From 5901ad8e2849664a743328352b3639c12257cae8 Mon Sep 17 00:00:00 2001 From: Arun Date: Thu, 16 May 2024 18:13:19 -0500 Subject: [PATCH 01/14] adds new pattern for kubeflow monitoring --- bin/single-new-eks-kubeflow-observability.ts | 6 + .../grafanaoperatorsecretaddon.ts | 75 ++++++++ .../index.ts | 172 ++++++++++++++++++ 3 files changed, 253 insertions(+) create mode 100644 bin/single-new-eks-kubeflow-observability.ts create mode 100644 lib/single-new-eks-kubeflow-observability-pattern/grafanaoperatorsecretaddon.ts create mode 100644 lib/single-new-eks-kubeflow-observability-pattern/index.ts diff --git a/bin/single-new-eks-kubeflow-observability.ts b/bin/single-new-eks-kubeflow-observability.ts new file mode 100644 index 00000000..6cd8898c --- /dev/null +++ b/bin/single-new-eks-kubeflow-observability.ts @@ -0,0 +1,6 @@ +import SingleNewEksKubeflowobservabilityPattern from '../lib/single-new-eks-kubeflow-observability-pattern'; +import { configureApp } from '../lib/common/construct-utils'; + +const app = configureApp(); + +new SingleNewEksKubeflowobservabilityPattern(app, 'single-new-eks-kubeflow'); \ No newline at end of file diff --git a/lib/single-new-eks-kubeflow-observability-pattern/grafanaoperatorsecretaddon.ts b/lib/single-new-eks-kubeflow-observability-pattern/grafanaoperatorsecretaddon.ts new file mode 100644 index 00000000..0c222009 --- /dev/null +++ b/lib/single-new-eks-kubeflow-observability-pattern/grafanaoperatorsecretaddon.ts @@ -0,0 +1,75 @@ +import 'source-map-support/register'; +import * as blueprints from '@aws-quickstart/eks-blueprints'; +import * as eks from "aws-cdk-lib/aws-eks"; +import { Construct } from 'constructs'; +import { dependable } from '@aws-quickstart/eks-blueprints/dist/utils'; + +export class GrafanaOperatorSecretAddon implements blueprints.ClusterAddOn { + id?: string | undefined; + @dependable(blueprints.addons.ExternalsSecretsAddOn.name, blueprints.addons.GrafanaOperatorAddon.name) + deploy(clusterInfo: blueprints.ClusterInfo): void | Promise { + const cluster = clusterInfo.cluster; + const secretStore = new eks.KubernetesManifest(clusterInfo.cluster.stack, "ClusterSecretStore", { + cluster: cluster, + manifest: [ + { + apiVersion: "external-secrets.io/v1beta1", + kind: "ClusterSecretStore", + metadata: { + name: "ssm-parameter-store", + namespace: "default" + }, + spec: { + provider: { + aws: { + service: "ParameterStore", + region: clusterInfo.cluster.stack.region, + auth: { + jwt: { + serviceAccountRef: { + name: "external-secrets-sa", + namespace: "external-secrets", + }, + }, + }, + }, + }, + }, + }, + ], + }); + + const externalSecret = new eks.KubernetesManifest(clusterInfo.cluster.stack, "ExternalSecret", { + cluster: cluster, + manifest: [ + { + apiVersion: "external-secrets.io/v1beta1", + kind: "ExternalSecret", + metadata: { + name: "external-grafana-admin-credentials", + namespace: "grafana-operator" + }, + spec: { + secretStoreRef: { + name: "ssm-parameter-store", + kind: "ClusterSecretStore", + }, + target: { + name: "grafana-admin-credentials" + }, + data: [ + { + secretKey: "GF_SECURITY_ADMIN_APIKEY", + remoteRef: { + key: "/cdk-accelerator/grafana-api-key" + }, + }, + ], + }, + }, + ], + }); + externalSecret.node.addDependency(secretStore); + return Promise.resolve(secretStore); + } +} \ No newline at end of file diff --git a/lib/single-new-eks-kubeflow-observability-pattern/index.ts b/lib/single-new-eks-kubeflow-observability-pattern/index.ts new file mode 100644 index 00000000..7230e3df --- /dev/null +++ b/lib/single-new-eks-kubeflow-observability-pattern/index.ts @@ -0,0 +1,172 @@ +import { Construct } from 'constructs'; +import { utils } from '@aws-quickstart/eks-blueprints'; +import * as blueprints from '@aws-quickstart/eks-blueprints'; +import { GrafanaOperatorSecretAddon } from './grafanaoperatorsecretaddon'; +import * as eks from 'aws-cdk-lib/aws-eks'; +import * as ec2 from 'aws-cdk-lib/aws-ec2'; +import * as amp from 'aws-cdk-lib/aws-aps'; +import { ObservabilityBuilder } from '@aws-quickstart/eks-blueprints'; +import * as fs from 'fs'; + +export default class SingleNewEksKubeflowbservabilityPattern { + constructor(scope: Construct, id: string) { + + const stackId = `${id}-observability-accelerator`; + + const account = process.env.COA_ACCOUNT_ID! || process.env.CDK_DEFAULT_ACCOUNT!; + const region = process.env.COA_AWS_REGION! || process.env.CDK_DEFAULT_REGION!; + const ampWorkspaceName = process.env.COA_AMP_WORKSPACE_NAME! || 'observability-amp-Workspace'; + const ampWorkspace = blueprints.getNamedResource(ampWorkspaceName) as unknown as amp.CfnWorkspace; + const ampEndpoint = ampWorkspace.attrPrometheusEndpoint; + const ampWorkspaceArn = ampWorkspace.attrArn; + + const amgEndpointUrl = process.env.COA_AMG_ENDPOINT_URL; + + // All Grafana Dashboard URLs from `cdk.json` + const fluxRepository: blueprints.FluxGitRepo = utils.valueFromContext(scope, "fluxRepository", undefined); + fluxRepository.values!.AMG_AWS_REGION = region; + fluxRepository.values!.AMP_ENDPOINT_URL = ampEndpoint; + fluxRepository.values!.AMG_ENDPOINT_URL = amgEndpointUrl; + + const ampAddOnProps: blueprints.AmpAddOnProps = { + ampPrometheusEndpoint: ampEndpoint, + deploymentMode: blueprints.DeploymentMode.DAEMONSET, + ampRules: { + ampWorkspaceArn: ampWorkspaceArn, + ruleFilePaths: [ + __dirname + '/../common/resources/amp-config/alerting-rules.yml', + __dirname + '/../common/resources/amp-config/recording-rules.yml' + ] + } + }; + + let doc = utils.readYamlDocument(__dirname + '/../common/resources/otel-collector-config.yml'); + + doc = utils.changeTextBetweenTokens( + doc, + "{{ start enableJavaMonJob }}", + "{{ stop enableJavaMonJob }}", + false + ); + doc = utils.changeTextBetweenTokens( + doc, + "{{ start enableNginxMonJob }}", + "{{ stop enableNginxMonJob }}", + false + ); + doc = utils.changeTextBetweenTokens( + doc, + "{{ start enableAdotMetricsCollectionJob }}", + "{{ stop enableAdotMetricsCollectionJob }}", + false + ); + doc = utils.changeTextBetweenTokens( + doc, + "{{ start enableAdotMetricsCollectionTelemetry }}", + "{{ stop enableAdotMetricsCollectionTelemetry }}", + false + ); + + doc = utils.changeTextBetweenTokens( + doc, + "{{ start enableIstioMonJob }}", + "{{ stop enableIstioMonJob }}", + true + ); + doc = utils.changeTextBetweenTokens( + doc, + "{{ start enableAPIserverJob }}", + "{{ stop enableAPIserverJob }}", + true + ); + doc = utils.changeTextBetweenTokens( + doc, + "{{ start enableAdotContainerLogsReceiver }}", + "{{ stop enableAdotContainerLogsReceiver }}", + true + ); + doc = utils.changeTextBetweenTokens( + doc, + "{{ start enableAdotContainerLogsExporter }}", + "{{ stop enableAdotContainerLogsExporter }}", + true + ); + console.log(doc); + fs.writeFileSync(__dirname + '/../common/resources/otel-collector-config-new.yml', doc); + + if (utils.valueFromContext(scope, "apiserver.pattern.enabled", false)) { + ampAddOnProps.enableAPIServerJob = true, + ampAddOnProps.ampRules?.ruleFilePaths.push( + __dirname + '/../common/resources/amp-config/apiserver/recording-rules.yml' + ); + } + + ampAddOnProps.openTelemetryCollector = { + manifestPath: __dirname + '/../common/resources/otel-collector-config-new.yml', + manifestParameterMap: { + logGroupName: `/aws/eks/${stackId}`, + logStreamName: `$NODE_NAME`, + logRetentionDays: 30, + awsRegion: region + } + }; + + ampAddOnProps.ampRules?.ruleFilePaths.push( + __dirname + '/../common/resources/amp-config/istio/alerting-rules.yml', + __dirname + '/../common/resources/amp-config/istio/recording-rules.yml' + ); + + Reflect.defineMetadata("ordered", true, blueprints.addons.GrafanaOperatorAddon); + const addOns: Array = [ + new blueprints.VpcCniAddOn(), + new blueprints.EbsCsiDriverAddOn(), + new blueprints.addons.XrayAdotAddOn(), + new blueprints.addons.FluxCDAddOn({"repositories": [fluxRepository]}), + new GrafanaOperatorSecretAddon(), + new blueprints.ArgoCDAddOn( + { + bootstrapRepo: { + repoUrl: 'https://github.com/arunvthangaraj/eks-blueprints-workloads.git', + targetRevision: 'main', + path: 'kubeflow-monitoring/envs/prod', + } + } + ) + //new KubeflowAddOn() + ]; + + addOns.push(new blueprints.addons.IstioBaseAddOn({ + version: "1.18.2" + })); + addOns.push(new blueprints.addons.IstioControlPlaneAddOn({ + version: "1.18.2" + })); + addOns.push(new blueprints.addons.IstioIngressGatewayAddon({ + version: "1.18.2" + })); + + addOns.push(new blueprints.addons.IstioCniAddon({ + version: "1.18.2" + })); + + const mngProps: blueprints.MngClusterProviderProps = { + version: eks.KubernetesVersion.V1_29, + instanceTypes: [new ec2.InstanceType("m5.2xlarge")], + amiType: eks.NodegroupAmiType.AL2_X86_64, + desiredSize: 3, + maxSize: 5, + }; + + ObservabilityBuilder.builder() + .account(account) + .region(region) + .clusterProvider(new blueprints.MngClusterProvider(mngProps)) + .resourceProvider(ampWorkspaceName, new blueprints.CreateAmpProvider(ampWorkspaceName, ampWorkspaceName)) + .version('auto') + .withAmpProps(ampAddOnProps) + .enableControlPlaneLogging() + .enableOpenSourcePatternAddOns() + .addOns(...addOns) + .build(scope, stackId); + } +} \ No newline at end of file From 5e264551a216c33c9dca8f14fdc2c91b784e02d2 Mon Sep 17 00:00:00 2001 From: Arun Date: Sun, 19 May 2024 15:13:18 -0500 Subject: [PATCH 02/14] removes istio and increase cluster size --- .../index.ts | 18 ++---------------- 1 file changed, 2 insertions(+), 16 deletions(-) diff --git a/lib/single-new-eks-kubeflow-observability-pattern/index.ts b/lib/single-new-eks-kubeflow-observability-pattern/index.ts index 7230e3df..5dac2aa2 100644 --- a/lib/single-new-eks-kubeflow-observability-pattern/index.ts +++ b/lib/single-new-eks-kubeflow-observability-pattern/index.ts @@ -135,26 +135,12 @@ export default class SingleNewEksKubeflowbservabilityPattern { //new KubeflowAddOn() ]; - addOns.push(new blueprints.addons.IstioBaseAddOn({ - version: "1.18.2" - })); - addOns.push(new blueprints.addons.IstioControlPlaneAddOn({ - version: "1.18.2" - })); - addOns.push(new blueprints.addons.IstioIngressGatewayAddon({ - version: "1.18.2" - })); - - addOns.push(new blueprints.addons.IstioCniAddon({ - version: "1.18.2" - })); - const mngProps: blueprints.MngClusterProviderProps = { version: eks.KubernetesVersion.V1_29, instanceTypes: [new ec2.InstanceType("m5.2xlarge")], amiType: eks.NodegroupAmiType.AL2_X86_64, - desiredSize: 3, - maxSize: 5, + desiredSize: 5, + maxSize: 10, }; ObservabilityBuilder.builder() From bb220882edef7573394a1b0d4cc35d5dda5b82f5 Mon Sep 17 00:00:00 2001 From: Arun Date: Thu, 6 Jun 2024 17:47:52 -0500 Subject: [PATCH 03/14] adds istio grafana dashboards to kubeflow pattern --- cdk.json | 22 +++++++++++++++++++ .../index.ts | 7 +++++- 2 files changed, 28 insertions(+), 1 deletion(-) diff --git a/cdk.json b/cdk.json index c02d52c4..c09c4cb0 100644 --- a/cdk.json +++ b/cdk.json @@ -40,6 +40,28 @@ } ] }, + "fluxIstioRepository": { + "name": "grafana-istio-dashboards", + "namespace": "grafana-operator", + "repository": { + "repoUrl": "https://github.com/arunvthangaraj/aws-observability-accelerator", + "name": "grafana-istio-dashboards", + "targetRevision": "main", + "path": "./artifacts/grafana-operator-manifests/eks/istio" + }, + "values": { + "GRAFANA_ISTIO_CP_DASH_URL" : "https://raw.githubusercontent.com/arunvthangaraj/aws-observability-accelerator/main/artifacts/grafana-dashboards/eks/istio/istio-control-plane-dashboard.json", + "GRAFANA_ISTIO_MESH_DASH_URL" : "https://raw.githubusercontent.com/arunvthangaraj/aws-observability-accelerator/main/artifacts/grafana-dashboards/eks/istio/istio-mesh-dashboard.json", + "GRAFANA_ISTIO_PERF_DASH_URL" : "https://raw.githubusercontent.com/arunvthangaraj/aws-observability-accelerator/main/artifacts/grafana-dashboards/eks/istio/istio-performance-dashboard.json", + "GRAFANA_ISTIO_SERVICE_DASH_URL" : "https://raw.githubusercontent.com/arunvthangaraj/aws-observability-accelerator/main/artifacts/grafana-dashboards/eks/istio/istio-service-dashboard.json", + "GRAFANA_ISTIO_WORKLOAD_DASH_URL" : "https://raw.githubusercontent.com/arunvthangaraj/aws-observability-accelerator/main/artifacts/grafana-dashboards/eks/istio/istio-workload-dashboard.json" + }, + "kustomizations": [ + { + "kustomizationPath": "./artifacts/grafana-operator-manifests/eks/istio" + } + ] + }, "gpuNodeGroup": { "instanceType": "g4dn.xlarge", "desiredSize": 2, diff --git a/lib/single-new-eks-kubeflow-observability-pattern/index.ts b/lib/single-new-eks-kubeflow-observability-pattern/index.ts index 5dac2aa2..eb395ea3 100644 --- a/lib/single-new-eks-kubeflow-observability-pattern/index.ts +++ b/lib/single-new-eks-kubeflow-observability-pattern/index.ts @@ -28,6 +28,11 @@ export default class SingleNewEksKubeflowbservabilityPattern { fluxRepository.values!.AMP_ENDPOINT_URL = ampEndpoint; fluxRepository.values!.AMG_ENDPOINT_URL = amgEndpointUrl; + const fluxIstioRepository: blueprints.FluxGitRepo = utils.valueFromContext(scope, "fluxIstioRepository", undefined); + fluxIstioRepository.values!.AMG_AWS_REGION = region; + fluxIstioRepository.values!.AMP_ENDPOINT_URL = ampEndpoint; + fluxIstioRepository.values!.AMG_ENDPOINT_URL = amgEndpointUrl; + const ampAddOnProps: blueprints.AmpAddOnProps = { ampPrometheusEndpoint: ampEndpoint, deploymentMode: blueprints.DeploymentMode.DAEMONSET, @@ -121,7 +126,7 @@ export default class SingleNewEksKubeflowbservabilityPattern { new blueprints.VpcCniAddOn(), new blueprints.EbsCsiDriverAddOn(), new blueprints.addons.XrayAdotAddOn(), - new blueprints.addons.FluxCDAddOn({"repositories": [fluxRepository]}), + new blueprints.addons.FluxCDAddOn({"repositories": [fluxRepository, fluxIstioRepository]}), new GrafanaOperatorSecretAddon(), new blueprints.ArgoCDAddOn( { From d22e99bdc9e492d353ff08e681ad8b9782f727f1 Mon Sep 17 00:00:00 2001 From: Arun Date: Mon, 10 Jun 2024 13:51:56 -0500 Subject: [PATCH 04/14] removes commented out code --- lib/single-new-eks-kubeflow-observability-pattern/index.ts | 1 - 1 file changed, 1 deletion(-) diff --git a/lib/single-new-eks-kubeflow-observability-pattern/index.ts b/lib/single-new-eks-kubeflow-observability-pattern/index.ts index eb395ea3..5b0c1c58 100644 --- a/lib/single-new-eks-kubeflow-observability-pattern/index.ts +++ b/lib/single-new-eks-kubeflow-observability-pattern/index.ts @@ -137,7 +137,6 @@ export default class SingleNewEksKubeflowbservabilityPattern { } } ) - //new KubeflowAddOn() ]; const mngProps: blueprints.MngClusterProviderProps = { From 587b0219393a290ca45d42d9a151378f0bd00cd5 Mon Sep 17 00:00:00 2001 From: Arun Date: Tue, 11 Jun 2024 22:17:06 -0500 Subject: [PATCH 05/14] adds architecture diagram for kubeflow monitoring --- docs/images/Kubeflow-Monitoring.png | Bin 0 -> 975042 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 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--git a/docs/patterns/single-new-eks-observability-accelerators/single-new-eks-kubeflow-observability.md b/docs/patterns/single-new-eks-observability-accelerators/single-new-eks-kubeflow-observability.md new file mode 100644 index 00000000..bcf0215c --- /dev/null +++ b/docs/patterns/single-new-eks-observability-accelerators/single-new-eks-kubeflow-observability.md @@ -0,0 +1,243 @@ +# Single Cluster Open Source Observability - Kubeflow Monitoring + +## Objective + +As part of day 2 operations, customers want to monitor their Infrastructure, Amazon EKS clusters and application components. AWS customers use Amazon EKS to run machine learning workloads. Containerization allows machine learning engineers to package and distribute models easily, while Kubernetes helps in deploying, scaling, and improving. In addition to monitoring the behavior of the Amazon EKS clusters, it’s essential to monitor the behavior of machine learning workflows as well to ensure the operational resilience of workloads and platforms run by an organization. This pattern demonstrates how to use the _New EKS Cluster Open Source Observability Accelerator_ to monitor kubeflow machine learning workloads using AWS Distro for OpenTelemetry Collector(ADOT Collector), Amazon Managed Service for Prometheus(AMP) and Amazon Managed Grafana(AMG). + +## Architecture + +The following figure illustrates the architecture of the pattern we will be deploying for the Kubeflow Monitoring pattern. The pattern deploys a single EKS cluster and ArgoCD is used to bootsrap the cluster with components required for Kubeflow machine learning worklods. Istio Ingress gatway will be utilized to access the Kubeflow dashboard. ADOT collector scrapes metrics from the kuebflow machine learning PODs and pushes the metrics to AMP utilizing a VPC Interface endpoint for AMP. ADOT Collector also pushes container logs to Amazon Cloudwatch. AMG is used to visualize the metrics pushed to AMP and also AMG is bootstrapped with Istio Workload and other EKS infrastructure dashboards. + +![Kubeflow-Architecture](../images/Kubeflow-Monitoring.png) + +## Prerequisites + +Ensure that you have installed the following