出现这个错误的原因是AWS CDK不支持直接创建类型为SageMakerRuntime的AWS服务。解决方法是使用AWS CDK的高级功能来创建这个服务。
以下是一个使用AWS CDK创建Api网关并集成SageMaker的示例代码:
import * as cdk from 'aws-cdk-lib';
import * as apigateway from 'aws-cdk-lib/aws-apigateway';
import * as sagemaker from 'aws-cdk-lib/aws-sagemaker';
export class MyStack extends cdk.Stack {
constructor(scope: cdk.Construct, id: string, props?: cdk.StackProps) {
super(scope, id, props);
// 创建SageMaker模型
const model = new sagemaker.CfnModel(this, 'MyModel', {
executionRoleArn: 'YOUR_EXECUTION_ROLE_ARN',
primaryContainer: {
image: 'YOUR_MODEL_IMAGE',
modelDataUrl: 'YOUR_MODEL_DATA_URL',
},
});
// 创建SageMaker端点配置
const endpointConfig = new sagemaker.CfnEndpointConfig(this, 'MyEndpointConfig', {
productionVariants: [{
variantName: 'MyVariant',
modelName: model.ref,
initialInstanceCount: 1,
instanceType: 'ml.t2.medium',
initialVariantWeight: 1,
}],
});
// 创建SageMaker端点
const endpoint = new sagemaker.CfnEndpoint(this, 'MyEndpoint', {
endpointConfigName: endpointConfig.ref,
});
// 创建Api网关
const api = new apigateway.RestApi(this, 'MyApi');
// 创建Lambda集成
const integration = new apigateway.AwsIntegration({
service: 'sagemaker',
integrationHttpMethod: 'POST',
path: `endpoints/${endpoint.ref}/invocations`,
options: {
credentialsRole: 'YOUR_LAMBDA_ROLE_ARN',
passthroughBehavior: apigateway.PassthroughBehavior.NEVER,
requestTemplates: {
'application/json': `{
"body": $util.escapeJavaScript($input.json('$')),
"contentType": "application/json"
}`,
},
integrationResponses: [{
statusCode: '200',
responseTemplates: {
'application/json': `#set($inputRoot = $input.path('$'))
$inputRoot`,
},
}],
},
});
// 创建资源和方法
const resource = api.root.addResource('my-resource');
const method = resource.addMethod('POST', integration);
}
}
const app = new cdk.App();
new MyStack(app, 'MyStack');
在上面的示例代码中,我们首先创建了SageMaker模型、端点配置和端点。然后,我们创建了Api网关,并使用AwsIntegration
类来集成SageMaker。最后,我们将资源和方法添加到Api网关。
请注意,示例代码中的一些值需要替换为您自己的值,比如YOUR_EXECUTION_ROLE_ARN
、YOUR_MODEL_IMAGE
、YOUR_MODEL_DATA_URL
、YOUR_LAMBDA_ROLE_ARN
。
希望这个示例能够帮助您解决问题!