mock_postgr
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)
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@mark.asyncio
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@patch('scouter.activities.activities.Postgres.__init__')
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@patch('scouter.activities.activities.Redis.__init__')
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@patch('scouter.activities.activities.Kafka.__init__')
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async def test_prepare_activity(_mock_kafka_init,
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_mock_redis_init, _mock_postgres_init):
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@patch('scouter.activities.activities.Gates.__init__')
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@patch('scouter.activities.activities.Postgres.close')
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@patch('scouter.activities.activities.Kafka.close')
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def test_shutdown(mock_kafka_close, mock_postgres_close,
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_mock_gates_init, _mock_redis_init, _mock_kafka_init, _mock_postgres_init):
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postgres_config = {
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'host': 'localhost',
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'port': 5432,
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@@ -132,20 +134,7 @@ async def test_prepare_activity(_mock_kafka_init,
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notification_handler=notification_handler
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)
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input_data = {
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'workflow_name': 'test-workflow-name',
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'schedule_name': 'test-schedule-name',
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'model_name': 'test-model-name',
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'model_id': 'test-model-id'
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}
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activities.shutdown()
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await activities.prepare_activity(input_data)
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assert activities.notification_handler.base_notification.pipeline == input_data[
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'workflow_name']
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assert activities.notification_handler.base_notification.trigger == input_data[
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'schedule_name']
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assert activities.notification_handler.base_notification.model_name == input_data[
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'model_name']
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assert activities.notification_handler.base_notification.model_id == input_data[
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'model_id']
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mock_postgres_close.assert_called_once()
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mock_kafka_close.assert_called_once()
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@@ -1,4 +1,3 @@
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from logging import Logger
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from unittest.mock import MagicMock, patch, call
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import pytest
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from sientia_do.notifications.handlers import NotificationHandler
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@@ -22,7 +21,7 @@ def mock_datetime():
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@pytest.fixture
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def faker_instance(mock_kafka_producer):
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logger = MagicMock(spec=Logger)
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logger = MagicMock()
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notification_handler = MagicMock(spec=NotificationHandler)
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return Faker(
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bootstrap_servers='localhost:9092',
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@@ -37,6 +36,15 @@ async def test_faker_init(faker_instance, mock_kafka_producer):
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assert faker_instance.producer is not None
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assert len(faker_instance.tags) == 6
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metadata = {
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'metadata': {
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'model_id': 'test_model_id',
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'model_name': 'test_model',
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'schedule_name': 'test_schedule',
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'workflow_name': 'scouter'
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}
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}
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@pytest.mark.asyncio
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async def test_generate_and_send_data_default_count(faker_instance,
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@@ -56,7 +64,7 @@ async def test_generate_and_send_data_default_count(faker_instance,
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]
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# Call the method
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await faker_instance.generate_and_send_data({'topic': 'test_topic'})
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await faker_instance.generate_and_send_data({'topic': 'test_topic', **metadata})
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# Verify the producer was called 3 times (default count)
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assert mock_kafka_producer.send.call_count == 3
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@@ -92,7 +100,8 @@ async def test_generate_and_send_data_custom_count(faker_instance, mock_kafka_pr
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# Call the method with custom count
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await faker_instance.generate_and_send_data({
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'topic': 'test_topic',
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'num_messages': 2
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'num_messages': 2,
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**metadata
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})
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# Verify the producer was called 2 times
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@@ -104,7 +113,7 @@ async def test_generate_and_send_data_custom_count(faker_instance, mock_kafka_pr
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async def test_generate_and_send_data_no_topic(faker_instance):
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"""Test that ValueError is raised when no topic is provided"""
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with pytest.raises(ValueError, match="Topic must be specified in input_data"):
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await faker_instance.generate_and_send_data({})
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await faker_instance.generate_and_send_data({**metadata})
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@pytest.mark.asyncio
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@@ -112,7 +121,7 @@ async def test_generate_and_send_data_no_topic(faker_instance):
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async def test_generate_and_send_data_random_values(_random, faker_instance, mock_kafka_producer):
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"""Test that random values are within expected ranges"""
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# Call the method
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await faker_instance.generate_and_send_data({'topic': 'test_topic'})
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await faker_instance.generate_and_send_data({'topic': 'test_topic', **metadata})