tools on your machine. + +1. [aws cli](https://docs.aws.amazon.com/cli/latest/userguide/install-cliv2.html) +2. [kubectl](https://Kubernetes.io/docs/tasks/tools/) +3. [cdk](https://docs.aws.amazon.com/cdk/v2/guide/getting_started.html#getting_started_install) +4. [npm](https://docs.npmjs.com/cli/v8/commands/npm-install) + +## Deploying + +Please follow the _Deploying_ instructions of the [New EKS Cluster Open Source Observability Accelerator](./single-new-eks-opensource-observability.md) pattern till step 7. At step 8, execute the following: + +``` +make build +make pattern single-new-eks-kubeflow-observability deploy +``` + +!! warning This scenario might need larger worker node for the pod. + +Once the rest of the _Deploying_ steps are completed, Please follow the remaining steps to run a machine learning workload and monitor the worklods using Istio Grafana Dashboard. + +## Verify The Resources + +Run update-kubeconfig command. You should be able to get the command from CDK output message. + +``` +aws eks update-kubeconfig --name single-new-eks-kubeflow-observability-accelerator --region --role-arn arn:aws:iam::xxxxxxxxxxxx:role/single-new-eks-kubeflow-o-singlenewekskubeflowobser-xxxxxxxxxxxx +``` + +Let’s verify the resources created by steps above and make sure all the pods are in Running status. + +``` +kubectl get pods -o wide -A +``` + +``` +Output: +NAMESPACE NAME READY STATUS RESTARTS AGE IP NODE NOMINATED NODE READINESS GATES +ack-system ack-sagemaker-controller-59db6db46d-4p64h 1/1 Running 0 3d 10.0.99.81 ip-10-0-108-154.ec2.internal +argocd blueprints-addon-argocd-application-controller-0 1/1 Running 0 3d 10.0.120.11 ip-10-0-108-154.ec2.internal +argocd blueprints-addon-argocd-applicationset-controller-7d77d5cd9vm5l 1/1 Running 0 3d 10.0.132.119 ip-10-0-141-191.ec2.internal +argocd blueprints-addon-argocd-dex-server-84dc54844f-vplsz 1/1 Running 0 3d 10.0.102.223 ip-10-0-120-39.ec2.internal +argocd blueprints-addon-argocd-notifications-controller-597477df8w5r6g 1/1 Running 0 3d 10.0.107.238 ip-10-0-120-39.ec2.internal +argocd blueprints-addon-argocd-redis-79cb6b87dc-jdd68 1/1 Running 0 3d 10.0.181.8 ip-10-0-170-58.ec2.internal +argocd blueprints-addon-argocd-repo-server-584549c456-hgf5w 1/1 Running 0 3d 10.0.167.190 ip-10-0-170-58.ec2.internal +argocd blueprints-addon-argocd-server-7b7b488dd4-xrsz2 1/1 Running 0 3d 10.0.114.91 ip-10-0-108-154.ec2.internal +auth dex-7bd9c9fcd8-z5j2r 1/1 Running 0 3d 10.0.128.244 ip-10-0-141-191.ec2.internal +cert-manager cert-manager-6d988558d6-dnbtp 1/1 Running 0 3d 10.0.129.193 ip-10-0-141-191.ec2.internal +cert-manager cert-manager-cainjector-6976895488-hqqgm 1/1 Running 0 3d 10.0.169.195 ip-10-0-169-92.ec2.internal +cert-manager cert-manager-webhook-fcf48cc54-4dj2w 1/1 Running 0 3d 10.0.120.129 ip-10-0-120-39.ec2.internal +default otel-collector-amp-collector-4l6zm 1/1 Running 0 9m23s 10.0.102.230 ip-10-0-120-39.ec2.internal +default otel-collector-amp-collector-8ztk4 1/1 Running 0 9m25s 10.0.191.5 ip-10-0-170-58.ec2.internal +default otel-collector-amp-collector-c9ksr 1/1 Running 0 9m29s 10.0.142.206 ip-10-0-141-191.ec2.internal +default otel-collector-amp-collector-gmfvw 1/1 Running 0 9m27s 10.0.122.92 ip-10-0-108-154.ec2.internal +default otel-collector-amp-collector-xm7gs 1/1 Running 0 9m30s 10.0.179.248 ip-10-0-169-92.ec2.internal +default otel-collector-xray-collector-58f45c8d64-n4kr8 1/1 Running 0 3d 10.0.182.33 ip-10-0-169-92.ec2.internal +external-secrets blueprints-addon-external-secrets-675f847b97-pz65m 1/1 Running 0 3d 10.0.120.175 ip-10-0-108-154.ec2.internal +external-secrets blueprints-addon-external-secrets-cert-controller-68cbb65dck6qh 1/1 Running 0 3d 10.0.161.8 ip-10-0-170-58.ec2.internal +external-secrets blueprints-addon-external-secrets-webhook-6cfdbdf896-nxwzl 1/1 Running 0 3d 10.0.98.29 ip-10-0-120-39.ec2.internal +flux-system helm-controller-77d967565f-svrrf 1/1 Running 0 3d 10.0.164.109 ip-10-0-169-92.ec2.internal +flux-system image-automation-controller-65dc6fb844-czs4g 1/1 Running 0 3d 10.0.110.2 ip-10-0-120-39.ec2.internal +flux-system image-reflector-controller-c68896d7d-fsq8b 1/1 Running 0 3d 10.0.106.25 ip-10-0-120-39.ec2.internal +flux-system kustomize-controller-5575d67f8f-xj49h 1/1 Running 0 3d 10.0.168.42 ip-10-0-169-92.ec2.internal +flux-system notification-controller-5487f8c847-26pd4 1/1 Running 0 3d 10.0.140.149 ip-10-0-141-191.ec2.internal +flux-system source-controller-69bcb7cd85-mjbwk 1/1 Running 0 3d 10.0.177.215 ip-10-0-170-58.ec2.internal +grafana-operator grafana-operator-787f78d449-kmm6m 1/1 Running 0 2d1h 10.0.144.116 ip-10-0-141-191.ec2.internal +istio-system cluster-local-gateway-c54778958-x7npg 1/1 Running 0 3d 10.0.127.13 ip-10-0-120-39.ec2.internal +istio-system istio-ingressgateway-6f7997fc44-vqf46 1/1 Running 0 3d 10.0.178.195 ip-10-0-169-92.ec2.internal +istio-system istiod-5f75d5b598-d7vd2 1/1 Running 0 3d 10.0.191.114 ip-10-0-169-92.ec2.internal +knative-eventing eventing-controller-745467fc5b-nprt9 1/1 Running 0 3d 10.0.172.45 ip-10-0-170-58.ec2.internal +knative-eventing eventing-webhook-77c789b7f8-p966x 1/1 Running 0 3d 10.0.129.111 ip-10-0-141-191.ec2.internal +knative-serving activator-bd5fdc585-4gm7g 2/2 Running 0 3d 10.0.112.1 ip-10-0-120-39.ec2.internal +knative-serving autoscaler-756f4c9d6-pz567 2/2 Running 0 3d 10.0.96.207 ip-10-0-108-154.ec2.internal +knative-serving controller-86d8fbfb9d-qhfb2 2/2 Running 0 3d 10.0.140.14 ip-10-0-141-191.ec2.internal +knative-serving domain-mapping-766765556f-wtlqf 2/2 Running 0 3d 10.0.189.91 ip-10-0-169-92.ec2.internal +knative-serving domainmapping-webhook-7b56785669-76pjz 2/2 Running 0 3d 10.0.141.9 