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Web Services"},"license":"Apache-2.0","homepage":"https://github.com/aws/aws-cdk","keywords":["aws","cdk","constructs","aws-sagemaker"],"repository":{"url":"git+https://github.com/aws/aws-cdk.git","type":"git","directory":"packages/@aws-cdk/aws-sagemaker-alpha"},"description":"The CDK Construct Library for AWS::SageMaker","maintainers":[{"name":"amzn-oss","email":"osa-3p@amazon.com"},{"name":"aws-cdk-team","email":"aws-cdk-dev@amazon.com"}],"readme":"# Amazon SageMaker Construct Library\n<!--BEGIN STABILITY BANNER-->\n\n---\n\n![cdk-constructs: Experimental](https://img.shields.io/badge/cdk--constructs-experimental-important.svg?style=for-the-badge)\n\n> The APIs of higher level constructs in this module are experimental and under active development.\n> They are subject to non-backward compatible changes or removal in any future version. These are\n> not subject to the [Semantic Versioning](https://semver.org/) model and breaking changes will be\n> announced in the release notes. This means that while you may use them, you may need to update\n> your source code when upgrading to a newer version of this package.\n\n---\n\n<!--END STABILITY BANNER-->\n\nAmazon SageMaker provides every developer and data scientist with the ability to build, train, and\ndeploy machine learning models quickly. Amazon SageMaker is a fully-managed service that covers the\nentire machine learning workflow to label and prepare your data, choose an algorithm, train the\nmodel, tune and optimize it for deployment, make predictions, and take action. Your models get to\nproduction faster with much less effort and lower cost.\n\n## Model\n\nTo create a machine learning model with Amazon Sagemaker, use the `Model` construct. This construct\nincludes properties that can be configured to define model components, including the model inference\ncode as a Docker image and an optional set of separate model data artifacts. See the [AWS\ndocumentation](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-marketplace-develop.html)\nto learn more about SageMaker models.\n\n### Single Container Model\n\nIn the event that a single container is sufficient for your inference use-case, you can define a\nsingle-container model:\n\n```typescript\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\nimport * as path from 'path';\n\nconst image = sagemaker.ContainerImage.fromAsset(path.join('path', 'to', 'Dockerfile', 'directory'));\nconst modelData = sagemaker.ModelData.fromAsset(path.join('path', 'to', 'artifact', 'file.tar.gz'));\n\nconst model = new sagemaker.Model(this, 'PrimaryContainerModel', {\n  containers: [\n    {\n      image: image,\n      modelData: modelData,\n    }\n  ]\n});\n```\n\n### Inference Pipeline Model\n\nAn inference pipeline is an Amazon SageMaker model that is composed of a linear sequence of multiple\ncontainers that process requests for inferences on data. See the [AWS\ndocumentation](https://docs.aws.amazon.com/sagemaker/latest/dg/inference-pipelines.html) to learn\nmore about SageMaker inference pipelines. To define an inference pipeline, you can provide\nadditional containers for your model:\n\n```typescript\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\n\ndeclare const image1: sagemaker.ContainerImage;\ndeclare const modelData1: sagemaker.ModelData;\ndeclare const image2: sagemaker.ContainerImage;\ndeclare const modelData2: sagemaker.ModelData;\ndeclare const image3: sagemaker.ContainerImage;\ndeclare const modelData3: sagemaker.ModelData;\n\nconst model = new sagemaker.Model(this, 'InferencePipelineModel', {\n  containers: [\n    { image: image1, modelData: modelData1 },\n    { image: image2, modelData: modelData2 },\n    { image: image3, modelData: modelData3 }\n  ],\n});\n```\n\n### Model Properties\n\n#### Network Isolation\n\nIf you enable [network isolation](https://docs.aws.amazon.com/sagemaker/latest/dg/mkt-algo-model-internet-free.html), the containers can't make any outbound network calls, even to other AWS services such as Amazon S3. Additionally, no AWS credentials are made available to the container runtime environment.