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# Get the call arguments
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call_args = mock_kafka_producer.send.call_args[1]['value']
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@@ -132,7 +141,8 @@ async def test_generate_and_send_data_generate_null_values(
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mock_kafka_producer):
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# Call the method
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await faker_instance.generate_and_send_data({'topic': 'test_topic',
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'num_messages': 1})
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'num_messages': 1,
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**metadata})
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# Get the call arguments
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call_args = mock_kafka_producer.send.call_args[1]['value']
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@@ -14,6 +14,16 @@ def gates_fixture():
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return Gates(logger=logger, notification_handler=notification_handler)
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metadata = {
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'metadata': {
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'model_id': 'test_model_id',
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'model_name': 'test_model',
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'schedule_name': 'test_schedule',
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'workflow_name': 'scouter'
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}
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}
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@pytest.mark.asyncio
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async def test_data_quality_gate_with_null_values_filter_discard(gates_fixture):
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"""Test data_quality_gate with NULL_VALUES_FILTER and DISCARD policy."""
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@@ -31,7 +41,8 @@ async def test_data_quality_gate_with_null_values_filter_discard(gates_fixture):
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'tag1': {'data_range': [0, 100]},
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'tag2': {'data_range': [0, 100]},
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'tag3': {'data_range': [0, 100]}
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}
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},
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**metadata
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}
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# Execute
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@@ -60,7 +71,8 @@ async def test_data_quality_gate_with_out_of_bounds_filter_keep(gates_fixture):
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'tag1': {'data_range': [0, 100]},
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'tag2': {'data_range': [0, 100]},
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'tag3': {'data_range': [0, 100]}
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}
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},
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**metadata
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}
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# Mock the out_of_bounds_filter to return rows with out of bounds values
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@@ -95,7 +107,8 @@ async def test_data_quality_gate_with_multiple_filters(gates_fixture):
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'tag2': {'data_range': [0, 100]},
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'tag3': {'data_range': [0, 100]},
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'tag4': {'data_range': [0, 100]}
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}
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},
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**metadata
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}
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result = await gates_fixture.data_quality_gate(input_data)
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@@ -111,6 +124,7 @@ async def test_data_quality_gate_with_multiple_filters(gates_fixture):
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async def test_data_quality_gate_with_unknown_filter(gates_fixture):
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"""Test data_quality_gate with an unknown filter."""
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# Setup test data with unknown filter
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gates_fixture.warning = MagicMock()
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input_data = {
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'filters': {
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'UNKNOWN_FILTER': 'DISCARD'
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@@ -123,7 +137,8 @@ async def test_data_quality_gate_with_unknown_filter(gates_fixture):
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},
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'model_tags': {
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'tag1': {'data_range': [0, 100]}
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}
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},
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**metadata
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}
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# Execute
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@@ -131,8 +146,10 @@ async def test_data_quality_gate_with_unknown_filter(gates_fixture):
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# Verify data is unchanged and warning is logged
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assert len(result['tag']) == 1
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gates_fixture.logger.warning.assert_called_once_with(
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"Filter UNKNOWN_FILTER not found")
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gates_fixture.warning.assert_called_once_with(
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"Filter UNKNOWN_FILTER not found",
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metadata=metadata['metadata']
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)
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@pytest.mark.asyncio
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@@ -151,7 +168,8 @@ async def test_data_quality_gate_with_filter_error(gates_fixture):
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},
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'model_tags': {
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'tag1': {'data_range': [0, 100]}
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}
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},
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**metadata
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}
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# Mock the filter to raise an exception
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@@ -187,7 +205,8 @@ async def test_data_quality_gate_with_empty_data(gates_fixture):
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'value': [],
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'timestamp': []
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},
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'model_tags': {}
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'model_tags': {},
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**metadata
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}
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# Execute
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@@ -212,7 +231,8 @@ async def test_data_quality_gate_with_no_filters(gates_fixture):
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},
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'model_tags': {
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'tag1': {'data_range': [0, 100]}
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}
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},
