From 0b4186d4482766ad749b4eba58838358727e5601 Mon Sep 17 00:00:00 2001 From: Future-Outlier Date: Wed, 11 Oct 2023 01:20:37 +0800 Subject: [PATCH 01/18] Flyte Add Enable/Disable Options for Agent Services (#4041) * enable agent Signed-off-by: Future Outlier * update flyteagent kustomization Signed-off-by: Future Outlier * add agent-servie key in enabled plugins Signed-off-by: Future Outlier * add flyte agent patch Signed-off-by: Future Outlier * Update helm chart and remove patch Signed-off-by: Future Outlier * add agentService Signed-off-by: Future Outlier * add task timeout Signed-off-by: Future Outlier * make helm Signed-off-by: Future Outlier * update helm README.md Signed-off-by: Future Outlier * checksum Signed-off-by: Future Outlier * update supported task type Signed-off-by: Future Outlier * update key value Signed-off-by: Future Outlier --------- Signed-off-by: Future Outlier Signed-off-by: Future-Outlier Co-authored-by: Future Outlier --- charts/flyte-binary/README.md | 12 +- charts/flyte-binary/values.yaml | 16 +- .../flyte_sandbox_binary_helm_generated.yaml | 12 +- docker/sandbox-bundled/Makefile | 5 + .../bootstrap/cmd/bootstrap/main.go | 14 +- .../complete-agent/kustomization.yaml | 12 + .../manifests/complete-agent.yaml | 1912 +++++++++++++++++ .../sandbox-bundled/manifests/complete.yaml | 16 +- docker/sandbox-bundled/manifests/dev.yaml | 4 +- 9 files changed, 1983 insertions(+), 20 deletions(-) create mode 100644 docker/sandbox-bundled/kustomize/complete-agent/kustomization.yaml create mode 100644 docker/sandbox-bundled/manifests/complete-agent.yaml diff --git a/charts/flyte-binary/README.md b/charts/flyte-binary/README.md index 3ea5cd2f6cd..d6d9a3bb6a8 100644 --- a/charts/flyte-binary/README.md +++ b/charts/flyte-binary/README.md @@ -21,7 +21,11 @@ Chart for basic single Flyte executable deployment | clusterResourceTemplates.labels | object | `{}` | | | commonAnnotations | object | `{}` | | | commonLabels | object | `{}` | | -| configuration.agentService | object | `{}` | | +| configuration.agentService.defaultAgent.defaultTimeout | string | `"10s"` | | +| configuration.agentService.defaultAgent.endpoint | string | `"dns:///flyteagent.flyte.svc.cluster.local:8000"` | | +| configuration.agentService.defaultAgent.insecure | bool | `true` | | +| configuration.agentService.defaultAgent.timeouts.GetTask | string | `"10s"` | | +| configuration.agentService.supportedTaskTypes[0] | string | `"default_task"` | | | configuration.annotations | object | `{}` | | | configuration.auth.authorizedUris | list | `[]` | | | configuration.auth.clientSecretsExternalSecretRef | string | `""` | | @@ -103,9 +107,9 @@ Chart for basic single Flyte executable deployment | deployment.waitForDB.image.pullPolicy | string | `"IfNotPresent"` | | | deployment.waitForDB.image.repository | string | `"postgres"` | | | deployment.waitForDB.image.tag | string | `"15-alpine"` | | -| enabled_plugins.tasks | object | `{"task-plugins":{"default-for-task-types":{"container":"container","container_array":"k8s-array","sidecar":"sidecar"},"enabled-plugins":["container","sidecar","k8s-array"]}}` | Tasks specific configuration [structure](https://pkg.go.dev/github.com/flyteorg/flytepropeller/pkg/controller/nodes/task/config#GetConfig) | -| enabled_plugins.tasks.task-plugins | object | `{"default-for-task-types":{"container":"container","container_array":"k8s-array","sidecar":"sidecar"},"enabled-plugins":["container","sidecar","k8s-array"]}` | Plugins configuration, [structure](https://pkg.go.dev/github.com/flyteorg/flytepropeller/pkg/controller/nodes/task/config#TaskPluginConfig) | -| enabled_plugins.tasks.task-plugins.enabled-plugins | list | `["container","sidecar","k8s-array"]` | [Enabled Plugins](https://pkg.go.dev/github.com/lyft/flyteplugins/go/tasks/config#Config). Enable sagemaker*, athena if you install the backend plugins | +| enabled_plugins.tasks | object | `{"task-plugins":{"default-for-task-types":{"container":"container","container_array":"k8s-array","sidecar":"sidecar"},"enabled-plugins":["container","sidecar","k8s-array","agent-service"]}}` | Tasks specific configuration [structure](https://pkg.go.dev/github.com/flyteorg/flytepropeller/pkg/controller/nodes/task/config#GetConfig) | +| enabled_plugins.tasks.task-plugins | object | `{"default-for-task-types":{"container":"container","container_array":"k8s-array","sidecar":"sidecar"},"enabled-plugins":["container","sidecar","k8s-array","agent-service"]}` | Plugins configuration, [structure](https://pkg.go.dev/github.com/flyteorg/flytepropeller/pkg/controller/nodes/task/config#TaskPluginConfig) | +| enabled_plugins.tasks.task-plugins.enabled-plugins | list | `["container","sidecar","k8s-array","agent-service"]` | [Enabled Plugins](https://pkg.go.dev/github.com/lyft/flyteplugins/go/tasks/config#Config). Enable sagemaker*, athena if you install the backend plugins | | flyte-core-components.admin.disableClusterResourceManager | bool | `false` | | | flyte-core-components.admin.disableScheduler | bool | `false` | | | flyte-core-components.admin.disabled | bool | `false` | | diff --git a/charts/flyte-binary/values.yaml b/charts/flyte-binary/values.yaml index 5e555ac8909..84ffe00112e 100644 --- a/charts/flyte-binary/values.yaml +++ b/charts/flyte-binary/values.yaml @@ -151,11 +151,16 @@ configuration: # tag CoPilot sidecar image tag tag: v1.9.4 # FLYTECOPILOT_TAG # agentService Flyte Agent configuration - agentService: {} + agentService: + defaultAgent: + endpoint: "dns:///flyteagent.flyte.svc.cluster.local:8000" + insecure: true + timeouts: + GetTask: 10s + defaultTimeout: 10s # Uncomment and modify to include configuration for Flyte Agent - # defaultGrpcEndpoint: agent-service.agent-namespace:8000 - # supportedTaskTypes: - # - custom_task_type + supportedTaskTypes: + - default_task # externalConfigMap Specify an existing, external ConfigMap to use as configuration for Flyte # If set, no Flyte configuration will be generated by this chart externalConfigMap: "" @@ -382,8 +387,7 @@ enabled_plugins: - container - sidecar - k8s-array - # -- Uncomment to enable agent service - # - agent-service + - agent-service default-for-task-types: container: container sidecar: sidecar diff --git a/deployment/sandbox-binary/flyte_sandbox_binary_helm_generated.yaml b/deployment/sandbox-binary/flyte_sandbox_binary_helm_generated.yaml index 7c1524af060..bb5e0cd675e 100644 --- a/deployment/sandbox-binary/flyte_sandbox_binary_helm_generated.yaml +++ b/deployment/sandbox-binary/flyte_sandbox_binary_helm_generated.yaml @@ -108,6 +108,7 @@ data: - container - sidecar - k8s-array + - agent-service plugins: logs: kubernetes-enabled: false @@ -122,6 +123,15 @@ data: kubernetes-enabled: false cloudwatch-enabled: false stackdriver-enabled: false + agent-service: + defaultAgent: + defaultTimeout: 10s + endpoint: dns:///flyteagent.flyte.svc.cluster.local:8000 + insecure: true + timeouts: + GetTask: 10s + supportedTaskTypes: + - default_task 002-database.yaml: | database: postgres: @@ -357,7 +367,7 @@ spec: app.kubernetes.io/instance: flyte app.kubernetes.io/component: flyte-binary annotations: - checksum/configuration: 528ce4a42638a7810c99802dfd49525967db2a99dbc1019544b7799de2490b61 + checksum/configuration: d220769393e7acbe0372fdccbf3d588797864ec934661f08912e88ec084cdfde checksum/configuration-secret: d5d93f4e67780b21593dc3799f0f6682aab0765e708e4020939975d14d44f929 checksum/cluster-resource-templates: 7dfa59f3d447e9c099b8f8ffad3af466fecbc9cf9f8c97295d9634254a55d4ae spec: diff --git a/docker/sandbox-bundled/Makefile b/docker/sandbox-bundled/Makefile index 709c04caf2a..9ae4197673c 100644 --- a/docker/sandbox-bundled/Makefile +++ b/docker/sandbox-bundled/Makefile @@ -19,6 +19,7 @@ flyte: manifests: mkdir -p manifests helm dependency update ../../charts/flyte-sandbox + helm dependency update ../../charts/flyteagent kustomize build \ --enable-helm \ --load-restrictor=LoadRestrictionsNone \ @@ -27,6 +28,10 @@ manifests: --enable-helm \ --load-restrictor=LoadRestrictionsNone \ kustomize/dev > manifests/dev.yaml + kustomize build \ + --enable-helm \ + --load-restrictor=LoadRestrictionsNone \ + kustomize/complete-agent > manifests/complete-agent.yaml .PHONY: build build: flyte manifests diff --git a/docker/sandbox-bundled/bootstrap/cmd/bootstrap/main.go b/docker/sandbox-bundled/bootstrap/cmd/bootstrap/main.go index 82bae881515..6afee0e82c5 100644 --- a/docker/sandbox-bundled/bootstrap/cmd/bootstrap/main.go +++ b/docker/sandbox-bundled/bootstrap/cmd/bootstrap/main.go @@ -17,13 +17,15 @@ const ( clusterResourceTemplatesConfigMapName = "flyte-sandbox-extra-cluster-resource-templates" deploymentName = "flyte-sandbox" devModeEnvVar = "FLYTE_DEV" + disableAgentModeEnvVar = "DISABLE_AGENT" dockerHost = "host.docker.internal" namespace = "flyte" // Template paths - devTemplatePath = "/var/lib/rancher/k3s/server/manifests-staging/dev.yaml" - fullTemplatePath = "/var/lib/rancher/k3s/server/manifests-staging/complete.yaml" - renderedManifestPath = "/var/lib/rancher/k3s/server/manifests/flyte.yaml" + devTemplatePath = "/var/lib/rancher/k3s/server/manifests-staging/dev.yaml" + fullTemplatePath = "/var/lib/rancher/k3s/server/manifests-staging/complete.yaml" + fullAgentTemplatePath = "/var/lib/rancher/k3s/server/manifests-staging/complete-agent.yaml" + renderedManifestPath = "/var/lib/rancher/k3s/server/manifests/flyte.yaml" ) func main() { @@ -35,7 +37,11 @@ func main() { } else { // If we are not running in dev mode, look for user-specified configuration // to load into the sandbox deployment - tmplPath = fullTemplatePath + tmplPath = fullAgentTemplatePath + if os.Getenv(disableAgentModeEnvVar) == "True" { + tmplPath = fullTemplatePath + } + cOpts := config.LoaderOpts{ ConfigurationConfigMapName: configurationConfigMapName, ClusterResourceTemplatesConfigMapName: clusterResourceTemplatesConfigMapName, diff --git a/docker/sandbox-bundled/kustomize/complete-agent/kustomization.yaml b/docker/sandbox-bundled/kustomize/complete-agent/kustomization.yaml new file mode 100644 index 00000000000..3c6d5c6e5e5 --- /dev/null +++ b/docker/sandbox-bundled/kustomize/complete-agent/kustomization.yaml @@ -0,0 +1,12 @@ +helmGlobals: + chartHome: ../../../../charts +helmCharts: +- name: flyte-sandbox + releaseName: flyte-sandbox + namespace: flyte +- name: flyteagent + releaseName: flyteagent + namespace: flyte +namespace: flyte +resources: +- ../namespace.yaml diff --git a/docker/sandbox-bundled/manifests/complete-agent.yaml b/docker/sandbox-bundled/manifests/complete-agent.yaml new file mode 100644 index 00000000000..b18c5ac84e5 --- /dev/null +++ b/docker/sandbox-bundled/manifests/complete-agent.yaml @@ -0,0 +1,1912 @@ +apiVersion: v1 +kind: Namespace +metadata: + name: flyte +--- +apiVersion: v1 +kind: ServiceAccount +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-binary-v0.1.10 + name: flyte-sandbox + namespace: flyte +--- +apiVersion: v1 +kind: ServiceAccount +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: kubernetes-dashboard + app.kubernetes.io/version: 2.7.0 + helm.sh/chart: kubernetes-dashboard-6.0.0 + name: flyte-sandbox-kubernetes-dashboard + namespace: flyte +--- +apiVersion: v1 +automountServiceAccountToken: true +kind: ServiceAccount +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: minio + helm.sh/chart: minio-12.1.1 + name: flyte-sandbox-minio + namespace: flyte +secrets: +- name: flyte-sandbox-minio +--- +apiVersion: v1 +kind: ServiceAccount +metadata: + labels: + app.kubernetes.io/instance: flyteagent + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyteagent + helm.sh/chart: flyteagent-v0.1.10 + name: flyteagent + namespace: flyte +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: Role +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: kubernetes-dashboard + app.kubernetes.io/version: 2.7.0 + helm.sh/chart: kubernetes-dashboard-6.0.0 + name: flyte-sandbox-kubernetes-dashboard + namespace: flyte +rules: +- apiGroups: + - "" + resourceNames: + - kubernetes-dashboard-key-holder + - kubernetes-dashboard-certs + - kubernetes-dashboard-csrf + resources: + - secrets + verbs: + - get + - update + - delete +- apiGroups: + - "" + resourceNames: + - kubernetes-dashboard-settings + resources: + - configmaps + verbs: + - get + - update +- apiGroups: + - "" + resourceNames: + - heapster + - dashboard-metrics-scraper + resources: + - services + verbs: + - proxy +- apiGroups: + - "" + resourceNames: + - heapster + - 'http:heapster:' + - 'https:heapster:' + - dashboard-metrics-scraper + - http:dashboard-metrics-scraper + resources: + - services/proxy + verbs: + - get +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-binary-v0.1.10 + name: flyte-sandbox-cluster-role + namespace: flyte +rules: +- apiGroups: + - "" + resources: + - namespaces + - resourcequotas + - secrets + verbs: + - create + - get + - list + - patch + - update +- apiGroups: + - "" + resources: + - pods + verbs: + - create + - delete + - get + - list + - patch + - update + - watch +- apiGroups: + - "" + resources: + - events + verbs: + - create + - delete + - patch + - update +- apiGroups: + - "" + resources: + - podtemplates + verbs: + - get + - list + - watch +- apiGroups: + - flyte.lyft.com + resources: + - flyteworkflows + verbs: + - create + - delete + - deletecollection + - get + - list + - patch + - post + - update + - watch +- apiGroups: + - apiextensions.k8s.io + resources: + - customresourcedefinitions + verbs: + - create + - get + - list +- apiGroups: + - admissionregistration.k8s.io + resources: + - mutatingwebhookconfigurations + verbs: + - create + - get + - list + - patch + - update +- apiGroups: + - '*' + resources: + - '*' + verbs: + - '*' +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRole +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: kubernetes-dashboard + app.kubernetes.io/version: 2.7.0 + helm.sh/chart: kubernetes-dashboard-6.0.0 + name: flyte-sandbox-kubernetes-dashboard-readonly +rules: +- apiGroups: + - "" + resources: + - configmaps + - endpoints + - persistentvolumeclaims + - pods + - replicationcontrollers + - replicationcontrollers/scale + - serviceaccounts + - services + - nodes + - persistentvolumeclaims + - persistentvolumes + verbs: + - get + - list + - watch +- apiGroups: + - "" + resources: + - bindings + - events + - limitranges + - namespaces/status + - pods/log + - pods/status + - replicationcontrollers/status + - resourcequotas + - resourcequotas/status + verbs: + - get + - list + - watch +- apiGroups: + - "" + resources: + - namespaces + verbs: + - get + - list + - watch +- apiGroups: + - apps + resources: + - daemonsets + - deployments + - deployments/scale + - replicasets + - replicasets/scale + - statefulsets + verbs: + - get + - list + - watch +- apiGroups: + - autoscaling + resources: + - horizontalpodautoscalers + verbs: + - get + - list + - watch +- apiGroups: + - batch + resources: + - cronjobs + - jobs + verbs: + - get + - list + - watch +- apiGroups: + - extensions + resources: + - daemonsets + - deployments + - deployments/scale + - ingresses + - networkpolicies + - replicasets + - replicasets/scale + - replicationcontrollers/scale + verbs: + - get + - list + - watch +- apiGroups: + - policy + resources: + - poddisruptionbudgets + verbs: + - get + - list + - watch +- apiGroups: + - networking.k8s.io + resources: + - networkpolicies + - ingresses + verbs: + - get + - list + - watch +- apiGroups: + - storage.k8s.io + resources: + - storageclasses + - volumeattachments + verbs: + - get + - list + - watch +- apiGroups: + - rbac.authorization.k8s.io + resources: + - clusterrolebindings + - clusterroles + - roles + - rolebindings + verbs: + - get + - list + - watch +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: RoleBinding +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: kubernetes-dashboard + app.kubernetes.io/version: 2.7.0 + helm.sh/chart: kubernetes-dashboard-6.0.0 + name: flyte-sandbox-kubernetes-dashboard + namespace: flyte +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: Role + name: flyte-sandbox-kubernetes-dashboard +subjects: +- kind: ServiceAccount + name: flyte-sandbox-kubernetes-dashboard + namespace: flyte +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRoleBinding +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-binary-v0.1.10 + name: flyte-sandbox-cluster-role-binding + namespace: flyte +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: ClusterRole + name: flyte-sandbox-cluster-role +subjects: +- kind: ServiceAccount + name: flyte-sandbox + namespace: flyte +--- +apiVersion: rbac.authorization.k8s.io/v1 +kind: ClusterRoleBinding +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: kubernetes-dashboard + app.kubernetes.io/version: 2.7.0 + helm.sh/chart: kubernetes-dashboard-6.0.0 + name: flyte-sandbox-kubernetes-dashboard-readonly +roleRef: + apiGroup: rbac.authorization.k8s.io + kind: ClusterRole + name: flyte-sandbox-kubernetes-dashboard-readonly +subjects: +- kind: ServiceAccount + name: flyte-sandbox-kubernetes-dashboard + namespace: flyte +--- +apiVersion: v1 +data: + namespace.yaml: | + apiVersion: v1 + kind: Namespace + metadata: + name: '{{ namespace }}' +kind: ConfigMap +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-binary-v0.1.10 + name: flyte-sandbox-cluster-resource-templates + namespace: flyte +--- +apiVersion: v1 +data: + 000-core.yaml: | + admin: + endpoint: localhost:8089 + insecure: true + catalog-cache: + endpoint: localhost:8081 + insecure: true + type: datacatalog + cluster_resources: + standaloneDeployment: false + templatePath: /etc/flyte/cluster-resource-templates + logger: + show-source: true + level: 6 + propeller: + create-flyteworkflow-crd: true + webhook: + certDir: /var/run/flyte/certs + localCert: true + secretName: flyte-sandbox-webhook-secret + serviceName: flyte-sandbox-webhook + servicePort: 443 + flyte: + admin: + disableClusterResourceManager: false + disableScheduler: false + disabled: false + seedProjects: + - flytesnacks + dataCatalog: + disabled: false + propeller: + disableWebhook: false + disabled: false + 001-plugins.yaml: | + tasks: + task-plugins: + default-for-task-types: + container: container + container_array: k8s-array + sidecar: sidecar + enabled-plugins: + - container + - sidecar + - k8s-array + - agent-service + plugins: + logs: + kubernetes-enabled: true + kubernetes-template-uri: http://localhost:30080/kubernetes-dashboard/#/log/{{.namespace }}/{{ .podName }}/pod?namespace={{ .namespace }} + cloudwatch-enabled: false + stackdriver-enabled: false + k8s: + co-pilot: + image: "cr.flyte.org/flyteorg/flytecopilot:v1.9.4" + k8s-array: + logs: + config: + kubernetes-enabled: true + kubernetes-template-uri: http://localhost:30080/kubernetes-dashboard/#/log/{{.namespace }}/{{ .podName }}/pod?namespace={{ .namespace }} + cloudwatch-enabled: false + stackdriver-enabled: false + agent-service: + defaultAgent: + defaultTimeout: 10s + endpoint: dns:///flyteagent.flyte.svc.cluster.local:8000 + insecure: true + timeouts: + GetTask: 10s + supportedTaskTypes: + - default_task + 002-database.yaml: | + database: + postgres: + username: postgres + host: flyte-sandbox-postgresql + port: 5432 + dbname: flyte + options: "sslmode=disable" + 003-storage.yaml: | + propeller: + rawoutput-prefix: s3://my-s3-bucket/data + storage: + type: stow + stow: + kind: s3 + config: + region: us-east-1 + disable_ssl: true + v2_signing: true + endpoint: http://flyte-sandbox-minio.flyte:9000 + auth_type: accesskey + container: my-s3-bucket + 100-inline-config.yaml: | + plugins: + k8s: + default-env-vars: + - FLYTE_AWS_ENDPOINT: http://flyte-sandbox-minio.flyte:9000 + - FLYTE_AWS_ACCESS_KEY_ID: minio + - FLYTE_AWS_SECRET_ACCESS_KEY: miniostorage + storage: + signedURL: + stowConfigOverride: + endpoint: http://localhost:30002 + task_resources: + defaults: + cpu: 500m + ephemeralStorage: 0 + gpu: 0 + memory: 1Gi + limits: + cpu: 0 + ephemeralStorage: 0 + gpu: 0 + memory: 0 +kind: ConfigMap +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-binary-v0.1.10 + name: flyte-sandbox-config + namespace: flyte +--- +apiVersion: v1 +data: + config.yml: |- + health: + storagedriver: + enabled: true + interval: 10s + threshold: 3 + http: + addr: :5000 + debug: + addr: :5001 + prometheus: + enabled: false + path: /metrics + headers: + X-Content-Type-Options: + - nosniff + log: + fields: + service: registry + storage: + cache: + blobdescriptor: inmemory + version: 0.1 +kind: ConfigMap +metadata: + labels: + app: docker-registry + chart: docker-registry-2.2.2 + heritage: Helm + release: flyte-sandbox + name: flyte-sandbox-docker-registry-config + namespace: flyte +--- +apiVersion: v1 +kind: ConfigMap +metadata: + name: flyte-sandbox-extra-cluster-resource-templates + namespace: flyte +--- +apiVersion: v1 +kind: ConfigMap +metadata: + name: flyte-sandbox-extra-config + namespace: flyte +--- +apiVersion: v1 +data: + envoy.yaml: | + admin: + access_log_path: /dev/stdout + static_resources: + listeners: + - address: + socket_address: + address: 0.0.0.0 + port_value: 8000 + filter_chains: + - filters: + - name: envoy.filters.network.http_connection_manager + typed_config: + "@type": type.googleapis.com/envoy.extensions.filters.network.http_connection_manager.v3.HttpConnectionManager + stat_prefix: ingress_http + codec_type: AUTO + upgrade_configs: + - upgrade_type: websocket + route_config: + name: local_route + virtual_hosts: + - name: backend + domains: + - "*" + routes: + - match: + path: "/" + redirect: + path_redirect: "/console/" + - match: + prefix: "/.well-known" + route: + cluster: flyte + - match: + prefix: "/__webpack_hmr" + route: + cluster: flyte + - match: + prefix: "/api" + route: + cluster: flyte + - match: + prefix: "/callback" + route: + cluster: flyte + - match: + prefix: "/config" + route: + cluster: flyte + - match: + prefix: "/console" + route: + cluster: flyte + - match: + prefix: "/healthcheck" + route: + cluster: flyte + - match: + prefix: "/login" + route: + cluster: flyte + - match: + prefix: "/logout" + route: + cluster: flyte + - match: + prefix: "/me" + route: + cluster: flyte + - match: + prefix: "/oauth2" + route: + cluster: flyte + - match: + prefix: "/v1" + route: + cluster: flyte + - match: + prefix: "/flyteidl.service.AdminService" + route: + cluster: flyte_grpc + - match: + prefix: "/flyteidl.service.AuthMetadataService" + route: + cluster: flyte_grpc + - match: + prefix: "/flyteidl.service.DataProxyService" + route: + cluster: flyte_grpc + - match: + prefix: "/flyteidl.service.IdentityService" + route: + cluster: flyte_grpc + - match: + prefix: "/grpc.health.v1.Health" + route: + cluster: flyte_grpc + - match: + prefix: "/flyteidl.service.SignalService" + route: + cluster: flyte_grpc + - match: + path: "/kubernetes-dashboard" + redirect: + path_redirect: "/kubernetes-dashboard/" + - match: + prefix: "/kubernetes-dashboard/" + route: + cluster: kubernetes-dashboard + prefix_rewrite: / + - match: + path: "/minio" + redirect: + path_redirect: "/minio/" + - match: + prefix: "/minio/" + route: + cluster: minio + prefix_rewrite: / + http_filters: + - name: envoy.filters.http.router + typed_config: + "@type": type.googleapis.com/envoy.extensions.filters.http.router.v3.Router + clusters: + - name: flyte + connect_timeout: 0.25s + type: STRICT_DNS + lb_policy: ROUND_ROBIN + load_assignment: + cluster_name: flyte + endpoints: + - lb_endpoints: + - endpoint: + address: + socket_address: + address: flyte-sandbox-http + port_value: 8088 + - name: flyte_grpc + connect_timeout: 0.25s + type: STRICT_DNS + lb_policy: ROUND_ROBIN + http2_protocol_options: {} + load_assignment: + cluster_name: flyte_grpc + endpoints: + - lb_endpoints: + - endpoint: + address: + socket_address: + address: flyte-sandbox-grpc + port_value: 8089 + - name: kubernetes-dashboard + connect_timeout: 0.25s + type: STRICT_DNS + lb_policy: ROUND_ROBIN + load_assignment: + cluster_name: kubernetes-dashboard + endpoints: + - lb_endpoints: + - endpoint: + address: + socket_address: + address: flyte-sandbox-kubernetes-dashboard + port_value: 80 + - name: minio + connect_timeout: 0.25s + type: STRICT_DNS + lb_policy: ROUND_ROBIN + load_assignment: + cluster_name: minio + endpoints: + - lb_endpoints: + - endpoint: + address: + socket_address: + address: flyte-sandbox-minio + port_value: 9001 +kind: ConfigMap +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-sandbox-0.1.0 + name: flyte-sandbox-proxy-config + namespace: flyte +--- +apiVersion: v1 +data: null +kind: ConfigMap +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: kubernetes-dashboard + app.kubernetes.io/version: 2.7.0 + helm.sh/chart: kubernetes-dashboard-6.0.0 + name: kubernetes-dashboard-settings + namespace: flyte +--- +apiVersion: v1 +kind: Secret +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-binary-v0.1.10 + name: flyte-sandbox-config-secret + namespace: flyte +stringData: + 012-database-secrets.yaml: | + database: + postgres: + password: "postgres" + 013-storage-secrets.yaml: | + storage: + stow: + config: + access_key_id: "minio" + secret_key: "miniostorage" +type: Opaque +--- +apiVersion: v1 +data: + haSharedSecret: R2JRWFVRYThnRFVLbHpuSA== + proxyPassword: "" + proxyUsername: "" +kind: Secret +metadata: + labels: + app: docker-registry + chart: docker-registry-2.2.2 + heritage: Helm + release: flyte-sandbox + name: flyte-sandbox-docker-registry-secret + namespace: flyte +type: Opaque +--- +apiVersion: v1 +kind: Secret +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: kubernetes-dashboard + app.kubernetes.io/version: 2.7.0 + helm.sh/chart: kubernetes-dashboard-6.0.0 + name: flyte-sandbox-kubernetes-dashboard-certs + namespace: flyte +type: Opaque +--- +apiVersion: v1 +data: + root-password: bWluaW9zdG9yYWdl + root-user: bWluaW8= +kind: Secret +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: minio + helm.sh/chart: minio-12.1.1 + name: flyte-sandbox-minio + namespace: flyte +type: Opaque +--- +apiVersion: v1 +data: + postgres-password: cG9zdGdyZXM= +kind: Secret +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: postgresql + helm.sh/chart: postgresql-12.1.9 + name: flyte-sandbox-postgresql + namespace: flyte +type: Opaque +--- +apiVersion: v1 +data: + username: User +kind: Secret +metadata: + name: flyteagent + namespace: flyte +type: Opaque +--- +apiVersion: v1 +kind: Secret +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: kubernetes-dashboard + app.kubernetes.io/version: 2.7.0 + helm.sh/chart: kubernetes-dashboard-6.0.0 + name: kubernetes-dashboard-csrf + namespace: flyte +type: Opaque +--- +apiVersion: v1 +kind: Secret +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: kubernetes-dashboard + app.kubernetes.io/version: 2.7.0 + helm.sh/chart: kubernetes-dashboard-6.0.0 + name: kubernetes-dashboard-key-holder + namespace: flyte +type: Opaque +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app: docker-registry + chart: docker-registry-2.2.2 + heritage: Helm + release: flyte-sandbox + name: flyte-sandbox-docker-registry + namespace: flyte +spec: + ports: + - name: http-5000 + nodePort: 30000 + port: 5000 + protocol: TCP + targetPort: 5000 + selector: + app: docker-registry + release: flyte-sandbox + type: NodePort +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-binary-v0.1.10 + name: flyte-sandbox-grpc + namespace: flyte +spec: + ports: + - name: grpc + nodePort: null + port: 8089 + targetPort: grpc + selector: + app.kubernetes.io/component: flyte-binary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: flyte-sandbox + type: ClusterIP +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-binary-v0.1.10 + name: flyte-sandbox-http + namespace: flyte +spec: + ports: + - name: http + nodePort: null + port: 8088 + targetPort: http + selector: + app.kubernetes.io/component: flyte-binary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: flyte-sandbox + type: ClusterIP +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app.kubernetes.io/component: kubernetes-dashboard + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: kubernetes-dashboard + app.kubernetes.io/version: 2.7.0 + helm.sh/chart: kubernetes-dashboard-6.0.0 + kubernetes.io/cluster-service: "true" + name: flyte-sandbox-kubernetes-dashboard + namespace: flyte +spec: + ports: + - name: http + port: 80 + targetPort: http + selector: + app.kubernetes.io/component: kubernetes-dashboard + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: kubernetes-dashboard + type: ClusterIP +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: minio + helm.sh/chart: minio-12.1.1 + name: flyte-sandbox-minio + namespace: flyte +spec: + externalTrafficPolicy: Cluster + ports: + - name: minio-api + nodePort: 30002 + port: 9000 + targetPort: minio-api + - name: minio-console + port: 9001 + targetPort: minio-console + selector: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: minio + type: NodePort +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app.kubernetes.io/component: primary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: postgresql + helm.sh/chart: postgresql-12.1.9 + name: flyte-sandbox-postgresql + namespace: flyte +spec: + externalTrafficPolicy: Cluster + ports: + - name: tcp-postgresql + nodePort: 30001 + port: 5432 + targetPort: tcp-postgresql + selector: + app.kubernetes.io/component: primary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: postgresql + sessionAffinity: None + type: NodePort +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app.kubernetes.io/component: primary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: postgresql + helm.sh/chart: postgresql-12.1.9 + service.alpha.kubernetes.io/tolerate-unready-endpoints: "true" + name: flyte-sandbox-postgresql-hl + namespace: flyte +spec: + clusterIP: None + ports: + - name: tcp-postgresql + port: 5432 + targetPort: tcp-postgresql + publishNotReadyAddresses: true + selector: + app.kubernetes.io/component: primary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: postgresql + type: ClusterIP +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-sandbox-0.1.0 + name: flyte-sandbox-proxy + namespace: flyte +spec: + ports: + - name: http + nodePort: 30080 + port: 8000 + protocol: TCP + selector: + app.kubernetes.io/component: proxy + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: flyte-sandbox + type: NodePort +--- +apiVersion: v1 +kind: Service +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-binary-v0.1.10 + name: flyte-sandbox-webhook + namespace: flyte +spec: + ports: + - name: webhook + port: 443 + targetPort: webhook + selector: + app.kubernetes.io/component: flyte-binary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: flyte-sandbox + type: ClusterIP +--- +apiVersion: v1 +kind: Service +metadata: + annotations: + projectcontour.io/upstream-protocol.h2c: grpc + labels: + app.kubernetes.io/instance: flyteagent + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyteagent + helm.sh/chart: flyteagent-v0.1.10 + name: flyteagent + namespace: flyte +spec: + ports: + - name: agent-grpc + port: 8000 + protocol: TCP + targetPort: agent-grpc + selector: + app.kubernetes.io/instance: flyteagent + app.kubernetes.io/name: flyteagent + type: ClusterIP +--- +apiVersion: v1 +kind: PersistentVolume +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-sandbox-0.1.0 + name: flyte-sandbox-db-storage + namespace: flyte +spec: + accessModes: + - ReadWriteOnce + capacity: + storage: 1Gi + hostPath: + path: /var/lib/flyte/storage/db + storageClassName: manual +--- +apiVersion: v1 +kind: PersistentVolume +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-sandbox-0.1.0 + name: flyte-sandbox-minio-storage + namespace: flyte +spec: + accessModes: + - ReadWriteOnce + capacity: + storage: 1Gi + hostPath: + path: /var/lib/flyte/storage/minio + storageClassName: manual +--- +apiVersion: v1 +kind: PersistentVolumeClaim +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-sandbox-0.1.0 + name: flyte-sandbox-db-storage + namespace: flyte +spec: + accessModes: + - ReadWriteOnce + resources: + requests: + storage: 1Gi + storageClassName: manual + volumeName: flyte-sandbox-db-storage +--- +apiVersion: v1 +kind: PersistentVolumeClaim +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-sandbox-0.1.0 + name: flyte-sandbox-minio-storage + namespace: flyte +spec: + accessModes: + - ReadWriteOnce + resources: + requests: + storage: 1Gi + storageClassName: manual + volumeName: flyte-sandbox-minio-storage +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-binary-v0.1.10 + name: flyte-sandbox + namespace: flyte +spec: + replicas: 1 + selector: + matchLabels: + app.kubernetes.io/component: flyte-binary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: flyte-sandbox + strategy: + type: Recreate + template: + metadata: + annotations: + checksum/cluster-resource-templates: 6fd9b172465e3089fcc59f738b92b8dc4d8939360c19de8ee65f68b0e7422035 + checksum/configuration: b765a68950c83acd0c069dac2a6569cf2b0f0f76a2760eea3561d1d04d6be831 + checksum/configuration-secret: 09216ffaa3d29e14f88b1f30af580d02a2a5e014de4d750b7f275cc07ed4e914 + labels: + app.kubernetes.io/component: flyte-binary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: flyte-sandbox + spec: + containers: + - args: + - start + - --config + - /etc/flyte/config.d/*.yaml + env: + - name: POD_NAME + valueFrom: + fieldRef: + fieldPath: metadata.name + - name: POD_NAMESPACE + valueFrom: + fieldRef: + fieldPath: metadata.namespace + image: flyte-binary:sandbox + imagePullPolicy: Never + livenessProbe: + httpGet: + path: /healthcheck + port: http + name: flyte + ports: + - containerPort: 8088 + name: http + - containerPort: 8089 + name: grpc + - containerPort: 9443 + name: webhook + readinessProbe: + httpGet: + path: /healthcheck + port: http + volumeMounts: + - mountPath: /etc/flyte/cluster-resource-templates + name: cluster-resource-templates + - mountPath: /etc/flyte/config.d + name: config + - mountPath: /var/run/flyte + name: state + initContainers: + - args: + - | + until pg_isready \ + -h flyte-sandbox-postgresql \ + -p 5432 \ + -U postgres + do + echo waiting for database + sleep 0.1 + done + command: + - sh + - -ec + image: bitnami/postgresql:sandbox + imagePullPolicy: Never + name: wait-for-db + serviceAccountName: flyte-sandbox + volumes: + - name: cluster-resource-templates + projected: + sources: + - configMap: + name: flyte-sandbox-cluster-resource-templates + - configMap: + name: flyte-sandbox-extra-cluster-resource-templates + - name: config + projected: + sources: + - configMap: + name: flyte-sandbox-config + - secret: + name: flyte-sandbox-config-secret + - configMap: + name: flyte-sandbox-extra-config + - emptyDir: {} + name: state +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-sandbox-0.1.0 + name: flyte-sandbox-buildkit + namespace: flyte +spec: + replicas: 1 + selector: + matchLabels: + app.kubernetes.io/component: buildkit + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: flyte-sandbox + template: + metadata: + labels: + app.kubernetes.io/component: buildkit + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: flyte-sandbox + spec: + containers: + - args: + - --addr + - unix:///run/buildkit/buildkitd.sock + - --addr + - tcp://0.0.0.0:30003 + image: moby/buildkit:sandbox + imagePullPolicy: Never + livenessProbe: + exec: + command: + - buildctl + - debug + - workers + initialDelaySeconds: 5 + periodSeconds: 30 + name: buildkit + ports: + - containerPort: 30003 + name: tcp + protocol: TCP + readinessProbe: + exec: + command: + - buildctl + - debug + - workers + initialDelaySeconds: 5 + periodSeconds: 30 + securityContext: + privileged: true + hostNetwork: true +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + app: docker-registry + chart: docker-registry-2.2.2 + heritage: Helm + release: flyte-sandbox + name: flyte-sandbox-docker-registry + namespace: flyte +spec: + minReadySeconds: 5 + replicas: 1 + selector: + matchLabels: + app: docker-registry + release: flyte-sandbox + template: + metadata: + annotations: + checksum/config: 8f50e768255a87f078ba8b9879a0c174c3e045ffb46ac8723d2eedbe293c8d81 + checksum/secret: 0ee1553aec7c03152a0a44e7b1a82985795774412a779f7b607a57e59f42c8ef + labels: + app: docker-registry + release: flyte-sandbox + spec: + containers: + - command: + - /bin/registry + - serve + - /etc/docker/registry/config.yml + env: + - name: REGISTRY_HTTP_SECRET + valueFrom: + secretKeyRef: + key: haSharedSecret + name: flyte-sandbox-docker-registry-secret + - name: REGISTRY_STORAGE_FILESYSTEM_ROOTDIRECTORY + value: /var/lib/registry + image: registry:sandbox + imagePullPolicy: Never + livenessProbe: + httpGet: + path: / + port: 5000 + name: docker-registry + ports: + - containerPort: 5000 + readinessProbe: + httpGet: + path: / + port: 5000 + resources: {} + volumeMounts: + - mountPath: /etc/docker/registry + name: flyte-sandbox-docker-registry-config + - mountPath: /var/lib/registry/ + name: data + securityContext: + fsGroup: 1000 + runAsUser: 1000 + volumes: + - configMap: + name: flyte-sandbox-docker-registry-config + name: flyte-sandbox-docker-registry-config + - emptyDir: {} + name: data +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + app.kubernetes.io/component: kubernetes-dashboard + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: kubernetes-dashboard + app.kubernetes.io/version: 2.7.0 + helm.sh/chart: kubernetes-dashboard-6.0.0 + name: flyte-sandbox-kubernetes-dashboard + namespace: flyte +spec: + replicas: 1 + selector: + matchLabels: + app.kubernetes.io/component: kubernetes-dashboard + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: kubernetes-dashboard + strategy: + rollingUpdate: + maxSurge: 0 + maxUnavailable: 1 + type: RollingUpdate + template: + metadata: + annotations: null + labels: + app.kubernetes.io/component: kubernetes-dashboard + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: kubernetes-dashboard + app.kubernetes.io/version: 2.7.0 + helm.sh/chart: kubernetes-dashboard-6.0.0 + spec: + containers: + - args: + - --namespace=flyte + - --metrics-provider=none + - --enable-insecure-login + - --enable-skip-login + image: kubernetesui/dashboard:sandbox + imagePullPolicy: Never + livenessProbe: + httpGet: + path: / + port: 9090 + scheme: HTTP + initialDelaySeconds: 30 + timeoutSeconds: 30 + name: kubernetes-dashboard + ports: + - containerPort: 9090 + name: http + protocol: TCP + resources: + limits: + cpu: 2 + memory: 200Mi + requests: + cpu: 100m + memory: 200Mi + securityContext: + allowPrivilegeEscalation: false + readOnlyRootFilesystem: true + runAsGroup: 2001 + runAsUser: 1001 + volumeMounts: + - mountPath: /certs + name: kubernetes-dashboard-certs + - mountPath: /tmp + name: tmp-volume + securityContext: + seccompProfile: + type: RuntimeDefault + serviceAccountName: flyte-sandbox-kubernetes-dashboard + volumes: + - name: kubernetes-dashboard-certs + secret: + secretName: flyte-sandbox-kubernetes-dashboard-certs + - emptyDir: {} + name: tmp-volume +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: minio + helm.sh/chart: minio-12.1.1 + name: flyte-sandbox-minio + namespace: flyte +spec: + selector: + matchLabels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: minio + strategy: + type: Recreate + template: + metadata: + annotations: + checksum/credentials-secret: c199ac45f9d95d97966921c814d6c8b38cbf7416458e19cbe6d001a04c264448 + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: minio + helm.sh/chart: minio-12.1.1 + spec: + affinity: + nodeAffinity: null + podAffinity: null + podAntiAffinity: + preferredDuringSchedulingIgnoredDuringExecution: + - podAffinityTerm: + labelSelector: + matchLabels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: minio + topologyKey: kubernetes.io/hostname + weight: 1 + containers: + - env: + - name: BITNAMI_DEBUG + value: "false" + - name: MINIO_SCHEME + value: http + - name: MINIO_FORCE_NEW_KEYS + value: "no" + - name: MINIO_ROOT_USER + valueFrom: + secretKeyRef: + key: root-user + name: flyte-sandbox-minio + - name: MINIO_ROOT_PASSWORD + valueFrom: + secretKeyRef: + key: root-password + name: flyte-sandbox-minio + - name: MINIO_DEFAULT_BUCKETS + value: my-s3-bucket + - name: MINIO_BROWSER + value: "on" + - name: MINIO_PROMETHEUS_AUTH_TYPE + value: public + - name: MINIO_CONSOLE_PORT_NUMBER + value: "9001" + - name: MINIO_BROWSER_REDIRECT_URL + value: http://localhost:30080/minio + envFrom: null + image: docker.io/bitnami/minio:sandbox + imagePullPolicy: Never + livenessProbe: + failureThreshold: 5 + httpGet: + path: /minio/health/live + port: minio-api + scheme: HTTP + initialDelaySeconds: 5 + periodSeconds: 5 + successThreshold: 1 + timeoutSeconds: 5 + name: minio + ports: + - containerPort: 9000 + name: minio-api + protocol: TCP + - containerPort: 9001 + name: minio-console + protocol: TCP + readinessProbe: + failureThreshold: 5 + initialDelaySeconds: 5 + periodSeconds: 5 + successThreshold: 1 + tcpSocket: + port: minio-api + timeoutSeconds: 1 + resources: + limits: {} + requests: {} + securityContext: + runAsNonRoot: true + runAsUser: 1001 + volumeMounts: + - mountPath: /data + name: data + initContainers: + - command: + - /bin/bash + - -ec + - | + chown -R 1001:1001 /data + image: docker.io/bitnami/bitnami-shell:sandbox + imagePullPolicy: Never + name: volume-permissions + resources: + limits: {} + requests: {} + securityContext: + runAsUser: 0 + volumeMounts: + - mountPath: /data + name: data + securityContext: + fsGroup: 1001 + serviceAccountName: flyte-sandbox-minio + volumes: + - name: data + persistentVolumeClaim: + claimName: flyte-sandbox-minio-storage +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyte-sandbox + app.kubernetes.io/version: 1.16.0 + helm.sh/chart: flyte-sandbox-0.1.0 + name: flyte-sandbox-proxy + namespace: flyte +spec: + replicas: 1 + selector: + matchLabels: + app.kubernetes.io/component: proxy + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: flyte-sandbox + template: + metadata: + labels: + app.kubernetes.io/component: proxy + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: flyte-sandbox + spec: + containers: + - image: envoyproxy/envoy:sandbox + imagePullPolicy: Never + name: proxy + ports: + - containerPort: 8000 + name: http + volumeMounts: + - mountPath: /etc/envoy + name: config + volumes: + - configMap: + name: flyte-sandbox-proxy-config + name: config +--- +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + app.kubernetes.io/instance: flyteagent + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyteagent + helm.sh/chart: flyteagent-v0.1.10 + name: flyteagent + namespace: flyte +spec: + replicas: 1 + selector: + matchLabels: + app.kubernetes.io/instance: flyteagent + app.kubernetes.io/name: flyteagent + template: + metadata: + annotations: null + labels: + app.kubernetes.io/instance: flyteagent + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: flyteagent + helm.sh/chart: flyteagent-v0.1.10 + spec: + containers: + - command: + - pyflyte + - serve + image: ghcr.io/flyteorg/flyteagent:1.9.1 + imagePullPolicy: IfNotPresent + name: flyteagent + ports: + - containerPort: 8000 + name: agent-grpc + resources: + limits: + cpu: 500m + ephemeral-storage: 200Mi + memory: 200Mi + requests: + cpu: 500m + ephemeral-storage: 200Mi + memory: 200Mi + volumeMounts: + - mountPath: /etc/secrets + name: flyteagent + serviceAccountName: flyteagent + volumes: + - name: flyteagent + secret: + secretName: flyteagent +--- +apiVersion: apps/v1 +kind: StatefulSet +metadata: + labels: + app.kubernetes.io/component: primary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: postgresql + helm.sh/chart: postgresql-12.1.9 + name: flyte-sandbox-postgresql + namespace: flyte +spec: + replicas: 1 + selector: + matchLabels: + app.kubernetes.io/component: primary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: postgresql + serviceName: flyte-sandbox-postgresql-hl + template: + metadata: + annotations: null + labels: + app.kubernetes.io/component: primary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/managed-by: Helm + app.kubernetes.io/name: postgresql + helm.sh/chart: postgresql-12.1.9 + name: flyte-sandbox-postgresql + spec: + affinity: + nodeAffinity: null + podAffinity: null + podAntiAffinity: + preferredDuringSchedulingIgnoredDuringExecution: + - podAffinityTerm: + labelSelector: + matchLabels: + app.kubernetes.io/component: primary + app.kubernetes.io/instance: flyte-sandbox + app.kubernetes.io/name: postgresql + topologyKey: kubernetes.io/hostname + weight: 1 + containers: + - env: + - name: BITNAMI_DEBUG + value: "false" + - name: POSTGRESQL_PORT_NUMBER + value: "5432" + - name: POSTGRESQL_VOLUME_DIR + value: /bitnami/postgresql + - name: PGDATA + value: /bitnami/postgresql/data + - name: POSTGRES_PASSWORD + valueFrom: + secretKeyRef: + key: postgres-password + name: flyte-sandbox-postgresql + - name: POSTGRESQL_ENABLE_LDAP + value: "no" + - name: POSTGRESQL_ENABLE_TLS + value: "no" + - name: POSTGRESQL_LOG_HOSTNAME + value: "false" + - name: POSTGRESQL_LOG_CONNECTIONS + value: "false" + - name: POSTGRESQL_LOG_DISCONNECTIONS + value: "false" + - name: POSTGRESQL_PGAUDIT_LOG_CATALOG + value: "off" + - name: POSTGRESQL_CLIENT_MIN_MESSAGES + value: error + - name: POSTGRESQL_SHARED_PRELOAD_LIBRARIES + value: pgaudit + image: docker.io/bitnami/postgresql:sandbox + imagePullPolicy: Never + livenessProbe: + exec: + command: + - /bin/sh + - -c + - exec pg_isready -U "postgres" -h 127.0.0.1 -p 5432 + failureThreshold: 6 + initialDelaySeconds: 30 + periodSeconds: 10 + successThreshold: 1 + timeoutSeconds: 5 + name: postgresql + ports: + - containerPort: 5432 + name: tcp-postgresql + readinessProbe: + exec: + command: + - /bin/sh + - -c + - -e + - | + exec pg_isready -U "postgres" -h 127.0.0.1 -p 5432 + [ -f /opt/bitnami/postgresql/tmp/.initialized ] || [ -f /bitnami/postgresql/.initialized ] + failureThreshold: 6 + initialDelaySeconds: 5 + periodSeconds: 10 + successThreshold: 1 + timeoutSeconds: 5 + resources: + limits: {} + requests: + cpu: 250m + memory: 256Mi + securityContext: + runAsUser: 1001 + volumeMounts: + - mountPath: /bitnami/postgresql + name: data + hostIPC: false + hostNetwork: false + initContainers: + - command: + - /bin/sh + - -ec + - | + chown 1001:1001 /bitnami/postgresql + mkdir -p /bitnami/postgresql/data + chmod 700 /bitnami/postgresql/data + find /bitnami/postgresql -mindepth 1 -maxdepth 1 -not -name "conf" -not -name ".snapshot" -not -name "lost+found" | \ + xargs -r chown -R 1001:1001 + image: docker.io/bitnami/bitnami-shell:sandbox + imagePullPolicy: Never + name: init-chmod-data + resources: + limits: {} + requests: {} + securityContext: + runAsUser: 0 + volumeMounts: + - mountPath: /bitnami/postgresql + name: data + securityContext: + fsGroup: 1001 + serviceAccountName: default + volumes: + - name: data + persistentVolumeClaim: + claimName: flyte-sandbox-db-storage + updateStrategy: + rollingUpdate: {} + type: RollingUpdate diff --git a/docker/sandbox-bundled/manifests/complete.yaml b/docker/sandbox-bundled/manifests/complete.yaml index 175e7aece8c..d7f6e8b0cc2 100644 --- a/docker/sandbox-bundled/manifests/complete.yaml +++ b/docker/sandbox-bundled/manifests/complete.yaml @@ -448,6 +448,7 @@ data: - container - sidecar - k8s-array + - agent-service plugins: logs: kubernetes-enabled: true @@ -464,6 +465,15 @@ data: kubernetes-template-uri: http://localhost:30080/kubernetes-dashboard/#/log/{{.namespace }}/{{ .podName }}/pod?namespace={{ .namespace }} cloudwatch-enabled: false stackdriver-enabled: false + agent-service: + defaultAgent: + defaultTimeout: 10s + endpoint: dns:///flyteagent.flyte.svc.cluster.local:8000 + insecure: true + timeouts: + GetTask: 10s + supportedTaskTypes: + - default_task 002-database.yaml: | database: postgres: @@ -795,7 +805,7 @@ type: Opaque --- apiVersion: v1 data: - haSharedSecret: bzd6QlVrSG9ya1c0MUxBWg== + haSharedSecret: d1l6eWRCOXBJcFhiNEo5QQ== proxyPassword: "" proxyUsername: "" kind: Secret @@ -1193,7 +1203,7 @@ spec: metadata: annotations: checksum/cluster-resource-templates: 6fd9b172465e3089fcc59f738b92b8dc4d8939360c19de8ee65f68b0e7422035 - checksum/configuration: 91f9c46efb44022473a71c6c25bc6ef20190610644a48f81a9c0e1ae01c2a73d + checksum/configuration: b765a68950c83acd0c069dac2a6569cf2b0f0f76a2760eea3561d1d04d6be831 checksum/configuration-secret: 09216ffaa3d29e14f88b1f30af580d02a2a5e014de4d750b7f275cc07ed4e914 labels: app.kubernetes.io/component: flyte-binary @@ -1356,7 +1366,7 @@ spec: metadata: annotations: checksum/config: 8f50e768255a87f078ba8b9879a0c174c3e045ffb46ac8723d2eedbe293c8d81 - checksum/secret: c60195b739184d9ad0f4dd231ec9b2bdbedcbc835c4651806c1fa32d29279994 + checksum/secret: 2f5b6d46fd3276b5b25c8a537298beb6943b13b0b21900db8b2da23e166f0593 labels: app: docker-registry release: flyte-sandbox diff --git a/docker/sandbox-bundled/manifests/dev.yaml b/docker/sandbox-bundled/manifests/dev.yaml index 164a867eb75..4f3f0592e87 100644 --- a/docker/sandbox-bundled/manifests/dev.yaml +++ b/docker/sandbox-bundled/manifests/dev.yaml @@ -499,7 +499,7 @@ metadata: --- apiVersion: v1 data: - haSharedSecret: S3hhYmcwb1E0enNmZXpHQw== + haSharedSecret: UkFsUVRMRndZeTNJUVNFSA== proxyPassword: "" proxyUsername: "" kind: Secret @@ -933,7 +933,7 @@ spec: metadata: annotations: checksum/config: 8f50e768255a87f078ba8b9879a0c174c3e045ffb46ac8723d2eedbe293c8d81 - checksum/secret: 32e8e4864e56d8e05e03763b1e04dc6c1821c30c5079087b39a02c1348560d34 + checksum/secret: 25a046ef1aaf34ffb59f7b92554e1cfd0015b9a11f7f165ce06bba31e3bced1b labels: app: docker-registry release: flyte-sandbox From 4717c8d0a1f511e1b0cf220f8321b2ff52cadb0e Mon Sep 17 00:00:00 2001 From: Future-Outlier Date: Wed, 11 Oct 2023 01:27:35 +0800 Subject: [PATCH 02/18] Agent Get Pending Message (#4106) * agent get pending message Signed-off-by: Future Outlier * tidy Signed-off-by: Future Outlier * tidy Signed-off-by: Future Outlier * tidy Signed-off-by: Future Outlier * new flyteidl Signed-off-by: Future Outlier * spell Signed-off-by: Future Outlier * flyteidl import issue Signed-off-by: Future Outlier --------- Signed-off-by: Future Outlier Co-authored-by: Future Outlier --- .../gen/pb-cpp/flyteidl/admin/agent.pb.cc | 101 ++++++++- flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.h | 68 +++++++ flyteidl/gen/pb-go/flyteidl/admin/agent.pb.go | 112 +++++----- .../pb-go/flyteidl/admin/agent.pb.validate.go | 2 + .../pb-go/flyteidl/service/agent.swagger.json | 4 + .../gen/pb-java/flyteidl/admin/Agent.java | 192 +++++++++++++++++- flyteidl/gen/pb-js/flyteidl.d.ts | 6 + flyteidl/gen/pb-js/flyteidl.js | 17 ++ .../gen/pb_python/flyteidl/admin/agent_pb2.py | 18 +- .../pb_python/flyteidl/admin/agent_pb2.pyi | 6 +- flyteidl/gen/pb_rust/flyteidl.admin.rs | 3 + flyteidl/protos/flyteidl/admin/agent.proto | 2 + .../go/tasks/pluginmachinery/core/phase.go | 1 - .../go/tasks/plugins/webapi/agent/plugin.go | 5 + .../tasks/plugins/webapi/agent/plugin_test.go | 68 +++++++ 15 files changed, 522 insertions(+), 83 deletions(-) diff --git a/flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.cc b/flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.cc index 3ca2f983e26..d9fe2fed164 100644 --- a/flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.cc +++ b/flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.cc @@ -324,6 +324,7 @@ const ::google::protobuf::uint32 TableStruct_flyteidl_2fadmin_2fagent_2eproto::o ~0u, // no _weak_field_map_ PROTOBUF_FIELD_OFFSET(::flyteidl::admin::Resource, state_), PROTOBUF_FIELD_OFFSET(::flyteidl::admin::Resource, outputs_), + PROTOBUF_FIELD_OFFSET(::flyteidl::admin::Resource, message_), ~0u, // no _has_bits_ PROTOBUF_FIELD_OFFSET(::flyteidl::admin::DeleteTaskRequest, _internal_metadata_), ~0u, // no _extensions_ @@ -347,8 +348,8 @@ static const ::google::protobuf::internal::MigrationSchema schemas[] PROTOBUF_SE { 53, -1, sizeof(::flyteidl::admin::GetTaskRequest)}, { 60, -1, sizeof(::flyteidl::admin::GetTaskResponse)}, { 66, -1, sizeof(::flyteidl::admin::Resource)}, - { 73, -1, sizeof(::flyteidl::admin::DeleteTaskRequest)}, - { 80, -1, sizeof(::flyteidl::admin::DeleteTaskResponse)}, + { 74, -1, sizeof(::flyteidl::admin::DeleteTaskRequest)}, + { 81, -1, sizeof(::flyteidl::admin::DeleteTaskResponse)}, }; static ::google::protobuf::Message const * const file_default_instances[] = { @@ -399,20 +400,21 @@ const char descriptor_table_protodef_flyteidl_2fadmin_2fagent_2eproto[] = "\016GetTaskRequest\022\021\n\ttask_type\030\001 \001(\t\022\025\n\rre" "source_meta\030\002 \001(\014\"=\n\017GetTaskResponse\022*\n\010" "resource\030\001 \001(\0132\030.flyteidl.admin.Resource" - "\"\\\n\010Resource\022$\n\005state\030\001 \001(\0162\025.flyteidl.a" + "\"m\n\010Resource\022$\n\005state\030\001 \001(\0162\025.flyteidl.a" "dmin.State\022*\n\007outputs\030\002 \001(\0132\031.flyteidl.c" - "ore.LiteralMap\"=\n\021DeleteTaskRequest\022\021\n\tt" - "ask_type\030\001 \001(\t\022\025\n\rresource_meta\030\002 \001(\014\"\024\n" - "\022DeleteTaskResponse*^\n\005State\022\025\n\021RETRYABL" - "E_FAILURE\020\000\022\025\n\021PERMANENT_FAILURE\020\001\022\013\n\007PE" - "NDING\020\002\022\013\n\007RUNNING\020\003\022\r\n\tSUCCEEDED\020\004B=Z;g" - "ithub.com/flyteorg/flyte/flyteidl/gen/pb" - "-go/flyteidl/adminb\006proto3" + "ore.LiteralMap\022\017\n\007message\030\003 \001(\t\"=\n\021Delet" + "eTaskRequest\022\021\n\ttask_type\030\001 \001(\t\022\025\n\rresou" + "rce_meta\030\002 \001(\014\"\024\n\022DeleteTaskResponse*^\n\005" + "State\022\025\n\021RETRYABLE_FAILURE\020\000\022\025\n\021PERMANEN" + "T_FAILURE\020\001\022\013\n\007PENDING\020\002\022\013\n\007RUNNING\020\003\022\r\n" + "\tSUCCEEDED\020\004B=Z;github.com/flyteorg/flyt" + "e/flyteidl/gen/pb-go/flyteidl/adminb\006pro" + "to3" ; ::google::protobuf::internal::DescriptorTable descriptor_table_flyteidl_2fadmin_2fagent_2eproto = { false, InitDefaults_flyteidl_2fadmin_2fagent_2eproto, descriptor_table_protodef_flyteidl_2fadmin_2fagent_2eproto, - "flyteidl/admin/agent.proto", &assign_descriptors_table_flyteidl_2fadmin_2fagent_2eproto, 1426, + "flyteidl/admin/agent.proto", &assign_descriptors_table_flyteidl_2fadmin_2fagent_2eproto, 1443, }; void AddDescriptors_flyteidl_2fadmin_2fagent_2eproto() { @@ -2962,6 +2964,7 @@ void Resource::clear_outputs() { #if !defined(_MSC_VER) || _MSC_VER >= 1900 const int Resource::kStateFieldNumber; const int Resource::kOutputsFieldNumber; +const int Resource::kMessageFieldNumber; #endif // !defined(_MSC_VER) || _MSC_VER >= 1900 Resource::Resource() @@ -2973,6 +2976,10 @@ Resource::Resource(const Resource& from) : ::google::protobuf::Message(), _internal_metadata_(nullptr) { _internal_metadata_.MergeFrom(from._internal_metadata_); + message_.UnsafeSetDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited()); + if (from.message().size() > 0) { + message_.AssignWithDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), from.message_); + } if (from.has_outputs()) { outputs_ = new ::flyteidl::core::LiteralMap(*from.outputs_); } else { @@ -2985,6 +2992,7 @@ Resource::Resource(const Resource& from) void Resource::SharedCtor() { ::google::protobuf::internal::InitSCC( &scc_info_Resource_flyteidl_2fadmin_2fagent_2eproto.base); + message_.UnsafeSetDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited()); ::memset(&outputs_, 0, static_cast( reinterpret_cast(&state_) - reinterpret_cast(&outputs_)) + sizeof(state_)); @@ -2996,6 +3004,7 @@ Resource::~Resource() { } void Resource::SharedDtor() { + message_.DestroyNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited()); if (this != internal_default_instance()) delete outputs_; } @@ -3014,6 +3023,7 @@ void Resource::Clear() { // Prevent compiler warnings about cached_has_bits being unused (void) cached_has_bits; + message_.ClearToEmptyNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited()); if (GetArenaNoVirtual() == nullptr && outputs_ != nullptr) { delete outputs_; } @@ -3056,6 +3066,22 @@ const char* Resource::_InternalParse(const char* begin, const char* end, void* o {parser_till_end, object}, ptr - size, ptr)); break; } + // string message = 3; + case 3: { + if (static_cast<::google::protobuf::uint8>(tag) != 26) goto handle_unusual; + ptr = ::google::protobuf::io::ReadSize(ptr, &size); + GOOGLE_PROTOBUF_PARSER_ASSERT(ptr); + ctx->extra_parse_data().SetFieldName("flyteidl.admin.Resource.message"); + object = msg->mutable_message(); + if (size > end - ptr + ::google::protobuf::internal::ParseContext::kSlopBytes) { + parser_till_end = ::google::protobuf::internal::GreedyStringParserUTF8; + goto string_till_end; + } + GOOGLE_PROTOBUF_PARSER_ASSERT(::google::protobuf::internal::StringCheckUTF8(ptr, size, ctx)); + ::google::protobuf::internal::InlineGreedyStringParser(object, ptr, size, ctx); + ptr += size; + break; + } default: { handle_unusual: if ((tag & 7) == 4 || tag == 0) { @@ -3071,6 +3097,10 @@ const char* Resource::_InternalParse(const char* begin, const char* end, void* o } // switch } // while return ptr; +string_till_end: + static_cast<::std::string*>(object)->clear(); + static_cast<::std::string*>(object)->reserve(size); + goto len_delim_till_end; len_delim_till_end: return ctx->StoreAndTailCall(ptr, end, {_InternalParse, msg}, {parser_till_end, object}, size); @@ -3111,6 +3141,21 @@ bool Resource::MergePartialFromCodedStream( break; } + // string message = 3; + case 3: { + if (static_cast< ::google::protobuf::uint8>(tag) == (26 & 0xFF)) { + DO_(::google::protobuf::internal::WireFormatLite::ReadString( + input, this->mutable_message())); + DO_(::google::protobuf::internal::WireFormatLite::VerifyUtf8String( + this->message().data(), static_cast(this->message().length()), + ::google::protobuf::internal::WireFormatLite::PARSE, + "flyteidl.admin.Resource.message")); + } else { + goto handle_unusual; + } + break; + } + default: { handle_unusual: if (tag == 0) { @@ -3150,6 +3195,16 @@ void Resource::SerializeWithCachedSizes( 2, HasBitSetters::outputs(this), output); } + // string message = 3; + if (this->message().size() > 0) { + ::google::protobuf::internal::WireFormatLite::VerifyUtf8String( + this->message().data(), static_cast(this->message().length()), + ::google::protobuf::internal::WireFormatLite::SERIALIZE, + "flyteidl.admin.Resource.message"); + ::google::protobuf::internal::WireFormatLite::WriteStringMaybeAliased( + 3, this->message(), output); + } + if (_internal_metadata_.have_unknown_fields()) { ::google::protobuf::internal::WireFormat::SerializeUnknownFields( _internal_metadata_.unknown_fields(), output); @@ -3176,6 +3231,17 @@ ::google::protobuf::uint8* Resource::InternalSerializeWithCachedSizesToArray( 2, HasBitSetters::outputs(this), target); } + // string message = 3; + if (this->message().size() > 0) { + ::google::protobuf::internal::WireFormatLite::VerifyUtf8String( + this->message().data(), static_cast(this->message().length()), + ::google::protobuf::internal::WireFormatLite::SERIALIZE, + "flyteidl.admin.Resource.message"); + target = + ::google::protobuf::internal::WireFormatLite::WriteStringToArray( + 3, this->message(), target); + } + if (_internal_metadata_.have_unknown_fields()) { target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( _internal_metadata_.unknown_fields(), target); @@ -3197,6 +3263,13 @@ size_t Resource::ByteSizeLong() const { // Prevent compiler warnings about cached_has_bits being unused (void) cached_has_bits; + // string message = 3; + if (this->message().size() > 0) { + total_size += 1 + + ::google::protobuf::internal::WireFormatLite::StringSize( + this->message()); + } + // .flyteidl.core.LiteralMap outputs = 2; if (this->has_outputs()) { total_size += 1 + @@ -3237,6 +3310,10 @@ void Resource::MergeFrom(const Resource& from) { ::google::protobuf::uint32 cached_has_bits = 0; (void) cached_has_bits; + if (from.message().size() > 0) { + + message_.AssignWithDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), from.message_); + } if (from.has_outputs()) { mutable_outputs()->::flyteidl::core::LiteralMap::MergeFrom(from.outputs()); } @@ -3270,6 +3347,8 @@ void Resource::Swap(Resource* other) { void Resource::InternalSwap(Resource* other) { using std::swap; _internal_metadata_.Swap(&other->_internal_metadata_); + message_.Swap(&other->message_, &::google::protobuf::internal::GetEmptyStringAlreadyInited(), + GetArenaNoVirtual()); swap(outputs_, other->outputs_); swap(state_, other->state_); } diff --git a/flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.h b/flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.h index 5ee08079fc0..5d43236ad38 100644 --- a/flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.h +++ b/flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.h @@ -1015,6 +1015,20 @@ class Resource final : // accessors ------------------------------------------------------- + // string message = 3; + void clear_message(); + static const int kMessageFieldNumber = 3; + const ::std::string& message() const; + void set_message(const ::std::string& value); + #if LANG_CXX11 + void set_message(::std::string&& value); + #endif + void set_message(const char* value); + void set_message(const char* value, size_t size); + ::std::string* mutable_message(); + ::std::string* release_message(); + void set_allocated_message(::std::string* message); + // .flyteidl.core.LiteralMap outputs = 2; bool has_outputs() const; void clear_outputs(); @@ -1035,6 +1049,7 @@ class Resource final : class HasBitSetters; ::google::protobuf::internal::InternalMetadataWithArena _internal_metadata_; + ::google::protobuf::internal::ArenaStringPtr message_; ::flyteidl::core::LiteralMap* outputs_; int state_; mutable ::google::protobuf::internal::CachedSize _cached_size_; @@ -1985,6 +2000,59 @@ inline void Resource::set_allocated_outputs(::flyteidl::core::LiteralMap* output // @@protoc_insertion_point(field_set_allocated:flyteidl.admin.Resource.outputs) } +// string message = 3; +inline void Resource::clear_message() { + message_.ClearToEmptyNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited()); +} +inline const ::std::string& Resource::message() const { + // @@protoc_insertion_point(field_get:flyteidl.admin.Resource.message) + return message_.GetNoArena(); +} +inline void Resource::set_message(const ::std::string& value) { + + message_.SetNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), value); + // @@protoc_insertion_point(field_set:flyteidl.admin.Resource.message) +} +#if LANG_CXX11 +inline void Resource::set_message(::std::string&& value) { + + message_.SetNoArena( + &::google::protobuf::internal::GetEmptyStringAlreadyInited(), ::std::move(value)); + // @@protoc_insertion_point(field_set_rvalue:flyteidl.admin.Resource.message) +} +#endif +inline void Resource::set_message(const char* value) { + GOOGLE_DCHECK(value != nullptr); + + message_.SetNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), ::std::string(value)); + // @@protoc_insertion_point(field_set_char:flyteidl.admin.Resource.message) +} +inline void Resource::set_message(const char* value, size_t size) { + + message_.SetNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), + ::std::string(reinterpret_cast(value), size)); + // @@protoc_insertion_point(field_set_pointer:flyteidl.admin.Resource.message) +} +inline ::std::string* Resource::mutable_message() { + + // @@protoc_insertion_point(field_mutable:flyteidl.admin.Resource.message) + return message_.MutableNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited()); +} +inline ::std::string* Resource::release_message() { + // @@protoc_insertion_point(field_release:flyteidl.admin.Resource.message) + + return message_.ReleaseNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited()); +} +inline void Resource::set_allocated_message(::std::string* message) { + if (message != nullptr) { + + } else { + + } + message_.SetAllocatedNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), message); + // @@protoc_insertion_point(field_set_allocated:flyteidl.admin.Resource.message) +} + // ------------------------------------------------------------------- // DeleteTaskRequest diff --git a/flyteidl/gen/pb-go/flyteidl/admin/agent.pb.go b/flyteidl/gen/pb-go/flyteidl/admin/agent.pb.go index 436d00d29a4..7511d46559b 100644 --- a/flyteidl/gen/pb-go/flyteidl/admin/agent.pb.go +++ b/flyteidl/gen/pb-go/flyteidl/admin/agent.pb.go @@ -349,10 +349,12 @@ type Resource struct { // The outputs of the execution. It's typically used by sql task. Agent service will create a // Structured dataset pointing to the query result table. // +optional - Outputs *core.LiteralMap `protobuf:"bytes,2,opt,name=outputs,proto3" json:"outputs,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + Outputs *core.LiteralMap `protobuf:"bytes,2,opt,name=outputs,proto3" json:"outputs,omitempty"` + // A descriptive message for the current state. e.g. waiting for cluster. + Message string `protobuf:"bytes,3,opt,name=message,proto3" json:"message,omitempty"` + XXX_NoUnkeyedLiteral struct{} `json:"-"` + XXX_unrecognized []byte `json:"-"` + XXX_sizecache int32 `json:"-"` } func (m *Resource) Reset() { *m = Resource{} } @@ -394,6 +396,13 @@ func (m *Resource) GetOutputs() *core.LiteralMap { return nil } +func (m *Resource) GetMessage() string { + if m != nil { + return m.Message + } + return "" +} + // A message used to delete a task. type DeleteTaskRequest struct { // A predefined yet extensible Task type identifier. @@ -494,51 +503,52 @@ func init() { func init() { proto.RegisterFile("flyteidl/admin/agent.proto", fileDescriptor_c434e52bb0028071) } var fileDescriptor_c434e52bb0028071 = []byte{ - // 726 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0xa4, 0x55, 0xed, 0x6e, 0xe2, 0x46, - 0x14, 0x2d, 0x10, 0x08, 0x5c, 0xf2, 0x01, 0xd3, 0xa0, 0x3a, 0x24, 0xad, 0x22, 0xaa, 0x56, 0x51, - 0xab, 0x1a, 0x85, 0x54, 0x6d, 0xd2, 0xaa, 0xad, 0x48, 0x70, 0x11, 0x12, 0x41, 0xd1, 0x04, 0xaa, - 0xb6, 0xd2, 0x2e, 0x1a, 0xcc, 0x85, 0xb5, 0x30, 0x63, 0xaf, 0x67, 0x8c, 0xc2, 0xef, 0x7d, 0x89, - 0x7d, 0xdc, 0x95, 0xc7, 0x1f, 0x01, 0xc4, 0xae, 0x12, 0xed, 0x3f, 0xcf, 0x3d, 0xe7, 0x9e, 0x39, - 0x73, 0xee, 0xd8, 0x86, 0xea, 0xc4, 0x5e, 0x4a, 0xb4, 0xc6, 0x76, 0x9d, 0x8d, 0xe7, 0x16, 0xaf, - 0xb3, 0x29, 0x72, 0xa9, 0xbb, 0x9e, 0x23, 0x1d, 0x72, 0x10, 0x63, 0xba, 0xc2, 0xaa, 0xa7, 0x09, - 0xd7, 0x74, 0x3c, 0xac, 0xdb, 0x96, 0x44, 0x8f, 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0xfd, 0x75, 0x6a, 0xc9, 0x57, 0xfe, 0x48, 0x37, 0x9d, 0x79, 0x5d, 0xd9, 0xe2, 0x78, + 0xd3, 0xf0, 0xa3, 0x9e, 0x3c, 0x05, 0x53, 0xe4, 0x75, 0x77, 0xf4, 0xc3, 0xd4, 0xa9, 0xaf, 0xbf, + 0x50, 0xa3, 0x9c, 0x7a, 0x14, 0x2e, 0xdf, 0x07, 0x00, 0x00, 0xff, 0xff, 0xc9, 0x0a, 0x0e, 0xc8, + 0xba, 0x06, 0x00, 0x00, } diff --git a/flyteidl/gen/pb-go/flyteidl/admin/agent.pb.validate.go b/flyteidl/gen/pb-go/flyteidl/admin/agent.pb.validate.go index 0ba579cb0ba..7efab6b18ad 100644 --- a/flyteidl/gen/pb-go/flyteidl/admin/agent.pb.validate.go +++ b/flyteidl/gen/pb-go/flyteidl/admin/agent.pb.validate.go @@ -454,6 +454,8 @@ func (m *Resource) Validate() error { } } + // no validation rules for Message + return nil } diff --git a/flyteidl/gen/pb-go/flyteidl/service/agent.swagger.json b/flyteidl/gen/pb-go/flyteidl/service/agent.swagger.json index 0a788c919c3..2d1d5ea07bd 100644 --- a/flyteidl/gen/pb-go/flyteidl/service/agent.swagger.json +++ b/flyteidl/gen/pb-go/flyteidl/service/agent.swagger.json @@ -197,6 +197,10 @@ "outputs": { "$ref": "#/definitions/coreLiteralMap", "title": "The outputs of the execution. It's typically used by sql task. Agent service will create a\nStructured dataset pointing to the query result table.\n+optional" + }, + "message": { + "type": "string", + "description": "A descriptive message for the current state. e.g. waiting for cluster." } } }, diff --git a/flyteidl/gen/pb-java/flyteidl/admin/Agent.java b/flyteidl/gen/pb-java/flyteidl/admin/Agent.java index b0d9d2574e1..b2dfd16e61d 100644 --- a/flyteidl/gen/pb-java/flyteidl/admin/Agent.java +++ b/flyteidl/gen/pb-java/flyteidl/admin/Agent.java @@ -5460,6 +5460,24 @@ public interface ResourceOrBuilder extends * .flyteidl.core.LiteralMap outputs = 2; */ flyteidl.core.Literals.LiteralMapOrBuilder getOutputsOrBuilder(); + + /** + * 
+     * A descriptive message for the current state. e.g. waiting for cluster.
+     *
+ * + * string message = 3; + */ + java.lang.String getMessage(); + /** + * 
+     * A descriptive message for the current state. e.g. waiting for cluster.
+     *
+ * + * string message = 3; + */ + com.google.protobuf.ByteString + getMessageBytes(); } /** * Protobuf type {@code flyteidl.admin.Resource} @@ -5475,6 +5493,7 @@ private Resource(com.google.protobuf.GeneratedMessageV3.Builder builder) { } private Resource() { state_ = 0; + message_ = ""; } @java.lang.Override @@ -5520,6 +5539,12 @@ private Resource( break; } + case 26: { + java.lang.String s = input.readStringRequireUtf8(); + + message_ = s; + break; + } default: { if (!parseUnknownField( input, unknownFields, extensionRegistry, tag)) { @@ -5616,6 +5641,48 @@ public flyteidl.core.Literals.LiteralMapOrBuilder getOutputsOrBuilder() { return getOutputs(); } + public static final int MESSAGE_FIELD_NUMBER = 3; + private volatile java.lang.Object message_; + /** + * 
+     * A descriptive message for the current state. e.g. waiting for cluster.
+     *
+ * + * string message = 3; + */ + public java.lang.String getMessage() { + java.lang.Object ref = message_; + if (ref instanceof java.lang.String) { + return (java.lang.String) ref; + } else { + com.google.protobuf.ByteString bs = + (com.google.protobuf.ByteString) ref; + java.lang.String s = bs.toStringUtf8(); + message_ = s; + return s; + } + } + /** + * 
+     * A descriptive message for the current state. e.g. waiting for cluster.
+     *
+ * + * string message = 3; + */ + public com.google.protobuf.ByteString + getMessageBytes() { + java.lang.Object ref = message_; + if (ref instanceof java.lang.String) { + com.google.protobuf.ByteString b = + com.google.protobuf.ByteString.copyFromUtf8( + (java.lang.String) ref); + message_ = b; + return b; + } else { + return (com.google.protobuf.ByteString) ref; + } + } + private byte memoizedIsInitialized = -1; @java.lang.Override public final boolean isInitialized() { @@ -5636,6 +5703,9 @@ public void writeTo(com.google.protobuf.CodedOutputStream output) if (outputs_ != null) { output.writeMessage(2, getOutputs()); } + if (!getMessageBytes().isEmpty()) { + com.google.protobuf.GeneratedMessageV3.writeString(output, 3, message_); + } unknownFields.writeTo(output); } @@ -5653,6 +5723,9 @@ public int getSerializedSize() { size += com.google.protobuf.CodedOutputStream .computeMessageSize(2, getOutputs()); } + if (!getMessageBytes().isEmpty()) { + size += com.google.protobuf.GeneratedMessageV3.computeStringSize(3, message_); + } size += unknownFields.getSerializedSize(); memoizedSize = size; return size; @@ -5674,6 +5747,8 @@ public boolean equals(final java.lang.Object obj) { if (!getOutputs() .equals(other.getOutputs())) return false; } + if (!getMessage() + .equals(other.getMessage())) return false; if (!unknownFields.equals(other.unknownFields)) return false; return true; } @@ -5691,6 +5766,8 @@ public int hashCode() { hash = (37 * hash) + OUTPUTS_FIELD_NUMBER; hash = (53 * hash) + getOutputs().hashCode(); } + hash = (37 * hash) + MESSAGE_FIELD_NUMBER; + hash = (53 * hash) + getMessage().hashCode(); hash = (29 * hash) + unknownFields.hashCode(); memoizedHashCode = hash; return hash; @@ -5832,6 +5909,8 @@ public Builder clear() { outputs_ = null; outputsBuilder_ = null; } + message_ = ""; + return this; } @@ -5864,6 +5943,7 @@ public flyteidl.admin.Agent.Resource buildPartial() { } else { result.outputs_ = outputsBuilder_.build(); } + result.message_ = message_; onBuilt(); return result; } @@ -5918,6 +5998,10 @@ public Builder mergeFrom(flyteidl.admin.Agent.Resource other) { if (other.hasOutputs()) { mergeOutputs(other.getOutputs()); } + if (!other.getMessage().isEmpty()) { + message_ = other.message_; + onChanged(); + } this.mergeUnknownFields(other.unknownFields); onChanged(); return this; @@ -6182,6 +6266,95 @@ public flyteidl.core.Literals.LiteralMapOrBuilder getOutputsOrBuilder() { } return outputsBuilder_; } + + private java.lang.Object message_ = ""; + /** + * 
