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Merged
merged 2 commits into from
Feb 23, 2021
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Add tests for Training job & Transform job in visualizer #2171

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d610d7f
Add tests for Training job & Transform job in visualizer
stisac Feb 23, 2021
3df54a9
Merge branch 'master' into iss110751
ahsan-z-khan Feb 23, 2021
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208 changes: 70 additions & 138 deletions tests/unit/sagemaker/lineage/test_visualizer.py
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Original file line number Diff line number Diff line change
Expand Up @@ -49,64 +49,17 @@ def test_trial_component_name(viz, sagemaker_session):
"TrialComponentArn": "tc-arn",
}

sagemaker_session.sagemaker_client.list_associations.side_effect = [
{
"AssociationSummaries": [
{
"SourceArn": "a:b:c:d:e:artifact/src-arn-1",
"SourceName": "source-name-1",
"SourceType": "source-type-1",
"DestinationArn": "a:b:c:d:e:artifact/dest-arn-1",
"DestinationName": "dest-name-1",
"DestinationType": "dest-type-1",
"AssociationType": "type-1",
}
]
},
{
"AssociationSummaries": [
{
"SourceArn": "a:b:c:d:e:artifact/src-arn-2",
"SourceName": "source-name-2",
"SourceType": "source-type-2",
"DestinationArn": "a:b:c:d:e:artifact/dest-arn-2",
"DestinationName": "dest-name-2",
"DestinationType": "dest-type-2",
"AssociationType": "type-2",
}
]
},
]
get_list_associations_side_effect(sagemaker_session)

df = viz.show(trial_component_name=name)

sagemaker_session.sagemaker_client.describe_trial_component.assert_called_with(
TrialComponentName=name,
)

expected_calls = [
unittest.mock.call(
DestinationArn="tc-arn",
),
unittest.mock.call(
SourceArn="tc-arn",
),
]
assert expected_calls == sagemaker_session.sagemaker_client.list_associations.mock_calls
assert_list_associations_mock_calls(sagemaker_session)

expected_dataframe = pd.DataFrame.from_dict(
OrderedDict(
[
("Name/Source", ["source-name-1", "dest-name-2"]),
("Direction", ["Input", "Output"]),
("Type", ["source-type-1", "dest-type-2"]),
("Association Type", ["type-1", "type-2"]),
("Lineage Type", ["artifact", "artifact"]),
]
)
)

pd.testing.assert_frame_equal(expected_dataframe, df)
pd.testing.assert_frame_equal(get_expected_dataframe(), df)


def test_model_package_arn(viz, sagemaker_session):
Expand All @@ -116,34 +69,7 @@ def test_model_package_arn(viz, sagemaker_session):
"ArtifactSummaries": [{"ArtifactArn": "artifact-arn"}]
}

sagemaker_session.sagemaker_client.list_associations.side_effect = [
{
"AssociationSummaries": [
{
"SourceArn": "a:b:c:d:e:artifact/src-arn-1",
"SourceName": "source-name-1",
"SourceType": "source-type-1",
"DestinationArn": "a:b:c:d:e:artifact/dest-arn-1",
"DestinationName": "dest-name-1",
"DestinationType": "dest-type-1",
"AssociationType": "type-1",
}
]
},
{
"AssociationSummaries": [
{
"SourceArn": "a:b:c:d:e:artifact/src-arn-2",
"SourceName": "source-name-2",
"SourceType": "source-type-2",
"DestinationArn": "a:b:c:d:e:artifact/dest-arn-2",
"DestinationName": "dest-name-2",
"DestinationType": "dest-type-2",
"AssociationType": "type-2",
}
]
},
]
get_list_associations_side_effect(sagemaker_session)

df = viz.show(model_package_arn=name)

Expand All @@ -161,19 +87,7 @@ def test_model_package_arn(viz, sagemaker_session):
]
assert expected_calls == sagemaker_session.sagemaker_client.list_associations.mock_calls

expected_dataframe = pd.DataFrame.from_dict(
OrderedDict(
[
("Name/Source", ["source-name-1", "dest-name-2"]),
("Direction", ["Input", "Output"]),
("Type", ["source-type-1", "dest-type-2"]),
("Association Type", ["type-1", "type-2"]),
("Lineage Type", ["artifact", "artifact"]),
]
)
)

pd.testing.assert_frame_equal(expected_dataframe, df)
pd.testing.assert_frame_equal(get_expected_dataframe(), df)


def test_endpoint_arn(viz, sagemaker_session):
Expand All @@ -183,34 +97,7 @@ def test_endpoint_arn(viz, sagemaker_session):
"ContextSummaries": [{"ContextArn": "context-arn"}]
}

