From 4e09a578004a65bbd7abd3ef94fc17a136529848 Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Wed, 14 Aug 2024 19:43:00 -0500 Subject: [PATCH 01/15] feat: Add image caching EC2 builder instance --- patterns/ml-container-cache/README.md | 256 ++++++++++++++++++ .../ml-container-cache/cache-builder/ec2.tf | 109 ++++++++ .../ml-container-cache/cache-builder/main.tf | 65 +++++ patterns/ml-container-cache/eks.tf | 63 +++++ patterns/ml-container-cache/helm.tf | 27 ++ patterns/ml-container-cache/main.tf | 102 +++++++ 6 files changed, 622 insertions(+) create mode 100644 patterns/ml-container-cache/README.md create mode 100644 patterns/ml-container-cache/cache-builder/ec2.tf create mode 100644 patterns/ml-container-cache/cache-builder/main.tf create mode 100644 patterns/ml-container-cache/eks.tf create mode 100644 patterns/ml-container-cache/helm.tf create mode 100644 patterns/ml-container-cache/main.tf diff --git a/patterns/ml-container-cache/README.md b/patterns/ml-container-cache/README.md new file mode 100644 index 0000000000..f8f92bbf9e --- /dev/null +++ b/patterns/ml-container-cache/README.md @@ -0,0 +1,256 @@ +# EKS Cluster w/ NVIDIA GPUs and EFA for Machine Learning + +This pattern demonstrates an Amazon EKS Cluster with an EFA-enabled nodegroup that utilizes `p5.48xlarge` instances with H100 NVIDIA GPUs used in distributed, multi-node machine learning. + +The following components are demonstrated in this pattern: + +- A "default" node group that supports addons and components that do not require GPUs nor EFA devices. Any pods that do not tolerate the taints of the GPU node group will be scheduled on instances within this node group. +- A node group of `p5.48xlarge` instances with + - all x32 [EFA network interfaces](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/efa.html) enabled + - provisioned within a placement group so that the instances are provisioned close to one another in a single availability zone that supports the instance type. + - a common NVIDIA taint of `"nvidia.com/gpu:NoSchedule"` to ensure only the intended applications are allowed to run on the nodes created + - two labels to identify that this nodegroup supports NVIDIA GPUs and EFA devices and allow pods to use node selectors with these labels + - the NVME instance store volumes are mounted in a RAID-0 array to provide a single, large, high-performance storage volume for the GPU workloads + - kubelet and containerd are configured to utilize the RAID-0 volume, allowing kubelet to discover the additional storage as ephemeral storage that can be utilized by pods +- A Helm chart deployment for the [NVIDIA device plugin](https://github.com/NVIDIA/k8s-device-plugin) to expose and mount the GPUs provided by the instances to the pods that request them +- A Helm chart deployment for the EFA device plugin to expose and mount the EFA network interfaces provided by the instances to the pods that request them. Since the EFA network interfaces are only found on the instances that provide NVIDIA GPUs in this pattern, we do not apply an additional taint for the EFA network interfaces to avoid over-constraining. + +## Code + +```terraform hl_lines="24-26 32-67" +{% include "../../patterns/nvidia-gpu-efa/eks.tf" %} +``` + +```terraform hl_lines="5-47" +{% include "../../patterns/nvidia-gpu-efa/helm.tf" %} +``` + +## Deploy + +See [here](https://aws-ia.github.io/terraform-aws-eks-blueprints/getting-started/#prerequisites) for the prerequisites and steps to deploy this pattern. + +## Validate + +!!! note + + Desired instance type can be specified in [eks.tf](eks.tf#L36). + Values shown below will change based on the instance type selected (i.e. - `p5.48xlarge` has 8 GPUs and 32 EFA interfaces). + A list of EFA-enabled instance types is available [here](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/efa.html#efa-instance-types). + If you are using an on-demand capacity reservation (ODCR) for your instance type, please uncomment the `capacity_reservation_specification` block in `eks.tf` + and specify a capacity_reservation_id. Please ensure that the region and availability zone of your ODCR match the ones used in `main.tf`. + +1. List the nodes and their instance type: + + ```sh + kubectl get nodes -L node.kubernetes.io/instance-type + ``` + + ```text + NAME STATUS ROLES AGE VERSION INSTANCE-TYPE + ip-10-0-1-16.us-east-2.compute.internal Ready 12h v1.29.3-eks-ae9a62a p5.48xlarge + ip-10-0-12-113.us-east-2.compute.internal Ready 14h v1.29.3-eks-ae9a62a m5.large + ip-10-0-12-201.us-east-2.compute.internal Ready 12h v1.29.3-eks-ae9a62a p5.48xlarge + ip-10-0-46-217.us-east-2.compute.internal Ready 14h v1.29.3-eks-ae9a62a m5.large + + ``` + + You should see two EFA-enabled (in this example `p5.48xlarge`) nodes in the list. + +2. Deploy Kubeflow MPI Operator + + Kubeflow MPI Operator is required for running MPIJobs on EKS. We will use an MPIJob to test EFA. + To deploy the MPI operator execute the following: + + ```sh + kubectl apply -f https://raw.githubusercontent.com/kubeflow/mpi-operator/v0.4.0/deploy/v2beta1/mpi-operator.yaml + ``` + + ```text + namespace/mpi-operator created + customresourcedefinition.apiextensions.k8s.io/mpijobs.kubeflow.org created + serviceaccount/mpi-operator created + clusterrole.rbac.authorization.k8s.io/kubeflow-mpijobs-admin created + clusterrole.rbac.authorization.k8s.io/kubeflow-mpijobs-edit created + clusterrole.rbac.authorization.k8s.io/kubeflow-mpijobs-view created + clusterrole.rbac.authorization.k8s.io/mpi-operator created + clusterrolebinding.rbac.authorization.k8s.io/mpi-operator created + deployment.apps/mpi-operator created + ``` + + In addition to deploying the operator, please apply a patch to the mpi-operator clusterrole + to allow the mpi-operator service account access to `leases` resources in the `coordination.k8s.io` apiGroup. + + ```sh + kubectl apply -f https://raw.githubusercontent.com/aws-samples/aws-do-eks/main/Container-Root/eks/deployment/kubeflow/mpi-operator/clusterrole-mpi-operator.yaml + ``` + + ```text + clusterrole.rbac.authorization.k8s.io/mpi-operator configured + ``` + +3. EFA info test + + This test prints a list of available EFA interfaces by using the `/opt/amazon/efa/bin/fi_info` utility. + The script [generate-efa-info-test.sh](generate-efa-info-test.sh) creates an MPIJob manifest file named `efa-info-test.yaml`. It assumes that there are two cluster nodes with 8 GPU's per node and 32 EFA adapters. If you are not using `p5.48xlarge` instances in your cluster, you may adjust the settings in the script prior to running it. + + `NUM_WORKERS` - number of nodes you want to run the test on + `GPU_PER_WORKER` - number of GPUs available on each node + `EFA_PER_WORKER` - number of EFA interfaces available on each node + + ```sh + ./generate-efa-info-test.sh + ``` + + To start the test apply the generated manifest to the cluster: + + ```sh + kubectl apply -f ./efa-info-test.yaml + ``` + + ```text + mpijob.kubeflow.org/efa-info-test created + ``` + + Observe the pods in the current namespace. You should see a launcher pod and worker pods. + It is normal for the launcher pod to restart a few times until the worker pods are fully running. + + ```sh + watch kubectl get pods + ``` + + ```log + NAME READY STATUS RESTARTS AGE + efa-info-test-launcher-wm8pm 0/1 CrashLoopBackOff 1 (16s ago) 19s + efa-info-test-worker-0 1/1 Running 0 19s + efa-info-test-worker-1 1/1 Running 0 19s + ``` + + ```log + NAME READY STATUS RESTARTS AGE + efa-info-test-launcher-wm8pm 1/1 Running 2 (18s ago) 21s + efa-info-test-worker-0 1/1 Running 0 21s + efa-info-test-worker-1 1/1 Running 0 21s + ``` + + ```log + NAME READY STATUS RESTARTS AGE + efa-info-test-launcher-wm8pm 0/1 Completed 2 5m20s + ``` + + Once the test launcher pod enters status `Running` or `Completed`, + see the test logs using the command below: + + ```sh + kubectl logs -f $(kubectl get pods | grep launcher | cut -d ' ' -f 1) + ``` + + ```log + Warning: Permanently added 'efa-info-test-worker-1.efa-info-test.default.svc' (ED25519) to the list of known hosts. + Warning: Permanently added 'efa-info-test-worker-0.efa-info-test.default.svc' (ED25519) to the list of known hosts. + [1,1]:provider: efa + [1,1]: fabric: efa + [1,1]: domain: rdmap79s0-rdm + [1,1]: version: 120.10 + [1,1]: type: FI_EP_RDM + [1,1]: protocol: FI_PROTO_EFA + + ... + + [1,0]:provider: efa + [1,0]: fabric: efa + [1,0]: domain: rdmap201s0-rdm + [1,0]: version: 120.10 + [1,0]: type: FI_EP_RDM + [1,0]: protocol: FI_PROTO_EFA + ``` + + Finally, remove the job: + + ```sh + kubectl delete -f ./efa-info-test.yaml + ``` + +4. EFA NCCL test + + The EFA NCCL test is used to measure network bandwidth by running the `/opt/nccl-tests/build/all_reduce_perf` utility. + Create an MPIjob manifest by executing the script below: + + ```sh + ./generate-efa-nccl-test.sh + ``` + + This script creates a file named `efa-nccl-test.yaml`. Apply the manifest to start the EFA nccl test. + + ```sh + kubectl apply -f ./efa-nccl-test.yaml + + ```text + mpijob.kubeflow.org/efa-nccl-test created + ``` + + Similarly to the EFA info test, a launcher and worker pods will be created. The launcher pod will be + in CrashLoopBackoff mode until the worker pods enter Running state. + As soon as the launcher pod enters Running state as well, execute the following command to see the test logs: + + ```sh + kubectl logs -f $(kubectl get pods | grep launcher | cut -d ' ' -f 1) + ``` + + ```text + ... + [1,0]:# out-of-place in-place + [1,0]:# size count type redop root time algbw busbw #wrong time algbw busbw #wrong + [1,0]:# (B) (elements) (us) (GB/s) (GB/s) (us) (GB/s) (GB/s) + [1,0]: 0 0 float sum -1 0.13 0.00 0.00 0 0.12 0.00 0.00 0 + [1,0]: 0 0 float sum -1 0.12 0.00 0.00 0 0.12 0.00 0.00 0 + [1,0]: 4 1 float sum -1 65.43 0.00 0.00 0 65.82 0.00 0.00 0 + [1,0]: 8 2 float sum -1 64.86 0.00 0.00 0 65.67 0.00 0.00 0 + [1,0]: 16 4 float sum -1 64.72 0.00 0.00 0 64.83 0.00 0.00 0 + [1,0]: 32 8 float sum -1 65.47 0.00 0.00 0 65.16 0.00 0.00 0 + [1,0]: 64 16 float sum -1 65.34 0.00 0.00 0 65.58 0.00 0.00 0 + [1,0]: 128 32 float sum -1 65.99 0.00 0.00 0 66.28 0.00 0.00 0 + [1,0]: 256 64 float sum -1 75.81 0.00 0.01 0 66.76 0.00 0.01 0 + [1,0]: 512 128 float sum -1 69.43 0.01 0.01 0 67.18 0.01 0.01 0 + [1,0]: 1024 256 float sum -1 82.35 0.01 0.02 0 69.03 0.01 0.03 0 + [1,0]: 2048 512 float sum -1 72.49 0.03 0.05 0 71.37 0.03 0.05 0 + [1,0]: 4096 1024 float sum -1 77.47 0.05 0.10 0 77.42 0.05 0.10 0 + [1,0]: 8192 2048 float sum -1 78.10 0.10 0.20 0 78.01 0.11 0.20 0 + [1,0]: 16384 4096 float sum -1 93.35 0.18 0.33 0 80.11 0.20 0.38 0 + [1,0]: 32768 8192 float sum -1 106.6 0.31 0.58 0 96.22 0.34 0.64 0 + [1,0]: 65536 16384 float sum -1 120.6 0.54 1.02 0 89.06 0.74 1.38 0 + [1,0]: 131072 32768 float sum -1 93.62 1.40 2.62 0 106.3 1.23 2.31 0 + [1,0]: 262144 65536 float sum -1 111.5 2.35 4.41 0 111.6 2.35 4.41 0 + [1,0]: 524288 131072 float sum -1 121.2 4.33 8.11 0 109.9 4.77 8.94 0 + [1,0]: 1048576 262144 float sum -1 119.7 8.76 16.43 0 118.7 8.83 16.56 0 + [1,0]: 2097152 524288 float sum -1 143.9 14.58 27.33 0 144.2 14.55 27.28 0 + [1,0]: 4194304 1048576 float sum -1 163.7 25.62 48.03 0 163.6 25.64 48.08 0 + [1,0]: 8388608 2097152 float sum -1 195.3 42.95 80.54 0 194.9 43.03 80.69 0 + [1,0]: 16777216 4194304 float sum -1 278.6 60.22 112.91 0 279.9 59.94 112.38 0 + [1,0]: 33554432 8388608 float sum -1 459.7 73.00 136.87 0 433.9 77.34 145.01 0 + [1,0]: 67108864 16777216 float sum -1 587.2 114.29 214.29 0 587.1 114.31 214.34 0 + [1,0]: 134217728 33554432 float sum -1 926.6 144.85 271.60 0 851.5 157.63 295.55 0 + [1,0]: 268435456 67108864 float sum -1 1497.8 179.22 336.03 0 1496.0 179.44 336.45 0 + [1,0]: 536870912 134217728 float sum -1 2558.6 209.83 393.42 0 2560.8 209.65 393.10 0 + [1,0]: 1073741824 268435456 float sum -1 4553.6 235.80 442.13 0 4553.0 235.83 442.19 0 + [1,0]: 2147483648 536870912 float sum -1 9062.5 236.96 444.31 0 9060.4 237.02 444.41 0 + [1,0]:# Out of bounds values : 0 OK + [1,0]:# Avg bus bandwidth : 79.9352 + [1,0]:# + ``` + + Columns 9 and 13 in the output table show the in-place and out-of-place bus bandwidth calculated for the data size listed in column 2. + In this case it is at maximum 444.31 and 444.41 GB/s respectively. + Your actual results may be slightly different. The calculated average bus bandwidth is displayed at the end of the log. + In this test run the average bus bandwidth was 79.9352 GB/s. + + Lastly, delete the MPIJob: + + ```sh + kubectl delete -f ./efa-nccl-test.yaml + ``` + +## Destroy + +{% + include-markdown "../../docs/_partials/destroy.md" +%} diff --git a/patterns/ml-container-cache/cache-builder/ec2.tf b/patterns/ml-container-cache/cache-builder/ec2.tf new file mode 100644 index 0000000000..af8ed7e0dc --- /dev/null +++ b/patterns/ml-container-cache/cache-builder/ec2.tf @@ -0,0 +1,109 @@ +# Using the EKS AMI allows us to use ctr to pull images +data "aws_ssm_parameter" "eks_ami" { + name = "/aws/service/eks/optimized-ami/1.30/amazon-linux-2/recommended/image_id" +} + +################################################################################ +# Pre-Requisites +################################################################################ + +module "ec2" { + source = "terraform-aws-modules/ec2-instance/aws" + version = "~> 5.5" + + name = local.name + + ami = data.aws_ssm_parameter.eks_ami.value + + create_iam_instance_profile = true + iam_role_policies = { + AmazonEC2ContainerRegistryReadOnly = "arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly" + # Optional - to access instance via SSM + AmazonSSMManagedInstanceCore = "arn:aws:iam::aws:policy/AmazonSSMManagedInstanceCore" + } + + instance_type = "m5n.large" + + user_data_replace_on_change = true + user_data = <<-EOT + #!/usr/bin/env bash + + # Increase the partition size for the root volume + growpart /dev/nvme0n1 1 + + # Create & mount the filesystem for the 2nd volume + mkfs -t xfs /dev/xvdb + mkdir /cache + mount /dev/xvdb /cache + + mkdir -p /cache/var/lib/containerd + mkdir -p /cache/var/lib/kubelet + + # Get ECR credentials to pull images (if needed) + ECR_PASSWORD=$(aws ecr get-login-password --region "${local.region}") + if [[ -z $${ECR_PASSWORD} ]]; then + echo >&2 "Unable to retrieve the ECR password. Image pull may not be properly authenticated." + fi + + # containerd needs to be running to pull images + systemctl restart containerd + + export CONTAINER_RUNTIME_ENDPOINT=unix:///run/containerd/containerd.sock + exportIMAGE_SERVICE_ENDPOINT=unix:///run/containerd/containerd.sock + + # crictl pull --creds "AWS:$${ECR_PASSWORD}" "" + + # Images pulled for example are in public repositories, no auth requried + crictl pull nvcr.io/nvidia/k8s-device-plugin:v0.16.2 # 120 Mb + crictl pull nvcr.io/nvidia/k8s/dcgm-exporter:3.3.7-3.5.0-ubuntu22.04 # 629 Mb + crictl pull nvcr.io/nvidia/pytorch:24.07-py3 # 9.3 Gb + crictl pull nvcr.io/nvidia/tritonserver:24.07-vllm-python-py3 # 12.6 Gb + + yum install rsync -y + rsync /var/lib/containerd/ /cache/var/lib/containerd/ + rsync /var/lib/kubelet/ /cache/var/lib/kubelet/ + EOT + + root_block_device = [ + # Need to increase root volume for pulling images + { + volume_type = "gp3" + volume_size = 256 + }, + ] + + ebs_block_device = [ + # Volume that will contain cached container images + { + device_name = "/dev/xvdb" + volume_size = 256 + volume_type = "gp3" + delete_on_termination = false + } + ] + + vpc_security_group_ids = [module.security_group.security_group_id] + subnet_id = one(module.vpc.public_subnets) + associate_public_ip_address = true + + tags = local.tags +} + +module "security_group" { + source = "terraform-aws-modules/security-group/aws" + version = "~> 5.0" + + name = local.name + vpc_id = module.vpc.vpc_id + + egress_with_cidr_blocks = [ + { + from_port = 0 + to_port = 0 + protocol = "-1" + cidr_blocks = "0.0.0.0/0" + }, + ] + + tags = local.tags +} diff --git a/patterns/ml-container-cache/cache-builder/main.tf b/patterns/ml-container-cache/cache-builder/main.tf new file mode 100644 index 0000000000..40679be396 --- /dev/null +++ b/patterns/ml-container-cache/cache-builder/main.tf @@ -0,0 +1,65 @@ +terraform { + required_version = ">= 1.3" + + required_providers { + aws = { + source = "hashicorp/aws" + version = ">= 5.34" + } + } + + # ## Used for end-to-end testing on project; update to suit your needs + # backend "s3" { + # bucket = "terraform-ssp-github-actions-state" + # region = "us-west-2" + # key = "e2e/ml-container-cache-build/terraform.tfstate" + # } +} + +provider "aws" { + region = local.region +} + +################################################################################ +# Common data/locals +################################################################################ + +data "aws_availability_zones" "available" { + # Do not include local zones + filter { + name = "opt-in-status" + values = ["opt-in-not-required"] + } +} + +locals { + name = basename(path.cwd) + region = "us-west-2" + + vpc_cidr = "10.0.0.0/16" + azs = slice(data.aws_availability_zones.available.names, 0, 1) + + tags = { + Blueprint = "ml-container-cache/${local.name}" + GithubRepo = "github.com/aws-ia/terraform-aws-eks-blueprints" + } +} + +################################################################################ +# Supporting Resources +################################################################################ + +module "vpc" { + source = "terraform-aws-modules/vpc/aws" + version = "~> 5.0" + + name = local.name + cidr = local.vpc_cidr + + azs = local.azs + public_subnets = [for k, v in local.azs : cidrsubnet(local.vpc_cidr, 8, k + 48)] + + enable_nat_gateway = false + + tags = local.tags +} diff --git a/patterns/ml-container-cache/eks.tf b/patterns/ml-container-cache/eks.tf new file mode 100644 index 0000000000..6f9eb1b91d --- /dev/null +++ b/patterns/ml-container-cache/eks.tf @@ -0,0 +1,63 @@ +################################################################################ +# Cluster +################################################################################ + +module "eks" { + source = "terraform-aws-modules/eks/aws" + version = "~> 20.17" + + cluster_name = local.name + cluster_version = "1.30" + + # Give the Terraform identity admin access to the cluster + # which will allow it to deploy resources into the cluster + enable_cluster_creator_admin_permissions = true + cluster_endpoint_public_access = true + + cluster_addons = { + coredns = {} + eks-pod-identity-agent = {} + kube-proxy = {} + vpc-cni = {} + } + + vpc_id = module.vpc.vpc_id + subnet_ids = module.vpc.private_subnets + + eks_managed_node_groups = { + gpu = { + # The EKS AL2 GPU AMI provides all of the necessary components + # for accelerated workloads w/ EFA + ami_type = "AL2_x86_64_GPU" + instance_types = ["p5.48xlarge"] + + min_size = 1 + max_size = 1 + desired_size = 1 + + labels = { + "nvidia.com/gpu.present" = "true" + } + + taints = { + # Ensure only GPU workloads are scheduled on this node group + gpu = { + key = "nvidia.com/gpu" + value = "true" + effect = "NO_SCHEDULE" + } + } + } + + # This node group is for core addons such as CoreDNS + default = { + instance_types = ["m5.large"] + + min_size = 1 + max_size = 2 + desired_size = 2 + } + } + + tags = local.tags +} diff --git a/patterns/ml-container-cache/helm.tf b/patterns/ml-container-cache/helm.tf new file mode 100644 index 0000000000..ab7f60e2dc --- /dev/null +++ b/patterns/ml-container-cache/helm.tf @@ -0,0 +1,27 @@ +################################################################################ +# Helm charts +################################################################################ + +resource "helm_release" "nvidia_device_plugin" { + name = "nvidia-device-plugin" + repository = "https://nvidia.github.io/k8s-device-plugin" + chart = "nvidia-device-plugin" + version = "0.14.5" + namespace = "nvidia-device-plugin" + create_namespace = true + wait = false + + values = [ + <<-EOT + affinity: + nodeAffinity: + requiredDuringSchedulingIgnoredDuringExecution: + nodeSelectorTerms: + - matchExpressions: + - key: 'nvidia.com/gpu.present' + operator: In + values: + - 'true' + EOT + ] +} diff --git a/patterns/ml-container-cache/main.tf b/patterns/ml-container-cache/main.tf new file mode 100644 index 0000000000..497b3837b6 --- /dev/null +++ b/patterns/ml-container-cache/main.tf @@ -0,0 +1,102 @@ +terraform { + required_version = ">= 1.3" + + required_providers { + aws = { + source = "hashicorp/aws" + version = ">= 5.34" + } + helm = { + source = "hashicorp/helm" + version = ">= 2.9" + } + } + + # ## Used for end-to-end testing on project; update to suit your needs + # backend "s3" { + # bucket = "terraform-ssp-github-actions-state" + # region = "us-west-2" + # key = "e2e/ml-container-cache/terraform.tfstate" + # } +} + +provider "aws" { + region = local.region +} + +provider "helm" { + kubernetes { + host = module.eks.cluster_endpoint + cluster_ca_certificate = base64decode(module.eks.cluster_certificate_authority_data) + + exec { + api_version = "client.authentication.k8s.io/v1beta1" + command = "aws" + # This requires the awscli to be installed locally where Terraform is executed + args = ["eks", "get-token", "--cluster-name", module.eks.cluster_name] + } + } +} + +################################################################################ +# Common data/locals +################################################################################ + +data "aws_availability_zones" "available" { + # Do not include local zones + filter { + name = "opt-in-status" + values = ["opt-in-not-required"] + } +} + +locals { + name = basename(path.cwd) + region = "us-west-2" + + vpc_cidr = "10.0.0.0/16" + azs = slice(data.aws_availability_zones.available.names, 0, 3) + + tags = { + Blueprint = local.name + GithubRepo = "github.com/aws-ia/terraform-aws-eks-blueprints" + } +} + +################################################################################ +# Output +################################################################################ + +output "configure_kubectl" { + description = "Configure kubectl: make sure you're logged in with the correct AWS profile and run the following command to update your kubeconfig" + value = "aws eks --region ${local.region} update-kubeconfig --name ${module.eks.cluster_name}" +} + +################################################################################ +# Supporting Resources +################################################################################ + +module "vpc" { + source = "terraform-aws-modules/vpc/aws" + version = "~> 5.0" + + name = local.name + cidr = local.vpc_cidr + + azs = local.azs + private_subnets = [for k, v in local.azs : cidrsubnet(local.vpc_cidr, 4, k)] + public_subnets = [for k, v in local.azs : cidrsubnet(local.vpc_cidr, 8, k + 48)] + + enable_nat_gateway = true + single_nat_gateway = true + + public_subnet_tags = { + "kubernetes.io/role/elb" = 1 + } + + private_subnet_tags = { + "kubernetes.io/role/internal-elb" = 1 + } + + tags = local.tags +} From 1c540befcd9162c5fd672d6570cc02665bacdc91 Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Wed, 14 Aug 2024 21:49:01 -0500 Subject: [PATCH 02/15] fix: Correct rsync command from root --- patterns/ml-container-cache/cache-builder/ec2.tf | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/patterns/ml-container-cache/cache-builder/ec2.tf b/patterns/ml-container-cache/cache-builder/ec2.tf index af8ed7e0dc..4622f21f37 100644 --- a/patterns/ml-container-cache/cache-builder/ec2.tf +++ b/patterns/ml-container-cache/cache-builder/ec2.tf @@ -60,15 +60,15 @@ module "ec2" { crictl pull nvcr.io/nvidia/tritonserver:24.07-vllm-python-py3 # 12.6 Gb yum install rsync -y - rsync /var/lib/containerd/ /cache/var/lib/containerd/ - rsync /var/lib/kubelet/ /cache/var/lib/kubelet/ + cd / && rsync -a /var/lib/containerd/ /cache/var/lib/containerd + cd / && rsync -a /var/lib/kubelet/ /cache/var/lib/kubelet EOT root_block_device = [ # Need to increase root volume for pulling images { - volume_type = "gp3" volume_size = 256 + volume_type = "gp3" }, ] From 251fe9423cdab6e78ac2073f38bea79217ca4b1a Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Wed, 14 Aug 2024 21:52:25 -0500 Subject: [PATCH 03/15] chore: Clean up README, to be updated --- patterns/ml-container-cache/README.md | 239 +------------------------- 1 file changed, 5 insertions(+), 234 deletions(-) diff --git a/patterns/ml-container-cache/README.md b/patterns/ml-container-cache/README.md index f8f92bbf9e..3856f4866b 100644 --- a/patterns/ml-container-cache/README.md +++ b/patterns/ml-container-cache/README.md @@ -1,28 +1,15 @@ -# EKS Cluster w/ NVIDIA GPUs and EFA for Machine Learning +# EKS Cluster w/ Cached ML Images -This pattern demonstrates an Amazon EKS Cluster with an EFA-enabled nodegroup that utilizes `p5.48xlarge` instances with H100 NVIDIA GPUs used in distributed, multi-node machine learning. +TODO The following components are demonstrated in this pattern: -- A "default" node group that supports addons and components that do not require GPUs nor EFA devices. Any pods that do not tolerate the taints of the GPU node group will be scheduled on instances within this node group. -- A node group of `p5.48xlarge` instances with - - all x32 [EFA network interfaces](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/efa.html) enabled - - provisioned within a placement group so that the instances are provisioned close to one another in a single availability zone that supports the instance type. - - a common NVIDIA taint of `"nvidia.com/gpu:NoSchedule"` to ensure only the intended applications are allowed to run on the nodes created - - two labels to identify that this nodegroup supports NVIDIA GPUs and EFA devices and allow pods to use node selectors with these labels - - the NVME instance store volumes are mounted in a RAID-0 array to provide a single, large, high-performance storage volume for the GPU workloads - - kubelet and containerd are configured to utilize the RAID-0 volume, allowing kubelet to discover the additional storage as ephemeral storage that can be utilized by pods -- A Helm chart deployment for the [NVIDIA device plugin](https://github.com/NVIDIA/k8s-device-plugin) to expose and mount the GPUs provided by the instances to the pods that request them -- A Helm chart deployment for the EFA device plugin to expose and mount the EFA network interfaces provided by the instances to the pods that request them. Since the EFA network interfaces are only found on the instances that provide NVIDIA GPUs in this pattern, we do not apply an additional taint for the EFA network interfaces to avoid over-constraining. +- TODO ## Code ```terraform hl_lines="24-26 32-67" -{% include "../../patterns/nvidia-gpu-efa/eks.tf" %} -``` - -```terraform hl_lines="5-47" -{% include "../../patterns/nvidia-gpu-efa/helm.tf" %} +{% include "../../patterns/ml-container-cache/eks.tf" %} ``` ## Deploy @@ -31,223 +18,7 @@ See [here](https://aws-ia.github.io/terraform-aws-eks-blueprints/getting-started ## Validate -!!! note - - Desired instance type can be specified in [eks.tf](eks.tf#L36). - Values shown below will change based on the instance type selected (i.e. - `p5.48xlarge` has 8 GPUs and 32 EFA interfaces). - A list of EFA-enabled instance types is available [here](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/efa.html#efa-instance-types). - If you are using an on-demand capacity reservation (ODCR) for your instance type, please uncomment the `capacity_reservation_specification` block in `eks.tf` - and specify a capacity_reservation_id. Please ensure that the region and availability zone of your ODCR match the ones used in `main.tf`. - -1. List the nodes and their instance type: - - ```sh - kubectl get nodes -L node.kubernetes.io/instance-type - ``` - - ```text - NAME STATUS ROLES AGE VERSION INSTANCE-TYPE - ip-10-0-1-16.us-east-2.compute.internal Ready 12h v1.29.3-eks-ae9a62a p5.48xlarge - ip-10-0-12-113.us-east-2.compute.internal Ready 14h v1.29.3-eks-ae9a62a m5.large - ip-10-0-12-201.us-east-2.compute.internal Ready 12h v1.29.3-eks-ae9a62a p5.48xlarge - ip-10-0-46-217.us-east-2.compute.internal Ready 14h v1.29.3-eks-ae9a62a m5.large - - ``` - - You should see two EFA-enabled (in this example `p5.48xlarge`) nodes in the list. - -2. Deploy Kubeflow MPI Operator - - Kubeflow MPI Operator is required for running MPIJobs on EKS. We will use an MPIJob to test EFA. - To deploy the MPI operator execute the following: - - ```sh - kubectl apply -f https://raw.githubusercontent.com/kubeflow/mpi-operator/v0.4.0/deploy/v2beta1/mpi-operator.yaml - ``` - - ```text - namespace/mpi-operator created - customresourcedefinition.apiextensions.k8s.io/mpijobs.kubeflow.org created - serviceaccount/mpi-operator created - clusterrole.rbac.authorization.k8s.io/kubeflow-mpijobs-admin created - clusterrole.rbac.authorization.k8s.io/kubeflow-mpijobs-edit created - clusterrole.rbac.authorization.k8s.io/kubeflow-mpijobs-view created - clusterrole.rbac.authorization.k8s.io/mpi-operator created - clusterrolebinding.rbac.authorization.k8s.io/mpi-operator created - deployment.apps/mpi-operator created - ``` - - In addition to deploying the operator, please apply a patch to the mpi-operator clusterrole - to allow the mpi-operator service account access to `leases` resources in the `coordination.k8s.io` apiGroup. - - ```sh - kubectl apply -f https://raw.githubusercontent.com/aws-samples/aws-do-eks/main/Container-Root/eks/deployment/kubeflow/mpi-operator/clusterrole-mpi-operator.yaml - ``` - - ```text - clusterrole.rbac.authorization.k8s.io/mpi-operator configured - ``` - -3. EFA info test - - This test prints a list of available EFA interfaces by using the `/opt/amazon/efa/bin/fi_info` utility. - The script [generate-efa-info-test.sh](generate-efa-info-test.sh) creates an MPIJob manifest file named `efa-info-test.yaml`. It assumes that there are two cluster nodes with 8 GPU's per node and 32 EFA adapters. If you are not using `p5.48xlarge` instances in your cluster, you may adjust the settings in the script prior to running it. - - `NUM_WORKERS` - number of nodes you want to run the test on - `GPU_PER_WORKER` - number of GPUs available on each node - `EFA_PER_WORKER` - number of EFA interfaces available on each node - - ```sh - ./generate-efa-info-test.sh - ``` - - To start the test apply the generated manifest to the cluster: - - ```sh - kubectl apply -f ./efa-info-test.yaml - ``` - - ```text - mpijob.kubeflow.org/efa-info-test created - ``` - - Observe the pods in the current namespace. You should see a launcher pod and worker pods. - It is normal for the launcher pod to restart a few times until the worker pods are fully running. - - ```sh - watch kubectl get pods - ``` - - ```log - NAME READY STATUS RESTARTS AGE - efa-info-test-launcher-wm8pm 0/1 CrashLoopBackOff 1 (16s ago) 19s - efa-info-test-worker-0 1/1 Running 0 19s - efa-info-test-worker-1 1/1 Running 0 19s - ``` - - ```log - NAME READY STATUS RESTARTS AGE - efa-info-test-launcher-wm8pm 1/1 Running 2 (18s ago) 21s - efa-info-test-worker-0 1/1 Running 0 21s - efa-info-test-worker-1 1/1 Running 0 21s - ``` - - ```log - NAME READY STATUS RESTARTS AGE - efa-info-test-launcher-wm8pm 0/1 Completed 2 5m20s - ``` - - Once the test launcher pod enters status `Running` or `Completed`, - see the test logs using the command below: - - ```sh - kubectl logs -f $(kubectl get pods | grep launcher | cut -d ' ' -f 1) - ``` - - ```log - Warning: Permanently added 'efa-info-test-worker-1.efa-info-test.default.svc' (ED25519) to the list of known hosts. - Warning: Permanently added 'efa-info-test-worker-0.efa-info-test.default.svc' (ED25519) to the list of known hosts. - [1,1]:provider: efa - [1,1]: fabric: efa - [1,1]: domain: rdmap79s0-rdm - [1,1]: version: 120.10 - [1,1]: type: FI_EP_RDM - [1,1]: protocol: FI_PROTO_EFA - - ... - - [1,0]:provider: efa - [1,0]: fabric: efa - [1,0]: domain: rdmap201s0-rdm - [1,0]: version: 120.10 - [1,0]: type: FI_EP_RDM - [1,0]: protocol: FI_PROTO_EFA - ``` - - Finally, remove the job: - - ```sh - kubectl delete -f ./efa-info-test.yaml - ``` - -4. EFA NCCL test - - The EFA NCCL test is used to measure network bandwidth by running the `/opt/nccl-tests/build/all_reduce_perf` utility. - Create an MPIjob manifest by executing the script below: - - ```sh - ./generate-efa-nccl-test.sh - ``` - - This script creates a file named `efa-nccl-test.yaml`. Apply the manifest to start the EFA nccl test. - - ```sh - kubectl apply -f ./efa-nccl-test.yaml - - ```text - mpijob.kubeflow.org/efa-nccl-test created - ``` - - Similarly to the EFA info test, a launcher and worker pods will be created. The launcher pod will be - in CrashLoopBackoff mode until the worker pods enter Running state. - As soon as the launcher pod enters Running state as well, execute the following command to see the test logs: - - ```sh - kubectl logs -f $(kubectl get pods | grep launcher | cut -d ' ' -f 1) - ``` - - ```text - ... - [1,0]:# out-of-place in-place - [1,0]:# size count type redop root time algbw busbw #wrong time algbw busbw #wrong - [1,0]:# (B) (elements) (us) (GB/s) (GB/s) (us) (GB/s) (GB/s) - [1,0]: 0 0 float sum -1 0.13 0.00 0.00 0 0.12 0.00 0.00 0 - [1,0]: 0 0 float sum -1 0.12 0.00 0.00 0 0.12 0.00 0.00 0 - [1,0]: 4 1 float sum -1 65.43 0.00 0.00 0 65.82 0.00 0.00 0 - [1,0]: 8 2 float sum -1 64.86 0.00 0.00 0 65.67 0.00 0.00 0 - [1,0]: 16 4 float sum -1 64.72 0.00 0.00 0 64.83 0.00 0.00 0 - [1,0]: 32 8 float sum -1 65.47 0.00 0.00 0 65.16 0.00 0.00 0 - [1,0]: 64 16 float sum -1 65.34 0.00 0.00 0 65.58 0.00 0.00 0 - [1,0]: 128 32 float sum -1 65.99 0.00 0.00 0 66.28 0.00 0.00 0 - [1,0]: 256 64 float sum -1 75.81 0.00 0.01 0 66.76 0.00 0.01 0 - [1,0]: 512 128 float sum -1 69.43 0.01 0.01 0 67.18 0.01 0.01 0 - [1,0]: 1024 256 float sum -1 82.35 0.01 0.02 0 69.03 0.01 0.03 0 - [1,0]: 2048 512 float sum -1 72.49 0.03 0.05 0 71.37 0.03 0.05 0 - [1,0]: 4096 1024 float sum -1 77.47 0.05 0.10 0 77.42 0.05 0.10 0 - [1,0]: 8192 2048 float sum -1 78.10 0.10 0.20 0 78.01 0.11 0.20 0 - [1,0]: 16384 4096 float sum -1 93.35 0.18 0.33 0 80.11 0.20 0.38 0 - [1,0]: 32768 8192 float sum -1 106.6 0.31 0.58 0 96.22 0.34 0.64 0 - [1,0]: 65536 16384 float sum -1 120.6 0.54 1.02 0 89.06 0.74 1.38 0 - [1,0]: 131072 32768 float sum -1 93.62 1.40 2.62 0 106.3 1.23 2.31 0 - [1,0]: 262144 65536 float sum -1 111.5 2.35 4.41 0 111.6 2.35 4.41 0 - [1,0]: 524288 131072 float sum -1 121.2 4.33 8.11 0 109.9 4.77 8.94 0 - [1,0]: 1048576 262144 float sum -1 119.7 8.76 16.43 0 118.7 8.83 16.56 0 - [1,0]: 2097152 524288 float sum -1 143.9 14.58 27.33 0 144.2 14.55 27.28 0 - [1,0]: 4194304 1048576 float sum -1 163.7 25.62 48.03 0 163.6 25.64 48.08 0 - [1,0]: 8388608 2097152 float sum -1 195.3 42.95 80.54 0 194.9 43.03 80.69 0 - [1,0]: 16777216 4194304 float sum -1 278.6 60.22 112.91 0 279.9 59.94 112.38 0 - [1,0]: 33554432 8388608 float sum -1 459.7 73.00 136.87 0 433.9 77.34 145.01 0 - [1,0]: 67108864 16777216 float sum -1 587.2 114.29 214.29 0 587.1 114.31 214.34 0 - [1,0]: 134217728 33554432 float sum -1 926.6 144.85 271.60 0 851.5 157.63 295.55 0 - [1,0]: 268435456 67108864 float sum -1 1497.8 179.22 336.03 0 1496.0 179.44 336.45 0 - [1,0]: 536870912 134217728 float sum -1 2558.6 209.83 393.42 0 2560.8 209.65 393.10 0 - [1,0]: 1073741824 268435456 float sum -1 4553.6 235.80 442.13 0 4553.0 235.83 442.19 0 - [1,0]: 2147483648 536870912 float sum -1 9062.5 236.96 444.31 0 9060.4 237.02 444.41 0 - [1,0]:# Out of bounds values : 0 OK - [1,0]:# Avg bus bandwidth : 79.9352 - [1,0]:# - ``` - - Columns 9 and 13 in the output table show the in-place and out-of-place bus bandwidth calculated for the data size listed in column 2. - In this case it is at maximum 444.31 and 444.41 GB/s respectively. - Your actual results may be slightly different. The calculated average bus bandwidth is displayed at the end of the log. - In this test run the average bus bandwidth was 79.9352 GB/s. - - Lastly, delete the MPIJob: - - ```sh - kubectl delete -f ./efa-nccl-test.yaml - ``` +TODO ## Destroy From e788a1e5ea6bbab14d43d2bbb0dae5b0c13f0b8e Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Wed, 14 Aug 2024 22:43:03 -0500 Subject: [PATCH 04/15] chore: Increase resources to reduce image download and sync time --- patterns/ml-container-cache/cache-builder/ec2.tf | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/patterns/ml-container-cache/cache-builder/ec2.tf b/patterns/ml-container-cache/cache-builder/ec2.tf index 4622f21f37..f02f804aa1 100644 --- a/patterns/ml-container-cache/cache-builder/ec2.tf +++ b/patterns/ml-container-cache/cache-builder/ec2.tf @@ -22,7 +22,7 @@ module "ec2" { AmazonSSMManagedInstanceCore = "arn:aws:iam::aws:policy/AmazonSSMManagedInstanceCore" } - instance_type = "m5n.large" + instance_type = "c6in.16xlarge" user_data_replace_on_change = true user_data = <<-EOT @@ -61,7 +61,9 @@ module "ec2" { yum install rsync -y cd / && rsync -a /var/lib/containerd/ /cache/var/lib/containerd + echo 'synced /var/lib/containerd' cd / && rsync -a /var/lib/kubelet/ /cache/var/lib/kubelet + echo 'synced /var/lib/kubelet' EOT root_block_device = [ @@ -69,6 +71,8 @@ module "ec2" { { volume_size = 256 volume_type = "gp3" + iops = 6000 + throughput = 500 }, ] @@ -78,6 +82,8 @@ module "ec2" { device_name = "/dev/xvdb" volume_size = 256 volume_type = "gp3" + iops = 6000 + throughput = 500 delete_on_termination = false } ] From e8567b9a26eb2d92d37e2de7b7d7ac3ab3b38465 Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Thu, 15 Aug 2024 18:52:48 -0500 Subject: [PATCH 05/15] feat: Add state machine to dynamically create volumes --- .../ml-container-cache/cache-builder/ec2.tf | 3 +- .../cache-builder/state_machine.json | 273 ++++++++++++++++++ .../cache-builder/state_machine.tf | 182 ++++++++++++ 3 files changed, 457 insertions(+), 1 deletion(-) create mode 100644 patterns/ml-container-cache/cache-builder/state_machine.json create mode 100644 patterns/ml-container-cache/cache-builder/state_machine.tf diff --git a/patterns/ml-container-cache/cache-builder/ec2.tf b/patterns/ml-container-cache/cache-builder/ec2.tf index f02f804aa1..8a7a1ac08d 100644 --- a/patterns/ml-container-cache/cache-builder/ec2.tf +++ b/patterns/ml-container-cache/cache-builder/ec2.tf @@ -11,7 +11,8 @@ module "ec2" { source = "terraform-aws-modules/ec2-instance/aws" version = "~> 5.5" - name = local.name + name = local.name + create = false ami = data.aws_ssm_parameter.eks_ami.value diff --git a/patterns/ml-container-cache/cache-builder/state_machine.json b/patterns/ml-container-cache/cache-builder/state_machine.json new file mode 100644 index 0000000000..3601692ca4 --- /dev/null +++ b/patterns/ml-container-cache/cache-builder/state_machine.json @@ -0,0 +1,273 @@ +{ + "Comment": "ML container image EBS cache builder", + "StartAt": "Define Defaults", + "States": { + "Define Defaults": { + "Type": "Pass", + "Next": "Apply Defaults", + "ResultPath": "$.InputDefaults", + "Parameters": { + "InstanceType": "c6in.16xlarge", + "Iops": 6000, + "Throughput": 500, + "VolumeSize": 256 + } + }, + "Apply Defaults": { + "Type": "Pass", + "Next": "RunInstance", + "ResultPath": "$.withDefaults", + "OutputPath": "$.withDefaults.args", + "Parameters": { + "args.$": "States.JsonMerge($.InputDefaults, $$.Execution.Input, false)" + } + }, + "RunInstance": { + "Type": "Task", + "Parameters": { + "BlockDeviceMappings": [ + { + "DeviceName": "/dev/xvda", + "Ebs": { + "DeleteOnTermination": true, + "Iops.$": "$.Iops", + "Throughput.$": "$.Throughput", + "VolumeSize.$": "$.VolumeSize", + "VolumeType": "gp3" + } + }, + { + "DeviceName": "/dev/xvdb", + "Ebs": { + "DeleteOnTermination": true, + "Iops.$": "$.Iops", + "Throughput.$": "$.Throughput", + "VolumeSize.$": "$.VolumeSize", + "VolumeType": "gp3" + } + } + ], + "EbsOptimized": true, + "IamInstanceProfile": { + "Arn": "${iam_instance_profile_arn}" + }, + "ImageId": "${ami_id}", + "InstanceType.