+       * A descriptive message for the current state. e.g. waiting for cluster.
+       *
+ * + * string message = 3; + */ + public java.lang.String getMessage() { + java.lang.Object ref = message_; + if (!(ref instanceof java.lang.String)) { + com.google.protobuf.ByteString bs = + (com.google.protobuf.ByteString) ref; + java.lang.String s = bs.toStringUtf8(); + message_ = s; + return s; + } else { + return (java.lang.String) ref; + } + } + /** + * 
+       * A descriptive message for the current state. e.g. waiting for cluster.
+       *
+ * + * string message = 3; + */ + public com.google.protobuf.ByteString + getMessageBytes() { + java.lang.Object ref = message_; + if (ref instanceof String) { + com.google.protobuf.ByteString b = + com.google.protobuf.ByteString.copyFromUtf8( + (java.lang.String) ref); + message_ = b; + return b; + } else { + return (com.google.protobuf.ByteString) ref; + } + } + /** + * 
+       * A descriptive message for the current state. e.g. waiting for cluster.
+       *
+ * + * string message = 3; + */ + public Builder setMessage( + java.lang.String value) { + if (value == null) { + throw new NullPointerException(); + } + + message_ = value; + onChanged(); + return this; + } + /** + * 
+       * A descriptive message for the current state. e.g. waiting for cluster.
+       *
+ * + * string message = 3; + */ + public Builder clearMessage() { + + message_ = getDefaultInstance().getMessage(); + onChanged(); + return this; + } + /** + * 
+       * A descriptive message for the current state. e.g. waiting for cluster.
+       *
+ * + * string message = 3; + */ + public Builder setMessageBytes( + com.google.protobuf.ByteString value) { + if (value == null) { + throw new NullPointerException(); + } + checkByteStringIsUtf8(value); + + message_ = value; + onChanged(); + return this; + } @java.lang.Override public final Builder setUnknownFields( final com.google.protobuf.UnknownFieldSet unknownFields) { @@ -7424,15 +7597,16 @@ public flyteidl.admin.Agent.DeleteTaskResponse getDefaultInstanceForType() { "\016GetTaskRequest\022\021\n\ttask_type\030\001 \001(\t\022\025\n\rre" + "source_meta\030\002 \001(\014\"=\n\017GetTaskResponse\022*\n\010" + "resource\030\001 \001(\0132\030.flyteidl.admin.Resource" + - "\"\\\n\010Resource\022$\n\005state\030\001 \001(\0162\025.flyteidl.a" + + "\"m\n\010Resource\022$\n\005state\030\001 \001(\0162\025.flyteidl.a" + "dmin.State\022*\n\007outputs\030\002 \001(\0132\031.flyteidl.c" + - "ore.LiteralMap\"=\n\021DeleteTaskRequest\022\021\n\tt" + - "ask_type\030\001 \001(\t\022\025\n\rresource_meta\030\002 \001(\014\"\024\n" + - "\022DeleteTaskResponse*^\n\005State\022\025\n\021RETRYABL" + - "E_FAILURE\020\000\022\025\n\021PERMANENT_FAILURE\020\001\022\013\n\007PE" + - "NDING\020\002\022\013\n\007RUNNING\020\003\022\r\n\tSUCCEEDED\020\004B=Z;g" + - "ithub.com/flyteorg/flyte/flyteidl/gen/pb" + - "-go/flyteidl/adminb\006proto3" + "ore.LiteralMap\022\017\n\007message\030\003 \001(\t\"=\n\021Delet" + + "eTaskRequest\022\021\n\ttask_type\030\001 \001(\t\022\025\n\rresou" + + "rce_meta\030\002 \001(\014\"\024\n\022DeleteTaskResponse*^\n\005" + + "State\022\025\n\021RETRYABLE_FAILURE\020\000\022\025\n\021PERMANEN" + + "T_FAILURE\020\001\022\013\n\007PENDING\020\002\022\013\n\007RUNNING\020\003\022\r\n" + + "\tSUCCEEDED\020\004B=Z;github.com/flyteorg/flyt" + + "e/flyteidl/gen/pb-go/flyteidl/adminb\006pro" + + "to3" }; com.google.protobuf.Descriptors.FileDescriptor.InternalDescriptorAssigner assigner = new com.google.protobuf.Descriptors.FileDescriptor. InternalDescriptorAssigner() { @@ -7503,7 +7677,7 @@ public com.google.protobuf.ExtensionRegistry assignDescriptors( internal_static_flyteidl_admin_Resource_fieldAccessorTable = new com.google.protobuf.GeneratedMessageV3.FieldAccessorTable( internal_static_flyteidl_admin_Resource_descriptor, - new java.lang.String[] { "State", "Outputs", }); + new java.lang.String[] { "State", "Outputs", "Message", }); internal_static_flyteidl_admin_DeleteTaskRequest_descriptor = getDescriptor().getMessageTypes().get(6); internal_static_flyteidl_admin_DeleteTaskRequest_fieldAccessorTable = new diff --git a/flyteidl/gen/pb-js/flyteidl.d.ts b/flyteidl/gen/pb-js/flyteidl.d.ts index 23d4dcceda0..4889385c65b 100644 --- a/flyteidl/gen/pb-js/flyteidl.d.ts +++ b/flyteidl/gen/pb-js/flyteidl.d.ts @@ -8050,6 +8050,9 @@ export namespace flyteidl { /** Resource outputs */ outputs?: (flyteidl.core.ILiteralMap|null); + + /** Resource message */ + message?: (string|null); } /** Represents a Resource. */ @@ -8067,6 +8070,9 @@ export namespace flyteidl { /** Resource outputs. */ public outputs?: (flyteidl.core.ILiteralMap|null); + /** Resource message. */ + public message: string; + /** * Creates a new Resource instance using the specified properties. * @param [properties] Properties to set diff --git a/flyteidl/gen/pb-js/flyteidl.js b/flyteidl/gen/pb-js/flyteidl.js index 592b6d58c17..46812b6db70 100644 --- a/flyteidl/gen/pb-js/flyteidl.js +++ b/flyteidl/gen/pb-js/flyteidl.js @@ -19640,6 +19640,7 @@ * @interface IResource * @property {flyteidl.admin.State|null} [state] Resource state * @property {flyteidl.core.ILiteralMap|null} [outputs] Resource outputs + * @property {string|null} [message] Resource message */ /** @@ -19673,6 +19674,14 @@ */ Resource.prototype.outputs = null; + /** + * Resource message. + * @member {string} message + * @memberof flyteidl.admin.Resource + * @instance + */ + Resource.prototype.message = ""; + /** * Creates a new Resource instance using the specified properties. * @function create @@ -19701,6 +19710,8 @@ writer.uint32(/* id 1, wireType 0 =*/8).int32(message.state); if (message.outputs != null && message.hasOwnProperty("outputs")) $root.flyteidl.core.LiteralMap.encode(message.outputs, writer.uint32(/* id 2, wireType 2 =*/18).fork()).ldelim(); + if (message.message != null && message.hasOwnProperty("message")) + writer.uint32(/* id 3, wireType 2 =*/26).string(message.message); return writer; }; @@ -19728,6 +19739,9 @@ case 2: message.outputs = $root.flyteidl.core.LiteralMap.decode(reader, reader.uint32()); break; + case 3: + message.message = reader.string(); + break; default: reader.skipType(tag & 7); break; @@ -19763,6 +19777,9 @@ if (error) return "outputs." + error; } + if (message.message != null && message.hasOwnProperty("message")) + if (!$util.isString(message.message)) + return "message: string expected"; return null; }; diff --git a/flyteidl/gen/pb_python/flyteidl/admin/agent_pb2.py b/flyteidl/gen/pb_python/flyteidl/admin/agent_pb2.py index 236728acf14..bb0aa9384af 100644 --- a/flyteidl/gen/pb_python/flyteidl/admin/agent_pb2.py +++ b/flyteidl/gen/pb_python/flyteidl/admin/agent_pb2.py @@ -17,7 +17,7 @@ from flyteidl.core import identifier_pb2 as flyteidl_dot_core_dot_identifier__pb2 -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x66lyteidl/admin/agent.proto\x12\x0e\x66lyteidl.admin\x1a\x1c\x66lyteidl/core/literals.proto\x1a\x19\x66lyteidl/core/tasks.proto\x1a\x1d\x66lyteidl/core/interface.proto\x1a\x1e\x66lyteidl/core/identifier.proto\"\x98\x05\n\x15TaskExecutionMetadata\x12R\n\x11task_execution_id\x18\x01 \x01(\x0b\x32&.flyteidl.core.TaskExecutionIdentifierR\x0ftaskExecutionId\x12\x1c\n\tnamespace\x18\x02 \x01(\tR\tnamespace\x12I\n\x06labels\x18\x03 \x03(\x0b\x32\x31.flyteidl.admin.TaskExecutionMetadata.LabelsEntryR\x06labels\x12X\n\x0b\x61nnotations\x18\x04 \x03(\x0b\x32\x36.flyteidl.admin.TaskExecutionMetadata.AnnotationsEntryR\x0b\x61nnotations\x12.\n\x13k8s_service_account\x18\x05 \x01(\tR\x11k8sServiceAccount\x12t\n\x15\x65nvironment_variables\x18\x06 \x03(\x0b\x32?.flyteidl.admin.TaskExecutionMetadata.EnvironmentVariablesEntryR\x14\x65nvironmentVariables\x1a\x39\n\x0bLabelsEntry\x12\x10\n\x03key\x18\x01 \x01(\tR\x03key\x12\x14\n\x05value\x18\x02 \x01(\tR\x05value:\x02\x38\x01\x1a>\n\x10\x41nnotationsEntry\x12\x10\n\x03key\x18\x01 \x01(\tR\x03key\x12\x14\n\x05value\x18\x02 \x01(\tR\x05value:\x02\x38\x01\x1aG\n\x19\x45nvironmentVariablesEntry\x12\x10\n\x03key\x18\x01 \x01(\tR\x03key\x12\x14\n\x05value\x18\x02 \x01(\tR\x05value:\x02\x38\x01\"\x83\x02\n\x11\x43reateTaskRequest\x12\x31\n\x06inputs\x18\x01 \x01(\x0b\x32\x19.flyteidl.core.LiteralMapR\x06inputs\x12\x37\n\x08template\x18\x02 \x01(\x0b\x32\x1b.flyteidl.core.TaskTemplateR\x08template\x12#\n\routput_prefix\x18\x03 \x01(\tR\x0coutputPrefix\x12]\n\x17task_execution_metadata\x18\x04 \x01(\x0b\x32%.flyteidl.admin.TaskExecutionMetadataR\x15taskExecutionMetadata\"9\n\x12\x43reateTaskResponse\x12#\n\rresource_meta\x18\x01 \x01(\x0cR\x0cresourceMeta\"R\n\x0eGetTaskRequest\x12\x1b\n\ttask_type\x18\x01 \x01(\tR\x08taskType\x12#\n\rresource_meta\x18\x02 \x01(\x0cR\x0cresourceMeta\"G\n\x0fGetTaskResponse\x12\x34\n\x08resource\x18\x01 \x01(\x0b\x32\x18.flyteidl.admin.ResourceR\x08resource\"l\n\x08Resource\x12+\n\x05state\x18\x01 \x01(\x0e\x32\x15.flyteidl.admin.StateR\x05state\x12\x33\n\x07outputs\x18\x02 \x01(\x0b\x32\x19.flyteidl.core.LiteralMapR\x07outputs\"U\n\x11\x44\x65leteTaskRequest\x12\x1b\n\ttask_type\x18\x01 \x01(\tR\x08taskType\x12#\n\rresource_meta\x18\x02 \x01(\x0cR\x0cresourceMeta\"\x14\n\x12\x44\x65leteTaskResponse*^\n\x05State\x12\x15\n\x11RETRYABLE_FAILURE\x10\x00\x12\x15\n\x11PERMANENT_FAILURE\x10\x01\x12\x0b\n\x07PENDING\x10\x02\x12\x0b\n\x07RUNNING\x10\x03\x12\r\n\tSUCCEEDED\x10\x04\x42\xb6\x01\n\x12\x63om.flyteidl.adminB\nAgentProtoP\x01Z;github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/admin\xa2\x02\x03\x46\x41X\xaa\x02\x0e\x46lyteidl.Admin\xca\x02\x0e\x46lyteidl\\Admin\xe2\x02\x1a\x46lyteidl\\Admin\\GPBMetadata\xea\x02\x0f\x46lyteidl::Adminb\x06proto3') +DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1a\x66lyteidl/admin/agent.proto\x12\x0e\x66lyteidl.admin\x1a\x1c\x66lyteidl/core/literals.proto\x1a\x19\x66lyteidl/core/tasks.proto\x1a\x1d\x66lyteidl/core/interface.proto\x1a\x1e\x66lyteidl/core/identifier.proto\"\x98\x05\n\x15TaskExecutionMetadata\x12R\n\x11task_execution_id\x18\x01 \x01(\x0b\x32&.flyteidl.core.TaskExecutionIdentifierR\x0ftaskExecutionId\x12\x1c\n\tnamespace\x18\x02 \x01(\tR\tnamespace\x12I\n\x06labels\x18\x03 \x03(\x0b\x32\x31.flyteidl.admin.TaskExecutionMetadata.LabelsEntryR\x06labels\x12X\n\x0b\x61nnotations\x18\x04 \x03(\x0b\x32\x36.flyteidl.admin.TaskExecutionMetadata.AnnotationsEntryR\x0b\x61nnotations\x12.\n\x13k8s_service_account\x18\x05 \x01(\tR\x11k8sServiceAccount\x12t\n\x15\x65nvironment_variables\x18\x06 \x03(\x0b\x32?.flyteidl.admin.TaskExecutionMetadata.EnvironmentVariablesEntryR\x14\x65nvironmentVariables\x1a\x39\n\x0bLabelsEntry\x12\x10\n\x03key\x18\x01 \x01(\tR\x03key\x12\x14\n\x05value\x18\x02 \x01(\tR\x05value:\x02\x38\x01\x1a>\n\x10\x41nnotationsEntry\x12\x10\n\x03key\x18\x01 \x01(\tR\x03key\x12\x14\n\x05value\x18\x02 \x01(\tR\x05value:\x02\x38\x01\x1aG\n\x19\x45nvironmentVariablesEntry\x12\x10\n\x03key\x18\x01 \x01(\tR\x03key\x12\x14\n\x05value\x18\x02 \x01(\tR\x05value:\x02\x38\x01\"\x83\x02\n\x11\x43reateTaskRequest\x12\x31\n\x06inputs\x18\x01 \x01(\x0b\x32\x19.flyteidl.core.LiteralMapR\x06inputs\x12\x37\n\x08template\x18\x02 \x01(\x0b\x32\x1b.flyteidl.core.TaskTemplateR\x08template\x12#\n\routput_prefix\x18\x03 \x01(\tR\x0coutputPrefix\x12]\n\x17task_execution_metadata\x18\x04 \x01(\x0b\x32%.flyteidl.admin.TaskExecutionMetadataR\x15taskExecutionMetadata\"9\n\x12\x43reateTaskResponse\x12#\n\rresource_meta\x18\x01 \x01(\x0cR\x0cresourceMeta\"R\n\x0eGetTaskRequest\x12\x1b\n\ttask_type\x18\x01 \x01(\tR\x08taskType\x12#\n\rresource_meta\x18\x02 \x01(\x0cR\x0cresourceMeta\"G\n\x0fGetTaskResponse\x12\x34\n\x08resource\x18\x01 \x01(\x0b\x32\x18.flyteidl.admin.ResourceR\x08resource\"\x86\x01\n\x08Resource\x12+\n\x05state\x18\x01 \x01(\x0e\x32\x15.flyteidl.admin.StateR\x05state\x12\x33\n\x07outputs\x18\x02 \x01(\x0b\x32\x19.flyteidl.core.LiteralMapR\x07outputs\x12\x18\n\x07message\x18\x03 \x01(\tR\x07message\"U\n\x11\x44\x65leteTaskRequest\x12\x1b\n\ttask_type\x18\x01 \x01(\tR\x08taskType\x12#\n\rresource_meta\x18\x02 \x01(\x0cR\x0cresourceMeta\"\x14\n\x12\x44\x65leteTaskResponse*^\n\x05State\x12\x15\n\x11RETRYABLE_FAILURE\x10\x00\x12\x15\n\x11PERMANENT_FAILURE\x10\x01\x12\x0b\n\x07PENDING\x10\x02\x12\x0b\n\x07RUNNING\x10\x03\x12\r\n\tSUCCEEDED\x10\x04\x42\xb6\x01\n\x12\x63om.flyteidl.adminB\nAgentProtoP\x01Z;github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/admin\xa2\x02\x03\x46\x41X\xaa\x02\x0e\x46lyteidl.Admin\xca\x02\x0e\x46lyteidl\\Admin\xe2\x02\x1a\x46lyteidl\\Admin\\GPBMetadata\xea\x02\x0f\x46lyteidl::Adminb\x06proto3') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -32,8 +32,8 @@ _TASKEXECUTIONMETADATA_ANNOTATIONSENTRY._serialized_options = b'8\001' _TASKEXECUTIONMETADATA_ENVIRONMENTVARIABLESENTRY._options = None _TASKEXECUTIONMETADATA_ENVIRONMENTVARIABLESENTRY._serialized_options = b'8\001' - _globals['_STATE']._serialized_start=1530 - _globals['_STATE']._serialized_end=1624 + _globals['_STATE']._serialized_start=1557 + _globals['_STATE']._serialized_end=1651 _globals['_TASKEXECUTIONMETADATA']._serialized_start=167 _globals['_TASKEXECUTIONMETADATA']._serialized_end=831 _globals['_TASKEXECUTIONMETADATA_LABELSENTRY']._serialized_start=637 @@ -50,10 +50,10 @@ _globals['_GETTASKREQUEST']._serialized_end=1236 _globals['_GETTASKRESPONSE']._serialized_start=1238 _globals['_GETTASKRESPONSE']._serialized_end=1309 - _globals['_RESOURCE']._serialized_start=1311 - _globals['_RESOURCE']._serialized_end=1419 - _globals['_DELETETASKREQUEST']._serialized_start=1421 - _globals['_DELETETASKREQUEST']._serialized_end=1506 - _globals['_DELETETASKRESPONSE']._serialized_start=1508 - _globals['_DELETETASKRESPONSE']._serialized_end=1528 + _globals['_RESOURCE']._serialized_start=1312 + _globals['_RESOURCE']._serialized_end=1446 + _globals['_DELETETASKREQUEST']._serialized_start=1448 + _globals['_DELETETASKREQUEST']._serialized_end=1533 + _globals['_DELETETASKRESPONSE']._serialized_start=1535 + _globals['_DELETETASKRESPONSE']._serialized_end=1555 # @@protoc_insertion_point(module_scope) diff --git a/flyteidl/gen/pb_python/flyteidl/admin/agent_pb2.pyi b/flyteidl/gen/pb_python/flyteidl/admin/agent_pb2.pyi index 830158d0b22..6ca7ba23a7f 100644 --- a/flyteidl/gen/pb_python/flyteidl/admin/agent_pb2.pyi +++ b/flyteidl/gen/pb_python/flyteidl/admin/agent_pb2.pyi @@ -93,12 +93,14 @@ class GetTaskResponse(_message.Message): def __init__(self, resource: _Optional[_Union[Resource, _Mapping]] = ...) -> None: ... class Resource(_message.Message): - __slots__ = ["state", "outputs"] + __slots__ = ["state", "outputs", "message"] STATE_FIELD_NUMBER: _ClassVar[int] OUTPUTS_FIELD_NUMBER: _ClassVar[int] + MESSAGE_FIELD_NUMBER: _ClassVar[int] state: State outputs: _literals_pb2.LiteralMap - def __init__(self, state: _Optional[_Union[State, str]] = ..., outputs: _Optional[_Union[_literals_pb2.LiteralMap, _Mapping]] = ...) -> None: ... + message: str + def __init__(self, state: _Optional[_Union[State, str]] = ..., outputs: _Optional[_Union[_literals_pb2.LiteralMap, _Mapping]] = ..., message: _Optional[str] = ...) -> None: ... class DeleteTaskRequest(_message.Message): __slots__ = ["task_type", "resource_meta"] diff --git a/flyteidl/gen/pb_rust/flyteidl.admin.rs b/flyteidl/gen/pb_rust/flyteidl.admin.rs index 5ac0ff4471b..759983a507e 100644 --- a/flyteidl/gen/pb_rust/flyteidl.admin.rs +++ b/flyteidl/gen/pb_rust/flyteidl.admin.rs @@ -78,6 +78,9 @@ pub struct Resource { /// +optional #[prost(message, optional, tag="2")] pub outputs: ::core::option::Option, + /// A descriptive message for the current state. e.g. waiting for cluster. + #[prost(string, tag="3")] + pub message: ::prost::alloc::string::String, } /// A message used to delete a task. #[allow(clippy::derive_partial_eq_without_eq)] diff --git a/flyteidl/protos/flyteidl/admin/agent.proto b/flyteidl/protos/flyteidl/admin/agent.proto index d85d4d9a9e7..a4dade0953c 100644 --- a/flyteidl/protos/flyteidl/admin/agent.proto +++ b/flyteidl/protos/flyteidl/admin/agent.proto @@ -73,6 +73,8 @@ message Resource { // Structured dataset pointing to the query result table. // +optional core.LiteralMap outputs = 2; + // A descriptive message for the current state. e.g. waiting for cluster. + string message = 3; } // A message used to delete a task. diff --git a/flyteplugins/go/tasks/pluginmachinery/core/phase.go b/flyteplugins/go/tasks/pluginmachinery/core/phase.go index 4f3836a8b10..3f8c2a0914a 100644 --- a/flyteplugins/go/tasks/pluginmachinery/core/phase.go +++ b/flyteplugins/go/tasks/pluginmachinery/core/phase.go @@ -226,7 +226,6 @@ func PhaseInfoQueuedWithTaskInfo(version uint32, reason string, info *TaskInfo) } func PhaseInfoInitializing(t time.Time, version uint32, reason string, info *TaskInfo) PhaseInfo { - pi := phaseInfo(PhaseInitializing, version, nil, info, false) pi.reason = reason return pi diff --git a/flyteplugins/go/tasks/plugins/webapi/agent/plugin.go b/flyteplugins/go/tasks/plugins/webapi/agent/plugin.go index a9b233a3bbe..c50d3617268 100644 --- a/flyteplugins/go/tasks/plugins/webapi/agent/plugin.go +++ b/flyteplugins/go/tasks/plugins/webapi/agent/plugin.go @@ -5,6 +5,7 @@ import ( "crypto/x509" "encoding/gob" "fmt" + "time" "github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/admin" "github.com/flyteorg/flyte/flytestdlib/config" @@ -39,6 +40,7 @@ type Plugin struct { type ResourceWrapper struct { State admin.State Outputs *flyteIdl.LiteralMap + Message string } type ResourceMetaWrapper struct { @@ -141,6 +143,7 @@ func (p Plugin) Get(ctx context.Context, taskCtx webapi.GetContext) (latest weba return ResourceWrapper{ State: res.Resource.State, Outputs: res.Resource.Outputs, + Message: res.Resource.Message, }, nil } @@ -171,6 +174,8 @@ func (p Plugin) Status(ctx context.Context, taskCtx webapi.StatusContext) (phase taskInfo := &core.TaskInfo{} switch resource.State { + case admin.State_PENDING: + return core.PhaseInfoInitializing(time.Now(), core.DefaultPhaseVersion, resource.Message, taskInfo), nil case admin.State_RUNNING: return core.PhaseInfoRunning(core.DefaultPhaseVersion, taskInfo), nil case admin.State_PERMANENT_FAILURE: diff --git a/flyteplugins/go/tasks/plugins/webapi/agent/plugin_test.go b/flyteplugins/go/tasks/plugins/webapi/agent/plugin_test.go index 7a4ea350b68..3a8e759908b 100644 --- a/flyteplugins/go/tasks/plugins/webapi/agent/plugin_test.go +++ b/flyteplugins/go/tasks/plugins/webapi/agent/plugin_test.go @@ -5,12 +5,14 @@ import ( "testing" "time" + "github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/admin" "github.com/flyteorg/flyte/flytestdlib/config" "google.golang.org/grpc" pluginsCore "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core" pluginCoreMocks "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core/mocks" + webapiPlugin "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/webapi/mocks" "github.com/flyteorg/flyte/flytestdlib/promutils" "github.com/stretchr/testify/assert" ) @@ -99,4 +101,70 @@ func TestPlugin(t *testing.T) { ctx, _ = getFinalContext(context.TODO(), "CreateTask", &Agent{Endpoint: "localhost:8080", Timeouts: map[string]config.Duration{"CreateTask": {Duration: 1 * time.Millisecond}}}) assert.NotEqual(t, context.TODO(), ctx) }) + + t.Run("test PENDING Status", func(t *testing.T) { + taskContext := new(webapiPlugin.StatusContext) + taskContext.On("Resource").Return(ResourceWrapper{ + State: admin.State_PENDING, + Outputs: nil, + Message: "Waiting for cluster", + }) + + phase, err := plugin.Status(context.Background(), taskContext) + assert.NoError(t, err) + assert.Equal(t, pluginsCore.PhaseInitializing, phase.Phase()) + assert.Equal(t, "Waiting for cluster", phase.Reason()) + }) + + t.Run("test RUNNING Status", func(t *testing.T) { + taskContext := new(webapiPlugin.StatusContext) + taskContext.On("Resource").Return(ResourceWrapper{ + State: admin.State_RUNNING, + Outputs: nil, + Message: "Job is running", + }) + + phase, err := plugin.Status(context.Background(), taskContext) + assert.NoError(t, err) + assert.Equal(t, pluginsCore.PhaseRunning, phase.Phase()) + }) + + t.Run("test PERMANENT_FAILURE Status", func(t *testing.T) { + taskContext := new(webapiPlugin.StatusContext) + taskContext.On("Resource").Return(ResourceWrapper{ + State: admin.State_PERMANENT_FAILURE, + Outputs: nil, + Message: "", + }) + + phase, err := plugin.Status(context.Background(), taskContext) + assert.NoError(t, err) + assert.Equal(t, pluginsCore.PhasePermanentFailure, phase.Phase()) + }) + + t.Run("test RETRYABLE_FAILURE Status", func(t *testing.T) { + taskContext := new(webapiPlugin.StatusContext) + taskContext.On("Resource").Return(ResourceWrapper{ + State: admin.State_RETRYABLE_FAILURE, + Outputs: nil, + Message: "", + }) + + phase, err := plugin.Status(context.Background(), taskContext) + assert.NoError(t, err) + assert.Equal(t, pluginsCore.PhaseRetryableFailure, phase.Phase()) + }) + + t.Run("test UNDEFINED Status", func(t *testing.T) { + taskContext := new(webapiPlugin.StatusContext) + taskContext.On("Resource").Return(ResourceWrapper{ + State: 5, + Outputs: nil, + Message: "", + }) + + phase, err := plugin.Status(context.Background(), taskContext) + assert.Error(t, err) + assert.Equal(t, pluginsCore.PhaseUndefined, phase.Phase()) + }) } From 9e8a9094038cade392a6388218a74d31f479c970 Mon Sep 17 00:00:00 2001 From: Eduardo Apolinario <653394+eapolinario@users.noreply.github.com> Date: Tue, 10 Oct 2023 14:25:15 -0700 Subject: [PATCH 03/18] Add gh workflow to publish flyteidl to buf (#4178) * Add gh workflow to publish flyteidl to buf Signed-off-by: Eduardo Apolinario * Put in the right place Signed-off-by: Eduardo Apolinario * Do not push to buf on pull requests Signed-off-by: Eduardo Apolinario <653394+eapolinario@users.noreply.github.com> * Only push to buf if flyteidl changes Signed-off-by: Eduardo Apolinario --------- Signed-off-by: Eduardo Apolinario Signed-off-by: Eduardo Apolinario <653394+eapolinario@users.noreply.github.com> Co-authored-by: Eduardo Apolinario --- .github/workflows/flyteidl-buf-publish.yml | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) create mode 100644 .github/workflows/flyteidl-buf-publish.yml diff --git a/.github/workflows/flyteidl-buf-publish.yml b/.github/workflows/flyteidl-buf-publish.yml new file mode 100644 index 00000000000..3a6915db6f3 --- /dev/null +++ b/.github/workflows/flyteidl-buf-publish.yml @@ -0,0 +1,18 @@ +name: Publish flyteidl Buf Package + +on: + push: + branches: + - master + paths: + - 'flyteidl/**' +jobs: + buf: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v2 + - uses: bufbuild/buf-setup-action@v1 + - uses: bufbuild/buf-push-action@v1 + with: + buf_token: ${{ secrets.BUF_TOKEN }} + input: 'flyteidl/protos' From 27bafe01b0e59b1e553fa3ca4ab7b04ada33c0e1 Mon Sep 17 00:00:00 2001 From: Akrati Verma <128223364+blindaks@users.noreply.github.com> Date: Wed, 11 Oct 2023 10:50:35 +0530 Subject: [PATCH 04/18] Update README.md (#4197) * Update README.md Signed-off-by: Akrati Verma <128223364+blindaks@users.noreply.github.com> * Update README.md Signed-off-by: Akrati Verma <128223364+blindaks@users.noreply.github.com> --------- Signed-off-by: Akrati Verma <128223364+blindaks@users.noreply.github.com> --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 8dd663230f4..ba0a5537e0c 100644 --- a/README.md +++ b/README.md @@ -31,8 +31,8 @@ Flyte is an **open-source orchestrator** that facilitates building production-gr OpenSSF Best Practices Flyte Helm Chart - - Flyte Twitter + + Flyte Slack