sagemaker_session.sagemaker_client.list_associations.side_effect = [
{
"AssociationSummaries": [
{
"SourceArn": "a:b:c:d:e:context/src-arn-1",
"SourceName": "source-name-1",
"SourceType": "source-type-1",
"DestinationArn": "a:b:c:d:e:context/dest-arn-1",
"DestinationName": "dest-name-1",
"DestinationType": "dest-type-1",
"AssociationType": "type-1",
}
]
},
{
"AssociationSummaries": [
{
"SourceArn": "a:b:c:d:e:context/src-arn-2",
"SourceName": "source-name-2",
"SourceType": "source-type-2",
"DestinationArn": "a:b:c:d:e:context/dest-arn-2",
"DestinationName": "dest-name-2",
"DestinationType": "dest-type-2",
"AssociationType": "type-2",
}
]
},
]
get_list_associations_side_effect(sagemaker_session)

df = viz.show(endpoint_arn=name)

Expand All @@ -228,27 +115,74 @@ def test_endpoint_arn(viz, sagemaker_session):
]
assert expected_calls == sagemaker_session.sagemaker_client.list_associations.mock_calls

expected_dataframe = pd.DataFrame.from_dict(
OrderedDict(
[
("Name/Source", ["source-name-1", "dest-name-2"]),
("Direction", ["Input", "Output"]),
("Type", ["source-type-1", "dest-type-2"]),
("Association Type", ["type-1", "type-2"]),
("Lineage Type", ["context", "context"]),
]
)
pd.testing.assert_frame_equal(get_expected_dataframe(), df)


def test_processing_job_pipeline_execution_step(viz, sagemaker_session):

sagemaker_session.sagemaker_client.list_trial_components.return_value = {
"TrialComponentSummaries": [{"TrialComponentArn": "tc-arn"}]
}

get_list_associations_side_effect(sagemaker_session)

step = {"Metadata": {"ProcessingJob": {"Arn": "proc-job-arn"}}}

df = viz.show(pipeline_execution_step=step)

sagemaker_session.sagemaker_client.list_trial_components.assert_called_with(
SourceArn="proc-job-arn",
)

pd.testing.assert_frame_equal(expected_dataframe, df)
assert_list_associations_mock_calls(sagemaker_session)

pd.testing.assert_frame_equal(get_expected_dataframe(), df)

def test_processing_job_pipeline_execution_step(viz, sagemaker_session):

def test_training_job_pipeline_execution_step(viz, sagemaker_session):

sagemaker_session.sagemaker_client.list_trial_components.return_value = {
"TrialComponentSummaries": [{"TrialComponentArn": "tc-arn"}]
}

get_list_associations_side_effect(sagemaker_session)

step = {"Metadata": {"TrainingJob": {"Arn": "training-job-arn"}}}

df = viz.show(pipeline_execution_step=step)

sagemaker_session.sagemaker_client.list_trial_components.assert_called_with(
SourceArn="training-job-arn",
)

assert_list_associations_mock_calls(sagemaker_session)

pd.testing.assert_frame_equal(get_expected_dataframe(), df)


def test_transform_job_pipeline_execution_step(viz, sagemaker_session):

sagemaker_session.sagemaker_client.list_trial_components.return_value = {
"TrialComponentSummaries": [{"TrialComponentArn": "tc-arn"}]
}

get_list_associations_side_effect(sagemaker_session)

step = {"Metadata": {"TransformJob": {"Arn": "transform-job-arn"}}}

df = viz.show(pipeline_execution_step=step)

sagemaker_session.sagemaker_client.list_trial_components.assert_called_with(
SourceArn="transform-job-arn",
)

assert_list_associations_mock_calls(sagemaker_session)

pd.testing.assert_frame_equal(get_expected_dataframe(), df)


def get_list_associations_side_effect(sagemaker_session):

sagemaker_session.sagemaker_client.list_associations.side_effect = [
{
"AssociationSummaries": [
Expand Down Expand Up @@ -278,13 +212,8 @@ def test_processing_job_pipeline_execution_step(viz, sagemaker_session):
},
]

step = {"Metadata": {"ProcessingJob": {"Arn": "proc-job-arn"}}}

df = viz.show(pipeline_execution_step=step)

sagemaker_session.sagemaker_client.list_trial_components.assert_called_with(
SourceArn="proc-job-arn",
)
def assert_list_associations_mock_calls(sagemaker_session):

expected_calls = [
unittest.mock.call(
Expand All @@ -296,6 +225,9 @@ def test_processing_job_pipeline_execution_step(viz, sagemaker_session):
]
assert expected_calls == sagemaker_session.sagemaker_client.list_associations.mock_calls


def get_expected_dataframe():

expected_dataframe = pd.DataFrame.from_dict(
OrderedDict(
[
Expand All @@ -308,4 +240,4 @@ def test_processing_job_pipeline_execution_step(viz, sagemaker_session):
)
)

pd.testing.assert_frame_equal(expected_dataframe, df)
return expected_dataframe