Pytorch ML Training Job on EKS with GPUs, orchestrated by airflow #394
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,164 @@ | ||
| name: eks | ||
| # TODO: Update and point to new release when PR is merged: https://github.com/awslabs/idf-modules/pull/128 | ||
| path: git::https://github.com/awslabs/idf-modules.git//modules/compute/eks?ref=release/1.4.1&depth=1 | ||
| dataFiles: | ||
| - filePath: git::https://github.com/awslabs/idf-modules.git//data/eks_dockerimage-replication/versions/1.25.yaml?ref=release/1.4.1&depth=1 | ||
| - filePath: git::https://github.com/awslabs/idf-modules.git//data/eks_dockerimage-replication/versions/default.yaml?ref=release/1.4.1&depth=1 | ||
| parameters: | ||
| - name: replicated-ecr-images-metadata-s3-path | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: replication | ||
| name: replication | ||
| key: s3_full_path | ||
| - name: vpc-id | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: optionals | ||
| name: networking | ||
| key: VpcId | ||
| - name: controlplane-subnet-ids | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: optionals | ||
| name: networking | ||
| key: PrivateSubnetIds | ||
| - name: dataplane-subnet-ids | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: optionals | ||
| name: networking | ||
| key: PrivateSubnetIds | ||
| - name: eks-admin-role-name | ||
| value: Admin | ||
| - name: eks-poweruser-role-name | ||
| value: PowerUser | ||
| - name: eks-read-only-role-name | ||
| value: ReadOnly | ||
| - name: eks-version | ||
| value: "1.25" | ||
| # valueFrom: | ||
| # envVariable: GLOBAL_EKS_VERSION | ||
| - name: eks-compute | ||
| value: | ||
| eks_nodegroup_config: | ||
| - eks_ng_name: ng1 | ||
| eks_node_quantity: 2 | ||
| eks_node_max_quantity: 5 | ||
| eks_node_min_quantity: 1 | ||
| eks_node_disk_size: 50 | ||
| eks_node_instance_type: "m5.large" | ||
| - eks_ng_name: ng-gpu | ||
| eks_node_quantity: 0 | ||
| eks_node_max_quantity: 2 | ||
| eks_node_min_quantity: 0 | ||
| eks_node_disk_size: 100 | ||
| eks_node_instance_type: "g4dn.xlarge" | ||
| eks_node_labels: | ||
| usage: gpu | ||
| eks_node_spot: False | ||
| eks_secrets_envelope_encryption: False | ||
| eks_api_endpoint_private: False | ||
| - name: eks-addons | ||
| value: | ||
| deploy_aws_lb_controller: True # We deploy it unless set to False | ||
| deploy_external_dns: True # We deploy it unless set to False | ||
| deploy_aws_ebs_csi: True # We deploy it unless set to False | ||
| deploy_aws_efs_csi: True # We deploy it unless set to False | ||
| deploy_aws_fsx_csi: True # We deploy it unless set to False | ||
| deploy_cluster_autoscaler: True # We deploy it unless set to False | ||
| deploy_metrics_server: True # We deploy it unless set to False | ||
| deploy_secretsmanager_csi: True # We deploy it unless set to False | ||
| deploy_external_secrets: False | ||
| deploy_cloudwatch_container_insights_metrics: True # We deploy it unless set to False | ||
| deploy_cloudwatch_container_insights_logs: True | ||
| cloudwatch_container_insights_logs_retention_days: 7 | ||
| deploy_adot: False | ||
| deploy_amp: False | ||
| deploy_grafana_for_amp: False | ||
| deploy_kured: False | ||
| deploy_calico: False | ||
| deploy_nginx_controller: | ||
| value: False | ||
| nginx_additional_annotations: | ||
| nginx.ingress.kubernetes.io/whitelist-source-range: "100.64.0.0/10,10.0.0.0/8" | ||
| deploy_kyverno: | ||
| value: False | ||
| kyverno_policies: | ||
| validate: | ||
| - block-ephemeral-containers | ||
| - block-stale-images | ||
| - block-updates-deletes | ||
| - check-deprecated-apis | ||
| - disallow-cri-sock-mount | ||
| - disallow-custom-snippets | ||
| - disallow-empty-ingress-host | ||
| - disallow-helm-tiller | ||
| - disallow-latest-tag | ||
| - disallow-localhost-services | ||
| - disallow-secrets-from-env-vars | ||
| - ensure-probes-different | ||
| - ingress-host-match-tls | ||
| - limit-hostpath-vols | ||
| - prevent-naked-pods | ||
| - require-drop-cap-net-raw | ||