$": "$.InstanceType", + "MaxCount": 1, + "MinCount": 1, + "MetadataOptions": { + "HttpEndpoint": "enabled", + "HttpPutResponseHopLimit": 2, + "HttpTokens": "required" + }, + "NetworkInterfaces": [ + { + "AssociatePublicIpAddress": true, + "DeviceIndex": 0, + "Groups": [ + "${security_group_id}" + ], + "SubnetId": "${subnet_id}" + } + ], + "UserData": "${base64_encoded_user_data}" + }, + "Resource": "arn:aws:states:::aws-sdk:ec2:runInstances", + "Comment": "Create instance using EKS AMI", + "ResultSelector": { + "Id.$": "$.Instances[0].InstanceId" + }, + "ResultPath": "$.Instance", + "Next": "DescribeInstance" + }, + "DescribeInstance": { + "Type": "Task", + "Parameters": { + "InstanceIds.$": "States.Array($.Instance.Id)" + }, + "Resource": "arn:aws:states:::aws-sdk:ec2:describeInstances", + "ResultSelector": { + "Id.$": "$.Reservations[0].Instances[0]InstanceId", + "State.$": "$.Reservations[0].Instances[0].State.Name" + }, + "ResultPath": "$.Instance", + "Next": "InstanceState" + }, + "InstanceState": { + "Type": "Choice", + "Choices": [ + { + "Variable": "$.Instance.State", + "StringEquals": "running", + "Next": "GetCloudInitStatus" + }, + { + "Or": [ + { + "Variable": "$.Instance.State", + "StringEquals": "shutting-down" + }, + { + "Variable": "$.Instance.State", + "StringEquals": "stopping" + }, + { + "Variable": "$.Instance.State", + "StringEquals": "stopped" + } + ], + "Next": "TerminateInstances" + } + ], + "Default": "WaitForInstanceState" + }, + "WaitForInstanceState": { + "Type": "Wait", + "Seconds": 10, + "Next": "DescribeInstance", + "Comment": "Wait for the instance to be running" + }, + "GetCloudInitStatus": { + "Type": "Task", + "Resource": "arn:aws:states:::aws-sdk:ssm:sendCommand", + "Parameters": { + "DocumentName": "AWS-RunShellScript", + "Parameters": { + "commands": [ + "sudo cloud-init status" + ] + }, + "Targets": [ + { + "Key": "InstanceIds", + "Values.$": "States.Array($.Instance.Id)" + } + ] + }, + "Comment": "Get cloud-init status", + "Next": "GetCloudInitStatusResults", + "Retry": [ + { + "ErrorEquals": [ + "States.ALL" + ], + "BackoffRate": 2, + "IntervalSeconds": 10, + "MaxAttempts": 10, + "JitterStrategy": "FULL" + } + ], + "ResultSelector": { + "Id.$": "$.Command.CommandId" + }, + "ResultPath": "$.Command" + }, + "GetCloudInitStatusResults": { + "Type": "Task", + "Parameters": { + "CommandId.$": "$.Command.Id", + "InstanceId.$": "$.Instance.Id" + }, + "Resource": "arn:aws:states:::aws-sdk:ssm:getCommandInvocation", + "Next": "CommandStatus", + "ResultSelector": { + "Id.$": "$.CommandId", + "Status.$": "$.Status", + "StandardOutputContent.$": "$.StandardOutputContent" + }, + "ResultPath": "$.Command" + }, + "CommandStatus": { + "Type": "Choice", + "Choices": [ + { + "Variable": "$.Command.Status", + "StringEquals": "Success", + "Next": "CloudInitStatus" + } + ], + "Default": "CommandStatusWait" + }, + "CommandStatusWait": { + "Type": "Wait", + "Seconds": 15, + "Next": "GetCloudInitStatusResults" + }, + "CloudInitStatus": { + "Type": "Choice", + "Choices": [ + { + "Variable": "$.Command.StandardOutputContent", + "StringEquals": "status: done\n", + "Next": "DescribeInstances" + }, + { + "Or": [ + { + "Variable": "$.Command.StandardOutputContent", + "StringEquals": "status: running\n" + }, + { + "Variable": "$.Command.StandardOutputContent", + "StringEquals": "status: not started\n" + } + ], + "Next": "CloudInitWait" + } + ], + "Default": "TerminateInstances" + }, + "TerminateInstances": { + "Type": "Task", + "Parameters": { + "InstanceIds.$": "States.Array($.Instance.Id)" + }, + "Resource": "arn:aws:states:::aws-sdk:ec2:terminateInstances", + "End": true + }, + "DescribeInstances": { + "Type": "Task", + "Parameters": { + "InstanceIds.$": "States.Array($.Instance.Id)" + }, + "Resource": "arn:aws:states:::aws-sdk:ec2:describeInstances", + "Comment": "Get volume ID to snapshot", + "Next": "CreateSnapshot", + "ResultSelector": { + "Id.$": "$.Reservations[0].Instances[0]InstanceId", + "State.$": "$.Reservations[0].Instances[0].State.Name", + "VolumeId.$": "$.Reservations[0].Instances[0].BlockDeviceMappings[1].Ebs.VolumeId" + }, + "ResultPath": "$.Instance" + }, + "CreateSnapshot": { + "Type": "Task", + "Parameters": { + "VolumeId.$": "$.Instance.VolumeId" + }, + "Resource": "arn:aws:states:::aws-sdk:ec2:createSnapshot", + "Comment": "Create snapshot of cache volume", + "Next": "UpdateSnapshotSsmParameter", + "ResultSelector": { + "Id.$": "$.SnapshotId" + }, + "ResultPath": "$.Snapshot" + }, + "UpdateSnapshotSsmParameter": { + "Type": "Task", + "Parameters": { + "Name": "${ssm_parameter_name}", + "Value.$": "$.Snapshot.Id" + }, + "Resource": "arn:aws:states:::aws-sdk:ssm:putParameter", + "End": true, + "Comment": "Update SSM parameter with new snapshot ID" + }, + "CloudInitWait": { + "Type": "Wait", + "Seconds": 60, + "Next": "GetCloudInitStatus", + "Comment": "Wait for cloud-init status to return 'done'" + } + } +} \ No newline at end of file diff --git a/patterns/ml-container-cache/cache-builder/state_machine.tf b/patterns/ml-container-cache/cache-builder/state_machine.tf new file mode 100644 index 0000000000..7922db9bab --- /dev/null +++ b/patterns/ml-container-cache/cache-builder/state_machine.tf @@ -0,0 +1,182 @@ +locals { + user_data = <<-EOT + #!/usr/bin/env bash + + # Increase the partition size for the root volume + growpart /dev/nvme0n1 1 + + # Create & mount the filesystem for the 2nd volume + mkfs -t xfs /dev/xvdb + mkdir /cache + mount /dev/xvdb /cache + + mkdir -p /cache/var/lib/containerd + mkdir -p /cache/var/lib/kubelet + + # Get ECR credentials to pull images (if needed) + ECR_PASSWORD=$(aws ecr get-login-password --region "${local.region}") + if [[ -z $${ECR_PASSWORD} ]]; then + echo >&2 "Unable to retrieve the ECR password. Image pull may not be properly authenticated." + fi + + # containerd needs to be running to pull images + systemctl restart containerd + + export CONTAINER_RUNTIME_ENDPOINT=unix:///run/containerd/containerd.sock + exportIMAGE_SERVICE_ENDPOINT=unix:///run/containerd/containerd.sock + + # crictl pull --creds "AWS:$${ECR_PASSWORD}" "" + + # Images pulled for example are in public repositories, no auth requried + crictl pull nvcr.io/nvidia/k8s-device-plugin:v0.16.2 # 120 Mb + crictl pull nvcr.io/nvidia/k8s/dcgm-exporter:3.3.7-3.5.0-ubuntu22.04 # 629 Mb + crictl pull nvcr.io/nvidia/pytorch:24.07-py3 # 9.3 Gb + crictl pull nvcr.io/nvidia/tritonserver:24.07-vllm-python-py3 # 12.6 Gb + + yum install rsync -y + cd / && rsync -a /var/lib/containerd/ /cache/var/lib/containerd + echo 'synced /var/lib/containerd' + cd / && rsync -a /var/lib/kubelet/ /cache/var/lib/kubelet + echo 'synced /var/lib/kubelet' + EOT +} + + +################################################################################ +# State Machine +################################################################################ + +module "state_machine" { + source = "terraform-aws-modules/step-functions/aws" + version = "~> 4.2" + + name = local.name + definition = templatefile("${path.module}/state_machine.json", { + ami_id = data.aws_ssm_parameter.eks_ami.value + base64_encoded_user_data = base64encode(local.user_data) + iam_instance_profile_arn = aws_iam_instance_profile.ec2.arn + security_group_id = module.security_group.security_group_id + subnet_id = one(module.vpc.public_subnets) + ssm_parameter_name = aws_ssm_parameter.snapshot_id.name + }) + + attach_policy_json = true + policy_json = data.aws_iam_policy_document.state_machine.json + + tags = local.tags +} + +data "aws_iam_policy_document" "state_machine" { + statement { + sid = "SSMGetParameter" + actions = ["ssm:GetParameter"] + resources = [ + # EKS SSM param + "arn:aws:ssm:${local.region}::parameter/aws/service/eks/optimized-ami/*", + ] + } + + statement { + sid = "PassRole" + actions = ["iam:PassRole"] + resources = [aws_iam_role.ec2.arn] + } + + statement { + sid = "Instance" + actions = [ + "ec2:RunInstances", + "ec2:TerminateInstances", + "ec2:CreateSnapshot", + ] + resources = [ + "arn:aws:ec2:*::image/*", + "arn:aws:ec2:*::snapshot/*", + "arn:aws:ec2:*:*:security-group/*", + "arn:aws:ec2:*:*:subnet/*", + "arn:aws:ec2:*:*:instance/*", + "arn:aws:ec2:*:*:volume/*", + "arn:aws:ec2:*:*:network-interface/*", + ] + } + + statement { + sid = "DescribeInstance" + actions = ["ec2:DescribeInstances"] + resources = ["*"] + } + + statement { + sid = "SendSSMCaommand" + actions = [ + "ssm:SendCommand", + "ssm:GetCommandInvocation", + ] + resources = ["*"] + } + + statement { + sid = "SSMPutParameter" + actions = ["ssm:PutParameter"] + resources = [ + aws_ssm_parameter.snapshot_id.arn, + ] + } +} + +################################################################################ +# Instance IAM Role & Profile +################################################################################ + +data "aws_iam_policy_document" "ec2_assume_role" { + statement { + sid = "EC2NodeAssumeRole" + actions = [ + "sts:TagSession", + "sts:AssumeRole", + ] + + principals { + type = "Service" + identifiers = ["ec2.amazonaws.com"] + } + } +} + +resource "aws_iam_role" "ec2" { + name_prefix = "${local.name}-instance-" + assume_role_policy = data.aws_iam_policy_document.ec2_assume_role.json + force_detach_policies = true + + tags = local.tags +} + +resource "aws_iam_role_policy_attachment" "ec2_role" { + for_each = { + AmazonEC2ContainerRegistryReadOnly = "arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly", + AmazonSSMManagedInstanceCore = "arn:aws:iam::aws:policy/AmazonSSMManagedInstanceCore", + } + + policy_arn = each.value + role = aws_iam_role.ec2.name +} + +resource "aws_iam_instance_profile" "ec2" { + name_prefix = "${local.name}-instance-" + role = aws_iam_role.ec2.name + + tags = local.tags +} + +resource "aws_ssm_parameter" "snapshot_id" { + name = "/${local.name}/snapshot_id" + type = "String" + value = "todo" + + lifecycle { + # The state machine will be responsible for the value after creation + ignore_changes = [ + value + ] + } +} From 502fd6009b91c79602b6206e162d49b1c8ab02fa Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Fri, 16 Aug 2024 13:48:59 -0500 Subject: [PATCH 06/15] chore: Remove EC2 dev configs, add wait for snapshot to be ready --- .../machine-learning/ml-container-cache.md | 7 + .../assets/state-machine.png | Bin 0 -> 287611 bytes .../ml-container-cache/cache-builder/ec2.tf | 115 ++++--------- .../cache-builder/state_machine.json | 157 ++++++++++++------ .../cache-builder/state_machine.tf | 125 +++++--------- .../cache-builder/user_data.sh | 35 ++++ 6 files changed, 220 insertions(+), 219 deletions(-) create mode 100644 docs/patterns/machine-learning/ml-container-cache.md create mode 100644 patterns/ml-container-cache/assets/state-machine.png create 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+[345.503235, "o", "\u001b[?1h\u001b="] +[345.5033, "o", "\u001b[?2004h"] +[349.414629, "o", "e"] +[349.829607, "o", "\bex"] +[350.069479, "o", "i"] +[350.214185, "o", "t"] +[350.891498, "o", "\u001b[?1l\u001b>"] +[350.891632, "o", "\u001b[?2004l\r\r\n"] +[350.892426, "o", "\u001b]2;exit\u0007\u001b]1;exit\u0007"] diff --git a/patterns/ml-container-cache/assets/uncached.svg b/patterns/ml-container-cache/assets/uncached.svg index c6d75b5af5..8df69b05bd 100644 --- a/patterns/ml-container-cache/assets/uncached.svg +++ b/patterns/ml-container-cache/assets/uncached.svg @@ -1 +1 @@ -ktimektimeapplyktimeapply-fktimeapply-fpod-uncached.yamlINFOktime::cli:Pod`uncached`appliedINFOktime::cli:Waitingforpod`uncached`tobeinthe`Running`phase...INFOktime::cli:Pod`uncached`=>RunningInitialize:0sPodreadytostartcontainers:399sContainersready:399sReady:399s% ~/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache feat/container-image-cache   1600kktktiktimktimeaktimeapktimeappktimeapplktimeapply-ktimeapply-fpktimeapply-fpoktimeapply-fpodktimeapply-fpod-ktimeapply-fpod-uktimeapply-fpod-unktimeapply-fpod-uncktimeapply-fpod-uncaktimeapply-fpod-uncacktimeapply-fpod-uncachktimeapply-fpod-uncachektimeapply-fpod-uncachedktimeapply-fpod-uncached.ktimeapply-fpod-uncached.yktimeapply-fpod-uncached.yaktimeapply-fpod-uncached.yam \ No newline at end of file +bbiggs%bbiggs%ktimebbiggs%ktimeapplybbiggs%ktimeapply--filebbiggs%ktimeapply--filepod-uncached.yamlINFOktime::cli:Pod`uncached`appliedINFOktime::cli:Waitingforpod`uncached`tobeinthe`Running`phase...INFOktime::cli:Pod`uncached`=>RunningInitialize:0sPodreadytostartcontainers:334sContainersready:334sReady:334sbbiggs%exitbbiggs%kbbiggs%ktbbiggs%ktibbiggs%ktimbbiggs%ktimeabbiggs%ktimeapbbiggs%ktimeappbbiggs%ktimeapplbbiggs%ktimeapply-bbiggs%ktimeapply--bbiggs%ktimeapply--fbbiggs%ktimeapply--fibbiggs%ktimeapply--filbbiggs%ktimeapply--filepbbiggs%ktimeapply--filepobbiggs%ktimeapply--filepodbbiggs%ktimeapply--filepod-bbiggs%ktimeapply--filepod-ubbiggs%ktimeapply--filepod-unbbiggs%ktimeapply--filepod-uncbbiggs%ktimeapply--filepod-uncabbiggs%ktimeapply--filepod-uncacbbiggs%ktimeapply--filepod-uncachbbiggs%ktimeapply--filepod-uncachebbiggs%ktimeapply--filepod-uncachedbbiggs%ktimeapply--filepod-uncached.bbiggs%ktimeapply--filepod-uncached.ybbiggs%ktimeapply--filepod-uncached.yabbiggs%ktimeapply--filepod-uncached.yambbiggs%ebbiggs%exbbiggs%exi diff --git a/patterns/ml-container-cache/cache-builder/state_machine.json b/patterns/ml-container-cache/cache-builder/state_machine.json index a6db83ae78..84817b07f4 100644 --- a/patterns/ml-container-cache/cache-builder/state_machine.json +++ b/patterns/ml-container-cache/cache-builder/state_machine.json @@ -10,7 +10,7 @@ "InstanceType": "c6in.16xlarge", "Iops": 6000, "Throughput": 500, - "VolumeSize": 256, + "VolumeSize": 64, "SnapshotName": "ml-container-cache", "SnapshotDescription": "ML container image cache" }, @@ -191,6 +191,11 @@ "Variable": "$.Command.Status", "StringEquals": "Success", "Next": "CloudInitStatus" + }, + { + "Variable": "$.Command.Status", + "StringEquals": "Failed", + "Next": "TerminateInstance" } ], "Default": "CommandStatusWait" diff --git a/patterns/ml-container-cache/cache-builder/state_machine.tf b/patterns/ml-container-cache/cache-builder/state_machine.tf index 18fe775242..02fad35bc0 100644 --- a/patterns/ml-container-cache/cache-builder/state_machine.tf +++ b/patterns/ml-container-cache/cache-builder/state_machine.tf @@ -18,10 +18,8 @@ module "state_machine" { # Update `ecr_images` and/or `public_images` as needed for your use case ecr_images = [] public_images = [ - "nvcr.io/nvidia/k8s-device-plugin:v0.16.2", # 120 Mb - "nvcr.io/nvidia/k8s/dcgm-exporter:3.3.7-3.5.0-ubuntu22.04", # 629 Mb - "nvcr.io/nvidia/pytorch:24.07-py3", # 9.3 Gb - "nvcr.io/nvidia/tritonserver:24.07-vllm-python-py3", # 12.6 Gb + "nvcr.io/nvidia/k8s-device-plugin:v0.16.2", # 120 Mb compressed / 351 Mb uncompressed + "nvcr.io/nvidia/pytorch:24.08-py3", # 9.5 Gb compressed / 20.4 Gb uncompressed ] region = local.region })) diff --git a/patterns/ml-container-cache/cache-builder/user_data.sh b/patterns/ml-container-cache/cache-builder/user_data.sh index 696e26b59b..9e920612f1 100644 --- a/patterns/ml-container-cache/cache-builder/user_data.sh +++ b/patterns/ml-container-cache/cache-builder/user_data.sh @@ -14,7 +14,8 @@ cd / && rsync -a /var/lib/containerd/ /tmp/containerd # Mount the 2nd volume mkfs -t xfs /dev/xvdb rm -rf /var/lib/containerd/* -mount /dev/xvdb /var/lib/containerd/ +echo '/dev/xvdb /var/lib/containerd xfs defaults 0 2' >> /etc/fstab +mount -a cd / && rsync -a /tmp/containerd/ /var/lib/containerd # containerd needs to be running to pull images diff --git a/patterns/ml-container-cache/eks.tf b/patterns/ml-container-cache/eks.tf index a37f579dfb..5634c978bc 100644 --- a/patterns/ml-container-cache/eks.tf +++ b/patterns/ml-container-cache/eks.tf @@ -34,8 +34,6 @@ module "eks" { eks_managed_node_groups = { gpu = { - create = false - # The EKS AL2 GPU AMI provides all of the necessary components # for accelerated workloads w/ EFA ami_type = "AL2_x86_64_GPU" @@ -49,11 +47,13 @@ module "eks" { # Mount the second volume for containerd persistent data # This volume contains the cached images and layers - systemctl stop containerd + systemctl stop containerd kubelet rm -rf /var/lib/containerd/* - mount /dev/${local.dev_name} /var/lib/containerd/ - systemctl start containerd + echo '/dev/${local.dev_name} /var/lib/containerd xfs defaults 0 0' >> /etc/fstab + mount -a + + systemctl restart containerd kubelet EOT @@ -63,7 +63,7 @@ module "eks" { ebs = { # Snapshot ID from the cache builder snapshot_id = nonsensitive(data.aws_ssm_parameter.snapshot_id.value) - volume_size = 256 + volume_size = 64 volume_type = "gp3" } } diff --git a/patterns/ml-container-cache/helm.tf b/patterns/ml-container-cache/helm.tf index ab7f60e2dc..cd1d65858c 100644 --- a/patterns/ml-container-cache/helm.tf +++ b/patterns/ml-container-cache/helm.tf @@ -6,7 +6,7 @@ resource "helm_release" "nvidia_device_plugin" { name = "nvidia-device-plugin" repository = "https://nvidia.github.io/k8s-device-plugin" chart = "nvidia-device-plugin" - version = "0.14.5" + version = "0.16.2" # Matches image that is cached namespace = "nvidia-device-plugin" create_namespace = true wait = false diff --git a/patterns/ml-container-cache/pod-cached.yaml b/patterns/ml-container-cache/pod-cached.yaml index 46c7409ccf..1464249549 100644 --- a/patterns/ml-container-cache/pod-cached.yaml +++ b/patterns/ml-container-cache/pod-cached.yaml @@ -5,13 +5,10 @@ metadata: spec: containers: - name: example - image: nvcr.io/nvidia/pytorch:24.07-py3 + image: nvcr.io/nvidia/pytorch:24.08-py3 + imagePullPolicy: IfNotPresent command: ['python3'] - args: - [ - '-c', - 'import torch; print(torch.cuda.is_available()); print(torch.cuda.device_count())', - ] + args: ['-c', 'import torch; print(torch.cuda.is_available()); print(torch.cuda.device_count())'] resources: limits: nvidia.com/gpu: '1' diff --git a/patterns/ml-container-cache/pod-uncached.yaml b/patterns/ml-container-cache/pod-uncached.yaml index cfdf0e79af..4c450a63d5 100644 --- a/patterns/ml-container-cache/pod-uncached.yaml +++ b/patterns/ml-container-cache/pod-uncached.yaml @@ -5,10 +5,7 @@ metadata: spec: containers: - name: example - image: nvcr.io/nvidia/pytorch:24.07-py3 + image: nvcr.io/nvidia/pytorch:24.08-py3 + imagePullPolicy: IfNotPresent command: ['python3'] - args: - [ - '-c', - 'import torch; print(torch.cuda.is_available()); print(torch.cuda.device_count())', - ] + args: ['-c', 'import torch; print(torch.cuda.is_available()); print(torch.cuda.device_count())'] From 4d2977894ece53ce0975a8bc8d44257756ad0a54 Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Tue, 17 Sep 2024 17:37:51 -0500 Subject: [PATCH 13/15] docs: Update pattern README with details and deploy/destroy steps --- .github/scripts/mkdocs-hooks.py | 21 ++++- patterns/ml-container-cache/README.md | 94 +++++++++++++++++-- .../ml-container-cache/assets/cached.cast | 57 ----------- .../ml-container-cache/assets/uncached.cast | 71 -------------- .../cache-builder/README.md | 24 ++--- .../cache-builder/state_machine.tf | 4 +- .../cache-builder/user_data.sh | 2 +- patterns/ml-container-cache/eks.tf | 8 +- 8 files changed, 123 insertions(+), 158 deletions(-) delete mode 100644 patterns/ml-container-cache/assets/cached.cast delete mode 100644 patterns/ml-container-cache/assets/uncached.cast diff --git a/.github/scripts/mkdocs-hooks.py b/.github/scripts/mkdocs-hooks.py index bfa513aa87..e7cd522642 100644 --- a/.github/scripts/mkdocs-hooks.py +++ b/.github/scripts/mkdocs-hooks.py @@ -10,23 +10,36 @@ def on_page_markdown(markdown, **kwargs): def on_files(files, config, **kwargs): # Add targeted-odcr screenshots to the generated build + path = 'patterns/targeted-odcr/assets/' for odcr_file in [1, 2]: files.append( File( - src_dir='./patterns/targeted-odcr/assets/', - dest_dir=os.path.join(config.site_dir, 'patterns/targeted-odcr/assets/'), + src_dir=f'./{path}', + dest_dir=os.path.join(config.site_dir, path), path=f'odcr-screenshot{odcr_file}.png', use_directory_urls=True ) ) + path = 'patterns/kubecost/assets/' files.append( File( - src_dir='./patterns/kubecost/assets/', - dest_dir=os.path.join(config.site_dir, 'patterns/kubecost/assets/'), + src_dir=f'./{path}', + dest_dir=os.path.join(config.site_dir, path), path='screenshot.png', use_directory_urls=True ) ) + for svg in ['cached.svg', 'uncached.svg', 'state-machine.png']: + files.append( + File( + src_dir=f'./patterns/ml-container-cache/assets/', + dest_dir=os.path.join(config.site_dir, 'patterns/machine-learning/ml-container-cache/assets/'), + path=svg, + use_directory_urls=True + ) + ) + + return files diff --git a/patterns/ml-container-cache/README.md b/patterns/ml-container-cache/README.md index 886c52a325..6e345ab219 100644 --- a/patterns/ml-container-cache/README.md +++ b/patterns/ml-container-cache/README.md @@ -1,24 +1,43 @@ # EKS Cluster w/ Cached ML Images -TODO +This pattern demonstrates how to cache images on an EBS volume snapshot that will be used by nodes in an EKS cluster. The solution is comprised of primarily of the following components: -The following components are demonstrated in this pattern: +1. An AWS Step Function implementation has been provided that demonstrates an example process for creating EBS volume snapshots that are pre-populated with the select container images. As part of this process, EBS Fast Snapshot Restore is enabled by default for the snapshots created to avoid the [EBS volume initialization time penalty](https://aws.amazon.com/blogs/storage/addressing-i-o-latency-when-restoring-amazon-ebs-volumes-from-ebs-snapshots/). The Step Function state machine diagram is captured below for reference. +2. The node group demonstrates how to mount the generated EBS volume snapshot at the `/var/lib/containerd` location in order for containerd to utilize the pre-populated images. The snapshot ID is referenced via an SSM parameter data source which was populated by the Step Function cache builder; any new images created by the cache builder will automatically update the SSM parameter used by the node group. + +The main benefit of caching, or pre-pulling, container images onto an EBS volume snapshot is faster time to start pods/containers on new nodes, especially for larger (multi-gigabyte) images that are common with machine-learning workloads. This process avoids the time and resources it takes to pull and un-pack container images from remote registries. Instead, those images are already present in the location that containerd expects, allowing for faster pod startup times. + +### Cache Builder State Machine + +