ip-10-0-141-191.ec2.internal +knative-serving net-istio-controller-5f89595bcb-8jg4t 2/2 Running 0 3d 10.0.177.93 ip-10-0-170-58.ec2.internal +knative-serving net-istio-webhook-dc448cfc4-k97nr 2/2 Running 0 3d 10.0.172.115 ip-10-0-169-92.ec2.internal 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coredns-54d6f577c6-jv5bt 1/1 Running 0 3d 10.0.124.73 ip-10-0-108-154.ec2.internal +kube-system ebs-csi-controller-774bd47d6c-rcxzp 6/6 Running 0 3d 10.0.184.162 ip-10-0-169-92.ec2.internal +kube-system ebs-csi-controller-774bd47d6c-tfzmk 6/6 Running 0 3d 10.0.121.61 ip-10-0-120-39.ec2.internal +kube-system ebs-csi-node-258gj 3/3 Running 0 3d 10.0.98.35 ip-10-0-120-39.ec2.internal +kube-system ebs-csi-node-cks4w 3/3 Running 0 3d 10.0.174.228 ip-10-0-169-92.ec2.internal +kube-system ebs-csi-node-ckwzw 3/3 Running 0 3d 10.0.150.107 ip-10-0-141-191.ec2.internal +kube-system ebs-csi-node-mq9ml 3/3 Running 0 3d 10.0.181.193 ip-10-0-170-58.ec2.internal +kube-system ebs-csi-node-rmws9 3/3 Running 0 3d 10.0.97.65 ip-10-0-108-154.ec2.internal +kube-system kube-proxy-4bfmk 1/1 Running 0 3d 10.0.141.191 ip-10-0-141-191.ec2.internal +kube-system kube-proxy-9nxpp 1/1 Running 0 3d 10.0.108.154 ip-10-0-108-154.ec2.internal +kube-system kube-proxy-fsgqw 1/1 Running 0 3d 10.0.170.58 ip-10-0-170-58.ec2.internal +kube-system kube-proxy-jb9d2 1/1 Running 0 3d 10.0.120.39 ip-10-0-120-39.ec2.internal +kube-system kube-proxy-lcdc5 1/1 Running 0 3d 10.0.169.92 ip-10-0-169-92.ec2.internal +kube-system kube-state-metrics-6cf6f65cf7-96q2l 1/1 Running 0 3d 10.0.131.19 ip-10-0-141-191.ec2.internal +kubeflow-user-example-com ml-pipeline-ui-artifact-6d4f744767-wmvj7 2/2 Running 0 3d 10.0.180.45 ip-10-0-170-58.ec2.internal +kubeflow-user-example-com ml-pipeline-visualizationserver-b889679b5-vk4mm 2/2 Running 0 3d 10.0.165.221 ip-10-0-170-58.ec2.internal +kubeflow admission-webhook-deployment-69dbff88fb-xn45w 1/1 Running 0 3d 10.0.133.56 ip-10-0-141-191.ec2.internal +kubeflow cache-server-77cb58d8b5-2j4sw 1/1 Running 0 3d 10.0.135.143 ip-10-0-141-191.ec2.internal +kubeflow centraldashboard-74974d768f-xcjxk 1/1 Running 0 3d 10.0.177.202 ip-10-0-169-92.ec2.internal +kubeflow jupyter-web-app-deployment-86d958b678-x2fmz 1/1 Running 0 3d 10.0.169.90 ip-10-0-170-58.ec2.internal +kubeflow katib-controller-577b85fd55-mrxdq 1/1 Running 0 3d 10.0.165.164 ip-10-0-169-92.ec2.internal +kubeflow katib-db-manager-6bfdd64d6d-b5mhs 1/1 Running 0 3d 10.0.118.81 ip-10-0-120-39.ec2.internal +kubeflow katib-mysql-76b79df5b5-dp5xb 1/1 Running 0 3d 10.0.124.63 ip-10-0-108-154.ec2.internal +kubeflow katib-ui-585fb4b984-rxztz 1/1 Running 0 3d 10.0.136.255 ip-10-0-141-191.ec2.internal +kubeflow kserve-controller-manager-7fd98bf845-wc5mb 2/2 Running 0 3d 10.0.109.53 ip-10-0-108-154.ec2.internal +kubeflow kserve-models-web-app-686df54cf5-gnb6p 1/1 Running 0 3d 10.0.149.199 ip-10-0-141-191.ec2.internal +kubeflow kubeflow-pipelines-profile-controller-5dcf75b69f-wn7dc 1/1 Running 0 3d 10.0.162.237 ip-10-0-170-58.ec2.internal +kubeflow metacontroller-0 1/1 Running 0 3d 10.0.181.155 ip-10-0-169-92.ec2.internal +kubeflow metadata-envoy-deployment-67f68b6c97-j246b 1/1 Running 0 3d 10.0.126.133 ip-10-0-120-39.ec2.internal +kubeflow metadata-grpc-deployment-d94cc8676-9fhp9 1/1 Running 2 (3d ago) 3d 10.0.157.146 ip-10-0-141-191.ec2.internal +kubeflow metadata-writer-5779f4656d-5m97g 1/1 Running 0 3d 10.0.163.117 ip-10-0-170-58.ec2.internal +kubeflow minio-5dc6ff5b96-ns5n4 1/1 Running 0 3d 10.0.191.213 ip-10-0-169-92.ec2.internal +kubeflow ml-pipeline-795547f6b4-zxqvq 1/1 Running 0 3d 10.0.187.17 ip-10-0-170-58.ec2.internal +kubeflow ml-pipeline-persistenceagent-65d985fff-czb88 1/1 Running 0 3d 10.0.119.190 ip-10-0-108-154.ec2.internal +kubeflow ml-pipeline-scheduledworkflow-7758fdc675-r49xr 1/1 Running 0 3d 10.0.111.108 ip-10-0-120-39.ec2.internal +kubeflow ml-pipeline-ui-7b4dcfc678-xnk2j 1/1 Running 0 3d 10.0.150.123 ip-10-0-141-191.ec2.internal +kubeflow ml-pipeline-viewer-crd-6d4b6c9794-zvhv7 1/1 Running 0 3d 10.0.182.227 ip-10-0-169-92.ec2.internal +kubeflow ml-pipeline-visualizationserver-5dc47dfff-9gbt2 1/1 Running 0 3d 10.0.190.154 ip-10-0-169-92.ec2.internal +kubeflow mysql-5b446b5744-5r74d 1/1 Running 0 3d 10.0.100.92 ip-10-0-120-39.ec2.internal +kubeflow notebook-controller-deployment-678fb886f7-wb987 1/1 Running 0 3d 10.0.146.110 ip-10-0-141-191.ec2.internal +kubeflow profiles-deployment-5f99775656-mkx9b 2/2 Running 0 3d 10.0.117.81 ip-10-0-108-154.ec2.internal +kubeflow tensorboard-controller-deployment-6685f78994-wq6bl 2/2 Running 0 3d 10.0.150.41 ip-10-0-141-191.ec2.internal +kubeflow tensorboards-web-app-deployment-57b69849c-8jg75 1/1 Running 0 3d 10.0.173.230 ip-10-0-170-58.ec2.internal +kubeflow training-operator-64c768746c-t5jch 1/1 Running 0 3d 10.0.173.211 ip-10-0-169-92.ec2.internal +kubeflow volumes-web-app-deployment-6d4767b875-7kvmr 1/1 Running 0 3d 10.0.187.56 ip-10-0-169-92.ec2.internal +kubeflow workflow-controller-5f8c886bd6-hktl4 1/1 Running 0 3d 10.0.125.9 ip-10-0-120-39.ec2.internal +opentelemetry-operator-system opentelemetry-operator-98f5b9c89-mv9xt 2/2 Running 0 3d 10.0.117.146 ip-10-0-108-154.ec2.internal +prometheus-node-exporter prometheus-node-exporter-8vhbm 1/1 Running 0 3d 10.0.141.191 ip-10-0-141-191.ec2.internal +prometheus-node-exporter prometheus-node-exporter-9gd28 1/1 Running 0 3d 10.0.120.39 ip-10-0-120-39.ec2.internal +prometheus-node-exporter prometheus-node-exporter-r4p9z 1/1 Running 0 3d 10.0.108.154 ip-10-0-108-154.ec2.internal +prometheus-node-exporter prometheus-node-exporter-xnn2j 1/1 Running 0 3d 10.0.169.92 ip-10-0-169-92.ec2.internal +prometheus-node-exporter