| from __future__ import absolute_import |
|
|
| import mock |
| import pandas as pd |
| from collections import OrderedDict |
| from sagemaker.lineage.artifact import Artifact |
| from sagemaker.lineage._api_types import ArtifactSource |
|
|
| from sagemaker.analytics import ArtifactAnalytics |
|
|
|
|
| def artifact(artifact_name): |
| return Artifact( |
| artifact_arn=artifact_name + "-arn", |
| artifact_name=artifact_name, |
| source=ArtifactSource(source_uri="some-source-uri", source_types=[]), |
| artifact_type="UnitTestType", |
| creation_time="creation-time", |
| last_modified_time="last-modified-time", |
| ) |
|
|
|
|
| def test_analytics_dataframe(): |
| test_artifacts = [ |
| artifact("artifact-1"), |
| artifact("artifact-2"), |
| ] |
| with mock.patch.object(Artifact, "list", return_value=test_artifacts): |
| analytics = ArtifactAnalytics() |
| actual_dataframe = analytics.dataframe() |
|
|
| expected_dataframe = pd.DataFrame.from_dict( |
| OrderedDict( |
| [ |
| ("ArtifactName", ["artifact-1", "artifact-2"]), |
| ("ArtifactArn", ["artifact-1-arn", "artifact-2-arn"]), |
| ("ArtifactType", ["UnitTestType", "UnitTestType"]), |
| ("ArtifactSourceUri", ["some-source-uri", "some-source-uri"]), |
| ("CreationTime", ["creation-time", "creation-time"]), |
| ("LastModifiedTime", ["last-modified-time", "last-modified-time"]), |
| ] |
| ) |
| ) |
|
|
| pd.testing.assert_frame_equal(expected_dataframe, actual_dataframe) |
|
|