+ cached builder state machine +

+ +## Results + +The following results use the PyTorch [nvcr.io/nvidia/pytorch:24.08-py3](https://catalog.ngc.nvidia.com/orgs/nvidia/containers/pytorch/tags) image which is 9.5 GB compressed and 20.4 GB decompressed on disk. + +Pod start up time duration is captured via pod events using [ktime](https://github.com/clowdhaus/ktime). ### Cached +With the PyTorch image already present on the EBS volume, the pod starts up in less than 5 seconds: +

- cached image startup time + cached image startup time

### Uncached +When the PyTorch image is not present on the EBS volume, it takes roughly 6 minutes (334 seconds in the capture below) for the image to be pulled, unpacked, and the pod to start. +

- uncached image startup time + uncached image startup time

## Code -```terraform hl_lines="24-26 32-67" +```terraform hl_lines="5-9 48-60 62-74" {% include "../../patterns/ml-container-cache/eks.tf" %} ``` @@ -26,12 +45,67 @@ The following components are demonstrated in this pattern: See [here](https://aws-ia.github.io/terraform-aws-eks-blueprints/getting-started/#prerequisites) for the prerequisites and steps to deploy this pattern. -## Validate +1. Navigate to the `cache-builder/` directory in order to deploy the Step Function state machine that will create the EBS volume snapshots with the cached images. + + ```sh + cd cache-builder + terraform init + terraform apply --auto-approve + ``` + +2. Once the cache builder resources have been provisioned, execute the state machine by either navigating to the state machine within the AWS console and clicking `Start execution` (with the defaults or by passing in values to override the default values), or by using the provided output from the Terraform output value `start_execution_command` to start the state machine using the awscli. For example, the output looks similar to the following: + + ```hcl + start_execution_command = <"] -[8.031743, "o", "\u001b[?2004l\r\r\n"] -[8.032639, "o", "\u001b]2;ktime apply --file pod-cached.yaml\u0007\u001b]1;ktime\u0007"] -[9.6089, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Pod `cached` applied\r\n"] -[12.292201, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Pod `cached` => Running\r\n"] -[12.682033, "o", "Initialize: 0s\r\nPod ready to start containers: 2s\r\nContainers ready: 2s\r\nReady: 2s\r\n"] -[12.683906, "o", "\u001b[1m\u001b[7m%\u001b[27m\u001b[1m\u001b[0m \r \r"] -[12.690885, "o", "\u001b]2;bryant-biggs@bbiggs:~/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache\u0007\u001b]1;..ntainer-cache\u0007"] -[12.695515, "o", "\u001b]7;file://bbiggs/home/bryant-biggs/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache\u001b\\"] -[12.695594, "o", "\r\u001b[0m\u001b[27m\u001b[24m\u001b[Jbbiggs% \u001b[K"] -[12.695802, "o", "\u001b[?1h\u001b=\u001b[?2004h"] -[14.804135, "o", "e"] -[15.099844, "o", "\bex"] -[15.328525, "o", "i"] -[15.526698, "o", "t"] -[17.226862, "o", "\u001b[?1l\u001b>"] -[17.226952, "o", "\u001b[?2004l\r\r\n"] -[17.227748, "o", "\u001b]2;exit\u0007\u001b]1;exit\u0007"] diff --git a/patterns/ml-container-cache/assets/uncached.cast b/patterns/ml-container-cache/assets/uncached.cast deleted file mode 100644 index 930f1a4923..0000000000 --- a/patterns/ml-container-cache/assets/uncached.cast +++ /dev/null @@ -1,71 +0,0 @@ -{"version": 2, "width": 85, "height": 26, "timestamp": 1726607599, "env": {"SHELL": "/usr/bin/zsh", "TERM": "xterm-256color"}} -[1.01617, "o", "\u001b[1m\u001b[7m%\u001b[27m\u001b[1m\u001b[0m \r \r"] -[1.021165, "o", "\u001b]2;bryant-biggs@bbiggs:~/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache\u0007\u001b]1;..ntainer-cache\u0007"] -[1.026629, "o", "\u001b]7;file://bbiggs/home/bryant-biggs/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache\u001b\\"] -[1.026767, "o", "\r\u001b[0m\u001b[27m\u001b[24m\u001b[Jbbiggs% \u001b[K"] -[1.026828, "o", "\u001b[?1h\u001b=\u001b[?2004h"] -[1.730364, "o", "k"] -[1.954016, "o", "\bkt"] -[2.027054, "o", "i"] -[2.193859, "o", "m"] -[2.289624, "o", "e"] -[2.397067, "o", " "] -[2.607548, "o", "a"] -[2.755627, "o", "p"] -[2.894981, "o", "p"] -[3.057236, "o", "l"] -[3.250639, "o", "y"] -[3.392984, "o", " "] -[3.883032, "o", "-"] -[4.031223, "o", "-"] -[4.244167, "o", "f"] -[4.346362, "o", "i"] -[4.532892, "o", "l"] -[4.679052, "o", "e"] -[4.773347, "o", " "] -[5.229052, "o", "p"] -[5.411832, "o", "o"] -[5.532563, "o", "d"] -[5.790966, "o", "-"] -[6.185871, "o", "u"] -[6.368932, "o", "n"] -[6.548808, "o", "c"] -[6.625709, "o", "a"] -[6.823555, "o", "c"] -[6.948408, "o", "h"] -[7.092721, "o", "e"] -[7.256793, "o", "d"] -[7.611653, "o", "."] -[7.814584, "o", "y"] -[7.929445, "o", "a"] -[8.03758, "o", "m"] -[8.189685, "o", "l"] -[9.015501, "o", "\u001b[?1l\u001b>"] -[9.015604, "o", "\u001b[?2004l\r\r\n"] -[9.016499, "o", "\u001b]2;ktime apply --file pod-uncached.yaml\u0007\u001b]1;ktime\u0007"] -[10.531633, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Pod `uncached` applied\r\n"] -[40.76399, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] -[70.994356, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] -[101.246186, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] -[131.613187, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] -[162.084857, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] -[192.403844, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] -[222.637259, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] -[252.869605, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] -[283.109798, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] -[313.543579, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] -[343.777454, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] -[345.110983, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Pod `uncached` => Running\r\n"] -[345.487603, "o", "Initialize: 0s\r\nPod ready to start containers: 334s\r\nContainers ready: 334s\r\nReady: 334s\r\n"] -[345.489712, "o", "\u001b[1m\u001b[7m%\u001b[27m\u001b[1m\u001b[0m \r \r"] -[345.497203, "o", "\u001b]2;bryant-biggs@bbiggs:~/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache\u0007\u001b]1;..ntainer-cache\u0007"] -[345.503022, "o", "\u001b]7;file://bbiggs/home/bryant-biggs/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache\u001b\\\r\u001b[0m\u001b[27m\u001b[24m\u001b[Jbbiggs% \u001b[K"] -[345.503235, "o", "\u001b[?1h\u001b="] -[345.5033, "o", "\u001b[?2004h"] -[349.414629, "o", "e"] -[349.829607, "o", "\bex"] -[350.069479, "o", "i"] -[350.214185, "o", "t"] -[350.891498, "o", "\u001b[?1l\u001b>"] -[350.891632, "o", "\u001b[?2004l\r\r\n"] -[350.892426, "o", "\u001b]2;exit\u0007\u001b]1;exit\u0007"] diff --git a/patterns/ml-container-cache/cache-builder/README.md b/patterns/ml-container-cache/cache-builder/README.md index 4ab6f9874c..5c29120b7e 100644 --- a/patterns/ml-container-cache/cache-builder/README.md +++ b/patterns/ml-container-cache/cache-builder/README.md @@ -13,21 +13,21 @@ Ensure that you have installed the following tools locally: 1. To provision the Terraform resources defined: -```sh -terraform init -terraform apply -auto-approve -``` + ```sh + terraform init + terraform apply -auto-approve + ``` -This will create a state machine that can be used to build the EBS snapshot volume where the ML containers are stored. The instance size/resources may seem excessive, but this is to ensure that the images are pulled quickly and the EBS snapshot is created in a timely manner. However, the resources can be adjusted through the state machine input parameters as needed. + This will create a state machine that can be used to build the EBS snapshot volume where the ML containers are stored. The instance size/resources may seem excessive, but this is to ensure that the images are pulled quickly and the EBS snapshot is created in a timely manner. However, the resources can be adjusted through the state machine input parameters as needed. 2. To build the EBS snapshot volume, you can start a state machine execution through the AWS console or through the awscli. A Terraform output `start_execution_command` has been provided to provide an example that can be modified and used to start the state machine execution: -```sh -aws stepfunctions start-execution \ - --region us-west-2 \ - --state-machine-arn arn:aws:states:us-west-2:111111111111:stateMachine:cache-builder \ - --input "{\"InstanceType\":\"c6in.24xlarge\",\"Iops\":10000,\"SnapshotDescription\":\"ML container image cache\",\"SnapshotName\":\"ml-container-cache\",\"Throughput\":1000,\"VolumeSize\":128}" -``` + ```sh + aws stepfunctions start-execution \ + --region us-west-2 \ + --state-machine-arn arn:aws:states:us-west-2:111111111111:stateMachine:cache-builder \ + --input "{\"InstanceType\":\"c6in.24xlarge\",\"Iops\":10000,\"SnapshotDescription\":\"ML container image cache\",\"SnapshotName\":\"ml-container-cache\",\"Throughput\":1000,\"VolumeSize\":128}" + ``` ## Destroy @@ -35,6 +35,6 @@ aws stepfunctions start-execution \ terraform destroy -auto-approve ``` -## State Machine Diagram +### State Machine Diagram ![state machine](../assets/state-machine.png) diff --git a/patterns/ml-container-cache/cache-builder/state_machine.tf b/patterns/ml-container-cache/cache-builder/state_machine.tf index 02fad35bc0..527048b038 100644 --- a/patterns/ml-container-cache/cache-builder/state_machine.tf +++ b/patterns/ml-container-cache/cache-builder/state_machine.tf @@ -18,8 +18,8 @@ module "state_machine" { # Update `ecr_images` and/or `public_images` as needed for your use case ecr_images = [] public_images = [ - "nvcr.io/nvidia/k8s-device-plugin:v0.16.2", # 120 Mb compressed / 351 Mb uncompressed - "nvcr.io/nvidia/pytorch:24.08-py3", # 9.5 Gb compressed / 20.4 Gb uncompressed + "nvcr.io/nvidia/k8s-device-plugin:v0.16.2", # 120 MB compressed / 351 MB decompressed + "nvcr.io/nvidia/pytorch:24.08-py3", # 9.5 GB compressed / 20.4 GB decompressed ] region = local.region })) diff --git a/patterns/ml-container-cache/cache-builder/user_data.sh b/patterns/ml-container-cache/cache-builder/user_data.sh index 9e920612f1..cd2345ebef 100644 --- a/patterns/ml-container-cache/cache-builder/user_data.sh +++ b/patterns/ml-container-cache/cache-builder/user_data.sh @@ -6,7 +6,7 @@ systemctl stop containerd # Ensure the root volume partition size is expanded growpart $(lsblk --noheadings --paths --output PKNAME /dev/xvda | xargs | cut -d " " -f 1) 1 -# Move images pulled as part of AMI creation process +# Preserve images pulled as part of the EKS AMI creation process yum install rsync -y mkdir -p /tmp/containerd cd / && rsync -a /var/lib/containerd/ /tmp/containerd diff --git a/patterns/ml-container-cache/eks.tf b/patterns/ml-container-cache/eks.tf index 5634c978bc..68f8342cd2 100644 --- a/patterns/ml-container-cache/eks.tf +++ b/patterns/ml-container-cache/eks.tf @@ -2,6 +2,8 @@ locals { dev_name = "xvdb" } +# SSM parameter where the `cache-builder` stores the generated snapshot ID +# This will be used to reference the snapshot when creating the EKS node group data "aws_ssm_parameter" "snapshot_id" { name = "/cache-builder/snapshot_id" } @@ -12,7 +14,7 @@ data "aws_ssm_parameter" "snapshot_id" { module "eks" { source = "terraform-aws-modules/eks/aws" - version = "~> 20.17" + version = "~> 20.24" cluster_name = local.name cluster_version = "1.30" @@ -57,6 +59,8 @@ module "eks" { EOT + # Mount a second volume for containerd persistent data + # using the snapshot that contains the cached images and layers block_device_mappings = { (local.dev_name) = { device_name = "/dev/${local.dev_name}" @@ -92,6 +96,8 @@ module "eks" { max_size = 2 desired_size = 2 + # Not required - increased to demonstrate pulling the un-cached + # image but the default volume size is too small for the image used block_device_mappings = { "xvda" = { device_name = "/dev/xvda" From a532f4dfa908ef05728fb04eebb1e9858f57e5a0 Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Tue, 1 Oct 2024 20:34:56 -0500 Subject: [PATCH 14/15] fix: Update to use cache builder module --- .github/workflows/pre-commit.yml | 4 +- patterns/ml-container-cache/README.md | 36 +- .../cache-builder/README.md | 40 -- .../ml-container-cache/cache-builder/ec2.tf | 62 --- .../ml-container-cache/cache-builder/main.tf | 65 ---- .../cache-builder/state_machine.json | 362 ------------------ .../cache-builder/state_machine.tf | 139 ------- .../cache-builder/user_data.sh | 36 -- patterns/ml-container-cache/cache_builder.tf | 20 + patterns/ml-container-cache/eks.tf | 4 +- 10 files changed, 39 insertions(+), 729 deletions(-) delete mode 100644 patterns/ml-container-cache/cache-builder/README.md delete mode 100644 patterns/ml-container-cache/cache-builder/ec2.tf delete mode 100644 patterns/ml-container-cache/cache-builder/main.tf delete mode 100644 patterns/ml-container-cache/cache-builder/state_machine.json delete mode 100644 patterns/ml-container-cache/cache-builder/state_machine.tf delete mode 100644 patterns/ml-container-cache/cache-builder/user_data.sh create mode 100644 patterns/ml-container-cache/cache_builder.tf diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml index ce0672a77d..e1e2c75667 100644 --- a/.github/workflows/pre-commit.yml +++ b/.github/workflows/pre-commit.yml @@ -11,9 +11,9 @@ on: env: TERRAFORM_VERSION: 1.3.10 - TERRAFORM_DOCS_VERSION: v0.16.0 + TERRAFORM_DOCS_VERSION: v0.19.0 + TFLINT_VERSION: v0.53.0 TF_PLUGIN_CACHE_DIR: ${{ github.workspace }}/.terraform.d/plugin-cache - TFLINT_VERSION: v0.50.2 concurrency: group: '${{ github.workflow }} @ ${{ github.event.pull_request.head.label || github.head_ref || github.ref }}' diff --git a/patterns/ml-container-cache/README.md b/patterns/ml-container-cache/README.md index 6e345ab219..bdc28ae9ca 100644 --- a/patterns/ml-container-cache/README.md +++ b/patterns/ml-container-cache/README.md @@ -37,6 +37,14 @@ When the PyTorch image is not present on the EBS volume, it takes roughly 6 minu ## Code +### Cache Builder + +```terraform hl_lines="7-11 13-14" +{% include "../../patterns/ml-container-cache/cache_builder.tf" %} +``` + +### Cluster + ```terraform hl_lines="5-9 48-60 62-74" {% include "../../patterns/ml-container-cache/eks.tf" %} ``` @@ -45,12 +53,11 @@ When the PyTorch image is not present on the EBS volume, it takes roughly 6 minu See [here](https://aws-ia.github.io/terraform-aws-eks-blueprints/getting-started/#prerequisites) for the prerequisites and steps to deploy this pattern. -1. Navigate to the `cache-builder/` directory in order to deploy the Step Function state machine that will create the EBS volume snapshots with the cached images. +1. First, deploy the Step Function state machine that will create the EBS volume snapshots with the cached images. ```sh - cd cache-builder terraform init - terraform apply --auto-approve + terraform apply -target=module.ebs_snapshot_builder -target=module.vpc --auto-approve ``` 2. Once the cache builder resources have been provisioned, execute the state machine by either navigating to the state machine within the AWS console and clicking `Start execution` (with the defaults or by passing in values to override the default values), or by using the provided output from the Terraform output value `start_execution_command` to start the state machine using the awscli. For example, the output looks similar to the following: @@ -60,16 +67,14 @@ See [here](https://aws-ia.github.io/terraform-aws-eks-blueprints/getting-started aws stepfunctions start-execution \ --region us-west-2 \ --state-machine-arn arn:aws:states:us-west-2:111111111111:stateMachine:cache-builder \ - --input "{\"InstanceType\":\"c6in.24xlarge\",\"Iops\":10000,\"SnapshotDescription\":\"ML container image cache\",\"SnapshotName\":\"ml-container-cache\",\"Throughput\":1000,\"VolumeSize\":128}" + --input "{\"SnapshotDescription\":\"ML container image cache\",\"SnapshotName\":\"ml-container-cache\"}" EOT ``` -3. Once the state machine execution has completed successfully and created an EBS snapshot volume, navigate back up to the root directory of the pattern to provision the cluster and node group that will utilize the cached images. +3. Once the state machine execution has completed successfully and created an EBS snapshot volume, provision the cluster and node group that will utilize the cached images. ```sh - cd .. - terraform init terraform apply --auto-approve ``` @@ -95,17 +100,6 @@ See [here](https://aws-ia.github.io/terraform-aws-eks-blueprints/getting-started ## Destroy -To remove the resources that were created, the destroy steps should be executed in the reverse order of the deployment steps: - -1. Deprovision the cluster resources: - - ```sh - terraform destroy --auto-approve - ``` - -2. Navigate to the `cache-builder/` directory to deprovision the Step Function state machine: - - ```sh - cd cache-builder - terraform destroy --auto-approve - ``` +```sh +terraform destroy --auto-approve +``` diff --git a/patterns/ml-container-cache/cache-builder/README.md b/patterns/ml-container-cache/cache-builder/README.md deleted file mode 100644 index 5c29120b7e..0000000000 --- a/patterns/ml-container-cache/cache-builder/README.md +++ /dev/null @@ -1,40 +0,0 @@ -# ML Container Cache Builder - -Resources used to build the EBS snapshot volume where the ML containers are stored. - -## Prerequisites - -Ensure that you have