| - require-emptydir-requests-limits | ||
| - require-labels | ||
| - require-pod-requests-limits | ||
| - require-probes | ||
| - restrict-annotations | ||
| - restrict-automount-sa-token | ||
| - restrict-binding-clusteradmin | ||
| - restrict-clusterrole-nodesproxy | ||
| - restrict-escalation-verbs-roles | ||
| - restrict-ingress-classes | ||
| - restrict-ingress-defaultbackend | ||
| - restrict-node-selection | ||
| - restrict-path | ||
| - restrict-service-external-ips | ||
| - restrict-wildcard-resources | ||
| - restrict-wildcard-verbs | ||
| - unique-ingress-host-and-path | ||
| # mutate: | ||
| # - add-networkpolicy-dns | ||
| # - add-pod-priorityclassname | ||
| # - add-ttl-jobs | ||
| # - always-pull-images | ||
| # - mitigate-log4shell | ||
| --- | ||
| name: fsx-lustre | ||
| path: git::https://github.com/awslabs/idf-modules.git//modules/storage/fsx-lustre?ref=release/1.4.1&depth=1 | ||
| parameters: | ||
| - name: vpc-id | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: optionals | ||
| name: networking | ||
| key: VpcId | ||
| - name: private-subnet-ids | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: optionals | ||
| name: networking | ||
| key: PrivateSubnetIds | ||
| - name: fs_deployment_type | ||
| value: SCRATCH_2 | ||
| - name: storage_throughput | ||
| value: 50 | ||
| - name: data_bucket_name | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: optionals | ||
| name: datalake-buckets | ||
| key: IntermediateBucketName | ||
| - name: export_path | ||
| value: "/fsx/export/" | ||
| - name: import_path | ||
| value: "/fsx/import/" | ||
| - name: fsx_version | ||
| value : "2.15" | ||
| - name: Namespace | ||
| valueFrom: | ||
| parameterValue: trainingNamespaceName | ||
| - name: import_policy | ||
| value: "NEW_CHANGED_DELETED" |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,29 @@ | ||
| name: ml-eks | ||
| toolchainRegion: eu-central-1 | ||
| forceDependencyRedeploy: True | ||
| groups: | ||
| - name: optionals | ||
| path: manifests/ml-training-on-eks/optional-modules.yaml | ||
| - name: replication | ||
| path: manifests/ml-training-on-eks/replicator-modules.yaml | ||
| - name: core | ||
| path: manifests/ml-training-on-eks/core-modules.yaml | ||
| - name: integration | ||
| path: manifests/ml-training-on-eks/integration-modules.yaml | ||
| - name: images | ||
| path: manifests/ml-training-on-eks/images.yaml | ||
| - name: training | ||
| path: manifests/ml-training-on-eks/training-modules.yaml | ||
| targetAccountMappings: | ||
| - alias: primary | ||
| accountId: | ||
| valueFrom: | ||
| envVariable: ACCOUNT_ID | ||
| default: true | ||
| codebuildImage: aws/codebuild/standard:7.0 | ||
| parametersGlobal: | ||
| dockerCredentialsSecret: aws-addf-docker-credentials | ||
| trainingNamespaceName: training | ||
| regionMappings: | ||
| - region: eu-central-1 | ||
| default: true |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,20 @@ | ||
| name: mnist | ||
| path: modules/training-images/mnist | ||
| parameters: | ||
| - name: ecr-repository-name | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: optionals | ||
| name: ecr-ml-images | ||
| key: EcrRepositoryName | ||
| - name: ecr-repository-arn | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: optionals | ||
| name: ecr-ml-images | ||
| key: EcrRepositoryArn | ||
| # Base Image = 763104351884.dkr.ecr.$AWS_DEFAULT_REGION.amazonaws.com/pytorch-training:2.1.0-gpu-py310-cu121-ubuntu20.04-ec2: | ||
| - name: base-image-ecr-account-id | ||
| value: 763104351884 | ||
| - name: base-image-name | ||
| value: pytorch-training:2.1.0-gpu-py310-cu121-ubuntu20.04-ec2 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,55 @@ | ||
| name: lustre-on-eks | ||
| # TODO: Fix local ref to release | ||
| path: modules/integration/fsx-lustre-on-eks | ||
| parameters: | ||
| - name: EksClusterAdminRoleArn | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: core | ||
| name: eks | ||
| key: EksClusterMasterRoleArn | ||
