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| # Step Functions to Amazon Bedrock InvokeModel (CDK) | ||||||
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| This pattern deploys a Step Functions Express workflow that invokes Amazon Bedrock (Claude Sonnet) directly using the **native InvokeModel optimized integration** — no Lambda function required. Deployed with AWS CDK. | ||||||
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| Learn more about this pattern at Serverless Land Patterns: https://serverlessland.com/patterns/sfn-bedrock-invokemodel-cdk | ||||||
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| Important: this application uses various AWS services and there are costs associated with these services after the Free Tier usage - please see the [AWS Pricing page](https://aws.amazon.com/pricing/) for details. You are responsible for any AWS costs incurred. No warranty is implied in this example. | ||||||
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| ## Requirements | ||||||
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| - [Create an AWS account](https://portal.aws.amazon.com/gp/aws/developer/registration/index.html) if you do not already have one and log in. The IAM user that you use must have sufficient permissions to make necessary AWS service calls and manage AWS resources. | ||||||
| - [AWS CLI](https://docs.aws.amazon.com/cli/latest/userguide/install-cliv2.html) installed and configured | ||||||
| - [AWS CDK](https://docs.aws.amazon.com/cdk/latest/guide/cli.html) installed | ||||||
| - [Node.js](https://nodejs.org/) 18.x or later | ||||||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Nodejs 18.x is EOL |
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| - [Amazon Bedrock model access](https://docs.aws.amazon.com/bedrock/latest/userguide/model-access.html) enabled for Anthropic Claude Sonnet in your AWS account | ||||||
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| ## How it works | ||||||
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| Step Functions has a native optimized integration with Amazon Bedrock that lets you call `bedrock:InvokeModel` directly from a workflow state — no Lambda function needed. This reduces latency, cost, and operational complexity. | ||||||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I don't need a Lambda function for any Step Functions integration, the benefits of an optimized integration are more than that |
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| **Key points:** | ||||||
| - Uses `arn:aws:states:::bedrock:invokeModel` resource (optimized integration) | ||||||
| - Express workflow for synchronous execution (lower cost, sub-5-minute executions) | ||||||
| - Built-in retry with exponential backoff for transient failures | ||||||
| - `resultSelector` extracts just the response text, model, and usage from the Bedrock response | ||||||
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| ``` | ||||||
| ┌──────────────────────┐ ┌──────────────────────┐ | ||||||
| │ │ │ │ | ||||||
| │ Step Functions │────────▶│ Amazon Bedrock │ | ||||||
| │ (Express) │ │ Claude Sonnet │ | ||||||
| │ │◀────────│ │ | ||||||
| └──────────────────────┘ └──────────────────────┘ | ||||||
| ``` | ||||||
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| ## Deployment | ||||||
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| 1. Install dependencies: | ||||||
| ```bash | ||||||
| cd sfn-bedrock-invokemodel-cdk | ||||||
| npm install | ||||||
| ``` | ||||||
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| 2. Deploy the stack: | ||||||
| ```bash | ||||||
| cdk deploy | ||||||
| ``` | ||||||
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| ## Testing | ||||||
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| Start a synchronous execution of the Express workflow: | ||||||
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| ```bash | ||||||
| aws stepfunctions start-sync-execution \ | ||||||
| --state-machine-arn $(aws cloudformation describe-stacks \ | ||||||
| --stack-name SfnBedrockInvokemodelStack \ | ||||||
| --query 'Stacks[0].Outputs[?OutputKey==`StateMachineArn`].OutputValue' \ | ||||||
| --output text) \ | ||||||
| --input '{"prompt": "What are the benefits of Step Functions native Bedrock integration?"}' \ | ||||||
| --query '{status: status, output: output}' \ | ||||||
| --output json | ||||||
| ``` | ||||||
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| The response includes the generated text, model ID, and token usage: | ||||||
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| ```json | ||||||
| { | ||||||
| "status": "SUCCEEDED", | ||||||