\n\nTo enable network isolation, set the `networkIsolation` property to `true`:\n\n```typescript\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\n\ndeclare const image: sagemaker.ContainerImage;\ndeclare const modelData: sagemaker.ModelData;\n\nconst model = new sagemaker.Model(this, 'ContainerModel', {\n  containers: [\n    {\n      image,\n      modelData,\n    }\n  ],\n  networkIsolation: true,\n});\n```\n\n### Container Images\n\nInference code can be stored in the Amazon EC2 Container Registry (Amazon ECR), which is specified\nvia `ContainerDefinition`'s `image` property which accepts a class that extends the `ContainerImage`\nabstract base class.\n\n#### Asset Image\n\nReference a local directory containing a Dockerfile:\n\n```typescript\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\nimport * as path from 'path';\n\nconst image = sagemaker.ContainerImage.fromAsset(path.join('path', 'to', 'Dockerfile', 'directory'));\n```\n\n#### ECR Image\n\nReference an image available within ECR:\n\n```typescript\nimport * as ecr from 'aws-cdk-lib/aws-ecr';\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\n\nconst repository = ecr.Repository.fromRepositoryName(this, 'Repository', 'repo');\nconst image = sagemaker.ContainerImage.fromEcrRepository(repository, 'tag');\n```\n\n#### DLC Image\n\nReference a deep learning container image:\n\n```typescript\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\n\nconst repositoryName = 'huggingface-pytorch-training';\nconst tag = '1.13.1-transformers4.26.0-gpu-py39-cu117-ubuntu20.04';\n\nconst image = sagemaker.ContainerImage.fromDlc(repositoryName, tag);\n```\n\n### Model Artifacts\n\nIf you choose to decouple your model artifacts from your inference code (as is natural given\ndifferent rates of change between inference code and model artifacts), the artifacts can be\nspecified via the `modelData` property which accepts a class that extends the `ModelData` abstract\nbase class. The default is to have no model artifacts associated with a model.\n\n#### Asset Model Data\n\nReference local model data:\n\n```typescript\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\nimport * as path from 'path';\n\nconst modelData = sagemaker.ModelData.fromAsset(path.join('path', 'to', 'artifact', 'file.tar.gz'));\n```\n\n#### S3 Model Data\n\nReference an S3 bucket and object key as the artifacts for a model:\n\n```typescript\nimport * as s3 from 'aws-cdk-lib/aws-s3';\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\n\nconst bucket = new s3.Bucket(this, 'MyBucket');\nconst modelData = sagemaker.ModelData.fromBucket(bucket, 'path/to/artifact/file.tar.gz');\n```\n\n## Model Hosting\n\nAmazon SageMaker provides model hosting services for model deployment. Amazon SageMaker provides an\nHTTPS endpoint where your machine learning model is available to provide inferences.\n\n### Endpoint Configuration\n\nBy using the `EndpointConfig` construct, you can define a set of endpoint configuration which can be\nused to provision one or more endpoints. In this configuration, you identify one or more models to\ndeploy and the resources that you want Amazon SageMaker to provision. You define one or more\nproduction variants, each of which identifies a model. Each production variant also describes the\nresources that you want Amazon SageMaker to provision. If you are hosting multiple models, you also\nassign a variant weight to specify how much traffic you want to allocate to each model. For example,\nsuppose that you want to host two models, A and B, and you assign traffic weight 2 for model A and 1\nfor model B. Amazon SageMaker distributes two-thirds of the traffic to Model A, and one-third to\nmodel B:\n\n```typescript\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\n\ndeclare const modelA: sagemaker.Model;\ndeclare const modelB: sagemaker.Model;\n\nconst endpointConfig = new sagemaker.EndpointConfig(this, 'EndpointConfig', {\n  instanceProductionVariants: [\n    {\n      model: modelA,\n      variantName: 'modelA',\n      initialVariantWeight: 2.0,\n    },\n    {\n      model: modelB,\n      variantName: 'variantB',\n      initialVariantWeight: 1.0,\n    },\n  ]\n});\n```\n\n#### Container Startup Health Check Timeout\n\nYou can specify a timeout value for your inference container to pass health check by configuring\nthe `containerStartupHealthCheckTimeout` property. This is useful when your model takes longer\nto initialize and you want to avoid premature health check failures:\n\n```typescript\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\n\ndeclare const model: sagemaker.Model;\n\nconst endpointConfig = new sagemaker.EndpointConfig(this, 'EndpointConfig', {\n  instanceProductionVariants: [\n    {\n      model: model,\n      variantName: 'my-variant',\n      containerStartupHealthCheckTimeout: cdk.Duration.minutes(5), // 5 minutes timeout\n    },\n  ]\n});\n```\n\nThe timeout value must be between 60 seconds and 1 hour (3600 seconds). If not specified, \nAmazon SageMaker uses the default timeout behavior.