From 26228bd5c71b445aff5ba2d5375eb0193a1fa1a5 Mon Sep 17 00:00:00 2001 From: Future-Outlier Date: Thu, 12 Oct 2023 03:30:57 +0800 Subject: [PATCH 05/18] Support Evaluator in Kubeflow TensorFlow Training Operator (#4168) --------- Signed-off-by: Future Outlier Co-authored-by: Future Outlier --- .../plugins/kubeflow/tensorflow.pb.cc | 95 +++++- .../flyteidl/plugins/kubeflow/tensorflow.pb.h | 61 ++++ .../pb-cpp/flyteidl/plugins/tensorflow.pb.cc | 66 ++++- .../pb-cpp/flyteidl/plugins/tensorflow.pb.h | 21 ++ .../plugins/kubeflow/tensorflow.pb.go | 66 +++-- .../kubeflow/tensorflow.pb.validate.go | 10 + .../pb-go/flyteidl/plugins/tensorflow.pb.go | 46 +-- .../plugins/tensorflow.pb.validate.go | 2 + .../pb-java/flyteidl/plugins/Tensorflow.java | 128 +++++++- .../flyteidl/plugins/kubeflow/Tensorflow.java | 276 +++++++++++++++++- .../plugins/kubeflow/tensorflow_pb2.py | 8 +- .../plugins/kubeflow/tensorflow_pb2.pyi | 6 +- .../flyteidl/plugins/tensorflow_pb2.py | 4 +- .../flyteidl/plugins/tensorflow_pb2.pyi | 6 +- .../gen/pb_rust/flyteidl.plugins.kubeflow.rs | 3 + flyteidl/gen/pb_rust/flyteidl.plugins.rs | 7 +- .../plugins/kubeflow/tensorflow.proto | 3 + .../protos/flyteidl/plugins/tensorflow.proto | 6 +- .../k8s/kfoperators/common/common_operator.go | 14 +- .../common/common_operator_test.go | 8 +- .../tasks/plugins/k8s/kfoperators/mpi/mpi.go | 2 +- .../plugins/k8s/kfoperators/mpi/mpi_test.go | 2 +- .../k8s/kfoperators/pytorch/pytorch.go | 2 +- .../k8s/kfoperators/pytorch/pytorch_test.go | 4 +- .../k8s/kfoperators/tensorflow/tensorflow.go | 25 +- .../kfoperators/tensorflow/tensorflow_test.go | 87 ++++-- 26 files changed, 820 insertions(+), 138 deletions(-) diff --git a/flyteidl/gen/pb-cpp/flyteidl/plugins/kubeflow/tensorflow.pb.cc b/flyteidl/gen/pb-cpp/flyteidl/plugins/kubeflow/tensorflow.pb.cc index 303cb8003ed..187cc048177 100644 --- a/flyteidl/gen/pb-cpp/flyteidl/plugins/kubeflow/tensorflow.pb.cc +++ b/flyteidl/gen/pb-cpp/flyteidl/plugins/kubeflow/tensorflow.pb.cc @@ -83,6 +83,7 @@ const ::google::protobuf::uint32 TableStruct_flyteidl_2fplugins_2fkubeflow_2ften PROTOBUF_FIELD_OFFSET(::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingTask, ps_replicas_), PROTOBUF_FIELD_OFFSET(::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingTask, chief_replicas_), PROTOBUF_FIELD_OFFSET(::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingTask, run_policy_), + PROTOBUF_FIELD_OFFSET(::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingTask, evaluator_replicas_), ~0u, // no _has_bits_ PROTOBUF_FIELD_OFFSET(::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec, _internal_metadata_), ~0u, // no _extensions_ @@ -95,7 +96,7 @@ const ::google::protobuf::uint32 TableStruct_flyteidl_2fplugins_2fkubeflow_2ften }; static const ::google::protobuf::internal::MigrationSchema schemas[] PROTOBUF_SECTION_VARIABLE(protodesc_cold) = { { 0, -1, sizeof(::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingTask)}, - { 9, -1, sizeof(::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec)}, + { 10, -1, sizeof(::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec)}, }; static ::google::protobuf::Message const * const file_default_instances[] = { @@ -113,7 +114,7 @@ const char descriptor_table_protodef_flyteidl_2fplugins_2fkubeflow_2ftensorflow_ "\n*flyteidl/plugins/kubeflow/tensorflow.p" "roto\022\031flyteidl.plugins.kubeflow\032\031flyteid" "l/core/tasks.proto\032&flyteidl/plugins/kub" - "eflow/common.proto\"\362\002\n!DistributedTensor" + "eflow/common.proto\"\323\003\n!DistributedTensor" "flowTrainingTask\022\\\n\017worker_replicas\030\001 \001(" "\0132C.flyteidl.plugins.kubeflow.Distribute" "dTensorflowTrainingReplicaSpec\022X\n\013ps_rep" @@ -122,19 +123,21 @@ const char descriptor_table_protodef_flyteidl_2fplugins_2fkubeflow_2ftensorflow_ "\022[\n\016chief_replicas\030\003 \001(\0132C.flyteidl.plug" "ins.kubeflow.DistributedTensorflowTraini" "ngReplicaSpec\0228\n\nrun_policy\030\004 \001(\0132$.flyt" - "eidl.plugins.kubeflow.RunPolicy\"\272\001\n(Dist" - "ributedTensorflowTrainingReplicaSpec\022\020\n\010" - "replicas\030\001 \001(\005\022\r\n\005image\030\002 \001(\t\022+\n\tresourc" - "es\030\003 \001(\0132\030.flyteidl.core.Resources\022@\n\016re" - "start_policy\030\004 \001(\0162(.flyteidl.plugins.ku" - "beflow.RestartPolicyB\?Z=github.com/flyte" - "org/flyte/flyteidl/gen/pb-go/flyteidl/pl" - "uginsb\006proto3" + "eidl.plugins.kubeflow.RunPolicy\022_\n\022evalu" + "ator_replicas\030\005 \001(\0132C.flyteidl.plugins.k" + "ubeflow.DistributedTensorflowTrainingRep" + "licaSpec\"\272\001\n(DistributedTensorflowTraini" + "ngReplicaSpec\022\020\n\010replicas\030\001 \001(\005\022\r\n\005image" + "\030\002 \001(\t\022+\n\tresources\030\003 \001(\0132\030.flyteidl.cor" + "e.Resources\022@\n\016restart_policy\030\004 \001(\0162(.fl" + "yteidl.plugins.kubeflow.RestartPolicyB\?Z" + "=github.com/flyteorg/flyte/flyteidl/gen/" + "pb-go/flyteidl/pluginsb\006proto3" ; ::google::protobuf::internal::DescriptorTable descriptor_table_flyteidl_2fplugins_2fkubeflow_2ftensorflow_2eproto = { false, InitDefaults_flyteidl_2fplugins_2fkubeflow_2ftensorflow_2eproto, descriptor_table_protodef_flyteidl_2fplugins_2fkubeflow_2ftensorflow_2eproto, - "flyteidl/plugins/kubeflow/tensorflow.proto", &assign_descriptors_table_flyteidl_2fplugins_2fkubeflow_2ftensorflow_2eproto, 773, + "flyteidl/plugins/kubeflow/tensorflow.proto", &assign_descriptors_table_flyteidl_2fplugins_2fkubeflow_2ftensorflow_2eproto, 870, }; void AddDescriptors_flyteidl_2fplugins_2fkubeflow_2ftensorflow_2eproto() { @@ -163,6 +166,8 @@ void DistributedTensorflowTrainingTask::InitAsDefaultInstance() { ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec::internal_default_instance()); ::flyteidl::plugins::kubeflow::_DistributedTensorflowTrainingTask_default_instance_._instance.get_mutable()->run_policy_ = const_cast< ::flyteidl::plugins::kubeflow::RunPolicy*>( ::flyteidl::plugins::kubeflow::RunPolicy::internal_default_instance()); + ::flyteidl::plugins::kubeflow::_DistributedTensorflowTrainingTask_default_instance_._instance.get_mutable()->evaluator_replicas_ = const_cast< ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec*>( + ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec::internal_default_instance()); } class DistributedTensorflowTrainingTask::HasBitSetters { public: @@ -170,6 +175,7 @@ class DistributedTensorflowTrainingTask::HasBitSetters { static const ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec& ps_replicas(const DistributedTensorflowTrainingTask* msg); static const ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec& chief_replicas(const DistributedTensorflowTrainingTask* msg); static const ::flyteidl::plugins::kubeflow::RunPolicy& run_policy(const DistributedTensorflowTrainingTask* msg); + static const ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec& evaluator_replicas(const DistributedTensorflowTrainingTask* msg); }; const ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec& @@ -188,6 +194,10 @@ const ::flyteidl::plugins::kubeflow::RunPolicy& DistributedTensorflowTrainingTask::HasBitSetters::run_policy(const DistributedTensorflowTrainingTask* msg) { return *msg->run_policy_; } +const ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec& +DistributedTensorflowTrainingTask::HasBitSetters::evaluator_replicas(const DistributedTensorflowTrainingTask* msg) { + return *msg->evaluator_replicas_; +} void DistributedTensorflowTrainingTask::clear_run_policy() { if (GetArenaNoVirtual() == nullptr && run_policy_ != nullptr) { delete run_policy_; @@ -199,6 +209,7 @@ const int DistributedTensorflowTrainingTask::kWorkerReplicasFieldNumber; const int DistributedTensorflowTrainingTask::kPsReplicasFieldNumber; const int DistributedTensorflowTrainingTask::kChiefReplicasFieldNumber; const int DistributedTensorflowTrainingTask::kRunPolicyFieldNumber; +const int DistributedTensorflowTrainingTask::kEvaluatorReplicasFieldNumber; #endif // !defined(_MSC_VER) || _MSC_VER >= 1900 DistributedTensorflowTrainingTask::DistributedTensorflowTrainingTask() @@ -230,6 +241,11 @@ DistributedTensorflowTrainingTask::DistributedTensorflowTrainingTask(const Distr } else { run_policy_ = nullptr; } + if (from.has_evaluator_replicas()) { + evaluator_replicas_ = new ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec(*from.evaluator_replicas_); + } else { + evaluator_replicas_ = nullptr; + } // @@protoc_insertion_point(copy_constructor:flyteidl.plugins.kubeflow.DistributedTensorflowTrainingTask) } @@ -237,8 +253,8 @@ void DistributedTensorflowTrainingTask::SharedCtor() { ::google::protobuf::internal::InitSCC( &scc_info_DistributedTensorflowTrainingTask_flyteidl_2fplugins_2fkubeflow_2ftensorflow_2eproto.base); ::memset(&worker_replicas_, 0, static_cast( - reinterpret_cast(&run_policy_) - - reinterpret_cast(&worker_replicas_)) + sizeof(run_policy_)); + reinterpret_cast(&evaluator_replicas_) - + reinterpret_cast(&worker_replicas_)) + sizeof(evaluator_replicas_)); } DistributedTensorflowTrainingTask::~DistributedTensorflowTrainingTask() { @@ -251,6 +267,7 @@ void DistributedTensorflowTrainingTask::SharedDtor() { if (this != internal_default_instance()) delete ps_replicas_; if (this != internal_default_instance()) delete chief_replicas_; if (this != internal_default_instance()) delete run_policy_; + if (this != internal_default_instance()) delete evaluator_replicas_; } void DistributedTensorflowTrainingTask::SetCachedSize(int size) const { @@ -284,6 +301,10 @@ void DistributedTensorflowTrainingTask::Clear() { delete run_policy_; } run_policy_ = nullptr; + if (GetArenaNoVirtual() == nullptr && evaluator_replicas_ != nullptr) { + delete evaluator_replicas_; + } + evaluator_replicas_ = nullptr; _internal_metadata_.Clear(); } @@ -352,6 +373,19 @@ const char* DistributedTensorflowTrainingTask::_InternalParse(const char* begin, {parser_till_end, object}, ptr - size, ptr)); break; } + // .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5; + case 5: { + if (static_cast<::google::protobuf::uint8>(tag) != 42) goto handle_unusual; + ptr = ::google::protobuf::io::ReadSize(ptr, &size); + GOOGLE_PROTOBUF_PARSER_ASSERT(ptr); + parser_till_end = ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec::_InternalParse; + object = msg->mutable_evaluator_replicas(); + if (size > end - ptr) goto len_delim_till_end; + ptr += size; + GOOGLE_PROTOBUF_PARSER_ASSERT(ctx->ParseExactRange( + {parser_till_end, object}, ptr - size, ptr)); + break; + } default: { handle_unusual: if ((tag & 7) == 4 || tag == 0) { @@ -426,6 +460,17 @@ bool DistributedTensorflowTrainingTask::MergePartialFromCodedStream( break; } + // .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5; + case 5: { + if (static_cast< ::google::protobuf::uint8>(tag) == (42 & 0xFF)) { + DO_(::google::protobuf::internal::WireFormatLite::ReadMessage( + input, mutable_evaluator_replicas())); + } else { + goto handle_unusual; + } + break; + } + default: { handle_unusual: if (tag == 0) { @@ -477,6 +522,12 @@ void DistributedTensorflowTrainingTask::SerializeWithCachedSizes( 4, HasBitSetters::run_policy(this), output); } + // .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5; + if (this->has_evaluator_replicas()) { + ::google::protobuf::internal::WireFormatLite::WriteMessageMaybeToArray( + 5, HasBitSetters::evaluator_replicas(this), output); + } + if (_internal_metadata_.have_unknown_fields()) { ::google::protobuf::internal::WireFormat::SerializeUnknownFields( _internal_metadata_.unknown_fields(), output); @@ -518,6 +569,13 @@ ::google::protobuf::uint8* DistributedTensorflowTrainingTask::InternalSerializeW 4, HasBitSetters::run_policy(this), target); } + // .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5; + if (this->has_evaluator_replicas()) { + target = ::google::protobuf::internal::WireFormatLite:: + InternalWriteMessageToArray( + 5, HasBitSetters::evaluator_replicas(this), target); + } + if (_internal_metadata_.have_unknown_fields()) { target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( _internal_metadata_.unknown_fields(), target); @@ -567,6 +625,13 @@ size_t DistributedTensorflowTrainingTask::ByteSizeLong() const { *run_policy_); } + // .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5; + if (this->has_evaluator_replicas()) { + total_size += 1 + + ::google::protobuf::internal::WireFormatLite::MessageSize( + *evaluator_replicas_); + } + int cached_size = ::google::protobuf::internal::ToCachedSize(total_size); SetCachedSize(cached_size); return total_size; @@ -606,6 +671,9 @@ void DistributedTensorflowTrainingTask::MergeFrom(const DistributedTensorflowTra if (from.has_run_policy()) { mutable_run_policy()->::flyteidl::plugins::kubeflow::RunPolicy::MergeFrom(from.run_policy()); } + if (from.has_evaluator_replicas()) { + mutable_evaluator_replicas()->::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec::MergeFrom(from.evaluator_replicas()); + } } void DistributedTensorflowTrainingTask::CopyFrom(const ::google::protobuf::Message& from) { @@ -637,6 +705,7 @@ void DistributedTensorflowTrainingTask::InternalSwap(DistributedTensorflowTraini swap(ps_replicas_, other->ps_replicas_); swap(chief_replicas_, other->chief_replicas_); swap(run_policy_, other->run_policy_); + swap(evaluator_replicas_, other->evaluator_replicas_); } ::google::protobuf::Metadata DistributedTensorflowTrainingTask::GetMetadata() const { diff --git a/flyteidl/gen/pb-cpp/flyteidl/plugins/kubeflow/tensorflow.pb.h b/flyteidl/gen/pb-cpp/flyteidl/plugins/kubeflow/tensorflow.pb.h index 9839ca48179..4a100b0233f 100644 --- a/flyteidl/gen/pb-cpp/flyteidl/plugins/kubeflow/tensorflow.pb.h +++ b/flyteidl/gen/pb-cpp/flyteidl/plugins/kubeflow/tensorflow.pb.h @@ -205,6 +205,15 @@ class DistributedTensorflowTrainingTask final : ::flyteidl::plugins::kubeflow::RunPolicy* mutable_run_policy(); void set_allocated_run_policy(::flyteidl::plugins::kubeflow::RunPolicy* run_policy); + // .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5; + bool has_evaluator_replicas() const; + void clear_evaluator_replicas(); + static const int kEvaluatorReplicasFieldNumber = 5; + const ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec& evaluator_replicas() const; + ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec* release_evaluator_replicas(); + ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec* mutable_evaluator_replicas(); + void set_allocated_evaluator_replicas(::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec* evaluator_replicas); + // @@protoc_insertion_point(class_scope:flyteidl.plugins.kubeflow.DistributedTensorflowTrainingTask) private: class HasBitSetters; @@ -214,6 +223,7 @@ class DistributedTensorflowTrainingTask final : ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec* ps_replicas_; ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec* chief_replicas_; ::flyteidl::plugins::kubeflow::RunPolicy* run_policy_; + ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec* evaluator_replicas_; mutable ::google::protobuf::internal::CachedSize _cached_size_; friend struct ::TableStruct_flyteidl_2fplugins_2fkubeflow_2ftensorflow_2eproto; }; @@ -570,6 +580,57 @@ inline void DistributedTensorflowTrainingTask::set_allocated_run_policy(::flytei // @@protoc_insertion_point(field_set_allocated:flyteidl.plugins.kubeflow.DistributedTensorflowTrainingTask.run_policy) } +// .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5; +inline bool DistributedTensorflowTrainingTask::has_evaluator_replicas() const { + return this != internal_default_instance() && evaluator_replicas_ != nullptr; +} +inline void DistributedTensorflowTrainingTask::clear_evaluator_replicas() { + if (GetArenaNoVirtual() == nullptr && evaluator_replicas_ != nullptr) { + delete evaluator_replicas_; + } + evaluator_replicas_ = nullptr; +} +inline const ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec& DistributedTensorflowTrainingTask::evaluator_replicas() const { + const ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec* p = evaluator_replicas_; + // @@protoc_insertion_point(field_get:flyteidl.plugins.kubeflow.DistributedTensorflowTrainingTask.evaluator_replicas) + return p != nullptr ? *p : *reinterpret_cast( + &::flyteidl::plugins::kubeflow::_DistributedTensorflowTrainingReplicaSpec_default_instance_); +} +inline ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec* DistributedTensorflowTrainingTask::release_evaluator_replicas() { + // @@protoc_insertion_point(field_release:flyteidl.plugins.kubeflow.DistributedTensorflowTrainingTask.evaluator_replicas) + + ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec* temp = evaluator_replicas_; + evaluator_replicas_ = nullptr; + return temp; +} +inline ::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec* DistributedTensorflowTrainingTask::mutable_evaluator_replicas() { + + if (evaluator_replicas_ == nullptr) { + auto* p = CreateMaybeMessage<::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec>(GetArenaNoVirtual()); + evaluator_replicas_ = p; + } + // @@protoc_insertion_point(field_mutable:flyteidl.plugins.kubeflow.DistributedTensorflowTrainingTask.evaluator_replicas) + return evaluator_replicas_; +} +inline void DistributedTensorflowTrainingTask::set_allocated_evaluator_replicas(::flyteidl::plugins::kubeflow::DistributedTensorflowTrainingReplicaSpec* evaluator_replicas) { + ::google::protobuf::Arena* message_arena = GetArenaNoVirtual(); + if (message_arena == nullptr) { + delete evaluator_replicas_; + } + if (evaluator_replicas) { + ::google::protobuf::Arena* submessage_arena = nullptr; + if (message_arena != submessage_arena) { + evaluator_replicas = ::google::protobuf::internal::GetOwnedMessage( + message_arena, evaluator_replicas, submessage_arena); + } + + } else { + + } + evaluator_replicas_ = evaluator_replicas; + // @@protoc_insertion_point(field_set_allocated:flyteidl.plugins.kubeflow.DistributedTensorflowTrainingTask.evaluator_replicas) +} + // ------------------------------------------------------------------- // DistributedTensorflowTrainingReplicaSpec diff --git a/flyteidl/gen/pb-cpp/flyteidl/plugins/tensorflow.pb.cc b/flyteidl/gen/pb-cpp/flyteidl/plugins/tensorflow.pb.cc index 7d01fad6e21..23d343be1ab 100644 --- a/flyteidl/gen/pb-cpp/flyteidl/plugins/tensorflow.pb.cc +++ b/flyteidl/gen/pb-cpp/flyteidl/plugins/tensorflow.pb.cc @@ -55,6 +55,7 @@ const ::google::protobuf::uint32 TableStruct_flyteidl_2fplugins_2ftensorflow_2ep PROTOBUF_FIELD_OFFSET(::flyteidl::plugins::DistributedTensorflowTrainingTask, workers_), PROTOBUF_FIELD_OFFSET(::flyteidl::plugins::DistributedTensorflowTrainingTask, ps_replicas_), PROTOBUF_FIELD_OFFSET(::flyteidl::plugins::DistributedTensorflowTrainingTask, chief_replicas_), + PROTOBUF_FIELD_OFFSET(::flyteidl::plugins::DistributedTensorflowTrainingTask, evaluator_replicas_), }; static const ::google::protobuf::internal::MigrationSchema schemas[] PROTOBUF_SECTION_VARIABLE(protodesc_cold) = { { 0, -1, sizeof(::flyteidl::plugins::DistributedTensorflowTrainingTask)}, @@ -72,16 +73,17 @@ ::google::protobuf::internal::AssignDescriptorsTable assign_descriptors_table_fl const char descriptor_table_protodef_flyteidl_2fplugins_2ftensorflow_2eproto[] = "\n!flyteidl/plugins/tensorflow.proto\022\020fly" - "teidl.plugins\"a\n!DistributedTensorflowTr" + "teidl.plugins\"}\n!DistributedTensorflowTr" "ainingTask\022\017\n\007workers\030\001 \001(\005\022\023\n\013ps_replic" - "as\030\002 \001(\005\022\026\n\016chief_replicas\030\003 \001(\005B\?Z=gith" - "ub.com/flyteorg/flyte/flyteidl/gen/pb-go" - "/flyteidl/pluginsb\006proto3" + "as\030\002 \001(\005\022\026\n\016chief_replicas\030\003 \001(\005\022\032\n\022eval" + "uator_replicas\030\004 \001(\005B\?Z=github.com/flyte" + "org/flyte/flyteidl/gen/pb-go/flyteidl/pl" + "uginsb\006proto3" ; ::google::protobuf::internal::DescriptorTable descriptor_table_flyteidl_2fplugins_2ftensorflow_2eproto = { false, InitDefaults_flyteidl_2fplugins_2ftensorflow_2eproto, descriptor_table_protodef_flyteidl_2fplugins_2ftensorflow_2eproto, - "flyteidl/plugins/tensorflow.proto", &assign_descriptors_table_flyteidl_2fplugins_2ftensorflow_2eproto, 225, + "flyteidl/plugins/tensorflow.proto", &assign_descriptors_table_flyteidl_2fplugins_2ftensorflow_2eproto, 253, }; void AddDescriptors_flyteidl_2fplugins_2ftensorflow_2eproto() { @@ -108,6 +110,7 @@ class DistributedTensorflowTrainingTask::HasBitSetters { const int DistributedTensorflowTrainingTask::kWorkersFieldNumber; const int DistributedTensorflowTrainingTask::kPsReplicasFieldNumber; const int DistributedTensorflowTrainingTask::kChiefReplicasFieldNumber; +const int DistributedTensorflowTrainingTask::kEvaluatorReplicasFieldNumber; #endif // !defined(_MSC_VER) || _MSC_VER >= 1900 DistributedTensorflowTrainingTask::DistributedTensorflowTrainingTask() @@ -120,15 +123,15 @@ DistributedTensorflowTrainingTask::DistributedTensorflowTrainingTask(const Distr _internal_metadata_(nullptr) { _internal_metadata_.MergeFrom(from._internal_metadata_); ::memcpy(&workers_, &from.workers_, - static_cast(reinterpret_cast(&chief_replicas_) - - reinterpret_cast(&workers_)) + sizeof(chief_replicas_)); + static_cast(reinterpret_cast(&evaluator_replicas_) - + reinterpret_cast(&workers_)) + sizeof(evaluator_replicas_)); // @@protoc_insertion_point(copy_constructor:flyteidl.plugins.DistributedTensorflowTrainingTask) } void DistributedTensorflowTrainingTask::SharedCtor() { ::memset(&workers_, 0, static_cast( - reinterpret_cast(&chief_replicas_) - - reinterpret_cast(&workers_)) + sizeof(chief_replicas_)); + reinterpret_cast(&evaluator_replicas_) - + reinterpret_cast(&workers_)) + sizeof(evaluator_replicas_)); } DistributedTensorflowTrainingTask::~DistributedTensorflowTrainingTask() { @@ -155,8 +158,8 @@ void DistributedTensorflowTrainingTask::Clear() { (void) cached_has_bits; ::memset(&workers_, 0, static_cast( - reinterpret_cast(&chief_replicas_) - - reinterpret_cast(&workers_)) + sizeof(chief_replicas_)); + reinterpret_cast(&evaluator_replicas_) - + reinterpret_cast(&workers_)) + sizeof(evaluator_replicas_)); _internal_metadata_.Clear(); } @@ -194,6 +197,13 @@ const char* DistributedTensorflowTrainingTask::_InternalParse(const char* begin, GOOGLE_PROTOBUF_PARSER_ASSERT(ptr); break; } + // int32 evaluator_replicas = 4; + case 4: { + if (static_cast<::google::protobuf::uint8>(tag) != 32) goto handle_unusual; + msg->set_evaluator_replicas(::google::protobuf::internal::ReadVarint(&ptr)); + GOOGLE_PROTOBUF_PARSER_ASSERT(ptr); + break; + } default: { handle_unusual: if ((tag & 7) == 4 || tag == 0) { @@ -260,6 +270,19 @@ bool DistributedTensorflowTrainingTask::MergePartialFromCodedStream( break; } + // int32 evaluator_replicas = 4; + case 4: { + if (static_cast< ::google::protobuf::uint8>(tag) == (32 & 0xFF)) { + + DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< + ::google::protobuf::int32, ::google::protobuf::internal::WireFormatLite::TYPE_INT32>( + input, &evaluator_replicas_))); + } else { + goto handle_unusual; + } + break; + } + default: { handle_unusual: if (tag == 0) { @@ -302,6 +325,11 @@ void DistributedTensorflowTrainingTask::SerializeWithCachedSizes( ::google::protobuf::internal::WireFormatLite::WriteInt32(3, this->chief_replicas(), output); } + // int32 evaluator_replicas = 4; + if (this->evaluator_replicas() != 0) { + ::google::protobuf::internal::WireFormatLite::WriteInt32(4, this->evaluator_replicas(), output); + } + if (_internal_metadata_.have_unknown_fields()) { ::google::protobuf::internal::WireFormat::SerializeUnknownFields( _internal_metadata_.unknown_fields(), output); @@ -330,6 +358,11 @@ ::google::protobuf::uint8* DistributedTensorflowTrainingTask::InternalSerializeW target = ::google::protobuf::internal::WireFormatLite::WriteInt32ToArray(3, this->chief_replicas(), target); } + // int32 evaluator_replicas = 4; + if (this->evaluator_replicas() != 0) { + target = ::google::protobuf::internal::WireFormatLite::WriteInt32ToArray(4, this->evaluator_replicas(), target); + } + if (_internal_metadata_.have_unknown_fields()) { target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( _internal_metadata_.unknown_fields(), target); @@ -372,6 +405,13 @@ size_t DistributedTensorflowTrainingTask::ByteSizeLong() const { this->chief_replicas()); } + // int32 evaluator_replicas = 4; + if (this->evaluator_replicas() != 0) { + total_size += 1 + + ::google::protobuf::internal::WireFormatLite::Int32Size( + this->evaluator_replicas()); + } + int cached_size = ::google::protobuf::internal::ToCachedSize(total_size); SetCachedSize(cached_size); return total_size; @@ -408,6 +448,9 @@ void DistributedTensorflowTrainingTask::MergeFrom(const DistributedTensorflowTra if (from.chief_replicas() != 0) { set_chief_replicas(from.chief_replicas()); } + if (from.evaluator_replicas() != 0) { + set_evaluator_replicas(from.evaluator_replicas()); + } } void DistributedTensorflowTrainingTask::CopyFrom(const ::google::protobuf::Message& from) { @@ -438,6 +481,7 @@ void DistributedTensorflowTrainingTask::InternalSwap(DistributedTensorflowTraini swap(workers_, other->workers_); swap(ps_replicas_, other->ps_replicas_); swap(chief_replicas_, other->chief_replicas_); + swap(evaluator_replicas_, other->evaluator_replicas_); } ::google::protobuf::Metadata DistributedTensorflowTrainingTask::GetMetadata() const { diff --git a/flyteidl/gen/pb-cpp/flyteidl/plugins/tensorflow.pb.h b/flyteidl/gen/pb-cpp/flyteidl/plugins/tensorflow.pb.h index 613ed31d80f..4150592a60f 100644 --- a/flyteidl/gen/pb-cpp/flyteidl/plugins/tensorflow.pb.h +++ b/flyteidl/gen/pb-cpp/flyteidl/plugins/tensorflow.pb.h @@ -178,6 +178,12 @@ class DistributedTensorflowTrainingTask final : ::google::protobuf::int32 chief_replicas() const; void set_chief_replicas(::google::protobuf::int32 value); + // int32 evaluator_replicas = 4; + void clear_evaluator_replicas(); + static const int kEvaluatorReplicasFieldNumber = 4; + ::google::protobuf::int32 evaluator_replicas() const; + void set_evaluator_replicas(::google::protobuf::int32 value); + // @@protoc_insertion_point(class_scope:flyteidl.plugins.DistributedTensorflowTrainingTask) private: class HasBitSetters; @@ -186,6 +192,7 @@ class DistributedTensorflowTrainingTask final : ::google::protobuf::int32 workers_; ::google::protobuf::int32 ps_replicas_; ::google::protobuf::int32 chief_replicas_; + ::google::protobuf::int32 evaluator_replicas_; mutable ::google::protobuf::internal::CachedSize _cached_size_; friend struct ::TableStruct_flyteidl_2fplugins_2ftensorflow_2eproto; }; @@ -242,6 +249,20 @@ inline void DistributedTensorflowTrainingTask::set_chief_replicas(::google::prot // @@protoc_insertion_point(field_set:flyteidl.plugins.DistributedTensorflowTrainingTask.chief_replicas) } +// int32 evaluator_replicas = 4; +inline void DistributedTensorflowTrainingTask::clear_evaluator_replicas() { + evaluator_replicas_ = 0; +} +inline ::google::protobuf::int32 DistributedTensorflowTrainingTask::evaluator_replicas() const { + // @@protoc_insertion_point(field_get:flyteidl.plugins.DistributedTensorflowTrainingTask.evaluator_replicas) + return evaluator_replicas_; +} +inline void DistributedTensorflowTrainingTask::set_evaluator_replicas(::google::protobuf::int32 value) { + + evaluator_replicas_ = value; + // @@protoc_insertion_point(field_set:flyteidl.plugins.DistributedTensorflowTrainingTask.evaluator_replicas) +} + #ifdef __GNUC__ #pragma GCC diagnostic pop #endif // __GNUC__ diff --git a/flyteidl/gen/pb-go/flyteidl/plugins/kubeflow/tensorflow.pb.go b/flyteidl/gen/pb-go/flyteidl/plugins/kubeflow/tensorflow.pb.go index ccb4eff2ac4..04243dec6e5 100644 --- a/flyteidl/gen/pb-go/flyteidl/plugins/kubeflow/tensorflow.pb.go +++ b/flyteidl/gen/pb-go/flyteidl/plugins/kubeflow/tensorflow.pb.go @@ -32,10 +32,12 @@ type DistributedTensorflowTrainingTask struct { // RunPolicy encapsulates various runtime policies of the distributed training // job, for example how to clean up resources and how long the job can stay // active. - RunPolicy *RunPolicy `protobuf:"bytes,4,opt,name=run_policy,json=runPolicy,proto3" json:"run_policy,omitempty"` - XXX_NoUnkeyedLiteral struct{} `json:"-"` - XXX_unrecognized []byte `json:"-"` - XXX_sizecache int32 `json:"-"` + RunPolicy *RunPolicy `protobuf:"bytes,4,opt,name=run_policy,json=runPolicy,proto3" json:"run_policy,omitempty"` + // Evaluator replicas spec + EvaluatorReplicas *DistributedTensorflowTrainingReplicaSpec `protobuf:"bytes,5,opt,name=evaluator_replicas,json=evaluatorReplicas,proto3" json:"evaluator_replicas,omitempty"` + XXX_NoUnkeyedLiteral struct{} `json:"-"` + XXX_unrecognized []byte `json:"-"` + XXX_sizecache int32 `json:"-"` } func (m *DistributedTensorflowTrainingTask) Reset() { *m = DistributedTensorflowTrainingTask{} } @@ -91,6 +93,13 @@ func (m *DistributedTensorflowTrainingTask) GetRunPolicy() *RunPolicy { return nil } +func (m *DistributedTensorflowTrainingTask) GetEvaluatorReplicas() *DistributedTensorflowTrainingReplicaSpec { + if m != nil { + return m.EvaluatorReplicas + } + return nil +} + type DistributedTensorflowTrainingReplicaSpec struct { // Number of replicas Replicas int32 `protobuf:"varint,1,opt,name=replicas,proto3" json:"replicas,omitempty"` @@ -170,28 +179,29 @@ func init() { } var fileDescriptor_93de2bd764ddf01a = []byte{ - // 358 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0xac, 0x92, 0x41, 0x4b, 0xc3, 0x30, - 0x14, 0xc7, 0x99, 0x73, 0xe2, 0x32, 0x56, 0xa1, 0x78, 0x98, 0x3b, 0xe9, 0x10, 0x19, 0x82, 0x0d, - 0x4c, 0xf0, 0x26, 0x82, 0xf3, 0xae, 0xc4, 0x9d, 0xbc, 0x8c, 0x36, 0x7b, 0xeb, 0x62, 0xdb, 0x24, - 0xbc, 0xa4, 0x8c, 0x7d, 0x23, 0xbf, 0x98, 0xdf, 0x43, 0xd6, 0xac, 0xed, 0x14, 0x36, 0x3c, 0xec, - 0xf6, 0x5e, 0xf3, 0xcf, 0xff, 0xf7, 0x5e, 0xfa, 0x27, 0xb7, 0xf3, 0x74, 0x65, 0x41, 0xcc, 0x52, - 0xaa, 0xd3, 0x3c, 0x16, 0xd2, 0xd0, 0x24, 0x8f, 0x60, 0x9e, 0xaa, 0x25, 0xb5, 0x20, 0x8d, 0xc2, - 0x75, 0x19, 0x68, 0x54, 0x56, 0xf9, 0x17, 0xa5, 0x36, 0xd8, 0x68, 0x83, 0x52, 0xdb, 0xaf, 0x8e, - 0x28, 0x57, 0x08, 0xd4, 0x86, 0x26, 0x31, 0xee, 0x56, 0xff, 0x66, 0x37, 0x81, 0xab, 0x2c, 0x53, - 0xd2, 0xe9, 0x06, 0x5f, 0x4d, 0x72, 0xf5, 0x22, 0x8c, 0x45, 0x11, 0xe5, 0x16, 0x66, 0x93, 0x8a, - 0x3e, 0xc1, 0x50, 0x48, 0x21, 0xe3, 0x49, 0x68, 0x12, 0x3f, 0x25, 0x67, 0x4b, 0x85, 0x09, 0xe0, - 0x14, 0x41, 0xa7, 0x82, 0x87, 0xa6, 0xd7, 0xb8, 0x6c, 0x0c, 0x3b, 0xa3, 0x71, 0xb0, 0x73, 0xba, - 0x60, 0xaf, 0x2d, 0x73, 0x3e, 0xef, 0x1a, 0x38, 0xf3, 0x9c, 0xf7, 0xe6, 0x93, 0xf1, 0x67, 0xa4, - 0xa3, 0x4d, 0x4d, 0x3a, 0x3a, 0x1c, 0x89, 0x68, 0x53, 0x51, 0x3e, 0x89, 0xc7, 0x17, 0x02, 0xe6, - 0x35, 0xa8, 0x79, 0x38, 0x50, 0xb7, 0xb0, 0xae, 0x58, 0x63, 0x42, 0x30, 0x97, 0x53, 0xad, 0x52, - 0xc1, 0x57, 0xbd, 0xe3, 0x82, 0x73, 0xbd, 0x87, 0xc3, 0x72, 0xf9, 0x56, 0x68, 0x59, 0x1b, 0xcb, - 0x72, 0xf0, 0xdd, 0x20, 0xc3, 0xff, 0x0e, 0xe0, 0xf7, 0xc9, 0xe9, 0xaf, 0x5f, 0xd5, 0x62, 0x55, - 0xef, 0x9f, 0x93, 0x96, 0xc8, 0xc2, 0x18, 0x8a, 0x97, 0x6d, 0x33, 0xd7, 0xf8, 0x0f, 0xa4, 0x8d, - 0x60, 0x54, 0x8e, 0x1c, 0xca, 0xa7, 0xe8, 0xd5, 0x23, 0xae, 0x03, 0x16, 0xb0, 0xf2, 0x9c, 0xd5, - 0x52, 0xff, 0x95, 0x78, 0x08, 0xc6, 0x86, 0x68, 0xb7, 0xf7, 0xf3, 0x46, 0xc3, 0x7d, 0xfb, 0xb9, - 0x0b, 0x9b, 0x1d, 0xbb, 0xb8, 0xdd, 0x3e, 0x3f, 0x7d, 0x3c, 0xc6, 0xc2, 0x2e, 0xf2, 0x28, 0xe0, - 0x2a, 0xa3, 0x85, 0x89, 0xc2, 0xd8, 0x15, 0xb4, 0x8a, 0x75, 0x0c, 0x92, 0xea, 0xe8, 0x2e, 0x56, - 0xf4, 0x6f, 0xd2, 0xa3, 0x93, 0x22, 0xda, 0xf7, 0x3f, 0x01, 0x00, 0x00, 0xff, 0xff, 0x15, 0x1b, - 0x83, 0x24, 0x66, 0x03, 0x00, 0x00, + // 382 bytes of a gzipped FileDescriptorProto + 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0xac, 0x93, 0xc1, 0x6a, 0xe3, 0x30, + 0x10, 0x86, 0xc9, 0x6e, 0xb2, 0x6c, 0x14, 0xe2, 0x65, 0xc5, 0x1e, 0xb2, 0x39, 0xed, 0x86, 0x65, + 0x09, 0x85, 0x5a, 0x90, 0x42, 0x6f, 0xa5, 0xd0, 0xf4, 0xde, 0xa2, 0xe6, 0xd4, 0x4b, 0x90, 0x15, + 0xc5, 0x51, 0x2d, 0x4b, 0x62, 0x24, 0x35, 0xe4, 0x5d, 0xfa, 0x7a, 0x7d, 0x8f, 0x12, 0x3b, 0xb6, + 0xd3, 0x42, 0x42, 0x0f, 0xb9, 0xcd, 0x58, 0xff, 0xfc, 0xdf, 0x78, 0xa4, 0x41, 0x67, 0x4b, 0xb5, + 0xf1, 0x42, 0x2e, 0x14, 0xb1, 0x2a, 0xa4, 0x52, 0x3b, 0x92, 0x85, 0x44, 0x2c, 0x95, 0x59, 0x13, + 0x2f, 0xb4, 0x33, 0xb0, 0x0d, 0x63, 0x0b, 0xc6, 0x1b, 0xfc, 0xbb, 0xd2, 0xc6, 0x3b, 0x6d, 0x5c, + 0x69, 0x87, 0xf5, 0x11, 0xe1, 0x06, 0x04, 0xf1, 0xcc, 0x65, 0xae, 0xac, 0x1a, 0xfe, 0x3f, 0x4c, + 0xe0, 0x26, 0xcf, 0x8d, 0x2e, 0x75, 0xa3, 0x97, 0x36, 0xfa, 0x7b, 0x2b, 0x9d, 0x07, 0x99, 0x04, + 0x2f, 0x16, 0xb3, 0x9a, 0x3e, 0x03, 0x26, 0xb5, 0xd4, 0xe9, 0x8c, 0xb9, 0x0c, 0x2b, 0xf4, 0x63, + 0x6d, 0x20, 0x13, 0x30, 0x07, 0x61, 0x95, 0xe4, 0xcc, 0x0d, 0x5a, 0x7f, 0x5a, 0xe3, 0xde, 0x64, + 0x1a, 0x1f, 0xec, 0x2e, 0x3e, 0x6a, 0x4b, 0x4b, 0x9f, 0x07, 0x2b, 0x38, 0x8d, 0x4a, 0xef, 0xdd, + 0x27, 0x87, 0x17, 0xa8, 0x67, 0x5d, 0x43, 0xfa, 0x72, 0x3a, 0x12, 0xb2, 0xae, 0xa6, 0x3c, 0xa1, + 0x88, 0xaf, 0xa4, 0x58, 0x36, 0xa0, 0xaf, 0xa7, 0x03, 0xf5, 0x0b, 0xeb, 0x9a, 0x35, 0x45, 0x08, + 0x82, 0x9e, 0x5b, 0xa3, 0x24, 0xdf, 0x0c, 0xda, 0x05, 0xe7, 0xdf, 0x11, 0x0e, 0x0d, 0xfa, 0xbe, + 0xd0, 0xd2, 0x2e, 0x54, 0x21, 0x06, 0x84, 0xc5, 0x33, 0x53, 0x81, 0x79, 0xb3, 0x77, 0x0f, 0x9d, + 0xd3, 0x35, 0xfd, 0xb3, 0xb6, 0xaf, 0x1a, 0x1f, 0xbd, 0xb6, 0xd0, 0xf8, 0xb3, 0xf5, 0x78, 0x88, + 0xbe, 0xbf, 0x7b, 0x1e, 0x1d, 0x5a, 0xe7, 0xf8, 0x17, 0xea, 0xc8, 0x9c, 0xa5, 0xa2, 0xb8, 0xcd, + 0x2e, 0x2d, 0x13, 0x7c, 0x89, 0xba, 0x20, 0x9c, 0x09, 0xc0, 0x45, 0x35, 0xfe, 0x41, 0xf3, 0x27, + 0xdb, 0x47, 0x1d, 0xd3, 0xea, 0x9c, 0x36, 0x52, 0x7c, 0x87, 0x22, 0x10, 0xce, 0x33, 0xf0, 0xfb, + 0x33, 0x8d, 0x26, 0xe3, 0x63, 0x33, 0x2d, 0x0b, 0x76, 0x73, 0xed, 0xc3, 0x7e, 0x7a, 0x73, 0xfd, + 0x78, 0x95, 0x4a, 0xbf, 0x0a, 0x49, 0xcc, 0x4d, 0x4e, 0x0a, 0x13, 0x03, 0x69, 0x19, 0x90, 0x7a, + 0x95, 0x52, 0xa1, 0x89, 0x4d, 0xce, 0x53, 0x43, 0x3e, 0x6e, 0x57, 0xf2, 0xad, 0x58, 0xa7, 0x8b, + 0xb7, 0x00, 0x00, 0x00, 0xff, 0xff, 0x74, 0xcf, 0x60, 0xf4, 0xda, 0x03, 0x00, 0x00, } diff --git a/flyteidl/gen/pb-go/flyteidl/plugins/kubeflow/tensorflow.pb.validate.go b/flyteidl/gen/pb-go/flyteidl/plugins/kubeflow/tensorflow.pb.validate.go index 098b4dc7cf4..397b3a813b4 100644 --- a/flyteidl/gen/pb-go/flyteidl/plugins/kubeflow/tensorflow.pb.validate.go +++ b/flyteidl/gen/pb-go/flyteidl/plugins/kubeflow/tensorflow.pb.validate.go @@ -84,6 +84,16 @@ func (m *DistributedTensorflowTrainingTask) Validate() error { } } + if v, ok := interface{}(m.GetEvaluatorReplicas()).(interface{ Validate() error }); ok { + if err := v.Validate(); err != nil { + return DistributedTensorflowTrainingTaskValidationError{ + field: "EvaluatorReplicas", + reason: "embedded message failed validation", + cause: err, + } + } + } + return nil } diff --git a/flyteidl/gen/pb-go/flyteidl/plugins/tensorflow.pb.go b/flyteidl/gen/pb-go/flyteidl/plugins/tensorflow.pb.go index d9f1006792e..a07ff3feebb 100644 --- a/flyteidl/gen/pb-go/flyteidl/plugins/tensorflow.pb.go +++ b/flyteidl/gen/pb-go/flyteidl/plugins/tensorflow.pb.go @@ -22,11 +22,15 @@ const _ = proto.ProtoPackageIsVersion3 // please upgrade the proto package // Custom proto for plugin that enables distributed training using https://github.com/kubeflow/tf-operator type DistributedTensorflowTrainingTask struct { - // number of worker, ps, chief replicas spawned in the cluster for this job + // number of worker replicas spawned in the cluster for this job Workers int32 `protobuf:"varint,1,opt,name=workers,proto3" json:"workers,omitempty"` // PS -> Parameter server - PsReplicas int32 `protobuf:"varint,2,opt,name=ps_replicas,json=psReplicas,proto3" json:"ps_replicas,omitempty"` - ChiefReplicas int32 `protobuf:"varint,3,opt,name=chief_replicas,json=chiefReplicas,proto3" json:"chief_replicas,omitempty"` + // number of ps replicas spawned in the cluster for this job + PsReplicas int32 `protobuf:"varint,2,opt,name=ps_replicas,json=psReplicas,proto3" json:"ps_replicas,omitempty"` + // number of chief replicas spawned in the cluster for this job + ChiefReplicas int32 `protobuf:"varint,3,opt,name=chief_replicas,json=chiefReplicas,proto3" json:"chief_replicas,omitempty"` + // number of evaluator replicas spawned in the cluster for this job + EvaluatorReplicas int32 `protobuf:"varint,4,opt,name=evaluator_replicas,json=evaluatorReplicas,proto3" json:"evaluator_replicas,omitempty"` XXX_NoUnkeyedLiteral struct{} `json:"-"` XXX_unrecognized []byte `json:"-"` XXX_sizecache int32 `json:"-"` @@ -78,6 +82,13 @@ func (m *DistributedTensorflowTrainingTask) GetChiefReplicas() int32 { return 0 } +func (m *DistributedTensorflowTrainingTask) GetEvaluatorReplicas() int32 { + if m != nil { + return m.EvaluatorReplicas + } + return 0 +} + func init() { proto.RegisterType((*DistributedTensorflowTrainingTask)(nil), "flyteidl.plugins.DistributedTensorflowTrainingTask") } @@ -85,18 +96,19 @@ func init() { func init() { proto.RegisterFile("flyteidl/plugins/tensorflow.proto", fileDescriptor_8da02783614e1bcc) } var fileDescriptor_8da02783614e1bcc = []byte{ - // 203 bytes of a gzipped FileDescriptorProto - 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0x5c, 0x8f, 0xc1, 0x4a, 0xc4, 0x30, - 0x10, 0x86, 0xa9, 0xa2, 0x42, 0x44, 0x91, 0x9c, 0x7a, 0xd3, 0x0a, 0x82, 0x17, 0x9b, 0x83, 0x67, - 0x11, 0xc4, 0x27, 0x28, 0x3d, 0x79, 0x91, 0xa6, 0x4d, 0xd3, 0xa1, 0xd9, 0x4c, 0x98, 0x49, 0x29, - 0xfb, 0x00, 0xfb, 0xde, 0x0b, 0xd9, 0xb6, 0x0b, 0x7b, 0x9b, 0xf9, 0xe7, 0x1b, 0xf8, 0x3f, 0x51, - 0xf4, 0x6e, 0x1f, 0x0d, 0x74, 0x4e, 0x05, 0x37, 0x59, 0xf0, 0xac, 0xa2, 0xf1, 0x8c, 0xd4, 0x3b, - 0x9c, 0xcb, 0x40, 0x18, 0x51, 0x3e, 0xad, 0x48, 0xb9, 0x20, 0xaf, 0x87, 0x4c, 0x14, 0xbf, 0xc0, - 0x91, 0x40, 0x4f, 0xd1, 0x74, 0xf5, 0xf6, 0x51, 0x53, 0x03, 0x1e, 0xbc, 0xad, 0x1b, 0x1e, 0x65, - 0x2e, 0xee, 0x66, 0xa4, 0xd1, 0x10, 0xe7, 0xd9, 0x4b, 0xf6, 0x7e, 0x53, 0xad, 0xab, 0x7c, 0x16, - 0xf7, 0x81, 0xff, 0xc9, 0x04, 0x07, 0x6d, 0xc3, 0xf9, 0x55, 0xba, 0x8a, 0xc0, 0xd5, 0x92, 0xc8, - 0x37, 0xf1, 0xd8, 0x0e, 0x60, 0xfa, 0x33, 0x73, 0x9d, 0x98, 0x87, 0x94, 0xae, 0xd8, 0xcf, 0xf7, - 0xdf, 0x97, 0x85, 0x38, 0x4c, 0xba, 0x6c, 0x71, 0xa7, 0x52, 0x4d, 0x24, 0x7b, 0x1a, 0xd4, 0x26, - 0x66, 0x8d, 0x57, 0x41, 0x7f, 0x58, 0x54, 0x97, 0xae, 0xfa, 0x36, 0x19, 0x7e, 0x1e, 0x03, 0x00, - 0x00, 0xff, 0xff, 0x55, 0x40, 0x42, 0x06, 0x06, 0x01, 0x00, 0x00, + // 220 bytes of a gzipped FileDescriptorProto + 0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0x5c, 0xd0, 0xbf, 0x4a, 0x04, 0x31, + 0x10, 0x06, 0x70, 0xd6, 0xbf, 0x10, 0x51, 0x34, 0xd5, 0x76, 0x7a, 0x82, 0x60, 0x73, 0x9b, 0xc2, + 0x5a, 0x04, 0xf1, 0x09, 0x8e, 0xad, 0x6c, 0x24, 0xbb, 0x37, 0x9b, 0x1b, 0x2e, 0x66, 0xc2, 0x4c, + 0xe2, 0xe1, 0x7b, 0xf9, 0x80, 0x42, 0xbc, 0xcd, 0x81, 0x5d, 0xf2, 0x7d, 0xbf, 0x14, 0xf9, 0xd4, + 0x62, 0xf2, 0xdf, 0x09, 0x70, 0xed, 0x4d, 0xf4, 0xd9, 0x61, 0x10, 0x93, 0x20, 0x08, 0xf1, 0xe4, + 0x69, 0xd7, 0x45, 0xa6, 0x44, 0xfa, 0x7a, 0x26, 0xdd, 0x9e, 0xdc, 0xff, 0x34, 0x6a, 0xf1, 0x86, + 0x92, 0x18, 0x87, 0x9c, 0x60, 0xdd, 0xd7, 0x17, 0x3d, 0x5b, 0x0c, 0x18, 0x5c, 0x6f, 0x65, 0xab, + 0x5b, 0x75, 0xbe, 0x23, 0xde, 0x02, 0x4b, 0xdb, 0xdc, 0x35, 0x8f, 0xa7, 0xab, 0xf9, 0xaa, 0x6f, + 0xd5, 0x45, 0x94, 0x0f, 0x86, 0xe8, 0x71, 0xb4, 0xd2, 0x1e, 0x95, 0x56, 0x45, 0x59, 0xed, 0x13, + 0xfd, 0xa0, 0xae, 0xc6, 0x0d, 0xc2, 0x74, 0x30, 0xc7, 0xc5, 0x5c, 0x96, 0xb4, 0xb2, 0xa5, 0xd2, + 0xf0, 0x65, 0x7d, 0xb6, 0x89, 0xf8, 0x40, 0x4f, 0x0a, 0xbd, 0xa9, 0xcd, 0xcc, 0x5f, 0x5f, 0xde, + 0x9f, 0x1d, 0xa6, 0x4d, 0x1e, 0xba, 0x91, 0x3e, 0x4d, 0xf9, 0x15, 0xb1, 0xfb, 0x3b, 0x98, 0xba, + 0x83, 0x83, 0x60, 0xe2, 0xb0, 0x74, 0x64, 0xfe, 0x4f, 0x33, 0x9c, 0x95, 0x41, 0x9e, 0x7e, 0x03, + 0x00, 0x00, 0xff, 0xff, 0xa6, 0x22, 0x34, 0xcf, 0x35, 0x01, 0x00, 0x00, } diff --git a/flyteidl/gen/pb-go/flyteidl/plugins/tensorflow.pb.validate.go b/flyteidl/gen/pb-go/flyteidl/plugins/tensorflow.pb.validate.go index ed7a8eeb80e..00db969ce69 100644 --- a/flyteidl/gen/pb-go/flyteidl/plugins/tensorflow.pb.validate.go +++ b/flyteidl/gen/pb-go/flyteidl/plugins/tensorflow.pb.validate.go @@ -50,6 +50,8 @@ func (m *DistributedTensorflowTrainingTask) Validate() error { // no validation rules for ChiefReplicas + // no validation rules for EvaluatorReplicas + return nil } diff --git a/flyteidl/gen/pb-java/flyteidl/plugins/Tensorflow.java b/flyteidl/gen/pb-java/flyteidl/plugins/Tensorflow.java index 14ab5db6bdd..2353f8b78be 100644 --- a/flyteidl/gen/pb-java/flyteidl/plugins/Tensorflow.java +++ b/flyteidl/gen/pb-java/flyteidl/plugins/Tensorflow.java @@ -20,7 +20,7 @@ public interface DistributedTensorflowTrainingTaskOrBuilder extends /** * 
-     * number of worker, ps, chief replicas spawned in the cluster for this job
+     * number of worker replicas spawned in the cluster for this job
      *
* * int32 workers = 1; @@ -30,6 +30,7 @@ public interface DistributedTensorflowTrainingTaskOrBuilder extends /** * 
      * PS -> Parameter server
+     * number of ps replicas spawned in the cluster for this job
      *
* * int32 ps_replicas = 2; @@ -37,9 +38,22 @@ public interface DistributedTensorflowTrainingTaskOrBuilder extends int getPsReplicas(); /** + * 
+     * number of chief replicas spawned in the cluster for this job
+     *
+ * * int32 chief_replicas = 3; */ int getChiefReplicas(); + + /** + * 
+     * number of evaluator replicas spawned in the cluster for this job
+     *
+ * + * int32 evaluator_replicas = 4; + */ + int getEvaluatorReplicas(); } /** * 
@@ -99,6 +113,11 @@ private DistributedTensorflowTrainingTask(
               chiefReplicas_ = input.readInt32();
               break;
             }
+            case 32: {
+
+              evaluatorReplicas_ = input.readInt32();
+              break;
+            }
             default: {
               if (!parseUnknownField(
                   input, unknownFields, extensionRegistry, tag)) {
@@ -135,7 +154,7 @@ private DistributedTensorflowTrainingTask(
     private int workers_;
     /**
      * 
-     * number of worker, ps, chief replicas spawned in the cluster for this job
+     * number of worker replicas spawned in the cluster for this job
      * 

