Пример #1
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def test_runs_artifact_repo_uses_repo_download_artifacts():
    """
    The RunsArtifactRepo should delegate `download_artifacts` to it's self.repo.download_artifacts
    function
    """
    artifact_location = "s3://blah_bucket/"
    experiment_id = mlflow.create_experiment("expr_abcd", artifact_location)
    with mlflow.start_run(experiment_id=experiment_id):
        run_id = mlflow.active_run().info.run_id
    runs_repo = RunsArtifactRepository('runs:/{}'.format(run_id))
    runs_repo.repo = Mock()
    runs_repo.download_artifacts('artifact_path', 'dst_path')
    runs_repo.repo.download_artifacts.assert_called_once()
Пример #2
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def test_runs_artifact_repo_init():
    artifact_location = "s3://blah_bucket/"
    experiment_id = mlflow.create_experiment("expr_abc", artifact_location)
    with mlflow.start_run(experiment_id=experiment_id):
        run_id = mlflow.active_run().info.run_id
    runs_uri = "runs:/%s/path/to/model" % run_id
    runs_repo = RunsArtifactRepository(runs_uri)

    assert runs_repo.artifact_uri == runs_uri
    assert isinstance(runs_repo.repo, S3ArtifactRepository)
    expected_absolute_uri = "%s%s/artifacts/path/to/model" % (artifact_location, run_id)
    assert runs_repo.repo.artifact_uri == expected_absolute_uri
Пример #3
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def test_parse_runs_uri_invalid_input(uri):
    with pytest.raises(MlflowException):
        RunsArtifactRepository.parse_runs_uri(uri)
Пример #4
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def test_parse_runs_uri_valid_input(uri, expected_run_id,
                                    expected_artifact_path):
    (run_id, artifact_path) = RunsArtifactRepository.parse_runs_uri(uri)
    assert run_id == expected_run_id
    assert artifact_path == expected_artifact_path