\n\n### Serverless Inference\n\nAmazon SageMaker Serverless Inference is a purpose-built inference option that makes it easy for you to deploy and scale ML models. Serverless endpoints automatically launch compute resources and scale them in and out depending on traffic, eliminating the need to choose instance types or manage scaling policies. For more information, see [SageMaker Serverless Inference](https://docs.aws.amazon.com/sagemaker/latest/dg/serverless-endpoints.html).\n\nTo create a serverless endpoint configuration, use the `serverlessProductionVariant` property:\n\n```typescript\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\n\ndeclare const model: sagemaker.Model;\n\nconst endpointConfig = new sagemaker.EndpointConfig(this, 'ServerlessEndpointConfig', {\n  serverlessProductionVariant: {\n    model: model,\n    variantName: 'serverlessVariant',\n    maxConcurrency: 10,\n    memorySizeInMB: 2048,\n    provisionedConcurrency: 5, // optional\n  },\n});\n```\n\nServerless inference is ideal for workloads with intermittent or unpredictable traffic patterns. You can configure:\n\n- `maxConcurrency`: Maximum concurrent invocations (1-200)\n- `memorySizeInMB`: Memory allocation in 1GB increments (1024, 2048, 3072, 4096, 5120, or 6144 MB)\n- `provisionedConcurrency`: Optional pre-warmed capacity to reduce cold starts\n\n**Note**: Provisioned concurrency incurs charges even when the endpoint is not processing requests. Use it only when you need to minimize cold start latency.\n\nYou cannot mix serverless and instance-based variants in the same endpoint configuration.\n\n### Endpoint\n\nWhen you create an endpoint from an `EndpointConfig`, Amazon SageMaker launches the ML compute\ninstances and deploys the model or models as specified in the configuration. To get inferences from\nthe model, client applications send requests to the Amazon SageMaker Runtime HTTPS endpoint. For\nmore information about the API, see the\n[InvokeEndpoint](https://docs.aws.amazon.com/sagemaker/latest/dg/API_runtime_InvokeEndpoint.html)\nAPI. Defining an endpoint requires at minimum the associated endpoint configuration:\n\n```typescript\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\n\ndeclare const endpointConfig: sagemaker.EndpointConfig;\n\nconst endpoint = new sagemaker.Endpoint(this, 'Endpoint', { endpointConfig });\n```\n\n### AutoScaling\n\nTo enable autoscaling on the production variant, use the `autoScaleInstanceCount` method:\n\n```typescript\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\n\ndeclare const model: sagemaker.Model;\n\nconst variantName = 'my-variant';\nconst endpointConfig = new sagemaker.EndpointConfig(this, 'EndpointConfig', {\n  instanceProductionVariants: [\n    {\n      model: model,\n      variantName: variantName,\n    },\n  ]\n});\n\nconst endpoint = new sagemaker.Endpoint(this, 'Endpoint', { endpointConfig });\nconst productionVariant = endpoint.findInstanceProductionVariant(variantName);\nconst instanceCount = productionVariant.autoScaleInstanceCount({\n  maxCapacity: 3\n});\ninstanceCount.scaleOnInvocations('LimitRPS', {\n  maxRequestsPerSecond: 30,\n});\n```\n\nFor load testing guidance on determining the maximum requests per second per instance, please see\nthis [documentation](https://docs.aws.amazon.com/sagemaker/latest/dg/endpoint-scaling-loadtest.html).\n\n### Metrics\n\nTo monitor CloudWatch metrics for a production variant, use one or more of the metric convenience\nmethods:\n\n```typescript\nimport * as sagemaker from '@aws-cdk/aws-sagemaker-alpha';\n\ndeclare const endpointConfig: sagemaker.EndpointConfig;\n\nconst endpoint = new sagemaker.Endpoint(this, 'Endpoint', { endpointConfig });\nconst productionVariant = endpoint.findInstanceProductionVariant('my-variant');\nproductionVariant.metricModelLatency().createAlarm(this, 'ModelLatencyAlarm', {\n  threshold: 100000,\n  evaluationPeriods: 3,\n});\n```\n","readmeFilename":"README.md"}