# Copyright 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://aws.amazon.com/apache2.0/ # # 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. """This module stores constructs related to SageMaker Inference Recommender.""" from __future__ import absolute_import from tests.unit.sagemaker.inference_recommender.constants import ( IR_JOB_NAME, IR_RECOMMENDATION_BASE, IR_ROLE_ARN, IR_FRAMEWORK, IR_SAMPLE_PAYLOAD_URL, IR_SUPPORTED_CONTENT_TYPES, IR_FRAMEWORK_VERSION, IR_NEAREST_MODEL_NAME, IR_SUPPORTED_INSTANCE_TYPES, IR_MODEL_PACKAGE_VERSION_ARN, IR_MODEL_NAME, IR_CONTAINER_CONFIG, MODEL_CONFIG_WITH_COMPILATION_JOB_NAME, MODEL_CONFIG_WITH_INFERENCE_SPEC, ) def create_inference_recommendations_job_default_base_response(): return { "JobName": IR_JOB_NAME, "JobType": "Default", "RoleArn": IR_ROLE_ARN, "InputConfig": { "ContainerConfig": { "Domain": "MACHINE_LEARNING", "Task": "OTHER", "Framework": IR_FRAMEWORK, "PayloadConfig": { "SamplePayloadUrl": IR_SAMPLE_PAYLOAD_URL, "SupportedContentTypes": IR_SUPPORTED_CONTENT_TYPES, }, "FrameworkVersion": IR_FRAMEWORK_VERSION, "NearestModelName": IR_NEAREST_MODEL_NAME, "SupportedInstanceTypes": IR_SUPPORTED_INSTANCE_TYPES, }, }, "JobDescription": "Inference Recommendations Job created with Python SDK", } def create_inference_recommendations_job_default_with_model_package_arn(): base_job_response = create_inference_recommendations_job_default_base_response() base_job_response["InputConfig"]["ModelPackageVersionArn"] = IR_MODEL_PACKAGE_VERSION_ARN base_job_response["InferenceRecommendations"] = [IR_RECOMMENDATION_BASE] return base_job_response def create_inference_recommendations_job_default_with_model_package_arn_and_compilation(): base_job_response = create_inference_recommendations_job_default_with_model_package_arn() base_job_response["InferenceRecommendations"][0][ "ModelConfiguration" ] = MODEL_CONFIG_WITH_INFERENCE_SPEC return base_job_response def create_inference_recommendations_job_default_with_model_name(): base_job_response = create_inference_recommendations_job_default_base_response() base_job_response["InputConfig"]["ModelName"] = IR_MODEL_NAME base_job_response["InputConfig"]["ContainerConfig"] = IR_CONTAINER_CONFIG base_job_response["InferenceRecommendations"] = [IR_RECOMMENDATION_BASE] return base_job_response def create_inference_recommendations_job_default_with_model_name_and_compilation(): base_job_response = create_inference_recommendations_job_default_with_model_name() base_job_response["InferenceRecommendations"][0][ "ModelConfiguration" ] = MODEL_CONFIG_WITH_COMPILATION_JOB_NAME return base_job_response