| "output": "{\"response\": \"...\", \"model\": \"claude-...\", \"usage\": {\"input_tokens\": 15, \"output_tokens\": 200}}" | ||||||
| } | ||||||
| ``` | ||||||
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| ## Cleanup | ||||||
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| ```bash | ||||||
| cdk destroy | ||||||
| ``` | ||||||
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| --- | ||||||
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| Copyright 2025 Amazon.com, Inc. or its affiliates. All Rights Reserved. | ||||||
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| SPDX-License-Identifier: MIT-0 | ||||||
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| #!/usr/bin/env node | ||
| import "source-map-support/register"; | ||
| import * as cdk from "aws-cdk-lib"; | ||
| import { SfnBedrockInvokemodelStack } from "../lib/sfn-bedrock-invokemodel-stack"; | ||
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| const app = new cdk.App(); | ||
| new SfnBedrockInvokemodelStack(app, "SfnBedrockInvokemodelStack"); |
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| { | ||
| "acknowledged-issue-numbers": [ | ||
| 33623, | ||
| 34635, | ||
| 34892 | ||
| ] | ||
| } |
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| { | ||
| "app": "npx ts-node bin/app.ts" | ||
| } |
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| { | ||||||
| "title": "Step Functions to Amazon Bedrock InvokeModel", | ||||||
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Suggested change
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| "description": "Invoke Amazon Bedrock directly from Step Functions using the native InvokeModel optimized integration — no Lambda function required. Deployed with AWS CDK.", | ||||||
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| "language": "TypeScript", | ||||||
| "level": "200", | ||||||
| "framework": "CDK", | ||||||
| "introBox": { | ||||||
| "headline": "How it works", | ||||||
| "text": [ | ||||||
| "This pattern deploys a Step Functions Express workflow that invokes Amazon Bedrock (Claude Sonnet) directly using the native bedrock:InvokeModel optimized integration.", | ||||||
| "No Lambda function is needed — Step Functions calls Bedrock directly, reducing latency, cost, and operational complexity.", | ||||||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. see comment on the README regarding optimized integrations |
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| "The workflow accepts a prompt string as input, sends it to Bedrock, and returns the generated response with usage metadata.", | ||||||
| "Built-in retry logic handles transient failures with exponential backoff." | ||||||
| ] | ||||||
| }, | ||||||
| "gitHub": { | ||||||
| "template": { | ||||||
| "repoURL": "https://github.com/aws-samples/serverless-patterns/tree/main/sfn-bedrock-invokemodel-cdk", | ||||||
| "templateURL": "serverless-patterns/sfn-bedrock-invokemodel-cdk", | ||||||
| "projectFolder": "sfn-bedrock-invokemodel-cdk", | ||||||
| "templateFile": "lib/sfn-bedrock-invokemodel-stack.ts" | ||||||
| } | ||||||
| }, | ||||||
| "resources": { | ||||||
| "bullets": [ | ||||||
| { "text": "Step Functions optimized integration for Amazon Bedrock", "link": "https://aws.amazon.com/about-aws/whats-new/2023/11/aws-step-functions-optimized-integration-bedrock/" }, | ||||||
| { "text": "Build generative AI apps using Step Functions and Bedrock", "link": "https://aws.amazon.com/blogs/aws/build-generative-ai-apps-using-aws-step-functions-and-amazon-bedrock/" }, | ||||||
| { "text": "Amazon Bedrock documentation", "link": "https://docs.aws.amazon.com/bedrock/latest/userguide/" } | ||||||
| ] | ||||||
| }, | ||||||
| "deploy": { | ||||||
| "text": ["cdk deploy"] | ||||||
| }, | ||||||
| "testing": { | ||||||
| "text": ["See the README for testing instructions."] | ||||||
| }, | ||||||
| "cleanup": { | ||||||
| "text": ["cdk destroy"] | ||||||
| }, | ||||||
| "authors": [ | ||||||
| { | ||||||
| "name": "Nithin Chandran R", | ||||||
| "bio": "Technical Account Manager at AWS", | ||||||
| "linkedin": "nithin-chandran-r" | ||||||
| } | ||||||
| ], | ||||||
| "patternArch": { | ||||||
| "icon1": { "x": 20, "y": 50, "service": "sfn", "label": "Step Functions" }, | ||||||
| "icon2": { "x": 80, "y": 50, "service": "bedrock", "label": "Amazon Bedrock" }, | ||||||
| "line1": { "from": "icon1", "to": "icon2" } | ||||||
| } | ||||||
| } | ||||||
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| import * as cdk from "aws-cdk-lib"; | ||
| import * as sfn from "aws-cdk-lib/aws-stepfunctions"; | ||
| import * as tasks from "aws-cdk-lib/aws-stepfunctions-tasks"; | ||
