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5 changes: 5 additions & 0 deletions sfn-bedrock-invokemodel-cdk/.gitignore
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*.js
*.d.ts
node_modules
cdk.out
package-lock.json
3 changes: 3 additions & 0 deletions sfn-bedrock-invokemodel-cdk/.npmignore
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*.ts
!*.d.ts
cdk.out
83 changes: 83 additions & 0 deletions sfn-bedrock-invokemodel-cdk/README.md
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# Step Functions to Amazon Bedrock InvokeModel (CDK)

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.

Learn more about this pattern at Serverless Land Patterns: https://serverlessland.com/patterns/sfn-bedrock-invokemodel-cdk

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.

## Requirements

- [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
- [Amazon Bedrock model access](https://docs.aws.amazon.com/bedrock/latest/userguide/model-access.html) enabled for Anthropic Claude Sonnet in your AWS account

## How it works

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.

**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

```
┌──────────────────────┐ ┌──────────────────────┐
│ │ │ │
│ Step Functions │────────▶│ Amazon Bedrock │
│ (Express) │ │ Claude Sonnet │
│ │◀────────│ │
└──────────────────────┘ └──────────────────────┘
```

## Deployment

1. Install dependencies:
```bash
cd sfn-bedrock-invokemodel-cdk
npm install
```

2. Deploy the stack:
```bash
cdk deploy
```

## Testing

Start a synchronous execution of the Express workflow:

```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
```

The response includes the generated text, model ID, and token usage:

```json
{
"status": "SUCCEEDED",
"output": "{\"response\": \"...\", \"model\": \"claude-...\", \"usage\": {\"input_tokens\": 15, \"output_tokens\": 200}}"
}
```

## Cleanup

```bash
cdk destroy
```

---

Copyright 2025 Amazon.com, Inc. or its affiliates. All Rights Reserved.

SPDX-License-Identifier: MIT-0
7 changes: 7 additions & 0 deletions sfn-bedrock-invokemodel-cdk/bin/app.ts
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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";

const app = new cdk.App();
new SfnBedrockInvokemodelStack(app, "SfnBedrockInvokemodelStack");
7 changes: 7 additions & 0 deletions sfn-bedrock-invokemodel-cdk/cdk.context.json
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{
"acknowledged-issue-numbers": [
33623,
34635,
34892
]
}
3 changes: 3 additions & 0 deletions sfn-bedrock-invokemodel-cdk/cdk.json
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{
"app": "npx ts-node bin/app.ts"
}
52 changes: 52 additions & 0 deletions sfn-bedrock-invokemodel-cdk/example-pattern.json
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{
"title": "Step Functions to Amazon Bedrock InvokeModel",
"description": "Invoke Amazon Bedrock directly from Step Functions using the native InvokeModel optimized integration — no Lambda function required. Deployed with AWS CDK.",
"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.",
"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" }
}
}
88 changes: 88 additions & 0 deletions sfn-bedrock-invokemodel-cdk/lib/sfn-bedrock-invokemodel-stack.ts
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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";

export class SfnBedrockInvokemodelStack extends cdk.Stack {
constructor(scope: Construct, id: string, props?: cdk.StackProps) {
super(scope, id, props);

const modelId = new cdk.CfnParameter(this, "BedrockModelId", {
type: "String",
default: "us.anthropic.claude-sonnet-4-20250514-v1:0",
description: "Bedrock inference profile model ID",
});

// 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
);

// 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",
},
});

// Add retry for transient failures
invokeModel.addRetry({
errors: ["States.TaskFailed"],
interval: cdk.Duration.seconds(20),
maxAttempts: 3,
backoffRate: 2,
});

const logGroup = new logs.LogGroup(this, "LogGroup", {
logGroupName: "/aws/stepfunctions/sfn-bedrock-invokemodel",
retention: logs.RetentionDays.TWO_WEEKS,
removalPolicy: cdk.RemovalPolicy.DESTROY,
});

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,
},
});

// 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/*",
],
})
);

new cdk.CfnOutput(this, "StateMachineArn", { value: stateMachine.stateMachineArn });
new cdk.CfnOutput(this, "StateMachineName", { value: stateMachine.stateMachineName! });
new cdk.CfnOutput(this, "LogGroupName", { value: logGroup.logGroupName });
}
}
15 changes: 15 additions & 0 deletions sfn-bedrock-invokemodel-cdk/package.json
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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"
}
}
22 changes: 22 additions & 0 deletions sfn-bedrock-invokemodel-cdk/tsconfig.json
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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"]
}