      *
      * int32 workers = 1;
@@ -149,6 +168,7 @@ public int getWorkers() {
     /**
      * 
      * PS -> Parameter server
+     * number of ps replicas spawned in the cluster for this job
      * 

      *
      * int32 ps_replicas = 2;
@@ -160,12 +180,29 @@ public int getPsReplicas() {
     public static final int CHIEF_REPLICAS_FIELD_NUMBER = 3;
     private int chiefReplicas_;
     /**
+     * 
+     * number of chief replicas spawned in the cluster for this job
+     * 

+     *
      * int32 chief_replicas = 3;
      */
     public int getChiefReplicas() {
       return chiefReplicas_;
     }
 
+    public static final int EVALUATOR_REPLICAS_FIELD_NUMBER = 4;
+    private int evaluatorReplicas_;
+    /**
+     * 
+     * number of evaluator replicas spawned in the cluster for this job
+     * 

+     *
+     * int32 evaluator_replicas = 4;
+     */
+    public int getEvaluatorReplicas() {
+      return evaluatorReplicas_;
+    }
+
     private byte memoizedIsInitialized = -1;
     @java.lang.Override
     public final boolean isInitialized() {
@@ -189,6 +226,9 @@ public void writeTo(com.google.protobuf.CodedOutputStream output)
       if (chiefReplicas_ != 0) {
         output.writeInt32(3, chiefReplicas_);
       }
+      if (evaluatorReplicas_ != 0) {
+        output.writeInt32(4, evaluatorReplicas_);
+      }
       unknownFields.writeTo(output);
     }
 
@@ -210,6 +250,10 @@ public int getSerializedSize() {
         size += com.google.protobuf.CodedOutputStream
           .computeInt32Size(3, chiefReplicas_);
       }
+      if (evaluatorReplicas_ != 0) {
+        size += com.google.protobuf.CodedOutputStream
+          .computeInt32Size(4, evaluatorReplicas_);
+      }
       size += unknownFields.getSerializedSize();
       memoizedSize = size;
       return size;
@@ -231,6 +275,8 @@ public boolean equals(final java.lang.Object obj) {
           != other.getPsReplicas()) return false;
       if (getChiefReplicas()
           != other.getChiefReplicas()) return false;
+      if (getEvaluatorReplicas()
+          != other.getEvaluatorReplicas()) return false;
       if (!unknownFields.equals(other.unknownFields)) return false;
       return true;
     }
@@ -248,6 +294,8 @@ public int hashCode() {
       hash = (53 * hash) + getPsReplicas();
       hash = (37 * hash) + CHIEF_REPLICAS_FIELD_NUMBER;
       hash = (53 * hash) + getChiefReplicas();
+      hash = (37 * hash) + EVALUATOR_REPLICAS_FIELD_NUMBER;
+      hash = (53 * hash) + getEvaluatorReplicas();
       hash = (29 * hash) + unknownFields.hashCode();
       memoizedHashCode = hash;
       return hash;
@@ -391,6 +439,8 @@ public Builder clear() {
 
         chiefReplicas_ = 0;
 