installed the following tools locally: - -- [awscli](https://docs.aws.amazon.com/cli/latest/userguide/install-cliv2.html) -- [terraform](https://learn.hashicorp.com/tutorials/terraform/install-cli) - -## Deploy - -1. To provision the Terraform resources defined: - - ```sh - terraform init - terraform apply -auto-approve - ``` - - This will create a state machine that can be used to build the EBS snapshot volume where the ML containers are stored. The instance size/resources may seem excessive, but this is to ensure that the images are pulled quickly and the EBS snapshot is created in a timely manner. However, the resources can be adjusted through the state machine input parameters as needed. - -2. To build the EBS snapshot volume, you can start a state machine execution through the AWS console or through the awscli. A Terraform output `start_execution_command` has been provided to provide an example that can be modified and used to start the state machine execution: - - ```sh - aws stepfunctions start-execution \ - --region us-west-2 \ - --state-machine-arn arn:aws:states:us-west-2:111111111111:stateMachine:cache-builder \ - --input "{\"InstanceType\":\"c6in.24xlarge\",\"Iops\":10000,\"SnapshotDescription\":\"ML container image cache\",\"SnapshotName\":\"ml-container-cache\",\"Throughput\":1000,\"VolumeSize\":128}" - ``` - -## Destroy - -```sh -terraform destroy -auto-approve -``` - -### State Machine Diagram - -![state machine](../assets/state-machine.png) diff --git a/patterns/ml-container-cache/cache-builder/ec2.tf b/patterns/ml-container-cache/cache-builder/ec2.tf deleted file mode 100644 index e9aa993db7..0000000000 --- a/patterns/ml-container-cache/cache-builder/ec2.tf +++ /dev/null @@ -1,62 +0,0 @@ -################################################################################ -# Instance IAM Role & Profile -################################################################################ - -data "aws_iam_policy_document" "ec2_assume_role" { - statement { - sid = "EC2NodeAssumeRole" - actions = [ - "sts:TagSession", - "sts:AssumeRole", - ] - - principals { - type = "Service" - identifiers = ["ec2.amazonaws.com"] - } - } -} - -resource "aws_iam_role" "ec2" { - name_prefix = "${local.name}-instance-" - assume_role_policy = data.aws_iam_policy_document.ec2_assume_role.json - force_detach_policies = true - - tags = local.tags -} - -resource "aws_iam_role_policy_attachment" "ec2_role" { - for_each = { - AmazonEC2ContainerRegistryReadOnly = "arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly", - AmazonSSMManagedInstanceCore = "arn:aws:iam::aws:policy/AmazonSSMManagedInstanceCore", - } - - policy_arn = each.value - role = aws_iam_role.ec2.name -} - -resource "aws_iam_instance_profile" "ec2" { - name_prefix = "${local.name}-instance-" - role = aws_iam_role.ec2.name - - tags = local.tags -} - -module "security_group" { - source = "terraform-aws-modules/security-group/aws" - version = "~> 5.0" - - name = local.name - vpc_id = module.vpc.vpc_id - - egress_with_cidr_blocks = [ - { - from_port = 0 - to_port = 0 - protocol = "-1" - cidr_blocks = "0.0.0.0/0" - }, - ] - - tags = local.tags -} diff --git a/patterns/ml-container-cache/cache-builder/main.tf b/patterns/ml-container-cache/cache-builder/main.tf deleted file mode 100644 index a653821c7f..0000000000 --- a/patterns/ml-container-cache/cache-builder/main.tf +++ /dev/null @@ -1,65 +0,0 @@ -terraform { - required_version = ">= 1.3" - - required_providers { - aws = { - source = "hashicorp/aws" - version = ">= 5.34" - } - } - - # ## Used for end-to-end testing on project; update to suit your needs - # backend "s3" { - # bucket = "terraform-ssp-github-actions-state" - # region = "us-west-2" - # key = "e2e/ml-container-cache-builder/terraform.tfstate" - # } -} - -provider "aws" { - region = local.region -} - -################################################################################ -# Common data/locals -################################################################################ - -data "aws_availability_zones" "available" { - # Do not include local zones - filter { - name = "opt-in-status" - values = ["opt-in-not-required"] - } -} - -locals { - name = basename(path.cwd) - region = "us-west-2" - - vpc_cidr = "10.0.0.0/16" - azs = slice(data.aws_availability_zones.available.names, 0, 1) - - tags = { - Blueprint = "ml-container-cache/${local.name}" - GithubRepo = "github.com/aws-ia/terraform-aws-eks-blueprints" - } -} - -################################################################################ -# Supporting Resources -################################################################################ - -module "vpc" { - source = "terraform-aws-modules/vpc/aws" - version = "~> 5.0" - - name = local.name - cidr = local.vpc_cidr - - azs = local.azs - public_subnets = [for k, v in local.azs : cidrsubnet(local.vpc_cidr, 8, k + 48)] - - enable_nat_gateway = false - - tags = local.tags -} diff --git a/patterns/ml-container-cache/cache-builder/state_machine.json b/patterns/ml-container-cache/cache-builder/state_machine.json deleted file mode 100644 index 84817b07f4..0000000000 --- a/patterns/ml-container-cache/cache-builder/state_machine.json +++ /dev/null @@ -1,362 +0,0 @@ -{ - "Comment": "ML container image EBS cache builder", - "StartAt": "DefineDefaultValues", - "States": { - "DefineDefaultValues": { - "Type": "Pass", - "Comment": "Define default values used when input values are not provided", - "Parameters": { - "EnableFastSnapshotRestore": true, - "InstanceType": "c6in.16xlarge", - "Iops": 6000, - "Throughput": 500, - "VolumeSize": 64, - "SnapshotName": "ml-container-cache", - "SnapshotDescription": "ML container image cache" - }, - "ResultPath": "$.InputDefaults", - "Next": "MergeDefaultValues" - }, - "MergeDefaultValues": { - "Type": "Pass", - "Comment": "Merge default values with input values, input values take precedence", - "Parameters": { - "args.$": "States.JsonMerge($.InputDefaults, $$.Execution.Input, false)" - }, - "OutputPath": "$.withDefaults.args", - "ResultPath": "$.withDefaults", - "Next": "RunInstance" - }, - "RunInstance": { - "Type": "Task", - "Comment": "Create instance using EKS AMI", - "Resource": "arn:aws:states:::aws-sdk:ec2:runInstances", - "Parameters": { - "BlockDeviceMappings": [ - { - "DeviceName": "/dev/xvda", - "Ebs": { - "DeleteOnTermination": true, - "Iops.$": "$.Iops", - "Throughput.$": "$.Throughput", - "VolumeSize.$": "$.VolumeSize", - "VolumeType": "gp3" - } - }, - { - "DeviceName": "/dev/xvdb", - "Ebs": { - "DeleteOnTermination": true, - "Iops.$": "$.Iops", - "Throughput.$": "$.Throughput", - "VolumeSize.$": "$.VolumeSize", - "VolumeType": "gp3" - } - } - ], - "EbsOptimized": true, - "IamInstanceProfile": { - "Arn": "${iam_instance_profile_arn}" - }, - "ImageId": "${ami_id}", - "InstanceType.$": "$.InstanceType", - "MaxCount": 1, - "MinCount": 1, - "MetadataOptions": { - "HttpEndpoint": "enabled", - "HttpPutResponseHopLimit": 2, - "HttpTokens": "required" - }, - "NetworkInterfaces": [ - { - "AssociatePublicIpAddress": true, - "DeviceIndex": 0, - "Groups": [ - "${security_group_id}" - ], - "SubnetId": "${subnet_id}" - } - ], - "UserData": "${base64_encoded_user_data}" - }, - "ResultSelector": { - "Id.$": "$.Instances[0].InstanceId" - }, - "ResultPath": "$.Instance", - "Next": "DescribeInstance" - }, - "DescribeInstance": { - "Type": "Task", - "Comment": "Get the state of the instance", - "Resource": "arn:aws:states:::aws-sdk:ec2:describeInstances", - "Parameters": { - "InstanceIds.$": "States.Array($.Instance.Id)" - }, - "ResultSelector": { - "Id.$": "$.Reservations[0].Instances[0]InstanceId", - "State.$": "$.Reservations[0].Instances[0].State.Name" - }, - "ResultPath": "$.Instance", - "Next": "InstanceState" - }, - "InstanceState": { - "Type": "Choice", - "Choices": [ - { - "Variable": "$.Instance.State", - "StringEquals": "running", - "Next": "GetCloudInitStatus" - }, - { - "Or": [ - { - "Variable": "$.Instance.State", - "StringEquals": "shutting-down" - }, - { - "Variable": "$.Instance.State", - "StringEquals": "stopping" - }, - { - "Variable": "$.Instance.State", - "StringEquals": "stopped" - } - ], - "Next": "TerminateInstance" - } - ], - "Default": "WaitForInstanceState" - }, - "WaitForInstanceState": { - "Type": "Wait", - "Comment": "Wait for the instance to be running", - "Seconds": 10, - "Next": "DescribeInstance" - }, - "GetCloudInitStatus": { - "Type": "Task", - "Comment": "Get cloud-init status - proxy signal to determine if user-data has completed", - "Resource": "arn:aws:states:::aws-sdk:ssm:sendCommand", - "Parameters": { - "DocumentName": "AWS-RunShellScript", - "Parameters": { - "commands": [ - "sudo cloud-init status" - ] - }, - "Targets": [ - { - "Key": "InstanceIds", - "Values.$": "States.Array($.Instance.Id)" - } - ] - }, - "Retry": [ - { - "ErrorEquals": [ - "States.ALL" - ], - "BackoffRate": 2, - "IntervalSeconds": 10, - "MaxAttempts": 10, - "JitterStrategy": "FULL" - } - ], - "ResultSelector": { - "Id.$": "$.Command.CommandId" - }, - "ResultPath": "$.Command", - "Next": "GetCloudInitStatusResults" - }, - "GetCloudInitStatusResults": { - "Type": "Task", - "Comment": "Get cloud-init status results (text output from SSM command invocation)", - "Resource": "arn:aws:states:::aws-sdk:ssm:getCommandInvocation", - "Parameters": { - "CommandId.$": "$.Command.Id", - "InstanceId.$": "$.Instance.Id" - }, - "ResultSelector": { - "Id.$": "$.CommandId", - "Status.$": "$.Status", - "StandardOutputContent.$": "$.StandardOutputContent" - }, - "ResultPath": "$.Command", - "Next": "CommandStatus" - }, - "CommandStatus": { - "Type": "Choice", - "Choices": [ - { - "Variable": "$.Command.Status", - "StringEquals": "Success", - "Next": "CloudInitStatus" - }, - { - "Variable": "$.Command.Status", - "StringEquals": "Failed", - "Next": "TerminateInstance" - } - ], - "Default": "CommandStatusWait" - }, - "CommandStatusWait": { - "Type": "Wait", - "Seconds": 15, - "Next": "GetCloudInitStatusResults" - }, - "CloudInitStatus": { - "Type": "Choice", - "Choices": [ - { - "Variable": "$.Command.StandardOutputContent", - "StringEquals": "status: done\n", - "Next": "GetCacheVolume" - }, - { - "Or": [ - { - "Variable": "$.Command.StandardOutputContent", - "StringEquals": "status: running\n" - }, - { - "Variable": "$.Command.StandardOutputContent", - "StringEquals": "status: not started\n" - } - ], - "Next": "CloudInitWait" - } - ], - "Default": "TerminateInstance" - }, - "CloudInitWait": { - "Type": "Wait", - "Comment": "Wait for cloud-init status to return 'done'", - "Seconds": 60, - "Next": "GetCloudInitStatus" - }, - "GetCacheVolume": { - "Type": "Task", - "Comment": "Get volume ID to create snapshot", - "Resource": "arn:aws:states:::aws-sdk:ec2:describeInstances", - "Parameters": { - "InstanceIds.$": "States.Array($.Instance.Id)" - }, - "ResultSelector": { - "Id.$": "$.Reservations[0].Instances[0]InstanceId", - "State.$": "$.Reservations[0].Instances[0].State.Name", - "VolumeId.$": "$.Reservations[0].Instances[0].BlockDeviceMappings[1].Ebs.VolumeId" - }, - "ResultPath": "$.Instance", - "Next": "CreateSnapshot" - }, - "CreateSnapshot": { - "Type": "Task", - "Comment": "Create a snapshot of the cache volume", - "Resource": "arn:aws:states:::aws-sdk:ec2:createSnapshot", - "Parameters": { - "Description.$": "$.SnapshotDescription", - "TagSpecifications": [ - { - "ResourceType": "snapshot", - "Tags": [ - { - "Key": "Name", - "Value.$": "$.SnapshotName" - } - ] - } - ], - "VolumeId.$": "$.Instance.VolumeId" - }, - "ResultSelector": { - "Id.$": "$.SnapshotId" - }, - "ResultPath": "$.Snapshot", - "Next": "DescribeSnapshot" - }, - "DescribeSnapshot": { - "Type": "Task", - "Comment": "Get the state of the snapshot", - "Resource": "arn:aws:states:::aws-sdk:ec2:describeSnapshots", - "Parameters": { - "SnapshotIds.$": "States.Array($.Snapshot.Id)" - }, - "ResultSelector": { - "Id.$": "$.Snapshots[0].SnapshotId", - "State.$": "$.Snapshots[0].State" - }, - "ResultPath": "$.Snapshot", - "Next": "SnapshotState" - }, - "SnapshotState": { - "Type": "Choice", - "Choices": [ - { - "Variable": "$.Snapshot.State", - "StringEquals": "completed", - "Next": "UpdateSnapshotSsmParameter" - }, - { - "Variable": "$.Snapshot.State", - "StringEquals": "pending", - "Next": "SnapshotStateWait" - } - ], - "Default": "TerminateInstance" - }, - "SnapshotStateWait": { - "Type": "Wait", - "Comment": "Wait for the snapshot to complete and be ready for use", - "Seconds": 30, - "Next": "DescribeSnapshot" - }, - "UpdateSnapshotSsmParameter": { - "Type": "Task", - "Comment": "Update SSM parameter with new snapshot ID", - "Resource": "arn:aws:states:::aws-sdk:ssm:putParameter", - "Parameters": { - "Name": "${ssm_parameter_name}", - "Overwrite": true, - "Value.$": "$.Snapshot.Id" - }, - "ResultSelector": { - "Version.$": "$.Version" - }, - "ResultPath": "$.SsmParameter", - "Next": "EnableFastSnapshotRestore" - }, - "EnableFastSnapshotRestore": { - "Type": "Choice", - "Choices": [ - { - "Variable": "$.EnableFastSnapshotRestore", - "BooleanEquals": true, - "Next": "EnableFastSnapshotRestores" - } - ], - "Default": "TerminateInstance" - }, - "EnableFastSnapshotRestores": { - "Type": "Task", - "Resource": "arn:aws:states:::aws-sdk:ec2:enableFastSnapshotRestores", - "Parameters": { - "AvailabilityZones": ["${availability_zones}"], - "SourceSnapshotIds.$": "States.Array($.Snapshot.Id)" - }, - "ResultSelector": { - "Successful.$": "$.Successful" - }, - "ResultPath": "$.FastSnapshotRestore", - "Next": "TerminateInstance" - }, - "TerminateInstance": { - "Type": "Task", - "Resource": "arn:aws:states:::aws-sdk:ec2:terminateInstances", - "Parameters": { - "InstanceIds.$": "States.Array($.Instance.Id)" - }, - "End": true - } - } -} diff --git a/patterns/ml-container-cache/cache-builder/state_machine.tf b/patterns/ml-container-cache/cache-builder/state_machine.tf deleted file mode 100644 index 527048b038..0000000000 --- a/patterns/ml-container-cache/cache-builder/state_machine.tf +++ /dev/null @@ -1,139 +0,0 @@ -# Using the EKS AMI allows us to use ctr to pull images -data "aws_ssm_parameter" "eks_ami" { - name = "/aws/service/eks/optimized-ami/1.30/amazon-linux-2/recommended/image_id" -} - -################################################################################ -# State Machine -################################################################################ - -module "state_machine" { - source = "terraform-aws-modules/step-functions/aws" - version = "~> 4.2" - - name = local.name - definition = nonsensitive(templatefile("${path.module}/state_machine.json", { - ami_id = data.aws_ssm_parameter.eks_ami.value - base64_encoded_user_data = base64encode(templatefile("${path.module}/user_data.sh", { - # Update `ecr_images` and/or `public_images` as needed for your use case - ecr_images = [] - public_images = [ - "nvcr.io/nvidia/k8s-device-plugin:v0.16.2", # 120 MB compressed / 351 MB decompressed - "nvcr.io/nvidia/pytorch:24.08-py3", # 9.5 GB compressed / 20.4 GB decompressed - ] - region = local.region - })) - availability_zones = join("\",\"", slice(data.aws_availability_zones.available.names, 0, 3)) - iam_instance_profile_arn = aws_iam_instance_profile.ec2.arn - security_group_id = module.security_group.security_group_id - subnet_id = one(module.vpc.public_subnets) - ssm_parameter_name = aws_ssm_parameter.snapshot_id.name - })) - - attach_policy_json = true - policy_json = data.aws_iam_policy_document.state_machine.json - - tags = local.tags -} - -data "aws_iam_policy_document" "state_machine" { - # EKS AMI SSM parameter - statement { - sid = "SSMGetParameter" - actions = ["ssm:GetParameter"] - resources = ["arn:aws:ssm:${local.region}::parameter/aws/service/eks/optimized-ami/*"] - } - - # State machine pass IAM role to EC2 - statement { - sid = "PassRole" - actions = ["iam:PassRole"] - resources = [aws_iam_role.ec2.arn] - } - - # State machine EC2 API calls to create/terminate instances and snapshots - statement { - sid = "Instance" - actions = [ - "ec2:CreateTags", - "ec2:RunInstances", - "ec2:TerminateInstances", - "ec2:CreateSnapshot", - "ec2:EnableFastSnapshotRestores", - ] - resources = [ - "arn:aws:ec2:*::image/*", - "arn:aws:ec2:*::snapshot/*", - "arn:aws:ec2:*:*:security-group/*", - "arn:aws:ec2:*:*:subnet/*", - "arn:aws:ec2:*:*:instance/*", - "arn:aws:ec2:*:*:volume/*", - "arn:aws:ec2:*:*:network-interface/*", - ] - } - - # State machine EC2 API calls to check instance/snapshot state - statement { - sid = "DescribeInstance" - actions = [ - "ec2:DescribeInstances", - "ec2:DescribeSnapshots", - ] - resources = ["*"] - } - - # State machine SSM API calls to check cloud-init status - statement { - sid = "SendSSMCaommand" - actions = [ - "ssm:SendCommand", - "ssm:GetCommandInvocation", - ] - resources = ["*"] - } - - # State machine SSM API call to update the snapshot ID parameter - statement { - sid = "SSMPutParameter" - actions = ["ssm:PutParameter"] - resources = [ - aws_ssm_parameter.snapshot_id.arn, - ] - } -} - -output "start_execution_command" { - description = "Example awscli command to start the state machine execution" - value = <<-EOT - aws stepfunctions start-execution \ - --region ${local.region} \ - --state-machine-arn ${module.state_machine.state_machine_arn} \ - --input ${jsonencode(jsonencode( - { - InstanceType = "c6in.24xlarge" - Iops = 10000 - Throughput = 1000 - VolumeSize = 128 - SnapshotName = "ml-container-cache" - SnapshotDescription = "ML container image cache" - } -))} - EOT -} - -################################################################################ -# Snapshot SSM Parameter -################################################################################ - -resource "aws_ssm_parameter" "snapshot_id" { - name = "/${local.name}/snapshot_id" - type = "String" - value = "xxx" - - lifecycle { - # The state machine will be responsible for the value after creation - ignore_changes = [ - value - ] - } -} diff --git a/patterns/ml-container-cache/cache-builder/user_data.sh b/patterns/ml-container-cache/cache-builder/user_data.sh deleted file mode 100644 index cd2345ebef..0000000000 --- a/patterns/ml-container-cache/cache-builder/user_data.sh +++ /dev/null @@ -1,36 +0,0 @@ -#!