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**metadata
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}
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# Execute
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@@ -272,7 +292,8 @@ async def test_aggregate_data(gates_fixture):
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'model_tags': {
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'name1': {'aggr_function': 'avg'},
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'name2': {'aggr_function': 'max'},
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}
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},
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**metadata
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}
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# Expected result
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@@ -309,7 +330,8 @@ async def test_aggregate_data_with_continue(gates_fixture):
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'model_tags': {
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'name1': {'aggr_function': 'avg'},
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'name2': {'aggr_function': 'max'},
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}
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},
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**metadata
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}
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# Expected result
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@@ -343,7 +365,8 @@ async def test_aggregate_data_raise_exception(gates_fixture):
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'model_tags': {
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'name1': {'aggr_function': 'avg'},
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'name2': {'aggr_function': 'max'},
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}
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},
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**metadata
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}
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try:
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@@ -38,9 +38,19 @@ def test___init__(kafka_consumer):
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)
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metadata = {
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'metadata': {
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'model_id': 'test_model_id',
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'model_name': 'test_model',
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'schedule_name': 'test_schedule',
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'workflow_name': 'scouter'
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}
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}
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@mark.asyncio
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async def test_load_from_kafka(kafka):
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input_data = {"topic": "test-topic"}
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input_data = {"topic": "test-topic", **metadata}
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data = [
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("test-topic", [
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@@ -67,7 +77,7 @@ async def test_load_from_kafka(kafka):
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@mark.asyncio
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async def test_load_from_kafka_empty(kafka):
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input_data = {"topic": "test-topic"}
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input_data = {"topic": "test-topic", **metadata}
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kafka.kafka_connector.poll.return_value = MagicMock(
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items=MagicMock(return_value=[])
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@@ -41,11 +41,22 @@ def test_redis_initialization(mock_redis_init):
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)
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metadata = {
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'metadata': {
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'model_id': 'test_model_id',
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'model_name': 'test_model',
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'schedule_name': 'test_schedule',
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'workflow_name': 'scouter'
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}
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}
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@pytest.mark.asyncio
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async def test_group_and_hold_data_new_key(redis_activity):
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"""Test group_and_hold_data with a new key"""
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# Setup
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test_data = {
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**metadata,
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'workflow_name': 'test_pipeline',
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'schedule_name': 'test_schedule',
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'retention_time': 3600,
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@@ -97,6 +108,7 @@ async def test_group_and_hold_data_update_existing(redis_activity):
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# New data to update with
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test_data = {
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**metadata,
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'workflow_name': 'test_workflow',
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'schedule_name': 'test_schedule',
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'retention_time': 3600,
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@@ -142,6 +154,7 @@ async def test_group_and_hold_data_with_none_values(redis_activity):
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"""Test handling of None values in group_and_hold_data"""
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# Setup test data with None values
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test_data = {
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**metadata,
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'workflow_name': 'test_workflow',
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'schedule_name': 'test_schedule',
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'retention_time': 3600,
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@@ -170,6 +183,7 @@ async def test_group_and_hold_data_empty_dataframe(redis_activity):
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"""Test group_and_hold_data with empty DataFrame"""
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# Setup test with empty data
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test_data = {
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**metadata,
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'workflow_name': 'test_workflow',
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'schedule_name': 'test_schedule',
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'retention_time': 3600,
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@@ -30,10 +30,20 @@ async def test_core_scouter_workflow_success(mock_workflow, core_scouter):
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}
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)
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expected_metadata = {
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'metadata': {
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'model_id': 'test_model_id',
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'model_name': 'test_model',
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'schedule_name': 'test_schedule',
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'workflow_name': 'test_workflow'
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}
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}
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mock_workflow.execute_local_activity_method.assert_has_calls([