prometheus-node-exporter-z9zbs 1/1 Running 0 3d 10.0.170.58 ip-10-0-170-58.ec2.internal +``` + +We can also verify the Argo applications installed by ArgoCD by following the steps below. + +Get the default passwrod for ArgoCD + +``` +kubectl -n argocd get secret argocd-initial-admin-secret -o jsonpath="{.data.password}" | base64 -d; echo +``` + +Run the port forwarding command to access the ArgoCD dashboard on PORT 8080. + +``` +kubectl -n argocd port-forward svc/blueprints-addon-argocd-server -n argocd 8080:80 +``` + +Open your browser and visit http://localhost:8080. Use the user name as `admin` and password from the previous step to log into the ArgoCD dashboard. + +![Kubeflow-Argo-Apps](../images/Kubeflow-Argo-Apps.png) + +## Accessing Kubeflow Central Dashboard + +Kubeflow can be accessed via port-forward and this enables you to get started quickly without imposing any requirements on your environment. Run the following to port-forward Istio's Ingress-Gateway to local port 8000: + +``` +kubectl port-forward svc/istio-ingressgateway -n istio-system 8000:80 +``` + +After running the command, you can access the Kubeflow Central Dashboard by doing the following: + +1. Dex is an OpenID Connect Identity (OIDC) with multiple authentication backends. Open your browser and visit http://localhost:8000 and You should get the Dex login screen. +2. Login with the default user's credential. The default email address is user@example.com and the default password is 12341234. + +![Kubeflow Dashboard](../images/kubeflow-dashboard.png) + +## Creating a sample Machine Learning pipeline in Kubeflow + +Access Kubeflow dashboard as described in the previous sections, via port-forwarding. Select Notebooks, and create a new CPU-based notebook, using the following configurations: + +* name: ml-training-notebook +* docker image: kubeflow-on-aws/notebook-servers/jupyter- + pytorch:2.0.0-cpu-py310-ubuntu20.04-ec2-v1.0 +* Requested CPUs: 1 +* Requested memory in Gi: 5 +* Advanced Options → Configurations: Allow access to Kubeflow Pipelines (This configuration is the token we have generated above) + +With all other configurations as defaults, you should be able to see the notebook generate successfully and show up on the Kubeflow dashboard. + +![Kubeflow Notebook](../images/kubeflow-notebook.png) + +You can also verify that the notebook is created by verifying the Kubernetes resources being created: + +``` +kubectl get pods -n kubeflow-user-example-com --field-selector=status.phase==Running +``` + +``` +NAME READY STATUS RESTARTS AGE +ml-pipeline-ui-artifact-5b7794c7b5-5hkqf 2/2 Running 0 100m +ml-pipeline-visualizationserver-85c6d6cc9f-vs24x 2/2 Running 0 100m +ml-training-notebook-0 2/2 Running 0 11m +``` + +You will be able to access the JupyterLab notebook by clicking CONNECT. This will open up a new JupyterLab window: + +![Kubeflow-JupyterLab](../images/Kubeflow-JupyterLab.png) + +We will run a simple pipeline training notebook that uses Kubeflow Pipelines, from an existing [AWS Deep Learning sample repository](https://github.com/aws-samples/aws-deeplearning-labs). This is a simple model training to predict the taxi fare of Chicago cabs, and demonstrates continuous training using a recursive loop. It triggers a Kubeflow pipeline to train the initial model and then gradually trains the model until evaluation metrics are good enough. Lets run the Kubeflow pipeline using the following steps on the console : + +* Clone the following repo by selecting Git -> Clone a Repository from the top navigation bar and paste https://github.com/aws-samples/aws-deeplearning-labs and press enter. +* Open the following notebook from the directory view in the left pane: aws-deeplearning-labs/workshop/pytorch-distributed-training/STEP2_simple_xgboost_training_pipeline.ipynb. +* Run all the cells of the model by selecting Kernel -> Restart Kernel and Run All Cells from the top menu + +![Kubeflow MLTraining](../images/Kubbeflow-MLTraining.png) + +## Visualizing Machine Learning pipeline metrics on Amazon Managed Grafana + +Using the Amazon Managed Grafana, we can show the resource utilization from our Machine Learning Pipelines with the same method we used to look above: using the Istio Workload Dashboard (7630). Select the following to monitor your resources for this particular ML pipeline: + +* Datasource: aws-observability-accelerator +* Namespace: kubeflow-user-example-com +* Workload: ml-training-notebook + +![Kubefloe IstioDashboard](../images/Kubeflow-IstioDashboard.png) + +## Teardown + +You can teardown the whole CDK stack with the following command: + +make pattern single-new-eks-kubeflow-observability destroy \ No newline at end of file From 3a334e6dd3cb8635ff90d52044deb1c5cef4abe6 Mon Sep 17 00:00:00 2001 From: Arun Date: Fri, 14 Jun 2024 15:11:01 -0500 Subject: [PATCH 08/14] updates documentation --- .../single-new-eks-kubeflow-observability.