/usr/bin/env bash - -systemctl stop kubelet -systemctl stop containerd - -# Ensure the root volume partition size is expanded -growpart $(lsblk --noheadings --paths --output PKNAME /dev/xvda | xargs | cut -d " " -f 1) 1 - -# Preserve images pulled as part of the EKS AMI creation process -yum install rsync -y -mkdir -p /tmp/containerd -cd / && rsync -a /var/lib/containerd/ /tmp/containerd - -# Mount the 2nd volume -mkfs -t xfs /dev/xvdb -rm -rf /var/lib/containerd/* -echo '/dev/xvdb /var/lib/containerd xfs defaults 0 2' >> /etc/fstab -mount -a -cd / && rsync -a /tmp/containerd/ /var/lib/containerd - -# containerd needs to be running to pull images -systemctl start containerd - -export CONTAINER_RUNTIME_ENDPOINT='unix:///run/containerd/containerd.sock' -export IMAGE_SERVICE_ENDPOINT='unix:///run/containerd/containerd.sock' - -# ECR images -ECR_PASSWORD=$(aws ecr get-login-password --region "${region}") -%{ for img in ecr_images ~} -ctr -n k8s.io images pull --label io.cri-containerd.pinned=pinned --label io.cri-containerd.image=managed --platform amd64 --creds "AWS:$${ECR_PASSWORD}" "${img}" -%{ endfor ~} - -# Public images -%{ for img in public_images ~} -ctr -n k8s.io images pull --label io.cri-containerd.pinned=pinned --label io.cri-containerd.image=managed --platform amd64 "${img}" -%{ endfor ~} diff --git a/patterns/ml-container-cache/cache_builder.tf b/patterns/ml-container-cache/cache_builder.tf new file mode 100644 index 0000000000..4fb7c777d6 --- /dev/null +++ b/patterns/ml-container-cache/cache_builder.tf @@ -0,0 +1,20 @@ +module "ebs_snapshot_builder" { + source = "clowdhaus/ebs-snapshot-builder/aws" + version = "~> 1.1" + + name = local.name + + # Images to cache + public_images = [ + "nvcr.io/nvidia/k8s-device-plugin:v0.16.2", # 120 MB compressed / 351 MB decompressed + "nvcr.io/nvidia/pytorch:24.08-py3", # 9.5 GB compressed / 20.4 GB decompressed + ] + + # AZs where EBS fast snapshot restore will be enabled + fsr_availability_zone_names = local.azs + + vpc_id = module.vpc.vpc_id + subnet_id = element(module.vpc.private_subnets, 0) + + tags = local.tags +} diff --git a/patterns/ml-container-cache/eks.tf b/patterns/ml-container-cache/eks.tf index 68f8342cd2..2e4bf3084c 100644 --- a/patterns/ml-container-cache/eks.tf +++ b/patterns/ml-container-cache/eks.tf @@ -5,7 +5,7 @@ locals { # SSM parameter where the `cache-builder` stores the generated snapshot ID # This will be used to reference the snapshot when creating the EKS node group data "aws_ssm_parameter" "snapshot_id" { - name = "/cache-builder/snapshot_id" + name = module.ebs_snapshot_builder.ssm_parameter_name } ################################################################################ @@ -17,7 +17,7 @@ module "eks" { version = "~> 20.24" cluster_name = local.name - cluster_version = "1.30" + cluster_version = "1.31" # Give the Terraform identity admin access to the cluster # which will allow it to deploy resources into the cluster From be48f99ec1a4a43764ebc88edd76dbc911549884 Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Wed, 2 Oct 2024 10:10:21 -0500 Subject: [PATCH 15/15] fix: Ensure EBS optimized is enabled --- patterns/ml-container-cache/README.md | 2 +- patterns/ml-container-cache/eks.tf | 6 +++++- 2 files changed, 6 insertions(+), 2 deletions(-) diff --git a/patterns/ml-container-cache/README.md b/patterns/ml-container-cache/README.md index bdc28ae9ca..25fb37fd60 100644 --- a/patterns/ml-container-cache/README.md +++ b/patterns/ml-container-cache/README.md @@ -45,7 +45,7 @@ When the PyTorch image is not present on the EBS volume, it takes roughly 6 minu ### Cluster -```terraform hl_lines="5-9 48-60 62-74" +```terraform hl_lines="5-9 52-64 66-78" {% include "../../patterns/ml-container-cache/eks.tf" %} ``` diff --git a/patterns/ml-container-cache/eks.tf b/patterns/ml-container-cache/eks.tf index 2e4bf3084c..75e4cff1d3 100644 --- a/patterns/ml-container-cache/eks.tf +++ b/patterns/ml-container-cache/eks.tf @@ -34,6 +34,10 @@ module "eks" { vpc_id = module.vpc.vpc_id subnet_ids = module.vpc.private_subnets + eks_managed_node_group_defaults = { + ebs_optimized = true + } + eks_managed_node_groups = { gpu = { # The EKS AL2 GPU AMI provides all of the necessary components @@ -97,7 +101,7 @@ module "eks" { desired_size = 2 # Not required - increased to demonstrate pulling the un-cached - # image but the default volume size is too small for the image used + # image since the default volume size is too small for the image used block_device_mappings = { "xvda" = { device_name = "/dev/xvda"
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zeQTjdRzcwP=f)rWXcOQGF=8%qXR>pH!^3-*az0v+RJ}Qh`(s4^E969ah!T%!$jh_g zg7QLE@;_~QRcm=IqBvzW9Pp_2L$!FiO? zAQjTD0yYq=GguLVr;j?0M|JJrM);4B|1|QSkNn#Q{)?Lb^2mRg^&2 "Unable to retrieve the ECR password. Image pull may not be properly authenticated." - fi - - # containerd needs to be running to pull images - systemctl restart containerd - - export CONTAINER_RUNTIME_ENDPOINT=unix:///run/containerd/containerd.sock - exportIMAGE_SERVICE_ENDPOINT=unix:///run/containerd/containerd.sock - - # crictl pull --creds "AWS:$${ECR_PASSWORD}" "" - - # Images pulled for example are in public repositories, no auth requried - crictl pull nvcr.io/nvidia/k8s-device-plugin:v0.16.2 # 120 Mb - crictl pull nvcr.io/nvidia/k8s/dcgm-exporter:3.3.7-3.5.0-ubuntu22.04 # 629 Mb - crictl pull nvcr.io/nvidia/pytorch:24.07-py3 # 9.3 Gb - crictl pull nvcr.io/nvidia/tritonserver:24.07-vllm-python-py3 # 12.6 Gb +resource "aws_iam_role" "ec2" { + name_prefix = "${local.name}-instance-" + assume_role_policy = data.aws_iam_policy_document.ec2_assume_role.json + force_detach_policies = true - yum install rsync -y - cd / && rsync -a /var/lib/containerd/ /cache/var/lib/containerd - echo 'synced /var/lib/containerd' - cd / && rsync -a /var/lib/kubelet/ /cache/var/lib/kubelet - echo 'synced /var/lib/kubelet' - EOT + tags = local.tags +} - root_block_device = [ - # Need to increase root volume for pulling images - { - volume_size = 256 - volume_type = "gp3" - iops = 6000 - throughput = 500 - }, - ] +resource "aws_iam_role_policy_attachment" "ec2_role" { + for_each = { + AmazonEC2ContainerRegistryReadOnly = "arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly", + AmazonSSMManagedInstanceCore = "arn:aws:iam::aws:policy/AmazonSSMManagedInstanceCore", + } - ebs_block_device = [ - # Volume that will contain cached container images - { - device_name = "/dev/xvdb" - volume_size = 256 - volume_type = "gp3" - iops = 6000 - throughput = 500 - delete_on_termination = false - } - ] + policy_arn = each.value + role = aws_iam_role.ec2.name +} - vpc_security_group_ids = [module.security_group.security_group_id] - subnet_id = one(module.vpc.public_subnets) - associate_public_ip_address = true +resource "aws_iam_instance_profile" "ec2" { + name_prefix = "${local.name}-instance-" + role = aws_iam_role.ec2.name tags = local.tags } diff --git a/patterns/ml-container-cache/cache-builder/state_machine.json b/patterns/ml-container-cache/cache-builder/state_machine.json index 3601692ca4..a7a2cfaadb 100644 --- a/patterns/ml-container-cache/cache-builder/state_machine.json +++ b/patterns/ml-container-cache/cache-builder/state_machine.json @@ -1,29 +1,35 @@ { "Comment": "ML container image EBS cache builder", - "StartAt": "Define Defaults", + "StartAt": "DefineDefaultValues", "States": { - "Define Defaults": { + "DefineDefaultValues": { "Type": "Pass", - "Next": "Apply Defaults", - "ResultPath": "$.InputDefaults", + "Comment": "Define default values used when input values are not provided", "Parameters": { "InstanceType": "c6in.16xlarge", "Iops": 6000, "Throughput": 500, - "VolumeSize": 256 - } + "VolumeSize": 256, + "SnapshotName": "ml-container-cache", + "SnapshotDescription": "ML container image cache" + }, + "ResultPath": "$.InputDefaults", + "Next": "MergeDefaultValues" }, - "Apply Defaults": { + "MergeDefaultValues": { "Type": "Pass", - "Next": "RunInstance", - "ResultPath": "$.withDefaults", - "OutputPath": "$.withDefaults.args", + "Comment": "Merge default values with input values, input values take precedence", "Parameters": { "args.$": "States.JsonMerge($.InputDefaults, $$.Execution.Input, false)" - } + }, + "OutputPath": "$.withDefaults.args", + "ResultPath": "$.withDefaults", + "Next": "RunInstance" }, "RunInstance": { "Type": "Task", + "Comment": "Create instance using EKS AMI", + "Resource": "arn:aws:states:::aws-sdk:ec2:runInstances", "Parameters": { "BlockDeviceMappings": [ { @@ -72,8 +78,6 @@ ], "UserData": "${base64_encoded_user_data}" }, - "Resource": "arn:aws:states:::aws-sdk:ec2:runInstances", - "Comment": "Create instance using EKS AMI", "ResultSelector": { "Id.$": "$.Instances[0].InstanceId" }, @@ -82,10 +86,11 @@ }, "DescribeInstance": { "Type": "Task", + "Comment": "Get the state of the instance", + "Resource": "arn:aws:states:::aws-sdk:ec2:describeInstances", "Parameters": { "InstanceIds.$": "States.Array($.Instance.Id)" }, - "Resource": "arn:aws:states:::aws-sdk:ec2:describeInstances", "ResultSelector": { "Id.$": "$.Reservations[0].Instances[0]InstanceId", "State.$": "$.Reservations[0].Instances[0].State.Name" @@ -116,19 +121,20 @@ "StringEquals": "stopped" } ], - "Next": "TerminateInstances" + "Next": "TerminateInstance" } ], "Default": "WaitForInstanceState" }, "WaitForInstanceState": { "Type": "Wait", + "Comment": "Wait for the instance to be running", "Seconds": 10, - "Next": "DescribeInstance", - "Comment": "Wait for the instance to be running" + "Next": "DescribeInstance" }, "GetCloudInitStatus": { "Type": "Task", + "Comment": "Get cloud-init status - proxy signal to determine if user-data has completed", "Resource": "arn:aws:states:::aws-sdk:ssm:sendCommand", "Parameters": { "DocumentName": "AWS-RunShellScript", @@ -144,8 +150,6 @@ } ] }, - "Comment": "Get cloud-init status", - "Next": "GetCloudInitStatusResults", "Retry": [ { "ErrorEquals": [ @@ -160,22 +164,24 @@ "ResultSelector": { "Id.$": "$.Command.CommandId" }, - "ResultPath": "$.Command" + "ResultPath": "$.Command", + "Next": "GetCloudInitStatusResults" }, "GetCloudInitStatusResults": { "Type": "Task", + "Comment": "Get cloud-init status results (text output from SSM command invocation)", + "Resource": "arn:aws:states:::aws-sdk:ssm:getCommandInvocation", "Parameters": { "CommandId.$": "$.Command.Id", "InstanceId.$": "$.Instance.Id" }, - "Resource": "arn:aws:states:::aws-sdk:ssm:getCommandInvocation", - "Next": "CommandStatus", "ResultSelector": { "Id.$": "$.CommandId", "Status.$": "$.Status", "StandardOutputContent.$": "$.StandardOutputContent" }, - "ResultPath": "$.Command" + "ResultPath": "$.Command", + "Next": "CommandStatus" }, "CommandStatus": { "Type": "Choice", @@ -199,7 +205,7 @@ { "Variable": "$.Command.StandardOutputContent", "StringEquals": "status: done\n", - "Next": "DescribeInstances" + "Next": "GetCacheVolume" }, { "Or": [ @@ -215,59 +221,112 @@ "Next": "CloudInitWait" } ], - "Default": "TerminateInstances" + "Default": "TerminateInstance" }, - "TerminateInstances": { - "Type": "Task", - "Parameters": { - "InstanceIds.$": "States.Array($.Instance.Id)" - }, - "Resource": "arn:aws:states:::aws-sdk:ec2:terminateInstances", - "End": true + "CloudInitWait": { + "Type": "Wait", + "Comment": "Wait for cloud-init status to return 'done'", + "Seconds": 60, + "Next": "GetCloudInitStatus" }, - "DescribeInstances": { + "GetCacheVolume": { "Type": "Task", + "Comment": "Get volume ID to create snapshot", + "Resource": "arn:aws:states:::aws-sdk:ec2:describeInstances", "Parameters": { "InstanceIds.$": "States.Array($.Instance.Id)" }, - "Resource": "arn:aws:states:::aws-sdk:ec2:describeInstances", - "Comment": "Get volume ID to snapshot", - "Next": "CreateSnapshot", "ResultSelector": { "Id.$": "$.Reservations[0].Instances[0]InstanceId", "State.$": "$.Reservations[0].Instances[0].State.Name", "VolumeId.$": "$.Reservations[0].Instances[0].BlockDeviceMappings[1].Ebs.VolumeId" }, - "ResultPath": "$.Instance" + "ResultPath": "$.Instance", + "Next": "CreateSnapshot" }, "CreateSnapshot": { "Type": "Task", + "Comment": "Create a snapshot of the cache volume", + "Resource": "arn:aws:states:::aws-sdk:ec2:createSnapshot", "Parameters": { + "Description.$": "$.SnapshotDescription", + "TagSpecifications": [ + { + "ResourceType": "snapshot", + "Tags": [ + { + "Key": "Name", + "Value.$": "$.SnapshotName" + } + ] + } + ], "VolumeId.$": "$.Instance.VolumeId" }, - "Resource": "arn:aws:states:::aws-sdk:ec2:createSnapshot", - "Comment": "Create snapshot of cache volume", - "Next": "UpdateSnapshotSsmParameter", "ResultSelector": { "Id.$": "$.SnapshotId" }, - "ResultPath": "$.Snapshot" + "ResultPath": "$.Snapshot", + "Next": "DescribeSnapshot" + }, + "DescribeSnapshot": { + "Type": "Task", + "Comment": "Get the state of the snapshot", + "Resource": "arn:aws:states:::aws-sdk:ec2:describeSnapshots", + "Parameters": { + "SnapshotIds.$": "States.Array($.Snapshot.Id)" + }, + "ResultSelector": { + "Id.$": "$.Snapshots[0].SnapshotId", + "State.$": "$.Snapshots[0].State" + }, + "ResultPath": "$.Snapshot", + "Next": "SnapshotState" + }, + "SnapshotState": { + "Type": "Choice", + "Choices": [ + { + "Variable": "$.Snapshot.State", + "StringEquals": "completed", + "Next": "UpdateSnapshotSsmParameter" + }, + { + "Variable": "$.Snapshot.State", + "StringEquals": "pending", + "Next": "SnapshotStateWait" + } + ], + "Default": "TerminateInstance" + }, + "SnapshotStateWait": { + "Type": "Wait", + "Comment": "Wait for the snapshot to complete and be ready for use", + "Seconds": 30, + "Next": "DescribeSnapshot" }, "UpdateSnapshotSsmParameter": { "Type": "Task", + "Comment": "Update SSM parameter with new snapshot ID", + "Resource": "arn:aws:states:::aws-sdk:ssm:putParameter", "Parameters": { "Name": "${ssm_parameter_name}", + "Overwrite": true, "Value.$": "$.Snapshot.Id" }, - "Resource": "arn:aws:states:::aws-sdk:ssm:putParameter", - "End": true, - "Comment": "Update SSM parameter with new snapshot ID" + "ResultSelector": { + "Version.$": "$.Version" + }, + "ResultPath": "$.SsmParameter", + "Next": "TerminateInstance" }, - "CloudInitWait": { - "Type": "Wait", - "Seconds": 60, - "Next": "GetCloudInitStatus", - "Comment": "Wait for cloud-init status to return 'done'" + "TerminateInstance": { + "Type": "Task", + "Resource": "arn:aws:states:::aws-sdk:ec2:terminateInstances", + "Parameters": { + "InstanceIds.$": "States.Array($.Instance.Id)" + }, + "End": true } } } \ No newline at end of file diff --git a/patterns/ml-container-cache/cache-builder/state_machine.tf b/patterns/ml-container-cache/cache-builder/state_machine.tf index 7922db9bab..2df2ca372d 100644 --- a/patterns/ml-container-cache/cache-builder/state_machine.tf +++ b/patterns/ml-container-cache/cache-builder/state_machine.tf @@ -1,47 +1,8 @@ -locals { - user_data = <<-EOT - #!/usr/bin/env bash - - # Increase the partition size for the root volume - growpart /dev/nvme0n1 1 - - # Create & mount the filesystem for the 2nd volume - mkfs -t xfs /dev/xvdb - mkdir /cache - mount /dev/xvdb /cache - - mkdir -p /cache/var/lib/containerd - mkdir -p /cache/var/lib/kubelet - - # Get ECR credentials to pull images (if needed) - ECR_PASSWORD=$(aws ecr get-login-password --region "${local.region}") - if [[ -z $${ECR_PASSWORD} ]]; then - echo >&2 "Unable to retrieve the ECR password. Image pull may not be properly authenticated." - fi - - # containerd needs to be running to pull images - systemctl restart containerd - - export CONTAINER_RUNTIME_ENDPOINT=unix:///run/containerd/containerd.sock - exportIMAGE_SERVICE_ENDPOINT=unix:///run/containerd/containerd.sock - - # crictl pull --creds "AWS:$${ECR_PASSWORD}" "" - - # Images pulled for example are in public repositories, no auth requried - crictl pull nvcr.io/nvidia/k8s-device-plugin:v0.16.2 # 120 Mb - crictl pull nvcr.io/nvidia/k8s/dcgm-exporter:3.3.7-3.5.0-ubuntu22.04 # 629 Mb - crictl pull nvcr.io/nvidia/pytorch:24.07-py3 # 9.3 Gb - crictl pull nvcr.io/nvidia/tritonserver:24.07-vllm-python-py3 # 12.6 Gb - - yum install rsync -y - cd / && rsync -a /var/lib/containerd/ /cache/var/lib/containerd - echo 'synced /var/lib/containerd' - cd / && rsync -a /var/lib/kubelet/ /cache/var/lib/kubelet - echo 'synced /var/lib/kubelet' - EOT +# Using the EKS AMI allows us to use ctr to pull images +data "aws_ssm_parameter" "eks_ami" { + name = "/aws/service/eks/optimized-ami/1.30/amazon-linux-2/recommended/image_id" } - ################################################################################ # State Machine ################################################################################ @@ -52,8 +13,17 @@ module "state_machine" { name = local.name definition = templatefile("${path.module}/state_machine.json", { - ami_id = data.aws_ssm_parameter.eks_ami.value - base64_encoded_user_data = base64encode(local.user_data) + ami_id = data.aws_ssm_parameter.eks_ami.value + base64_encoded_user_data = base64encode(templatefile("${path.module}/user_data.sh", { + ecr_images = [] + public_images = [ + "nvcr.io/nvidia/k8s-device-plugin:v0.16.2", # 120 Mb + "nvcr.io/nvidia/k8s/dcgm-exporter:3.3.7-3.5.0-ubuntu22.04", # 629 Mb + "nvcr.io/nvidia/pytorch:24.07-py3", # 9.3 Gb + "nvcr.io/nvidia/tritonserver:24.07-vllm-python-py3", # 12.6 Gb + ] + region = local.region + })) iam_instance_profile_arn = aws_iam_instance_profile.ec2.arn security_group_id = module.security_group.security_group_id subnet_id = one(module.vpc.public_subnets) @@ -85,6 +55,7 @@ data "aws_iam_policy_document" "state_machine" { statement { sid = "Instance" actions = [ + "ec2:CreateTags", "ec2:RunInstances", "ec2:TerminateInstances", "ec2:CreateSnapshot", @@ -101,8 +72,11 @@ data "aws_iam_policy_document" "state_machine" { } statement { - sid = "DescribeInstance" - actions = ["ec2:DescribeInstances"] + sid = "DescribeInstance" + actions = [ + "ec2:DescribeInstances", + "ec2:DescribeSnapshots", + ] resources = ["*"] } @@ -124,49 +98,28 @@ data "aws_iam_policy_document" "state_machine" { } } -################################################################################ -# Instance IAM Role & Profile -################################################################################ - -data "aws_iam_policy_document" "ec2_assume_role" { - statement { - sid = "EC2NodeAssumeRole" - actions = [ - "sts:TagSession", - "sts:AssumeRole", - ] - - principals { - type = "Service" - identifiers = ["ec2.amazonaws.com"] - } - } -} - -resource "aws_iam_role" "ec2" { - name_prefix = "${local.name}-instance-" - assume_role_policy = data.aws_iam_policy_document.ec2_assume_role.json - force_detach_policies = true - - tags = local.tags -} - -resource "aws_iam_role_policy_attachment" "ec2_role" { - for_each = { - AmazonEC2ContainerRegistryReadOnly = "arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly", - AmazonSSMManagedInstanceCore = "arn:aws:iam::aws:policy/AmazonSSMManagedInstanceCore", +output "start_execution_command" { + description = "Example awscli command to start the state machine execution" + value = <<-EOT + aws stepfunctions start-execution \ + --region ${local.region} \ + --state-machine-arn ${module.state_machine.state_machine_arn} \ + --input ${jsonencode(jsonencode( + { + InstanceType = "c6in.24xlarge" + Iops = 10000 + Throughput = 1000 + VolumeSize = 128 + SnapshotName = "ml-container-cache" + SnapshotDescription = "ML container image cache" } - - policy_arn = each.value - role = aws_iam_role.ec2.name +))} + EOT } -resource "aws_iam_instance_profile" "ec2" { - name_prefix = "${local.name}-instance-" - role = aws_iam_role.ec2.name - - tags = local.tags -} +################################################################################ +# Snapshot SSM Parameter +################################################################################ resource "aws_ssm_parameter" "snapshot_id" { name = "/${local.name}/snapshot_id" diff --git a/patterns/ml-container-cache/cache-builder/user_data.sh b/patterns/ml-container-cache/cache-builder/user_data.sh new file mode 100644 index 0000000000..cf58a6730a --- /dev/null +++ b/patterns/ml-container-cache/cache-builder/user_data.sh @@ -0,0 +1,35 @@ +#!