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call(
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Activities.data_quality_gate,
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{
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**expected_metadata,
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'filters': {'test_filter': 'test_value'},
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'data': 'test_data',
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'model_tags': {}
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@@ -45,6 +55,7 @@ async def test_core_scouter_workflow_success(mock_workflow, core_scouter):
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call(
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Activities.aggregate_data,
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{
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**expected_metadata,
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'data': 'filtered_data',
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'model_tags': {}
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},
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@@ -55,6 +66,7 @@ async def test_core_scouter_workflow_success(mock_workflow, core_scouter):
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call(
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Activities.group_and_hold_data,
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{
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**expected_metadata,
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'workflow_name': 'test_workflow',
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'schedule_name': 'test_schedule',
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'data': 'grouped_data',
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@@ -69,6 +81,7 @@ async def test_core_scouter_workflow_success(mock_workflow, core_scouter):
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call(
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Activities.export_data_to_postgres,
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{
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**expected_metadata,
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'schema': 'test_schema',
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'table_name': 'test_table',
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'data': 'held_data'},
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@@ -98,10 +111,20 @@ async def test_core_scouter_workflow_with_empty_data(mock_workflow, core_scouter
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}
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)
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expected_metadata = {
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'metadata': {
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'model_id': 'test_model_id',
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'model_name': 'test_model',
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'schedule_name': 'test_schedule',
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'workflow_name': 'test_workflow'
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}
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}
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mock_workflow.execute_local_activity_method.assert_has_calls([
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call(
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Activities.data_quality_gate,
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{
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**expected_metadata,
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'filters': {'test_filter': 'test_value'},
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'data': 'test_data',
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'model_tags': {}
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@@ -113,6 +136,7 @@ async def test_core_scouter_workflow_with_empty_data(mock_workflow, core_scouter
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call(
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Activities.aggregate_data,
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{
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**expected_metadata,
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'data': {},
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'model_tags': {}
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},
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@@ -123,6 +147,7 @@ async def test_core_scouter_workflow_with_empty_data(mock_workflow, core_scouter
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call(
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Activities.group_and_hold_data,
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{
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**expected_metadata,
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'workflow_name': 'test_workflow',
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'schedule_name': 'test_schedule',
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'data': {},
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@@ -23,21 +23,19 @@ async def test_scouter_workflow(mock_workflow, scouter):
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}
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)
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mock_workflow.execute_local_activity_method.assert_called_once_with(
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Activities.prepare_activity,
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{
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'workflow_name': 'scouter',
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'schedule_name': 'test_schedule',
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expected_metadata = {
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'metadata': {
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'model_id': 'test_model_id',
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'model_name': 'test_model',
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'model_id': 'test_model_id'
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},
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retry_policy=ANY,
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start_to_close_timeout=ANY
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)
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'schedule_name': 'test_schedule',
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'workflow_name': 'scouter'
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}
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}
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mock_workflow.execute_activity_method.assert_called_once_with(
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Activities.load_from_kafka,
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{
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**expected_metadata,
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'topic': 'test_topic'
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},
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retry_policy=ANY,
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@@ -70,21 +68,19 @@ async def test_scouter_workflow_empty(mock_workflow, scouter):
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}
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)
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mock_workflow.execute_local_activity_method.assert_called_once_with(
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||||
Activities.prepare_activity,
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{
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'workflow_name': 'scouter',
|
||||
'schedule_name': 'test_schedule',
|
||||
expected_metadata = {
|
||||
'metadata': {
|
||||
'model_id': 'test_model_id',
|
||||
'model_name': 'test_model',
|
||||
'model_id': 'test_model_id'
|
||||
},
|
||||
retry_policy=ANY,
|
||||
start_to_close_timeout=ANY
|
||||
)
|
||||
'schedule_name': 'test_schedule',
|
||||
'workflow_name': 'scouter'
|
||||
}
|
||||
}
|
||||
|
||||
mock_workflow.execute_activity_method.assert_called_once_with(
|
||||
Activities.load_from_kafka,
|
||||
{
|
||||
**expected_metadata,
|
||||
'topic': 'test_topic'
|
||||
},
|
||||
retry_policy=ANY,
|
||||
|
||||
Reference in New Issue
Block a user