def test_constraint_violations_object_creation_from_s3_uri_without_customizations(
        sagemaker_session):
    with open(
            os.path.join(tests.integ.DATA_DIR,
                         "monitor/constraint_violations.json"), "r") as f:
        file_body = f.read()

    file_name = "constraint_violations.json"
    desired_s3_uri = os.path.join(
        "s3://",
        sagemaker_session.default_bucket(),
        "integ-test-test-monitoring-files",
        str(uuid.uuid4()),
        file_name,
    )

    s3_uri = S3Uploader.upload_string_as_file_body(
        body=file_body,
        desired_s3_uri=desired_s3_uri,
        session=sagemaker_session)

    constraint_violations = ConstraintViolations.from_s3_uri(
        constraint_violations_file_s3_uri=s3_uri,
        sagemaker_session=sagemaker_session)

    assert constraint_violations.file_s3_uri.startswith("s3://")
    assert constraint_violations.file_s3_uri.endswith(
        "constraint_violations.json")

    assert constraint_violations.body_dict["violations"][0][
        "feature_name"] == "store_and_fwd_flag"
Esempio n. 2
0
def test_constraint_violations_object_creation_from_file_path_without_customizations():
    constraint_violations = ConstraintViolations.from_file_path(
        constraint_violations_file_path=os.path.join(
            tests.integ.DATA_DIR, "monitor/constraint_violations.json"
        )
    )

    assert constraint_violations.file_s3_uri.startswith("s3://")
    assert constraint_violations.file_s3_uri.endswith("constraint_violations.json")

    assert constraint_violations.body_dict["violations"][0]["feature_name"] == "store_and_fwd_flag"
Esempio n. 3
0
def test_constraint_violations_object_creation_from_string_without_customizations():
    with open(os.path.join(tests.integ.DATA_DIR, "monitor/constraint_violations.json"), "r") as f:
        file_body = f.read()

    constraint_violations = ConstraintViolations.from_string(
        constraint_violations_file_string=file_body
    )

    assert constraint_violations.file_s3_uri.startswith("s3://")
    assert constraint_violations.file_s3_uri.endswith("constraint_violations.json")

    assert constraint_violations.body_dict["violations"][0]["feature_name"] == "store_and_fwd_flag"
def test_constraint_violations_object_creation_from_file_path_with_customizations(
        sagemaker_session, monitoring_files_kms_key):
    constraint_violations = ConstraintViolations.from_file_path(
        constraint_violations_file_path=os.path.join(
            tests.integ.DATA_DIR, "monitor/constraint_violations.json"),
        kms_key=monitoring_files_kms_key,
        sagemaker_session=sagemaker_session,
    )

    assert constraint_violations.file_s3_uri.startswith("s3://")
    assert constraint_violations.file_s3_uri.endswith(
        "constraint_violations.json")

    assert constraint_violations.body_dict["violations"][0][
        "feature_name"] == "store_and_fwd_flag"