/usr/bin/env bash + +# Ensure the root volume partition size is expanded +growpart $(lsblk --noheadings --paths --output PKNAME /dev/xvda | xargs | cut -d " " -f 1) 1 + +# Mount the 2nd volume +mkfs -t xfs /dev/xvdb +mkdir /cache +mount /dev/xvdb /cache + +mkdir -p /cache/var/lib/containerd +mkdir -p /cache/var/lib/kubelet + +# containerd needs to be running to pull images +systemctl start containerd + +export CONTAINER_RUNTIME_ENDPOINT='unix:///run/containerd/containerd.sock' +export IMAGE_SERVICE_ENDPOINT='unix:///run/containerd/containerd.sock' + +# ECR images +ECR_PASSWORD=$(aws ecr get-login-password --region "${region}") +%{ for img in ecr_images ~} +crictl pull --creds "AWS:$${ECR_PASSWORD}" "${img}" +%{ endfor ~} + +# Public images +%{ for img in public_images ~} +crictl pull "${img}" +%{ endfor ~} + +yum install rsync -y +cd / && rsync -a /var/lib/containerd/ /cache/var/lib/containerd +echo 'synced /var/lib/containerd' +cd / && rsync -a /var/lib/kubelet/ /cache/var/lib/kubelet +echo 'synced /var/lib/kubelet' From 8e67511c4253493a6ef8be683aa7002bbf0cb43e Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Fri, 16 Aug 2024 17:13:32 -0500 Subject: [PATCH 07/15] feat: Integrate snapshot ID parameter into EKS node group and mount in user data --- .pre-commit-config.yaml | 2 +- .../cache-builder/README.md | 40 +++++++++++++++++++ .../ml-container-cache/cache-builder/ec2.tf | 1 - .../ml-container-cache/cache-builder/main.tf | 2 +- .../cache-builder/state_machine.json | 2 +- .../cache-builder/state_machine.tf | 18 +++++---- .../cache-builder/user_data.sh | 3 -- patterns/ml-container-cache/eks.tf | 31 +++++++++++++- patterns/ml-container-cache/pod.yaml | 11 +++++ 9 files changed, 95 insertions(+), 15 deletions(-) create mode 100644 patterns/ml-container-cache/cache-builder/README.md create mode 100644 patterns/ml-container-cache/pod.yaml diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 024afe9fa7..5982a5ede6 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -19,7 +19,7 @@ repos: - id: detect-aws-credentials args: [--allow-missing-credentials] - repo: https://github.com/antonbabenko/pre-commit-terraform - rev: v1.92.1 + rev: v1.92.2 hooks: - id: terraform_fmt - id: terraform_docs diff --git a/patterns/ml-container-cache/cache-builder/README.md b/patterns/ml-container-cache/cache-builder/README.md new file mode 100644 index 0000000000..4ab6f9874c --- /dev/null +++ b/patterns/ml-container-cache/cache-builder/README.md @@ -0,0 +1,40 @@ +# ML Container Cache Builder + +Resources used to build the EBS snapshot volume where the ML containers are stored. + +## Prerequisites + +Ensure that you have installed the following tools locally: + +- [awscli](https://docs.aws.amazon.com/cli/latest/userguide/install-cliv2.html) +- [terraform](https://learn.hashicorp.com/tutorials/terraform/install-cli) + +## Deploy + +1. To provision the Terraform resources defined: + +```sh +terraform init +terraform apply -auto-approve +``` + +This will create a state machine that can be used to build the EBS snapshot volume where the ML containers are stored. The instance size/resources may seem excessive, but this is to ensure that the images are pulled quickly and the EBS snapshot is created in a timely manner. However, the resources can be adjusted through the state machine input parameters as needed. + +2. To build the EBS snapshot volume, you can start a state machine execution through the AWS console or through the awscli. A Terraform output `start_execution_command` has been provided to provide an example that can be modified and used to start the state machine execution: + +```sh +aws stepfunctions start-execution \ + --region us-west-2 \ + --state-machine-arn arn:aws:states:us-west-2:111111111111:stateMachine:cache-builder \ + --input "{\"InstanceType\":\"c6in.24xlarge\",\"Iops\":10000,\"SnapshotDescription\":\"ML container image cache\",\"SnapshotName\":\"ml-container-cache\",\"Throughput\":1000,\"VolumeSize\":128}" +``` + +## Destroy + +```sh +terraform destroy -auto-approve +``` + +## State Machine Diagram + +![state machine](../assets/state-machine.png) diff --git a/patterns/ml-container-cache/cache-builder/ec2.tf b/patterns/ml-container-cache/cache-builder/ec2.tf index eb7191a79c..e9aa993db7 100644 --- a/patterns/ml-container-cache/cache-builder/ec2.tf +++ b/patterns/ml-container-cache/cache-builder/ec2.tf @@ -1,4 +1,3 @@ - ################################################################################ # Instance IAM Role & Profile ################################################################################ diff --git a/patterns/ml-container-cache/cache-builder/main.tf b/patterns/ml-container-cache/cache-builder/main.tf index 40679be396..a653821c7f 100644 --- a/patterns/ml-container-cache/cache-builder/main.tf +++ b/patterns/ml-container-cache/cache-builder/main.tf @@ -12,7 +12,7 @@ terraform { # backend "s3" { # bucket = "terraform-ssp-github-actions-state" # region = "us-west-2" - # key = "e2e/ml-container-cache-build/terraform.tfstate" + # key = "e2e/ml-container-cache-builder/terraform.tfstate" # } } diff --git a/patterns/ml-container-cache/cache-builder/state_machine.json b/patterns/ml-container-cache/cache-builder/state_machine.json index a7a2cfaadb..f31b2e898b 100644 --- a/patterns/ml-container-cache/cache-builder/state_machine.json +++ b/patterns/ml-container-cache/cache-builder/state_machine.json @@ -329,4 +329,4 @@ "End": true } } -} \ No newline at end of file +} diff --git a/patterns/ml-container-cache/cache-builder/state_machine.tf b/patterns/ml-container-cache/cache-builder/state_machine.tf index 2df2ca372d..19375e232a 100644 --- a/patterns/ml-container-cache/cache-builder/state_machine.tf +++ b/patterns/ml-container-cache/cache-builder/state_machine.tf @@ -15,6 +15,7 @@ module "state_machine" { definition = templatefile("${path.module}/state_machine.json", { ami_id = data.aws_ssm_parameter.eks_ami.value base64_encoded_user_data = base64encode(templatefile("${path.module}/user_data.sh", { + # Update `ecr_images` and/or `public_images` as needed for your use case ecr_images = [] public_images = [ "nvcr.io/nvidia/k8s-device-plugin:v0.16.2", # 120 Mb @@ -37,21 +38,21 @@ module "state_machine" { } data "aws_iam_policy_document" "state_machine" { + # EKS AMI SSM parameter statement { - sid = "SSMGetParameter" - actions = ["ssm:GetParameter"] - resources = [ - # EKS SSM param - "arn:aws:ssm:${local.region}::parameter/aws/service/eks/optimized-ami/*", - ] + sid = "SSMGetParameter" + actions = ["ssm:GetParameter"] + resources = ["arn:aws:ssm:${local.region}::parameter/aws/service/eks/optimized-ami/*"] } + # State machine pass IAM role to EC2 statement { sid = "PassRole" actions = ["iam:PassRole"] resources = [aws_iam_role.ec2.arn] } + # State machine EC2 API calls to create/terminate instances and snapshots statement { sid = "Instance" actions = [ @@ -71,6 +72,7 @@ data "aws_iam_policy_document" "state_machine" { ] } + # State machine EC2 API calls to check instance/snapshot state statement { sid = "DescribeInstance" actions = [ @@ -80,6 +82,7 @@ data "aws_iam_policy_document" "state_machine" { resources = ["*"] } + # State machine SSM API calls to check cloud-init status statement { sid = "SendSSMCaommand" actions = [ @@ -89,6 +92,7 @@ data "aws_iam_policy_document" "state_machine" { resources = ["*"] } + # State machine SSM API call to update the snapshot ID parameter statement { sid = "SSMPutParameter" actions = ["ssm:PutParameter"] @@ -124,7 +128,7 @@ output "start_execution_command" { resource "aws_ssm_parameter" "snapshot_id" { name = "/${local.name}/snapshot_id" type = "String" - value = "todo" + value = "xxx" lifecycle { # The state machine will be responsible for the value after creation diff --git a/patterns/ml-container-cache/cache-builder/user_data.sh b/patterns/ml-container-cache/cache-builder/user_data.sh index cf58a6730a..6051e2feaa 100644 --- a/patterns/ml-container-cache/cache-builder/user_data.sh +++ b/patterns/ml-container-cache/cache-builder/user_data.sh @@ -9,7 +9,6 @@ mkdir /cache mount /dev/xvdb /cache mkdir -p /cache/var/lib/containerd -mkdir -p /cache/var/lib/kubelet # containerd needs to be running to pull images systemctl start containerd @@ -31,5 +30,3 @@ crictl pull "${img}" yum install rsync -y cd / && rsync -a /var/lib/containerd/ /cache/var/lib/containerd echo 'synced /var/lib/containerd' -cd / && rsync -a /var/lib/kubelet/ /cache/var/lib/kubelet -echo 'synced /var/lib/kubelet' diff --git a/patterns/ml-container-cache/eks.tf b/patterns/ml-container-cache/eks.tf index 6f9eb1b91d..2c0ce3185d 100644 --- a/patterns/ml-container-cache/eks.tf +++ b/patterns/ml-container-cache/eks.tf @@ -1,3 +1,7 @@ +locals { + dev_name = "xvdb" +} + ################################################################################ # Cluster ################################################################################ @@ -29,14 +33,39 @@ module "eks" { # The EKS AL2 GPU AMI provides all of the necessary components # for accelerated workloads w/ EFA ami_type = "AL2_x86_64_GPU" - instance_types = ["p5.48xlarge"] + instance_types = ["g6.xlarge"] min_size = 1 max_size = 1 desired_size = 1 + pre_bootstrap_user_data = <<-EOT + # Mount the second volume for containerd persistent data + # This volume contains the cached images and layers + + systemctl stop containerd + mkfs -t xfs /dev/${local.dev_name} + rm -rf /var/lib/containerd/* + mount /dev/${local.dev_name} /var/lib/containerd/ + systemctl start containerd + + EOT + + block_device_mappings = { + (local.dev_name) = { + device_name = "/dev/${local.dev_name}" + ebs = { + # Snapshot ID from the cache builder + snapshot_id = data.aws_ssm_parameter.snapshot_id.value + volume_size = 256 + volume_type = "gp3" + } + } + } + labels = { "nvidia.com/gpu.present" = "true" + "ml-container-cache" = "true" } taints = { diff --git a/patterns/ml-container-cache/pod.yaml b/patterns/ml-container-cache/pod.yaml new file mode 100644 index 0000000000..ec5452f176 --- /dev/null +++ b/patterns/ml-container-cache/pod.yaml @@ -0,0 +1,11 @@ +apiVersion: v1 +kind: Pod +metadata: + name: example +spec: + containers: + - name: demo-container-1 + image: registry.k8s.io/pause:3.8 + resources: + limits: + hardware-vendor.example/foo: 2 From b5f115ac6109232900a8708518af0c987517ce44 Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Fri, 16 Aug 2024 22:51:26 -0500 Subject: [PATCH 08/15] chore: Add test pod manifests to check pod startup times --- .../cache-builder/state_machine.tf | 4 ++-- .../cache-builder/user_data.sh | 23 +++++++++++-------- .../ml-container-cache/cached-pytorch.txt | 21 +++++++++++++++++ patterns/ml-container-cache/eks.tf | 18 +++++++++++++-- patterns/ml-container-cache/pod-cached.yaml | 23 +++++++++++++++++++ .../ml-container-cache/pod-noncached.yaml | 14 +++++++++++ patterns/ml-container-cache/pod.yaml | 11 --------- 7 files changed, 89 insertions(+), 25 deletions(-) create mode 100644 patterns/ml-container-cache/cached-pytorch.txt create mode 100644 patterns/ml-container-cache/pod-cached.yaml create mode 100644 patterns/ml-container-cache/pod-noncached.yaml delete mode 100644 patterns/ml-container-cache/pod.yaml diff --git a/patterns/ml-container-cache/cache-builder/state_machine.tf b/patterns/ml-container-cache/cache-builder/state_machine.tf index 19375e232a..4c0dc39274 100644 --- a/patterns/ml-container-cache/cache-builder/state_machine.tf +++ b/patterns/ml-container-cache/cache-builder/state_machine.tf @@ -12,7 +12,7 @@ module "state_machine" { version = "~> 4.2" name = local.name - definition = templatefile("${path.module}/state_machine.json", { + definition = nonsensitive(templatefile("${path.module}/state_machine.json", { ami_id = data.aws_ssm_parameter.eks_ami.value base64_encoded_user_data = base64encode(templatefile("${path.module}/user_data.sh", { # Update `ecr_images` and/or `public_images` as needed for your use case @@ -29,7 +29,7 @@ module "state_machine" { security_group_id = module.security_group.security_group_id subnet_id = one(module.vpc.public_subnets) ssm_parameter_name = aws_ssm_parameter.snapshot_id.name - }) + })) attach_policy_json = true policy_json = data.aws_iam_policy_document.state_machine.json diff --git a/patterns/ml-container-cache/cache-builder/user_data.sh b/patterns/ml-container-cache/cache-builder/user_data.sh index 6051e2feaa..696e26b59b 100644 --- a/patterns/ml-container-cache/cache-builder/user_data.sh +++ b/patterns/ml-container-cache/cache-builder/user_data.sh @@ -1,14 +1,21 @@ #!/usr/bin/env bash +systemctl stop kubelet +systemctl stop containerd + # Ensure the root volume partition size is expanded growpart $(lsblk --noheadings --paths --output PKNAME /dev/xvda | xargs | cut -d " " -f 1) 1 +# Move images pulled as part of AMI creation process +yum install rsync -y +mkdir -p /tmp/containerd +cd / && rsync -a /var/lib/containerd/ /tmp/containerd + # Mount the 2nd volume mkfs -t xfs /dev/xvdb -mkdir /cache -mount /dev/xvdb /cache - -mkdir -p /cache/var/lib/containerd +rm -rf /var/lib/containerd/* +mount /dev/xvdb /var/lib/containerd/ +cd / && rsync -a /tmp/containerd/ /var/lib/containerd # containerd needs to be running to pull images systemctl start containerd @@ -19,14 +26,10 @@ export IMAGE_SERVICE_ENDPOINT='unix:///run/containerd/containerd.sock' # ECR images ECR_PASSWORD=$(aws ecr get-login-password --region "${region}") %{ for img in ecr_images ~} -crictl pull --creds "AWS:$${ECR_PASSWORD}" "${img}" +ctr -n k8s.io images pull --label io.cri-containerd.pinned=pinned --label io.cri-containerd.image=managed --platform amd64 --creds "AWS:$${ECR_PASSWORD}" "${img}" %{ endfor ~} # Public images %{ for img in public_images ~} -crictl pull "${img}" +ctr -n k8s.io images pull --label io.cri-containerd.pinned=pinned --label io.cri-containerd.image=managed --platform amd64 "${img}" %{ endfor ~} - -yum install rsync -y -cd / && rsync -a /var/lib/containerd/ /cache/var/lib/containerd -echo 'synced /var/lib/containerd' diff --git a/patterns/ml-container-cache/cached-pytorch.txt b/patterns/ml-container-cache/cached-pytorch.txt new file mode 100644 index 0000000000..d213dd898f --- /dev/null +++ b/patterns/ml-container-cache/cached-pytorch.txt @@ -0,0 +1,21 @@ + conditions: + - lastProbeTime: null + lastTransitionTime: "2024-08-17T03:24:17Z" + status: "True" + type: PodReadyToStartContainers + - lastProbeTime: null + lastTransitionTime: "2024-08-17T03:23:45Z" + status: "True" + type: Initialized + - lastProbeTime: null + lastTransitionTime: "2024-08-17T03:24:17Z" + status: "True" + type: Ready + - lastProbeTime: null + lastTransitionTime: "2024-08-17T03:24:17Z" + status: "True" + type: ContainersReady + - lastProbeTime: null + lastTransitionTime: "2024-08-17T03:23:45Z" + status: "True" + type: PodScheduled diff --git a/patterns/ml-container-cache/eks.tf b/patterns/ml-container-cache/eks.tf index 2c0ce3185d..b1b9db9a55 100644 --- a/patterns/ml-container-cache/eks.tf +++ b/patterns/ml-container-cache/eks.tf @@ -2,6 +2,10 @@ locals { dev_name = "xvdb" } +data "aws_ssm_parameter" "snapshot_id" { + name = "/cache-builder/snapshot_id" +} + ################################################################################ # Cluster ################################################################################ @@ -33,7 +37,7 @@ module "eks" { # The EKS AL2 GPU AMI provides all of the necessary components # for accelerated workloads w/ EFA ami_type = "AL2_x86_64_GPU" - instance_types = ["g6.xlarge"] + instance_types = ["g6e.xlarge"] min_size = 1 max_size = 1 @@ -56,7 +60,7 @@ module "eks" { device_name = "/dev/${local.dev_name}" ebs = { # Snapshot ID from the cache builder - snapshot_id = data.aws_ssm_parameter.snapshot_id.value + snapshot_id = nonsensitive(data.aws_ssm_parameter.snapshot_id.value) volume_size = 256 volume_type = "gp3" } @@ -85,6 +89,16 @@ module "eks" { min_size = 1 max_size = 2 desired_size = 2 + + block_device_mappings = { + "xvda" = { + device_name = "/dev/xvda" + ebs = { + volume_size = 64 + volume_type = "gp3" + } + } + } } } diff --git a/patterns/ml-container-cache/pod-cached.yaml b/patterns/ml-container-cache/pod-cached.yaml new file mode 100644 index 0000000000..4a28e00e1d --- /dev/null +++ b/patterns/ml-container-cache/pod-cached.yaml @@ -0,0 +1,23 @@ +apiVersion: v1 +kind: Pod +metadata: + name: example +spec: + containers: + - name: example + image: nvcr.io/nvidia/pytorch:24.07-py3 + command: ['python3'] + args: + [ + '-c', + 'import torch; print(torch.cuda.is_available()); print(torch.cuda.device_count())', + ] + resources: + limits: + nvidia.com/gpu: 1 + nodeSelector: + ml-container-cache: 'true' + tolerations: + - key: 'nvidia.com/gpu' + operator: 'Exists' + effect: 'NoSchedule' diff --git a/patterns/ml-container-cache/pod-noncached.yaml b/patterns/ml-container-cache/pod-noncached.yaml new file mode 100644 index 0000000000..b9ed13a607 --- /dev/null +++ b/patterns/ml-container-cache/pod-noncached.yaml @@ -0,0 +1,14 @@ +apiVersion: v1 +kind: Pod +metadata: + name: example +spec: + containers: + - name: example + image: nvcr.io/nvidia/pytorch:24.07-py3 + command: ['python3'] + args: + [ + '-c', + 'import torch; print(torch.cuda.is_available()); print(torch.cuda.device_count())', + ] diff --git a/patterns/ml-container-cache/pod.yaml b/patterns/ml-container-cache/pod.yaml deleted file mode 100644 index ec5452f176..0000000000 --- a/patterns/ml-container-cache/pod.yaml +++ /dev/null @@ -1,11 +0,0 @@ -apiVersion: v1 -kind: Pod -metadata: - name: example -spec: - containers: - - name: demo-container-1 - image: registry.k8s.io/pause:3.8 - resources: - limits: - hardware-vendor.example/foo: 2 From abad30570cf1783224ebf9039461aa69bb760a6c Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Sat, 17 Aug 2024 08:43:16 -0500 Subject: [PATCH 09/15] chore: Update naming used on manifests --- .../ml-container-cache/cached-pytorch.txt | 1 + patterns/ml-container-cache/pod-cached.yaml | 2 +- .../{pod-noncached.yaml => pod-uncached.yaml} | 2 +- .../ml-container-cache/uncached-pytorch.txt | 22 +++++++++++++++++++ 4 files changed, 25 insertions(+), 2 deletions(-) rename patterns/ml-container-cache/{pod-noncached.yaml => pod-uncached.yaml} (94%) create mode 100644 patterns/ml-container-cache/uncached-pytorch.txt diff --git a/patterns/ml-container-cache/cached-pytorch.txt b/patterns/ml-container-cache/cached-pytorch.txt index d213dd898f..cd49193737 100644 --- a/patterns/ml-container-cache/cached-pytorch.txt +++ b/patterns/ml-container-cache/cached-pytorch.txt @@ -1,3 +1,4 @@ +status: conditions: - lastProbeTime: null lastTransitionTime: "2024-08-17T03:24:17Z" diff --git a/patterns/ml-container-cache/pod-cached.yaml b/patterns/ml-container-cache/pod-cached.yaml index 4a28e00e1d..5374af8fa9 100644 --- a/patterns/ml-container-cache/pod-cached.yaml +++ b/patterns/ml-container-cache/pod-cached.yaml @@ -1,7 +1,7 @@ apiVersion: v1 kind: Pod metadata: - name: example + name: cached spec: containers: - name: example diff --git a/patterns/ml-container-cache/pod-noncached.yaml b/patterns/ml-container-cache/pod-uncached.yaml similarity index 94% rename from patterns/ml-container-cache/pod-noncached.yaml rename to patterns/ml-container-cache/pod-uncached.yaml index b9ed13a607..cfdf0e79af 100644 --- a/patterns/ml-container-cache/pod-noncached.yaml +++ b/patterns/ml-container-cache/pod-uncached.yaml @@ -1,7 +1,7 @@ apiVersion: v1 kind: Pod metadata: - name: example + name: uncached spec: containers: - name: example diff --git a/patterns/ml-container-cache/uncached-pytorch.txt b/patterns/ml-container-cache/uncached-pytorch.txt new file mode 100644 index 0000000000..a90894b94d --- /dev/null +++ b/patterns/ml-container-cache/uncached-pytorch.txt @@ -0,0 +1,22 @@ +status: + conditions: + - lastProbeTime: null + lastTransitionTime: "2024-08-17T13:41:16Z" + status: "True" + type: PodReadyToStartContainers + - lastProbeTime: null + lastTransitionTime: "2024-08-17T13:35:28Z" + status: "True" + type: Initialized + - lastProbeTime: null + lastTransitionTime: "2024-08-17T13:41:35Z" + status: "True" + type: Ready + - lastProbeTime: null + lastTransitionTime: "2024-08-17T13:41:35Z" + status: "True" + type: ContainersReady + - lastProbeTime: null + lastTransitionTime: "2024-08-17T13:35:28Z" + status: "True" + type: PodScheduled From fdac1175f49b8a4c4d7f2bdb97079792e3cb134d Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Tue, 20 Aug 2024 17:46:06 -0500 Subject: [PATCH 10/15] chore: Add image pull timing recordings --- patterns/ml-container-cache/README.md | 12 ++++- .../ml-container-cache/assets/cached.cast | 40 ++++++++++++++ patterns/ml-container-cache/assets/cached.svg | 1 + .../ml-container-cache/assets/uncached.cast | 53 +++++++++++++++++++ .../ml-container-cache/assets/uncached.svg | 1 + .../ml-container-cache/cached-pytorch.txt | 22 -------- patterns/ml-container-cache/pod-cached.yaml | 2 +- .../ml-container-cache/uncached-pytorch.txt | 22 -------- 8 files changed, 107 insertions(+), 46 deletions(-) create mode 100644 patterns/ml-container-cache/assets/cached.cast create mode 100644 patterns/ml-container-cache/assets/cached.svg create mode 100644 patterns/ml-container-cache/assets/uncached.cast create mode 100644 patterns/ml-container-cache/assets/uncached.svg delete mode 100644 patterns/ml-container-cache/cached-pytorch.txt delete mode 100644 patterns/ml-container-cache/uncached-pytorch.txt diff --git a/patterns/ml-container-cache/README.md b/patterns/ml-container-cache/README.md index 3856f4866b..4d429edea5 100644 --- a/patterns/ml-container-cache/README.md +++ b/patterns/ml-container-cache/README.md @@ -4,7 +4,17 @@ TODO The following components are demonstrated in this pattern: -- TODO +### Cached + +

