기계 번역으로 제공되는 번역입니다. 제공된 번역과 원본 영어의 내용이 상충하는 경우에는 영어 버전이 우선합니다. # 에이전트 문제 해결을 위한 설정 **참고** Apache Spark 문제 해결 에이전트는 리전 간 추론을 사용하여 자연어 요청을 처리하고 응답을 생성합니다. 자세한 내용은 단원을 참조하십시오[Apache Spark 문제 해결 에이전트의 리전 간 처리](spark-troubleshooting-cross-region-processing.md). Amazon SageMaker Unified Studio MCP 서버는 미리 보기 중이며 변경될 수 있습니다. ## 사전 조건 Kiro CLI와의 통합을 위한 설정 프로세스를 시작하기 전에 워크스테이션에 다음이 설치되어 있는지 확인합니다. + [AWS CLI 설치 ](https://docs.aws.amazon.com/cli/latest/userguide/getting-started-install.html) + [ Python 3.10 이상 설치 ](https://www.python.org/downloads/release/python-3100/) + [ 용 MCP 프록시용 `uv` 패키지 관리자 설치 ](https://docs.astral.sh/uv/getting-started/installation/) [AWS](https://github.com/aws/mcp-proxy-for-aws?tab=readme-ov-file) + [ Kiro CLI 설치 ](https://kiro.dev/docs/cli/) + AWS 구성된 로컬 자격 증명([AWS CLI](https://docs.aws.amazon.com/cli/latest/userguide/cli-chap-configure.html), 환경 변수 또는 IAM 역할을 통해) - EMR 검증 작업 실행을 위해 업그레이드된 작업 아티팩트 업로드와 같은 로컬 작업에 사용됩니다. ## 리소스 설정 AWS CloudFormation 템플릿을 사용하여 MCP 서버의 리소스를 설정할 수 있습니다. 이 템플릿은 요구 사항에 맞게 수정해야 하는 샘플입니다. 템플릿은 문제 해결 프로세스를 위해 다음 리소스를 생성합니다. 1. MCP Server를 호출할 수 있는 권한과 선택한 플랫폼의 문제 해결 프로세스에 필요한 권한이 있는 IAM 역할입니다. 다음 표에서 **스택 시작** 버튼 중 하나를 선택하십시오. 그러면 해당 리전의 AWS CloudFormation 콘솔에서 스택이 시작됩니다. | 리전 | 시작 | | --- | --- | | 미국 동부(오하이오) | [https://console.aws.amazon.com/cloudformation/home?region=us-east-2#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-us-east-2.s3.us-east-2.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=us-east-2#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-us-east-2.s3.us-east-2.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 미국 동부(버지니아 북부) | [https://console.aws.amazon.com/cloudformation/home?region=us-east-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-us-east-1.s3.us-east-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=us-east-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-us-east-1.s3.us-east-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 미국 서부(오레곤) | [https://console.aws.amazon.com/cloudformation/home?region=us-west-2#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-us-west-2.s3.us-west-2.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=us-west-2#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-us-west-2.s3.us-west-2.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 아시아 태평양(도쿄) | [https://console.aws.amazon.com/cloudformation/home?region=ap-northeast-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-ap-northeast-1.s3.ap-northeast-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=ap-northeast-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-ap-northeast-1.s3.ap-northeast-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 유럽(아일랜드) | [https://console.aws.amazon.com/cloudformation/home?region=eu-west-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-eu-west-1.s3.eu-west-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=eu-west-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-eu-west-1.s3.eu-west-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 아시아 태평양(싱가포르) | [https://console.aws.amazon.com/cloudformation/home?region=ap-southeast-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-ap-southeast-1.s3.ap-southeast-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=ap-southeast-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-ap-southeast-1.s3.ap-southeast-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 아시아 태평양(시드니) | [https://console.aws.amazon.com/cloudformation/home?region=ap-southeast-2#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-ap-southeast-2.s3.ap-southeast-2.