| - name: EksClusterName | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: core | ||
| name: eks | ||
| key: EksClusterName | ||
| - name: EksOidcArn | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: core | ||
| name: eks | ||
| key: EksOidcArn | ||
| - name: EksClusterSecurityGroupId | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: core | ||
| name: eks | ||
| key: EksClusterSecurityGroupId | ||
| - name: Namespace | ||
| valueFrom: | ||
| parameterValue: trainingNamespaceName | ||
| - name: FsxFileSystemId | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: core | ||
| name: fsx-lustre | ||
| key: FSxLustreFileSystemId | ||
| - name: FsxSecurityGroupId | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: core | ||
| name: fsx-lustre | ||
| key: FSxLustreSecurityGroup | ||
| - name: FsxMountName | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: core | ||
| name: fsx-lustre | ||
| key: FSxLustreMountName | ||
| - name: FsxDnsName | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: core | ||
| name: fsx-lustre | ||
| key: FSxLustreAttrDnsName | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,21 @@ | ||
| name: datalake-buckets | ||
| path: git::https://github.com/awslabs/autonomous-driving-data-framework.git//modules/optionals/datalake-buckets | ||
| parameters: | ||
| - name: encryption-type | ||
| value: SSE | ||
| --- | ||
| name: networking | ||
| path: git::https://github.com/awslabs/idf-modules.git//modules/network/basic-cdk?ref=release/1.4.0&depth=1 | ||
| parameters: | ||
| - name: internet-accessible | ||
| value: false | ||
| --- | ||
| name: ecr-ml-images | ||
| path: git::https://github.com/awslabs/idf-modules.git//modules/storage/ecr?ref=release/1.4.1&depth=1 | ||
| parameters: | ||
| - name: repository-name | ||
| value: ml-mnist-images | ||
| - name: image-tag-mutability | ||
| value: "MUTABLE" | ||
| - name: lifecycle-max-image-count | ||
| value: 10 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,10 @@ | ||
| name: replication | ||
| path: git::https://github.com/awslabs/idf-modules.git//modules/replication/dockerimage-replication?ref=release/1.4.0&depth=1 | ||
| dataFiles: | ||
| - filePath: git::https://github.com/awslabs/idf-modules.git//data/eks_dockerimage-replication/versions/1.25.yaml?ref=release/1.4.0&depth=1 | ||
| - filePath: git::https://github.com/awslabs/idf-modules.git//data/eks_dockerimage-replication/versions/default.yaml?ref=release/1.4.0&depth=1 | ||
| parameters: | ||
| - name: eks-version | ||
| value: "1.25" | ||
| # valueFrom: | ||
| # envVariable: GLOBAL_EKS_VERSION |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,36 @@ | ||
| name: training | ||
| path: modules/ml-training/k8s-managed | ||
|
There was a problem hiding this comment. @a13zen also here...we will need to change from local path after pr is merged |
||
| parameters: | ||
| - name: eks-cluster-name | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: core | ||
| name: eks | ||
| key: EksClusterName | ||
| - name: eks-oidc-arn | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: core | ||
| name: eks | ||
| key: EksOidcArn | ||
| - name: eks-cluster-admin-role-arn | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: core | ||
| name: eks | ||
| key: EksClusterMasterRoleArn | ||
| - name: pvc-name | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: integration | ||
| name: lustre-on-eks | ||
| key: PersistentVolumeClaimName | ||
| - name: training-namespace-name | ||
| valueFrom: | ||
| parameterValue: trainingNamespaceName | ||
| - name: training-image-uri | ||
| valueFrom: | ||
| moduleMetadata: | ||
| group: images | ||
| name: mnist | ||
| key: ImageUri | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,3 @@ | ||
| aws-cdk-lib==2.128.0 | ||
| cdk-nag==2.28.39 | ||
| constructs==10.3.0 |
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@a13zen you will have to change this local path ref at some time...I guess once the PR is merged?