+ cached image startup time +

+ +### Uncached + +

+ uncached image startup time +

## Code diff --git a/patterns/ml-container-cache/assets/cached.cast b/patterns/ml-container-cache/assets/cached.cast new file mode 100644 index 0000000000..f822252a4b --- /dev/null +++ b/patterns/ml-container-cache/assets/cached.cast @@ -0,0 +1,40 @@ +{"version": 2, "width": 178, "height": 50, "timestamp": 1724192942, "env": {"SHELL": "/bin/zsh", "TERM": "xterm-256color"}} +[3.141555, "o", "k"] +[3.805203, "o", "\bkt"] +[3.918843, "o", "i"] +[4.054438, "o", "m"] +[4.138745, "o", "e"] +[4.297423, "o", " "] +[4.41489, "o", "a"] +[4.544104, "o", "p"] +[4.677994, "o", "p"] +[4.847812, "o", "l"] +[5.081147, "o", "y"] +[5.223526, "o", " "] +[5.810165, "o", "-"] +[5.996766, "o", "f"] +[6.164095, "o", " "] +[6.737198, "o", "p"] +[6.90754, "o", "o"] +[6.996376, "o", "d"] +[7.196503, "o", "-"] +[7.390642, "o", "c"] +[7.538866, "o", "a"] +[7.793575, "o", "c"] +[7.944196, "o", "h"] +[8.073397, "o", "e"] +[8.234161, "o", "d"] +[8.404996, "o", "."] +[8.658924, "o", "y"] +[8.768764, "o", "a"] +[8.864257, "o", "m"] +[9.020216, "o", "l"] +[9.623764, "o", "\u001b[?2004l\r\r\n"] +[11.561102, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Pod `cached` applied\r\n"] +[41.805262, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `cached` to be in the `Running` phase...\r\n"] +[72.052661, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `cached` to be in the `Running` phase...\r\n"] +[80.223702, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Pod `cached` => Running\r\n"] +[80.486133, "o", "Initialize: 0s\r\nPod ready to start containers: 69s\r\nContainers ready: 69s\r\nReady: 69s\r\n"] +[80.489953, "o", "\u001b[1m\u001b[7m%\u001b[27m\u001b[1m\u001b[0m \r \r"] +[80.758897, "o", "\r\u001b[0m\u001b[27m\u001b[24m\u001b[J\r\n\u001b[39m\u001b[0m\u001b[49m\u001b[44m \u001b[30m \u001b[30m~/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache \u001b[43m\u001b[34m \u001b[30m \u001b[30m feat/container-image-cache    16 \u001b[49m\u001b[33m\u001b[39m\r\n\u001b[40m \u001b[32m \u001b[49m\u001b[30m\u001b[39m \u001b[K\u001b[172C\u001b[39m\u001b[0m\u001b[49m\u001b[K\u001b[00m\u001b[172D\u001b[?2004h"] +[84.373307, "o", "\u001b[?2004l\r\r\n"] diff --git a/patterns/ml-container-cache/assets/cached.svg b/patterns/ml-container-cache/assets/cached.svg new file mode 100644 index 0000000000..3b59fde1f4 --- /dev/null +++ b/patterns/ml-container-cache/assets/cached.svg @@ -0,0 +1 @@ +ktimektimeapplyktimeapply-fktimeapply-fpod-cached.yamlINFOktime::cli:Pod`cached`appliedINFOktime::cli:Waitingforpod`cached`tobeinthe`Running`phase...INFOktime::cli:Pod`cached`=>RunningInitialize:0sPodreadytostartcontainers:69sContainersready:69sReady:69s% ~/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache feat/container-image-cache    1600kktktiktimktimeaktimeapktimeappktimeapplktimeapply-ktimeapply-fpktimeapply-fpoktimeapply-fpodktimeapply-fpod-ktimeapply-fpod-cktimeapply-fpod-caktimeapply-fpod-cacktimeapply-fpod-cachktimeapply-fpod-cachektimeapply-fpod-cachedktimeapply-fpod-cached.ktimeapply-fpod-cached.yktimeapply-fpod-cached.yaktimeapply-fpod-cached.yam \ No newline at end of file diff --git a/patterns/ml-container-cache/assets/uncached.cast b/patterns/ml-container-cache/assets/uncached.cast new file mode 100644 index 0000000000..8e63c3fcd7 --- /dev/null +++ b/patterns/ml-container-cache/assets/uncached.cast @@ -0,0 +1,53 @@ +{"version": 2, "width": 178, "height": 50, "timestamp": 1724192270, "env": {"SHELL": "/bin/zsh", "TERM": "xterm-256color"}} +[3.07224, "o", "k"] +[3.426658, "o", "\bkt"] +[3.495378, "o", "i"] +[3.642285, "o", "m"] +[3.73247, "o", "e"] +[3.895076, "o", " "] +[4.205934, "o", "a"] +[4.340161, "o", "p"] +[4.462295, "o", "p"] +[4.614387, "o", "l"] +[4.833003, "o", "y"] +[4.959395, "o", " "] +[5.435312, "o", "-"] +[5.571924, "o", "f"] +[5.695475, "o", " "] +[6.192113, "o", "p"] +[6.368815, "o", "o"] +[6.466231, "o", "d"] +[6.87427, "o", "-"] +[7.236139, "o", "u"] +[7.411683, "o", "n"] +[7.476373, "o", "c"] +[7.53987, "o", "a"] +[7.675919, "o", "c"] +[7.798356, "o", "h"] +[7.890878, "o", "e"] +[8.03637, "o", "d"] +[8.224083, "o", "."] +[8.616943, "o", "y"] +[8.676565, "o", "a"] +[8.810717, "o", "m"] +[8.945421, "o", "l"] +[9.910588, "o", "\u001b[?2004l\r\r\n"] +[11.416483, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Pod `uncached` applied\r\n"] +[41.657122, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[71.89908, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[102.144076, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[132.489969, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[162.800452, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[193.044007, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[223.322249, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[253.569643, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[283.844585, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[314.087282, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[344.331284, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[374.573051, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[404.825103, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `uncached` to be in the `Running` phase...\r\n"] +[410.089534, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Pod `uncached` => Running\r\n"] +[410.406715, "o", "Initialize: 0s\r\nPod ready to start containers: 399s\r\nContainers ready: 399s\r\nReady: 399s\r\n"] +[410.410585, "o", "\u001b[1m\u001b[7m%\u001b[27m\u001b[1m\u001b[0m \r \r"] +[410.674445, "o", "\r\u001b[0m\u001b[27m\u001b[24m\u001b[J\r\n\u001b[39m\u001b[0m\u001b[49m\u001b[44m \u001b[30m \u001b[30m~/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache \u001b[42m\u001b[34m \u001b[30m \u001b[30m feat/container-image-cache   16 \u001b[49m\u001b[32m\u001b[39m\r\n\u001b[40m \u001b[32m \u001b[49m\u001b[30m\u001b[39m \u001b[K\u001b[172C\u001b[39m\u001b[0m\u001b[49m\u001b[K\u001b[00m\u001b[172D\u001b[?2004h"] +[469.970405, "o", "\u001b[?2004l\r\r\n"] diff --git a/patterns/ml-container-cache/assets/uncached.svg b/patterns/ml-container-cache/assets/uncached.svg new file mode 100644 index 0000000000..c6d75b5af5 --- /dev/null +++ b/patterns/ml-container-cache/assets/uncached.svg @@ -0,0 +1 @@ +ktimektimeapplyktimeapply-fktimeapply-fpod-uncached.yamlINFOktime::cli:Pod`uncached`appliedINFOktime::cli:Waitingforpod`uncached`tobeinthe`Running`phase...INFOktime::cli:Pod`uncached`=>RunningInitialize:0sPodreadytostartcontainers:399sContainersready:399sReady:399s% ~/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache feat/container-image-cache   1600kktktiktimktimeaktimeapktimeappktimeapplktimeapply-ktimeapply-fpktimeapply-fpoktimeapply-fpodktimeapply-fpod-ktimeapply-fpod-uktimeapply-fpod-unktimeapply-fpod-uncktimeapply-fpod-uncaktimeapply-fpod-uncacktimeapply-fpod-uncachktimeapply-fpod-uncachektimeapply-fpod-uncachedktimeapply-fpod-uncached.ktimeapply-fpod-uncached.yktimeapply-fpod-uncached.yaktimeapply-fpod-uncached.yam \ No newline at end of file diff --git a/patterns/ml-container-cache/cached-pytorch.txt b/patterns/ml-container-cache/cached-pytorch.txt deleted file mode 100644 index cd49193737..0000000000 --- a/patterns/ml-container-cache/cached-pytorch.txt +++ /dev/null @@ -1,22 +0,0 @@ -status: - conditions: - - lastProbeTime: null - lastTransitionTime: "2024-08-17T03:24:17Z" - status: "True" - type: PodReadyToStartContainers - - lastProbeTime: null - lastTransitionTime: "2024-08-17T03:23:45Z" - status: "True" - type: Initialized - - lastProbeTime: null - lastTransitionTime: "2024-08-17T03:24:17Z" - status: "True" - type: Ready - - lastProbeTime: null - lastTransitionTime: "2024-08-17T03:24:17Z" - status: "True" - type: ContainersReady - - lastProbeTime: null - lastTransitionTime: "2024-08-17T03:23:45Z" - status: "True" - type: PodScheduled diff --git a/patterns/ml-container-cache/pod-cached.yaml b/patterns/ml-container-cache/pod-cached.yaml index 5374af8fa9..46c7409ccf 100644 --- a/patterns/ml-container-cache/pod-cached.yaml +++ b/patterns/ml-container-cache/pod-cached.yaml @@ -14,7 +14,7 @@ spec: ] resources: limits: - nvidia.com/gpu: 1 + nvidia.com/gpu: '1' nodeSelector: ml-container-cache: 'true' tolerations: diff --git a/patterns/ml-container-cache/uncached-pytorch.txt b/patterns/ml-container-cache/uncached-pytorch.txt deleted file mode 100644 index a90894b94d..0000000000 --- a/patterns/ml-container-cache/uncached-pytorch.txt +++ /dev/null @@ -1,22 +0,0 @@ -status: - conditions: - - lastProbeTime: null - lastTransitionTime: "2024-08-17T13:41:16Z" - status: "True" - type: PodReadyToStartContainers - - lastProbeTime: null - lastTransitionTime: "2024-08-17T13:35:28Z" - status: "True" - type: Initialized - - lastProbeTime: null - lastTransitionTime: "2024-08-17T13:41:35Z" - status: "True" - type: Ready - - lastProbeTime: null - lastTransitionTime: "2024-08-17T13:41:35Z" - status: "True" - type: ContainersReady - - lastProbeTime: null - lastTransitionTime: "2024-08-17T13:35:28Z" - status: "True" - type: PodScheduled From e470967d10339f214fef88e8d10b4034a1efdb6e Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Wed, 21 Aug 2024 08:47:31 -0500 Subject: [PATCH 11/15] feat: Add support for EBS fast snapshot restore on the volume created --- .../cache-builder/state_machine.json | 25 +++++++++++++++++++ .../cache-builder/state_machine.tf | 2 ++ patterns/ml-container-cache/eks.tf | 4 ++- 3 files changed, 30 insertions(+), 1 deletion(-) diff --git a/patterns/ml-container-cache/cache-builder/state_machine.json b/patterns/ml-container-cache/cache-builder/state_machine.json index f31b2e898b..a6db83ae78 100644 --- a/patterns/ml-container-cache/cache-builder/state_machine.json +++ b/patterns/ml-container-cache/cache-builder/state_machine.json @@ -6,6 +6,7 @@ "Type": "Pass", "Comment": "Define default values used when input values are not provided", "Parameters": { + "EnableFastSnapshotRestore": true, "InstanceType": "c6in.16xlarge", "Iops": 6000, "Throughput": 500, @@ -318,6 +319,30 @@ "Version.$": "$.Version" }, "ResultPath": "$.SsmParameter", + "Next": "EnableFastSnapshotRestore" + }, + "EnableFastSnapshotRestore": { + "Type": "Choice", + "Choices": [ + { + "Variable": "$.EnableFastSnapshotRestore", + "BooleanEquals": true, + "Next": "EnableFastSnapshotRestores" + } + ], + "Default": "TerminateInstance" + }, + "EnableFastSnapshotRestores": { + "Type": "Task", + "Resource": "arn:aws:states:::aws-sdk:ec2:enableFastSnapshotRestores", + "Parameters": { + "AvailabilityZones": ["${availability_zones}"], + "SourceSnapshotIds.$": "States.Array($.Snapshot.Id)" + }, + "ResultSelector": { + "Successful.$": "$.Successful" + }, + "ResultPath": "$.FastSnapshotRestore", "Next": "TerminateInstance" }, "TerminateInstance": { diff --git a/patterns/ml-container-cache/cache-builder/state_machine.tf b/patterns/ml-container-cache/cache-builder/state_machine.tf index 4c0dc39274..18fe775242 100644 --- a/patterns/ml-container-cache/cache-builder/state_machine.tf +++ b/patterns/ml-container-cache/cache-builder/state_machine.tf @@ -25,6 +25,7 @@ module "state_machine" { ] region = local.region })) + availability_zones = join("\",\"", slice(data.aws_availability_zones.available.names, 0, 3)) iam_instance_profile_arn = aws_iam_instance_profile.ec2.arn security_group_id = module.security_group.security_group_id subnet_id = one(module.vpc.public_subnets) @@ -60,6 +61,7 @@ data "aws_iam_policy_document" "state_machine" { "ec2:RunInstances", "ec2:TerminateInstances", "ec2:CreateSnapshot", + "ec2:EnableFastSnapshotRestores", ] resources = [ "arn:aws:ec2:*::image/*", diff --git a/patterns/ml-container-cache/eks.tf b/patterns/ml-container-cache/eks.tf index b1b9db9a55..a37f579dfb 100644 --- a/patterns/ml-container-cache/eks.tf +++ b/patterns/ml-container-cache/eks.tf @@ -34,6 +34,8 @@ module "eks" { eks_managed_node_groups = { gpu = { + create = false + # The EKS AL2 GPU AMI provides all of the necessary components # for accelerated workloads w/ EFA ami_type = "AL2_x86_64_GPU" @@ -48,7 +50,7 @@ module "eks" { # This volume contains the cached images and layers systemctl stop containerd - mkfs -t xfs /dev/${local.dev_name} + rm -rf /var/lib/containerd/* mount /dev/${local.dev_name} /var/lib/containerd/ systemctl start containerd From d0591299fcb6117a6b05283d7fa6075c31126c70 Mon Sep 17 00:00:00 2001 From: Bryant Biggs Date: Tue, 17 Sep 2024 16:03:47 -0500 Subject: [PATCH 12/15] feat: Use fstab for volume mount, reduce images pulled, reduce volume size --- .pre-commit-config.yaml | 2 +- patterns/ml-container-cache/README.md | 4 +- .../ml-container-cache/assets/cached.cast | 97 ++++++++------ patterns/ml-container-cache/assets/cached.svg | 2 +- .../assets/state-machine.png | Bin 287611 -> 160831 bytes .../ml-container-cache/assets/uncached.cast | 124 ++++++++++-------- .../ml-container-cache/assets/uncached.svg | 2 +- .../cache-builder/state_machine.json | 7 +- .../cache-builder/state_machine.tf | 6 +- .../cache-builder/user_data.sh | 3 +- patterns/ml-container-cache/eks.tf | 12 +- patterns/ml-container-cache/helm.tf | 2 +- patterns/ml-container-cache/pod-cached.yaml | 9 +- patterns/ml-container-cache/pod-uncached.yaml | 9 +- 14 files changed, 156 insertions(+), 123 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 5982a5ede6..3579cf011e 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -19,7 +19,7 @@ repos: - id: detect-aws-credentials args: [--allow-missing-credentials] - repo: https://github.com/antonbabenko/pre-commit-terraform - rev: v1.92.2 + rev: v1.96.1 hooks: - id: terraform_fmt - id: terraform_docs diff --git a/patterns/ml-container-cache/README.md b/patterns/ml-container-cache/README.md index 4d429edea5..886c52a325 100644 --- a/patterns/ml-container-cache/README.md +++ b/patterns/ml-container-cache/README.md @@ -7,13 +7,13 @@ The following components are demonstrated in this pattern: ### Cached

- cached image startup time + cached image startup time

### Uncached

- uncached image startup time + uncached image startup time

## Code diff --git a/patterns/ml-container-cache/assets/cached.cast b/patterns/ml-container-cache/assets/cached.cast index f822252a4b..0400c0e74e 100644 --- a/patterns/ml-container-cache/assets/cached.cast +++ b/patterns/ml-container-cache/assets/cached.cast @@ -1,40 +1,57 @@ -{"version": 2, "width": 178, "height": 50, "timestamp": 1724192942, "env": {"SHELL": "/bin/zsh", "TERM": "xterm-256color"}} -[3.141555, "o", "k"] -[3.805203, "o", "\bkt"] -[3.918843, "o", "i"] -[4.054438, "o", "m"] -[4.138745, "o", "e"] -[4.297423, "o", " "] -[4.41489, "o", "a"] -[4.544104, "o", "p"] -[4.677994, "o", "p"] -[4.847812, "o", "l"] -[5.081147, "o", "y"] -[5.223526, "o", " "] -[5.810165, "o", "-"] -[5.996766, "o", "f"] -[6.164095, "o", " "] -[6.737198, "o", "p"] -[6.90754, "o", "o"] -[6.996376, "o", "d"] -[7.196503, "o", "-"] -[7.390642, "o", "c"] -[7.538866, "o", "a"] -[7.793575, "o", "c"] -[7.944196, "o", "h"] -[8.073397, "o", "e"] -[8.234161, "o", "d"] -[8.404996, "o", "."] -[8.658924, "o", "y"] -[8.768764, "o", "a"] -[8.864257, "o", "m"] -[9.020216, "o", "l"] -[9.623764, "o", "\u001b[?2004l\r\r\n"] -[11.561102, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Pod `cached` applied\r\n"] -[41.805262, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `cached` to be in the `Running` phase...\r\n"] -[72.052661, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Waiting for pod `cached` to be in the `Running` phase...\r\n"] -[80.223702, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Pod `cached` => Running\r\n"] -[80.486133, "o", "Initialize: 0s\r\nPod ready to start containers: 69s\r\nContainers ready: 69s\r\nReady: 69s\r\n"] -[80.489953, "o", "\u001b[1m\u001b[7m%\u001b[27m\u001b[1m\u001b[0m \r \r"] -[80.758897, "o", "\r\u001b[0m\u001b[27m\u001b[24m\u001b[J\r\n\u001b[39m\u001b[0m\u001b[49m\u001b[44m \u001b[30m \u001b[30m~/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache \u001b[43m\u001b[34m \u001b[30m \u001b[30m feat/container-image-cache    16 \u001b[49m\u001b[33m\u001b[39m\r\n\u001b[40m \u001b[32m \u001b[49m\u001b[30m\u001b[39m \u001b[K\u001b[172C\u001b[39m\u001b[0m\u001b[49m\u001b[K\u001b[00m\u001b[172D\u001b[?2004h"] -[84.373307, "o", "\u001b[?2004l\r\r\n"] +{"version": 2, "width": 85, "height": 26, "timestamp": 1726608012, "env": {"SHELL": "/usr/bin/zsh", "TERM": "xterm-256color"}} +[1.065942, "o", "\u001b[1m\u001b[7m%\u001b[27m\u001b[1m\u001b[0m \r \r"] +[1.071125, "o", "\u001b]2;bryant-biggs@bbiggs:~/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache\u0007\u001b]1;..ntainer-cache\u0007"] +[1.075755, "o", "\u001b]7;file://bbiggs/home/bryant-biggs/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache\u001b\\"] +[1.07591, "o", "\r\u001b[0m\u001b[27m\u001b[24m\u001b[Jbbiggs% \u001b[K\u001b[?1h\u001b=\u001b[?2004h"] +[1.667145, "o", "k"] +[1.96088, "o", "\bkt"] +[2.04863, "o", "i"] +[2.228969, "o", "m"] +[2.357545, "o", "e"] +[2.567622, "o", " "] +[2.69161, "o", "a"] +[2.813534, "o", "p"] +[2.963742, "o", "p"] +[3.146971, "o", "l"] +[3.355791, "o", "y"] +[3.485734, "o", " "] +[4.007962, "o", "-"] +[4.180756, "o", "-"] +[4.42675, "o", "f"] +[4.569685, "o", "i"] +[4.770987, "o", "l"] +[4.921827, "o", "e"] +[5.046153, "o", " "] +[5.409954, "o", "p"] +[5.598631, "o", "o"] +[5.703379, "o", "d"] +[5.859996, "o", "-"] +[6.067884, "o", "c"] +[6.175553, "o", "a"] +[6.289903, "o", "c"] +[6.426701, "o", "h"] +[6.512597, "o", "e"] +[6.670784, "o", "d"] +[6.91681, "o", "."] +[7.202138, "o", "y"] +[7.3488, "o", "a"] +[7.447817, "o", "m"] +[7.625835, "o", "l"] +[8.031686, "o", "\u001b[?1l\u001b>"] +[8.031743, "o", "\u001b[?2004l\r\r\n"] +[8.032639, "o", "\u001b]2;ktime apply --file pod-cached.yaml\u0007\u001b]1;ktime\u0007"] +[9.6089, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Pod `cached` applied\r\n"] +[12.292201, "o", "\u001b[32m INFO\u001b[0m \u001b[2mktime::cli\u001b[0m\u001b[2m:\u001b[0m Pod `cached` => Running\r\n"] +[12.682033, "o", "Initialize: 0s\r\nPod ready to start containers: 2s\r\nContainers ready: 2s\r\nReady: 2s\r\n"] +[12.683906, "o", "\u001b[1m\u001b[7m%\u001b[27m\u001b[1m\u001b[0m \r \r"] +[12.690885, "o", "\u001b]2;bryant-biggs@bbiggs:~/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache\u0007\u001b]1;..ntainer-cache\u0007"] +[12.695515, "o", "\u001b]7;file://bbiggs/home/bryant-biggs/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache\u001b\\"] +[12.695594, "o", "\r\u001b[0m\u001b[27m\u001b[24m\u001b[Jbbiggs% \u001b[K"] +[12.695802, "o", "\u001b[?1h\u001b=\u001b[?2004h"] +[14.804135, "o", "e"] +[15.099844, "o", "\bex"] +[15.328525, "o", "i"] +[15.526698, "o", "t"] +[17.226862, "o", "\u001b[?1l\u001b>"] +[17.226952, "o", "\u001b[?2004l\r\r\n"] +[17.227748, "o", "\u001b]2;exit\u0007\u001b]1;exit\u0007"] diff --git a/patterns/ml-container-cache/assets/cached.svg b/patterns/ml-container-cache/assets/cached.svg index 3b59fde1f4..1d49c88991 100644 --- a/patterns/ml-container-cache/assets/cached.svg +++ b/patterns/ml-container-cache/assets/cached.svg @@ -1 +1 @@ -ktimektimeapplyktimeapply-fktimeapply-fpod-cached.yamlINFOktime::cli:Pod`cached`appliedINFOktime::cli:Waitingforpod`cached`tobeinthe`Running`phase...INFOktime::cli:Pod`cached`=>RunningInitialize:0sPodreadytostartcontainers:69sContainersready:69sReady:69s% ~/Documents/bp/terraform-aws-eks-blueprints/patterns/ml-container-cache feat/container-image-cache    1600kktktiktimktimeaktimeapktimeappktimeapplktimeapply-ktimeapply-fpktimeapply-fpoktimeapply-fpodktimeapply-fpod-ktimeapply-fpod-cktimeapply-fpod-caktimeapply-fpod-cacktimeapply-fpod-cachktimeapply-fpod-cachektimeapply-fpod-cachedktimeapply-fpod-cached.ktimeapply-fpod-cached.yktimeapply-fpod-cached.yaktimeapply-fpod-cached.yam \ No newline at end of file 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