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=ap-southeast-2#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-ap-southeast-2.s3.ap-southeast-2.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 캐나다(중부) | [https://console.aws.amazon.com/cloudformation/home?region=ca-central-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-ca-central-1.s3.ca-central-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=ca-central-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-ca-central-1.s3.ca-central-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 남아메리카(상파울루) | [https://console.aws.amazon.com/cloudformation/home?region=sa-east-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-sa-east-1.s3.sa-east-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=sa-east-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-sa-east-1.s3.sa-east-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 유럽(프랑크푸르트) | [https://console.aws.amazon.com/cloudformation/home?region=eu-central-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-eu-central-1.s3.eu-central-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=eu-central-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-eu-central-1.s3.eu-central-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 유럽(스톡홀름) | [https://console.aws.amazon.com/cloudformation/home?region=eu-north-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-eu-north-1.s3.eu-north-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=eu-north-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-eu-north-1.s3.eu-north-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 유럽(런던) | [https://console.aws.amazon.com/cloudformation/home?region=eu-west-2#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-eu-west-2.s3.eu-west-2.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=eu-west-2#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-eu-west-2.s3.eu-west-2.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 유럽(파리) | [https://console.aws.amazon.com/cloudformation/home?region=eu-west-3#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-eu-west-3.s3.eu-west-3.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=eu-west-3#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-eu-west-3.s3.eu-west-3.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 아시아 태평양(서울) | [https://console.aws.amazon.com/cloudformation/home?region=ap-northeast-2#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-ap-northeast-2.s3.ap-northeast-2.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=ap-northeast-2#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-ap-northeast-2.s3.ap-northeast-2.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | | 아시아 태평양(뭄바이) | [https://console.aws.amazon.com/cloudformation/home?region=ap-south-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-ap-south-1.s3.ap-south-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup](https://console.aws.amazon.com/cloudformation/home?region=ap-south-1#/stacks/new?templateURL=https%3A%2F%2Fsmus-mcp-cfn-template-prod-ap-south-1.s3.ap-south-1.amazonaws.com%2Fcloudformation%2Fspark-troubleshooting-mcp-setup.yaml&stackName=spark-troubleshooting-mcp-setup) | **스택 세부 정보 지정** 페이지로 이동하여 **스택 이름을** 입력합니다. **파라미터(Parameters)** 아래에 추가 정보를 입력합니다. 