# Copyright 2019-2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"). # You may not use this file except in compliance with the License. # A copy of the License is located at # # http://www.apache.org/licenses/LICENSE-2.0 # # or in the "license" file accompanying this file. This file is distributed # on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either # express or implied. See the License for the specific language governing # permissions and limitations under the License. from __future__ import absolute_import import os import pytest from sagemaker import utils from sagemaker.mxnet.model import MXNetModel from ..... import invoke_sm_helper_function from ...integration import RESOURCE_PATH from ...integration.sagemaker import timeout DEFAULT_HANDLER_PATH = os.path.join(RESOURCE_PATH, "default_handlers") MODEL_PATH = os.path.join(DEFAULT_HANDLER_PATH, "model.tar.gz") SCRIPT_PATH = os.path.join(DEFAULT_HANDLER_PATH, "model", "code", "empty_module.py") @pytest.mark.integration("hosting") @pytest.mark.model("linear_regression") def test_hosting( ecr_image, sagemaker_regions, instance_type, framework_version, skip_neuron_containers ): invoke_sm_helper_function( ecr_image, sagemaker_regions, _test_hosting_function, instance_type, framework_version ) def _test_hosting_function(ecr_image, sagemaker_session, instance_type, framework_version): prefix = "mxnet-serving/default-handlers" model_data = sagemaker_session.upload_data(path=MODEL_PATH, key_prefix=prefix) model = MXNetModel( model_data, "SageMakerRole", SCRIPT_PATH, framework_version=framework_version, image_uri=ecr_image, sagemaker_session=sagemaker_session, ) endpoint_name = utils.unique_name_from_base("test-mxnet-serving") with timeout.timeout_and_delete_endpoint_by_name(endpoint_name, sagemaker_session): predictor = model.deploy(1, instance_type, endpoint_name=endpoint_name) output = predictor.predict([[1, 2]]) assert [[4.9999918937683105]] == output