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/docs/patterns/single-new-eks-observability-accelerators/single-new-eks-kubeflow-observability.md b/docs/patterns/single-new-eks-observability-accelerators/single-new-eks-kubeflow-observability.md index bcf0215c..9332113d 100644 --- a/docs/patterns/single-new-eks-observability-accelerators/single-new-eks-kubeflow-observability.md +++ b/docs/patterns/single-new-eks-observability-accelerators/single-new-eks-kubeflow-observability.md @@ -240,4 +240,6 @@ Using the Amazon Managed Grafana, we can show the resource utilization from our You can teardown the whole CDK stack with the following command: -make pattern single-new-eks-kubeflow-observability destroy \ No newline at end of file +``` +make pattern single-new-eks-kubeflow-observability destroy +``` \ No newline at end of file From 8cf1c864f816fa1e1d1242317244c232ffa2a9f3 Mon Sep 17 00:00:00 2001 From: Arun Date: Fri, 14 Jun 2024 16:48:28 -0500 Subject: [PATCH 09/14] fixes an issue with otel config --- lib/single-new-eks-kubeflow-observability-pattern/index.ts | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/lib/single-new-eks-kubeflow-observability-pattern/index.ts b/lib/single-new-eks-kubeflow-observability-pattern/index.ts index 5b0c1c58..5f1f398d 100644 --- a/lib/single-new-eks-kubeflow-observability-pattern/index.ts +++ b/lib/single-new-eks-kubeflow-observability-pattern/index.ts @@ -96,6 +96,12 @@ export default class SingleNewEksKubeflowbservabilityPattern { "{{ stop enableAdotContainerLogsExporter }}", true ); + doc = utils.changeTextBetweenTokens( + doc, + "{{ start kubecostJob }}", + "{{ stop kubecostJob }}", + false + ); console.log(doc); fs.writeFileSync(__dirname + '/../common/resources/otel-collector-config-new.yml', doc); From fa9c41a619cf8b99ceefa92d8e35b4125adb3104 Mon Sep 17 00:00:00 2001 From: Arun Date: Fri, 14 Jun 2024 16:52:53 -0500 Subject: [PATCH 10/14] adds argoconfig bootstrap changes --- .../index.ts | 16 ++++++++++++++-- 1 file changed, 14 insertions(+), 2 deletions(-) diff --git a/lib/single-new-eks-kubeflow-observability-pattern/index.ts b/lib/single-new-eks-kubeflow-observability-pattern/index.ts index 5f1f398d..9ec43ce6 100644 --- a/lib/single-new-eks-kubeflow-observability-pattern/index.ts +++ b/lib/single-new-eks-kubeflow-observability-pattern/index.ts @@ -139,8 +139,20 @@ export default class SingleNewEksKubeflowbservabilityPattern { bootstrapRepo: { repoUrl: 'https://github.com/arunvthangaraj/eks-blueprints-workloads.git', targetRevision: 'main', - path: 'kubeflow-monitoring/envs/prod', - } + path: 'kubeflow-monitoring/argoConfig', + }, + workloadApplications: [ + { + name: 'kubeflow-monitoring', + repository: { + repoUrl: 'https://github.com/arunvthangaraj/eks-blueprints-workloads.git', + targetRevision: 'main', + path: 'kubeflow-monitoring/envs/prod', + }, + values: {}, + namespace: undefined + } + ] } ) ]; From 1cd7766661a244efc3ea925d8366b948ebb0bba4 Mon Sep 17 00:00:00 2001 From: Arun Date: Fri, 14 Jun 2024 21:24:28 -0500 Subject: [PATCH 11/14] updates kubeflow architecture diagram --- docs/patterns/images/Kubeflow-Monitoring.png | Bin 865504 -> 1012777 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git 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changed, 32 insertions(+), 14 deletions(-) create mode 100644 lib/single-new-eks-kubeflow-observability-pattern/argocd-cm.yml diff --git a/lib/single-new-eks-kubeflow-observability-pattern/argocd-cm.yml b/lib/single-new-eks-kubeflow-observability-pattern/argocd-cm.yml new file mode 100644 index 00000000..fc77ecea --- /dev/null +++ b/lib/single-new-eks-kubeflow-observability-pattern/argocd-cm.yml @@ -0,0 +1,22 @@ +create: true +admin.enabled: true +application.instanceLabelKey: argocd.argoproj.io/instance +exec.enabled: false +server.rbac.log.enforce.enable: false +timeout.hard.reconciliation: 0s +timeout.reconciliation: 180s +resource.customizations: | + argoproj.io/Application: + health.lua: | + hs = {} + hs.status = "Progressing" + hs.message = "" + if obj.status ~= nil then + if obj.status.health ~= nil then + hs.status = obj.status.health.status + if obj.status.health.message ~= nil then + hs.message = obj.status.health.message + end + end + end + return hs \ No newline at end of file diff --git a/lib/single-new-eks-kubeflow-observability-pattern/index.ts b/lib/single-new-eks-kubeflow-observability-pattern/index.ts index 9ec43ce6..9fb09343 100644 --- a/lib/single-new-eks-kubeflow-observability-pattern/index.ts +++ b/lib/single-new-eks-kubeflow-observability-pattern/index.ts @@ -7,6 +7,7 @@ import * as ec2 from 'aws-cdk-lib/aws-ec2'; import * as amp from 'aws-cdk-lib/aws-aps'; import { ObservabilityBuilder } from '@aws-quickstart/eks-blueprints'; import * as fs from 'fs'; +import { loadYaml, readYamlDocument } from '@aws-quickstart/eks-blueprints/dist/utils'; export default class SingleNewEksKubeflowbservabilityPattern { constructor(scope: Construct, id: string) { @@ -127,6 +128,8 @@ export default class SingleNewEksKubeflowbservabilityPattern { __dirname + '/../common/resources/amp-config/istio/recording-rules.yml' ); + const argocdCmConfigData = loadYaml(readYamlDocument(__dirname + '/argocd-cm.yml')); + Reflect.defineMetadata("ordered", true, blueprints.addons.GrafanaOperatorAddon); const addOns: Array = [ new blueprints.VpcCniAddOn(), @@ -136,23 +139,16 @@ export default class SingleNewEksKubeflowbservabilityPattern { new GrafanaOperatorSecretAddon(), new blueprints.ArgoCDAddOn( { + values: { + "configs": { + "cm": argocdCmConfigData + } + }, bootstrapRepo: { repoUrl: 'https://github.com/arunvthangaraj/eks-blueprints-workloads.git', targetRevision: 'main', - path: 'kubeflow-monitoring/argoConfig', - }, - workloadApplications: [ - { - name: 'kubeflow-monitoring', - repository: { - repoUrl: 'https://github.com/arunvthangaraj/eks-blueprints-workloads.git', - targetRevision: 'main', - path: 'kubeflow-monitoring/envs/prod', - }, - values: {}, - namespace: undefined - } - ] + path: 'kubeflow-monitoring/envs/prod', + } } ) ]; From 19f7a5e47ec4616661deb06d94f64d29b3fccd09 Mon Sep 17 00:00:00 2001 From: Arun Date: Sat, 15 Jun 2024 16:36:33 -0500 Subject: [PATCH 13/14] updates to kubeflow documentation --- 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ArgoCD installs the kubeflow applications in a specific order and makes sure an application is fully healthy before installing the next