다음 정보를 제공하고 스택 생성을 진행합니다. + **TroubleshootingRoleName** - 문제 해결 작업을 위해 생성할 IAM 역할의 이름입니다. + **EnableEMREC2** - EMR-EC2 문제 해결 권한 활성화(기본값: true) + **EnableEMRServerless** - EMR-Serverless 문제 해결 권한 활성화(기본값: true) + **EnableGlue** - Glue 문제 해결 권한 활성화(기본값: true) + **CloudWatchKmsKeyArn** - (선택 사항) CloudWatch Logs 암호화를 위한 기존 KMS 키의 ARN(EMR Serverless만 해당, 기본 암호화를 위해 비워둠) [CloudFormation 템플릿을](https://github.com/aws-samples/aws-emr-utilities/blob/03c20fece616de23ec0ea5389f0113a5bc65fc3a/utilities/apache-spark-agents/spark-troubleshooting-agent-cloudformation/spark-troubleshooting-mcp-setup.yaml) 다운로드 및 검토하고, 위의 옵션을 지정하고, CloudFormation CLI 명령을 사용하여 템플릿을 직접 시작할 수도 있습니다. 아래 예제를 참조하세요. ``` # deploy the stack with CloudFormation CLI commands aws cloudformation deploy \ --template-file spark-troubleshooting-mcp-setup.yaml \ --stack-name spark-troubleshooting-mcp-setup \ --region \ --capabilities CAPABILITY_NAMED_IAM \ --parameter-overrides \ TroubleshootingRoleName=spark-troubleshooting-role # retrieve the 1-line instruction to set the local environment variables, which will be used for the following MCP server configuration aws cloudformation describe-stacks \ --stack-name spark-troubleshooting-mcp-setup \ --region \ --query "Stacks[0].Outputs[?OutputKey=='ExportCommand'].OutputValue" \ --output text ``` 출력 탭을 열고(또는 위의 CloudFormation describe-stacks CLI 명령에서 검색) CloudFormation 출력에서 1줄 명령을 복사하여 환경 변수를 설정한 다음 로컬 환경에서 실행합니다. 1줄 지침의 예: ``` export SMUS_MCP_REGION= && export IAM_ROLE=arn:aws:iam::111122223333:role/spark-troubleshooting-role-xxxxxx ``` 그런 다음 로컬에서 다음 명령을 실행하여 IAM 프로파일 및 MCP 서버 구성을 설정합니다. ``` # Step 1: Configure AWS CLI Profile aws configure set profile.smus-mcp-profile.role_arn ${IAM_ROLE} aws configure set profile.smus-mcp-profile.source_profile aws configure set profile.smus-mcp-profile.region ${SMUS_MCP_REGION} # Step 2: if you are using kiro CLI, use the following command to add the MCP configuration # Add Spark Troubleshooting MCP Server kiro-cli-chat mcp add \ --name "sagemaker-unified-studio-mcp-troubleshooting" \ --command "uvx" \ --args "[\"mcp-proxy-for-aws@latest\",\"https://sagemaker-unified-studio-mcp.${SMUS_MCP_REGION}.api.aws/spark-troubleshooting/mcp\", \"--service\", \"sagemaker-unified-studio-mcp\", \"--profile\", \"smus-mcp-profile\", \"--region\", \"${SMUS_MCP_REGION}\", \"--read-timeout\", \"180\"]" \ --timeout 180000 \ --scope global # Add Spark Code Recommendation MCP Server kiro-cli-chat mcp add \ --name "sagemaker-unified-studio-mcp-code-rec" \ --command "uvx" \ --args "[\"mcp-proxy-for-aws@latest\",\"https://sagemaker-unified-studio-mcp.${SMUS_MCP_REGION}.api.aws/spark-code-recommendation/mcp\", \"--service\", \"sagemaker-unified-studio-mcp\", \"--profile\", \"smus-mcp-profile\", \"--region\", \"${SMUS_MCP_REGION}\", \"--read-timeout\", \"180\"]" \ --timeout 180000 \ --scope global ``` MCP 서버 구성을 `~/.kiro/settings/mcp.json` 포함하도록 아래와 같이 업데이트해야 합니다. ``` { "mcpServers": { "sagemaker-unified-studio-mcp-troubleshooting": { "type": "stdio", "command": "uvx", "args": [ "mcp-proxy-for-aws@latest", "https://sagemaker-unified-studio-mcp.us-east-1.api.aws/spark-troubleshooting/mcp", "--service", "sagemaker-unified-studio-mcp", "--profile", "smus-mcp-profile", "--region", "us-east-1", "--read-timeout", "180" ], "timeout": 180000, "disabled": false }, "sagemaker-unified-studio-mcp-code-rec": { "type": "stdio", "command": "uvx", "args": [ "mcp-proxy-for-aws@latest", "https://sagemaker-unified-studio-mcp.us-east-1.api.aws/spark-code-recommendation/mcp", "--service", "sagemaker-unified-studio-mcp", "--profile", "smus-mcp-profile", "--region", "us-east-1", "--read-timeout", "180" ], "timeout": 180000, "disabled": false } } } ``` Kiro, Cline 및 GitHub CoPilot과 같은 다양한 MCP 클라이언트에 대한 구성 지침은 섹션을 참조[지원되는 인터페이스](spark-troubleshooting-using-troubleshooting-agent.md#supported-interfaces)하세요.