| import * as bedrock from "aws-cdk-lib/aws-bedrock"; | ||
| import * as logs from "aws-cdk-lib/aws-logs"; | ||
| import * as iam from "aws-cdk-lib/aws-iam"; | ||
| import { Construct } from "constructs"; | ||
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| export class SfnBedrockInvokemodelStack extends cdk.Stack { | ||
| constructor(scope: Construct, id: string, props?: cdk.StackProps) { | ||
| super(scope, id, props); | ||
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| const modelId = new cdk.CfnParameter(this, "BedrockModelId", { | ||
| type: "String", | ||
| default: "us.anthropic.claude-sonnet-4-20250514-v1:0", | ||
| description: "Bedrock inference profile model ID", | ||
| }); | ||
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| // Construct inference profile ARN for the model | ||
| const inferenceProfileArn = `arn:aws:bedrock:${this.region}:${this.account}:inference-profile/${modelId.valueAsString}`; | ||
| const model = bedrock.ProvisionedModel.fromProvisionedModelArn( | ||
| this, | ||
| "Model", | ||
| inferenceProfileArn | ||
| ); | ||
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| // Step Functions task: invoke Bedrock directly (no Lambda needed) | ||
| const invokeModel = new tasks.BedrockInvokeModel(this, "InvokeModel", { | ||
| model, | ||
| body: sfn.TaskInput.fromObject({ | ||
| anthropic_version: "bedrock-2023-05-31", | ||
| max_tokens: 1024, | ||
| messages: [ | ||
| { | ||
| role: "user", | ||
| content: sfn.JsonPath.stringAt("$.prompt"), | ||
| }, | ||
| ], | ||
| }), | ||
| resultSelector: { | ||
| "response.$": "$.Body.content[0].text", | ||
| "model.$": "$.Body.model", | ||
| "usage.$": "$.Body.usage", | ||
| }, | ||
| }); | ||
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| // Add retry for transient failures | ||
| invokeModel.addRetry({ | ||
| errors: ["States.TaskFailed"], | ||
| interval: cdk.Duration.seconds(20), | ||
| maxAttempts: 3, | ||
| backoffRate: 2, | ||
| }); | ||
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| const logGroup = new logs.LogGroup(this, "LogGroup", { | ||
| logGroupName: "/aws/stepfunctions/sfn-bedrock-invokemodel", | ||
| retention: logs.RetentionDays.TWO_WEEKS, | ||
| removalPolicy: cdk.RemovalPolicy.DESTROY, | ||
| }); | ||
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| const stateMachine = new sfn.StateMachine(this, "StateMachine", { | ||
| stateMachineName: "sfn-bedrock-invokemodel", | ||
| definitionBody: sfn.DefinitionBody.fromChainable(invokeModel), | ||
| stateMachineType: sfn.StateMachineType.EXPRESS, | ||
| timeout: cdk.Duration.minutes(5), | ||
| logs: { | ||
| destination: logGroup, | ||
| level: sfn.LogLevel.ALL, | ||
| includeExecutionData: true, | ||
| }, | ||
| }); | ||
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| // Grant Bedrock access (inference profile + foundation model) | ||
| stateMachine.addToRolePolicy( | ||
| new iam.PolicyStatement({ | ||
| actions: ["bedrock:InvokeModel"], | ||
| resources: [ | ||
| `arn:aws:bedrock:${this.region}:${this.account}:inference-profile/${modelId.valueAsString}`, | ||
| "arn:aws:bedrock:*::foundation-model/*", | ||
| ], | ||
| }) | ||
| ); | ||
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| new cdk.CfnOutput(this, "StateMachineArn", { value: stateMachine.stateMachineArn }); | ||
| new cdk.CfnOutput(this, "StateMachineName", { value: stateMachine.stateMachineName! }); | ||
| new cdk.CfnOutput(this, "LogGroupName", { value: logGroup.logGroupName }); | ||
| } | ||
| } |
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| { | ||
| "name": "sfn-bedrock-invokemodel-cdk", | ||
| "version": "1.0.0", | ||
| "bin": { "app": "bin/app.ts" }, | ||
| "scripts": { "build": "tsc", "cdk": "cdk" }, | ||
| "dependencies": { | ||
| "aws-cdk-lib": "2.236.0", | ||
| "constructs": "10.4.2" | ||
| }, | ||
| "devDependencies": { | ||
| "@types/node": "^22.0.0", | ||
| "ts-node": "^10.9.0", | ||
| "typescript": "~5.7.0" | ||
| } | ||
| } |
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| { | ||
| "compilerOptions": { | ||
| "target": "ES2020", | ||
| "module": "commonjs", | ||
| "lib": ["es2020"], | ||
| "declaration": true, | ||
| "strict": true, | ||
| "noImplicitAny": true, | ||
| "strictNullChecks": true, | ||
| "noImplicitThis": true, | ||
| "alwaysStrict": true, | ||
| "noUnusedLocals": false, | ||
| "noUnusedParameters": false, | ||
| "noImplicitReturns": true, | ||
| "noFallthroughCasesInSwitch": false, | ||
| "inlineSourceMap": true, | ||
| "inlineSources": true, | ||
| "experimentalDecorators": true, | ||
| "strictPropertyInitialization": false | ||
| }, | ||
| "exclude": ["cdk.out"] | ||
| } |
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