application. Lets verify the Argo applications installed by ArgoCD by following the steps below. We should see a total of 30 Argo applications marked as healthy. + +Get the default passwrod for ArgoCD + +``` +kubectl -n argocd get secret argocd-initial-admin-secret -o jsonpath="{.data.password}" | base64 -d; echo +``` + +Run the port forwarding command to access the ArgoCD dashboard on PORT 8080. + +``` +kubectl -n argocd port-forward svc/blueprints-addon-argocd-server -n argocd 8080:80 +``` + +Open your browser and visit http://localhost:8080. Use the user name as `admin` and password from the previous step to log into the ArgoCD dashboard. + +![Kubeflow-Argo-Apps](../images/Kubeflow-Argo-Apps.png) + +Let’s also verify the kubernetes pods created by steps above and make sure all the pods are in Running status. ``` kubectl get pods -o wide -A @@ -153,24 +171,6 @@ prometheus-node-exporter prometheus-node-exporter-xnn2j prometheus-node-exporter prometheus-node-exporter-z9zbs 1/1 Running 0 3d 10.0.170.58 ip-10-0-170-58.ec2.internal ``` -We can also verify the Argo applications installed by ArgoCD by following the steps below. - -Get the default passwrod for ArgoCD - -``` -kubectl -n argocd get secret argocd-initial-admin-secret -o jsonpath="{.data.password}" | base64 -d; echo -``` - -Run the port forwarding command to access the ArgoCD dashboard on PORT 8080. - -``` -kubectl -n argocd port-forward svc/blueprints-addon-argocd-server -n argocd 8080:80 -``` - -Open your browser and visit http://localhost:8080. Use the user name as `admin` and password from the previous step to log into the ArgoCD dashboard. - -![Kubeflow-Argo-Apps](../images/Kubeflow-Argo-Apps.png) - ## Accessing Kubeflow Central Dashboard Kubeflow can be accessed via port-forward and this enables you to get started quickly without imposing any requirements on your environment. Run the following to port-forward Istio's Ingress-Gateway to local port 8000: @@ -208,10 +208,10 @@ kubectl get pods -n kubeflow-user-example-com --field-selector=status.phase==Run ``` ``` -NAME READY STATUS RESTARTS AGE -ml-pipeline-ui-artifact-5b7794c7b5-5hkqf 2/2 Running 0 100m -ml-pipeline-visualizationserver-85c6d6cc9f-vs24x 2/2 Running 0 100m -ml-training-notebook-0 2/2 Running 0 11m +NAME READY STATUS RESTARTS AGE +ml-pipeline-ui-artifact-6d4f744767-h4jtm 2/2 Running 0 4h45m +ml-pipeline-visualizationserver-b889679b5-7kr88 2/2 Running 0 4h45m +ml-training-notebook-0 2/2 Running 0 14m ``` You will be able to access the JupyterLab notebook by clicking CONNECT. This will open up a new JupyterLab window: @@ -234,7 +234,27 @@ Using the Amazon Managed Grafana, we can show the resource utilization from our * Namespace: kubeflow-user-example-com * Workload: ml-training-notebook -![Kubefloe IstioDashboard](../images/Kubeflow-IstioDashboard.png) +![Kubeflow IstioDashboard](../images/Kubeflow-IstioDashboard.png) + +## Viewing Logs in CloudWatch + +Navigate to CloudWatch, then go to "Log groups" + +Search for log group with the name `/aws/eks/single-new-eks-kubeflow-observability-accelerator` and open it + +You will see log streams created using the node name + +![Kubeflow LogGroups](../images/Kubeflow-log-groups.png) + +Navigate to CloudWatch, then go to "Logs Insights" + +In the dropdown, select log group with name `/aws/eks/single-new-eks-kubeflow-observability-accelerator` and run a query. + +![Kubeflow LogInsights](../images/kubeflow-log-insights.png) + +Then you can view the results of your query: + +![Kubeflow LogsResults](../images/kubeflow-log-results.png) ## Teardown From 7219269746881cae76e32ff5acb21a89eb7217d0 Mon Sep 17 00:00:00 2001 From: Arun Date: Thu, 18 Jul 2024 22:04:08 -0500 Subject: [PATCH 14/14] updates kubeflow docs --- .../single-new-eks-kubeflow-observability.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/patterns/single-new-eks-observability-accelerators/single-new-eks-kubeflow-observability.md b/docs/patterns/single-new-eks-observability-accelerators/single-new-eks-kubeflow-observability.md index 6fbb97cc..58ccc30b 100644 --- a/docs/patterns/single-new-eks-observability-accelerators/single-new-eks-kubeflow-observability.md +++ b/docs/patterns/single-new-eks-observability-accelerators/single-new-eks-kubeflow-observability.md @@ -173,15 +173,15 @@ prometheus-node-exporter prometheus-node-exporter-z9zbs ## Accessing Kubeflow Central Dashboard -Kubeflow can be accessed via port-forward and this enables you to get started quickly without imposing any requirements on your environment. Run the following to port-forward Istio's Ingress-Gateway to local port 8000: +Kubeflow can be accessed via port-forward and this enables you to get started quickly without imposing any requirements on your environment. Run the following to port-forward Istio's Ingress-Gateway to local port 8080: ``` -kubectl port-forward svc/istio-ingressgateway -n istio-system 8000:80 +kubectl port-forward svc/istio-ingressgateway -n istio-system 8080:80 ``` After running the command, you can access the Kubeflow Central Dashboard by doing the following: -1. Dex is an OpenID Connect Identity (OIDC) with multiple authentication backends. Open your browser and visit http://localhost:8000 and You should get the Dex login screen. +1. Dex is an OpenID Connect Identity (OIDC) with multiple authentication backends. Open your browser and visit http://localhost:8080 and You should get the Dex login screen. 2. Login with the default user's credential. The default email address is user@example.com and the default password is 12341234. ![Kubeflow Dashboard](../images/kubeflow-dashboard.png)

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