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476455e | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 | 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)
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