+        evaluatorReplicas_ = 0;
+
         return this;
       }
 
@@ -420,6 +470,7 @@ public flyteidl.plugins.Tensorflow.DistributedTensorflowTrainingTask buildPartia
         result.workers_ = workers_;
         result.psReplicas_ = psReplicas_;
         result.chiefReplicas_ = chiefReplicas_;
+        result.evaluatorReplicas_ = evaluatorReplicas_;
         onBuilt();
         return result;
       }
@@ -477,6 +528,9 @@ public Builder mergeFrom(flyteidl.plugins.Tensorflow.DistributedTensorflowTraini
         if (other.getChiefReplicas() != 0) {
           setChiefReplicas(other.getChiefReplicas());
         }
+        if (other.getEvaluatorReplicas() != 0) {
+          setEvaluatorReplicas(other.getEvaluatorReplicas());
+        }
         this.mergeUnknownFields(other.unknownFields);
         onChanged();
         return this;
@@ -509,7 +563,7 @@ public Builder mergeFrom(
       private int workers_ ;
       /**
        * 
-       * number of worker, ps, chief replicas spawned in the cluster for this job
+       * number of worker replicas spawned in the cluster for this job
        * 

        *
        * int32 workers = 1;
@@ -519,7 +573,7 @@ public int getWorkers() {
       }
       /**
        * 
-       * number of worker, ps, chief replicas spawned in the cluster for this job
+       * number of worker replicas spawned in the cluster for this job
        * 

        *
        * int32 workers = 1;
@@ -532,7 +586,7 @@ public Builder setWorkers(int value) {
       }
       /**
        * 
-       * number of worker, ps, chief replicas spawned in the cluster for this job
+       * number of worker replicas spawned in the cluster for this job
        * 

        *
        * int32 workers = 1;
@@ -548,6 +602,7 @@ public Builder clearWorkers() {
       /**
        * 
        * PS -> Parameter server
+       * number of ps replicas spawned in the cluster for this job
        * 

        *
        * int32 ps_replicas = 2;
@@ -558,6 +613,7 @@ public int getPsReplicas() {
       /**
        * 
        * PS -> Parameter server
+       * number of ps replicas spawned in the cluster for this job
        * 

        *
        * int32 ps_replicas = 2;
@@ -571,6 +627,7 @@ public Builder setPsReplicas(int value) {
       /**
        * 
        * PS -> Parameter server
+       * number of ps replicas spawned in the cluster for this job
        * 

        *
        * int32 ps_replicas = 2;
@@ -584,12 +641,20 @@ public Builder clearPsReplicas() {
 
       private int chiefReplicas_ ;
       /**
+       * 
+       * number of chief replicas spawned in the cluster for this job
+       * 

+       *
        * int32 chief_replicas = 3;
        */
       public int getChiefReplicas() {
         return chiefReplicas_;
       }
       /**
+       * 
+       * number of chief replicas spawned in the cluster for this job
+       * 

+       *
        * int32 chief_replicas = 3;
        */
       public Builder setChiefReplicas(int value) {
@@ -599,6 +664,10 @@ public Builder setChiefReplicas(int value) {
         return this;
       }
       /**
+       * 
+       * number of chief replicas spawned in the cluster for this job
+       * 

+       *
        * int32 chief_replicas = 3;
        */
       public Builder clearChiefReplicas() {
@@ -607,6 +676,44 @@ public Builder clearChiefReplicas() {
         onChanged();
         return this;
       }
+
+      private int evaluatorReplicas_ ;
+      /**
+       * 
+       * number of evaluator replicas spawned in the cluster for this job
+       * 

+       *
+       * int32 evaluator_replicas = 4;
+       */
+      public int getEvaluatorReplicas() {
+        return evaluatorReplicas_;
+      }
+      /**
+       * 
+       * number of evaluator replicas spawned in the cluster for this job
+       * 

+       *
+       * int32 evaluator_replicas = 4;
+       */
+      public Builder setEvaluatorReplicas(int value) {
+        
+        evaluatorReplicas_ = value;
+        onChanged();
+        return this;
+      }
+      /**
+       * 
+       * number of evaluator replicas spawned in the cluster for this job
+       * 

+       *
+       * int32 evaluator_replicas = 4;
+       */
+      public Builder clearEvaluatorReplicas() {
+        
+        evaluatorReplicas_ = 0;
+        onChanged();
+        return this;
+      }
       @java.lang.Override
       public final Builder setUnknownFields(
           final com.google.protobuf.UnknownFieldSet unknownFields) {
@@ -675,11 +782,12 @@ public flyteidl.plugins.Tensorflow.DistributedTensorflowTrainingTask getDefaultI
   static {
     java.lang.String[] descriptorData = {
       "\n!flyteidl/plugins/tensorflow.proto\022\020fly" +
-      "teidl.plugins\"a\n!DistributedTensorflowTr" +
+      "teidl.plugins\"}\n!DistributedTensorflowTr" +
       "ainingTask\022\017\n\007workers\030\001 \001(\005\022\023\n\013ps_replic" +
-      "as\030\002 \001(\005\022\026\n\016chief_replicas\030\003 \001(\005B?Z=gith" +
-      "ub.com/flyteorg/flyte/flyteidl/gen/pb-go" +
-      "/flyteidl/pluginsb\006proto3"
+      "as\030\002 \001(\005\022\026\n\016chief_replicas\030\003 \001(\005\022\032\n\022eval" +
+      "uator_replicas\030\004 \001(\005B?Z=github.com/flyte" +
+      "org/flyte/flyteidl/gen/pb-go/flyteidl/pl" +
+      "uginsb\006proto3"
     };
     com.google.protobuf.Descriptors.FileDescriptor.InternalDescriptorAssigner assigner =
         new com.google.protobuf.Descriptors.FileDescriptor.    InternalDescriptorAssigner() {
@@ -698,7 +806,7 @@ public com.google.protobuf.ExtensionRegistry assignDescriptors(
     internal_static_flyteidl_plugins_DistributedTensorflowTrainingTask_fieldAccessorTable = new
       com.google.protobuf.GeneratedMessageV3.FieldAccessorTable(
         internal_static_flyteidl_plugins_DistributedTensorflowTrainingTask_descriptor,
-        new java.lang.String[] { "Workers", "PsReplicas", "ChiefReplicas", });
+        new java.lang.String[] { "Workers", "PsReplicas", "ChiefReplicas", "EvaluatorReplicas", });
   }
 
   // @@protoc_insertion_point(outer_class_scope)
diff --git a/flyteidl/gen/pb-java/flyteidl/plugins/kubeflow/Tensorflow.java b/flyteidl/gen/pb-java/flyteidl/plugins/kubeflow/Tensorflow.java
index ec763705c8a..324f3e5d01d 100644
--- a/flyteidl/gen/pb-java/flyteidl/plugins/kubeflow/Tensorflow.java
+++ b/flyteidl/gen/pb-java/flyteidl/plugins/kubeflow/Tensorflow.java
@@ -123,6 +123,31 @@ public interface DistributedTensorflowTrainingTaskOrBuilder extends
      * .flyteidl.plugins.kubeflow.RunPolicy run_policy = 4;
      */
     flyteidl.plugins.kubeflow.Common.RunPolicyOrBuilder getRunPolicyOrBuilder();
+
+    /**
+     * 
+     * Evaluator replicas spec
+     * 

+     *
+     * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+     */
+    boolean hasEvaluatorReplicas();
+    /**
+     * 
+     * Evaluator replicas spec
+     * 

+     *
+     * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+     */
+    flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec getEvaluatorReplicas();
+    /**
+     * 
+     * Evaluator replicas spec
+     * 

+     *
+     * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+     */
+    flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpecOrBuilder getEvaluatorReplicasOrBuilder();
   }
   /**
    * 
@@ -219,6 +244,19 @@ private DistributedTensorflowTrainingTask(
 
               break;
             }
+            case 42: {
+              flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec.Builder subBuilder = null;
+              if (evaluatorReplicas_ != null) {
+                subBuilder = evaluatorReplicas_.toBuilder();
+              }
+              evaluatorReplicas_ = input.readMessage(flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec.parser(), extensionRegistry);
+              if (subBuilder != null) {
+                subBuilder.mergeFrom(evaluatorReplicas_);
+                evaluatorReplicas_ = subBuilder.buildPartial();
+              }
+
+              break;
+            }
             default: {
               if (!parseUnknownField(
                   input, unknownFields, extensionRegistry, tag)) {
@@ -389,6 +427,39 @@ public flyteidl.plugins.kubeflow.Common.RunPolicyOrBuilder getRunPolicyOrBuilder
       return getRunPolicy();
     }
 
+    public static final int EVALUATOR_REPLICAS_FIELD_NUMBER = 5;
+    private flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec evaluatorReplicas_;
+    /**
+     * 
+     * Evaluator replicas spec
+     * 

+     *
+     * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+     */
+    public boolean hasEvaluatorReplicas() {
+      return evaluatorReplicas_ != null;
+    }
+    /**
+     * 
+     * Evaluator replicas spec
+     * 

+     *
+     * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+     */
+    public flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec getEvaluatorReplicas() {
+      return evaluatorReplicas_ == null ? flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec.getDefaultInstance() : evaluatorReplicas_;
+    }
+    /**
+     * 
+     * Evaluator replicas spec
+     * 

+     *
+     * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+     */
+    public flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpecOrBuilder getEvaluatorReplicasOrBuilder() {
+      return getEvaluatorReplicas();
+    }
+
     private byte memoizedIsInitialized = -1;
     @java.lang.Override
     public final boolean isInitialized() {
@@ -415,6 +486,9 @@ public void writeTo(com.google.protobuf.CodedOutputStream output)
       if (runPolicy_ != null) {
         output.writeMessage(4, getRunPolicy());
       }
+      if (evaluatorReplicas_ != null) {
+        output.writeMessage(5, getEvaluatorReplicas());
+      }
       unknownFields.writeTo(output);
     }
 
@@ -440,6 +514,10 @@ public int getSerializedSize() {
         size += com.google.protobuf.CodedOutputStream
           .computeMessageSize(4, getRunPolicy());
       }
+      if (evaluatorReplicas_ != null) {
+        size += com.google.protobuf.CodedOutputStream
+          .computeMessageSize(5, getEvaluatorReplicas());
+      }
       size += unknownFields.getSerializedSize();
       memoizedSize = size;
       return size;
@@ -475,6 +553,11 @@ public boolean equals(final java.lang.Object obj) {
         if (!getRunPolicy()
             .equals(other.getRunPolicy())) return false;
       }
+      if (hasEvaluatorReplicas() != other.hasEvaluatorReplicas()) return false;
+      if (hasEvaluatorReplicas()) {
+        if (!getEvaluatorReplicas()
+            .equals(other.getEvaluatorReplicas())) return false;
+      }
       if (!unknownFields.equals(other.unknownFields)) return false;
       return true;
     }
@@ -502,6 +585,10 @@ public int hashCode() {
         hash = (37 * hash) + RUN_POLICY_FIELD_NUMBER;
         hash = (53 * hash) + getRunPolicy().hashCode();
       }
+      if (hasEvaluatorReplicas()) {
+        hash = (37 * hash) + EVALUATOR_REPLICAS_FIELD_NUMBER;
+        hash = (53 * hash) + getEvaluatorReplicas().hashCode();
+      }
       hash = (29 * hash) + unknownFields.hashCode();
       memoizedHashCode = hash;
       return hash;
@@ -663,6 +750,12 @@ public Builder clear() {
           runPolicy_ = null;
           runPolicyBuilder_ = null;
         }
+        if (evaluatorReplicasBuilder_ == null) {
+          evaluatorReplicas_ = null;
+        } else {
+          evaluatorReplicas_ = null;
+          evaluatorReplicasBuilder_ = null;
+        }
         return this;
       }
 
@@ -709,6 +802,11 @@ public flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingTask bu
         } else {
           result.runPolicy_ = runPolicyBuilder_.build();
         }
+        if (evaluatorReplicasBuilder_ == null) {
+          result.evaluatorReplicas_ = evaluatorReplicas_;
+        } else {
+          result.evaluatorReplicas_ = evaluatorReplicasBuilder_.build();
+        }
         onBuilt();
         return result;
       }
@@ -769,6 +867,9 @@ public Builder mergeFrom(flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorf
         if (other.hasRunPolicy()) {
           mergeRunPolicy(other.getRunPolicy());
         }
+        if (other.hasEvaluatorReplicas()) {
+          mergeEvaluatorReplicas(other.getEvaluatorReplicas());
+        }
         this.mergeUnknownFields(other.unknownFields);
         onChanged();
         return this;
@@ -1427,6 +1528,159 @@ public flyteidl.plugins.kubeflow.Common.RunPolicyOrBuilder getRunPolicyOrBuilder
         }
         return runPolicyBuilder_;
       }
+
+      private flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec evaluatorReplicas_;
+      private com.google.protobuf.SingleFieldBuilderV3<
+          flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec, flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec.Builder, flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpecOrBuilder> evaluatorReplicasBuilder_;
+      /**
+       * 
+       * Evaluator replicas spec
+       * 

+       *
+       * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+       */
+      public boolean hasEvaluatorReplicas() {
+        return evaluatorReplicasBuilder_ != null || evaluatorReplicas_ != null;
+      }
+      /**
+       * 
+       * Evaluator replicas spec
+       * 

+       *
+       * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+       */
+      public flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec getEvaluatorReplicas() {
+        if (evaluatorReplicasBuilder_ == null) {
+          return evaluatorReplicas_ == null ? flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec.getDefaultInstance() : evaluatorReplicas_;
+        } else {
+          return evaluatorReplicasBuilder_.getMessage();
+        }
+      }
+      /**
+       * 
+       * Evaluator replicas spec
+       * 

+       *
+       * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+       */
+      public Builder setEvaluatorReplicas(flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec value) {
+        if (evaluatorReplicasBuilder_ == null) {
+          if (value == null) {
+            throw new NullPointerException();
+          }
+          evaluatorReplicas_ = value;
+          onChanged();
+        } else {
+          evaluatorReplicasBuilder_.setMessage(value);
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * Evaluator replicas spec
+       * 

+       *
+       * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+       */
+      public Builder setEvaluatorReplicas(
+          flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec.Builder builderForValue) {
+        if (evaluatorReplicasBuilder_ == null) {
+          evaluatorReplicas_ = builderForValue.build();
+          onChanged();
+        } else {
+          evaluatorReplicasBuilder_.setMessage(builderForValue.build());
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * Evaluator replicas spec
+       * 

+       *
+       * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+       */
+      public Builder mergeEvaluatorReplicas(flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec value) {
+        if (evaluatorReplicasBuilder_ == null) {
+          if (evaluatorReplicas_ != null) {
+            evaluatorReplicas_ =
+              flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec.newBuilder(evaluatorReplicas_).mergeFrom(value).buildPartial();
+          } else {
+            evaluatorReplicas_ = value;
+          }
+          onChanged();
+        } else {
+          evaluatorReplicasBuilder_.mergeFrom(value);
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * Evaluator replicas spec
+       * 

+       *
+       * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+       */
+      public Builder clearEvaluatorReplicas() {
+        if (evaluatorReplicasBuilder_ == null) {
+          evaluatorReplicas_ = null;
+          onChanged();
+        } else {
+          evaluatorReplicas_ = null;
+          evaluatorReplicasBuilder_ = null;
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * Evaluator replicas spec
+       * 

+       *
+       * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+       */
+      public flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec.Builder getEvaluatorReplicasBuilder() {
+        
+        onChanged();
+        return getEvaluatorReplicasFieldBuilder().getBuilder();
+      }
+      /**
+       * 
+       * Evaluator replicas spec
+       * 

+       *
+       * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+       */
+      public flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpecOrBuilder getEvaluatorReplicasOrBuilder() {
+        if (evaluatorReplicasBuilder_ != null) {
+          return evaluatorReplicasBuilder_.getMessageOrBuilder();
+        } else {
+          return evaluatorReplicas_ == null ?
+              flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec.getDefaultInstance() : evaluatorReplicas_;
+        }
+      }
+      /**
+       * 
+       * Evaluator replicas spec
+       * 

+       *
+       * .flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
+       */
+      private com.google.protobuf.SingleFieldBuilderV3<
+          flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec, flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec.Builder, flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpecOrBuilder> 
+          getEvaluatorReplicasFieldBuilder() {
+        if (evaluatorReplicasBuilder_ == null) {
+          evaluatorReplicasBuilder_ = new com.google.protobuf.SingleFieldBuilderV3<
+              flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec, flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpec.Builder, flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplicaSpecOrBuilder>(
+                  getEvaluatorReplicas(),
+                  getParentForChildren(),
+                  isClean());
+          evaluatorReplicas_ = null;
+        }
+        return evaluatorReplicasBuilder_;
+      }
       @java.lang.Override
       public final Builder setUnknownFields(
           final com.google.protobuf.UnknownFieldSet unknownFields) {
@@ -2553,7 +2807,7 @@ public flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplica
       "\n*flyteidl/plugins/kubeflow/tensorflow.p" +
       "roto\022\031flyteidl.plugins.kubeflow\032\031flyteid" +
       "l/core/tasks.proto\032&flyteidl/plugins/kub" +
-      "eflow/common.proto\"\362\002\n!DistributedTensor" +
+      "eflow/common.proto\"\323\003\n!DistributedTensor" +
       "flowTrainingTask\022\\\n\017worker_replicas\030\001 \001(" +
       "\0132C.flyteidl.plugins.kubeflow.Distribute" +
       "dTensorflowTrainingReplicaSpec\022X\n\013ps_rep" +
@@ -2562,14 +2816,16 @@ public flyteidl.plugins.kubeflow.Tensorflow.DistributedTensorflowTrainingReplica
       "\022[\n\016chief_replicas\030\003 \001(\0132C.flyteidl.plug" +
       "ins.kubeflow.DistributedTensorflowTraini" +
       "ngReplicaSpec\0228\n\nrun_policy\030\004 \001(\0132$.flyt" +
-      "eidl.plugins.kubeflow.RunPolicy\"\272\001\n(Dist" +
-      "ributedTensorflowTrainingReplicaSpec\022\020\n\010" +
-      "replicas\030\001 \001(\005\022\r\n\005image\030\002 \001(\t\022+\n\tresourc" +
-      "es\030\003 \001(\0132\030.flyteidl.core.Resources\022@\n\016re" +
-      "start_policy\030\004 \001(\0162(.flyteidl.plugins.ku" +
-      "beflow.RestartPolicyB?Z=github.com/flyte" +
-      "org/flyte/flyteidl/gen/pb-go/flyteidl/pl" +
-      "uginsb\006proto3"
+      "eidl.plugins.kubeflow.RunPolicy\022_\n\022evalu" +
+      "ator_replicas\030\005 \001(\0132C.flyteidl.plugins.k" +
+      "ubeflow.DistributedTensorflowTrainingRep" +
+      "licaSpec\"\272\001\n(DistributedTensorflowTraini" +
+      "ngReplicaSpec\022\020\n\010replicas\030\001 \001(\005\022\r\n\005image" +
+      "\030\002 \001(\t\022+\n\tresources\030\003 \001(\0132\030.flyteidl.cor" +
+      "e.Resources\022@\n\016restart_policy\030\004 \001(\0162(.fl" +
+      "yteidl.plugins.kubeflow.RestartPolicyB?Z" +
+      "=github.com/flyteorg/flyte/flyteidl/gen/" +
+      "pb-go/flyteidl/pluginsb\006proto3"
     };
     com.google.protobuf.Descriptors.FileDescriptor.InternalDescriptorAssigner assigner =
         new com.google.protobuf.Descriptors.FileDescriptor.    InternalDescriptorAssigner() {
@@ -2590,7 +2846,7 @@ public com.google.protobuf.ExtensionRegistry assignDescriptors(
     internal_static_flyteidl_plugins_kubeflow_DistributedTensorflowTrainingTask_fieldAccessorTable = new
       com.google.protobuf.GeneratedMessageV3.FieldAccessorTable(
         internal_static_flyteidl_plugins_kubeflow_DistributedTensorflowTrainingTask_descriptor,
-        new java.lang.String[] { "WorkerReplicas", "PsReplicas", "ChiefReplicas", "RunPolicy", });
+        new java.lang.String[] { "WorkerReplicas", "PsReplicas", "ChiefReplicas", "RunPolicy", "EvaluatorReplicas", });
     internal_static_flyteidl_plugins_kubeflow_DistributedTensorflowTrainingReplicaSpec_descriptor =
       getDescriptor().getMessageTypes().get(1);
     internal_static_flyteidl_plugins_kubeflow_DistributedTensorflowTrainingReplicaSpec_fieldAccessorTable = new
diff --git a/flyteidl/gen/pb_python/flyteidl/plugins/kubeflow/tensorflow_pb2.py b/flyteidl/gen/pb_python/flyteidl/plugins/kubeflow/tensorflow_pb2.py
index 15f0d965581..f0c086f9e7d 100644
--- a/flyteidl/gen/pb_python/flyteidl/plugins/kubeflow/tensorflow_pb2.py
+++ b/flyteidl/gen/pb_python/flyteidl/plugins/kubeflow/tensorflow_pb2.py
@@ -15,7 +15,7 @@
 from flyteidl.plugins.kubeflow import common_pb2 as flyteidl_dot_plugins_dot_kubeflow_dot_common__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n*flyteidl/plugins/kubeflow/tensorflow.proto\x12\x19\x66lyteidl.plugins.kubeflow\x1a\x19\x66lyteidl/core/tasks.proto\x1a&flyteidl/plugins/kubeflow/common.proto\"\xa8\x03\n!DistributedTensorflowTrainingTask\x12l\n\x0fworker_replicas\x18\x01 \x01(\x0b\x32\x43.flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpecR\x0eworkerReplicas\x12\x64\n\x0bps_replicas\x18\x02 \x01(\x0b\x32\x43.flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpecR\npsReplicas\x12j\n\x0e\x63hief_replicas\x18\x03 \x01(\x0b\x32\x43.flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpecR\rchiefReplicas\x12\x43\n\nrun_policy\x18\x04 \x01(\x0b\x32$.flyteidl.plugins.kubeflow.RunPolicyR\trunPolicy\"\xe5\x01\n(DistributedTensorflowTrainingReplicaSpec\x12\x1a\n\x08replicas\x18\x01 \x01(\x05R\x08replicas\x12\x14\n\x05image\x18\x02 \x01(\tR\x05image\x12\x36\n\tresources\x18\x03 \x01(\x0b\x32\x18.flyteidl.core.ResourcesR\tresources\x12O\n\x0erestart_policy\x18\x04 \x01(\x0e\x32(.flyteidl.plugins.kubeflow.RestartPolicyR\rrestartPolicyB\xf5\x01\n\x1d\x63om.flyteidl.plugins.kubeflowB\x0fTensorflowProtoP\x01Z=github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/plugins\xa2\x02\x03\x46PK\xaa\x02\x19\x46lyteidl.Plugins.Kubeflow\xca\x02\x19\x46lyteidl\\Plugins\\Kubeflow\xe2\x02%Flyteidl\\Plugins\\Kubeflow\\GPBMetadata\xea\x02\x1b\x46lyteidl::Plugins::Kubeflowb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n*flyteidl/plugins/kubeflow/tensorflow.proto\x12\x19\x66lyteidl.plugins.kubeflow\x1a\x19\x66lyteidl/core/tasks.proto\x1a&flyteidl/plugins/kubeflow/common.proto\"\x9c\x04\n!DistributedTensorflowTrainingTask\x12l\n\x0fworker_replicas\x18\x01 \x01(\x0b\x32\x43.flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpecR\x0eworkerReplicas\x12\x64\n\x0bps_replicas\x18\x02 \x01(\x0b\x32\x43.flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpecR\npsReplicas\x12j\n\x0e\x63hief_replicas\x18\x03 \x01(\x0b\x32\x43.flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpecR\rchiefReplicas\x12\x43\n\nrun_policy\x18\x04 \x01(\x0b\x32$.flyteidl.plugins.kubeflow.RunPolicyR\trunPolicy\x12r\n\x12\x65valuator_replicas\x18\x05 \x01(\x0b\x32\x43.flyteidl.plugins.kubeflow.DistributedTensorflowTrainingReplicaSpecR\x11\x65valuatorReplicas\"\xe5\x01\n(DistributedTensorflowTrainingReplicaSpec\x12\x1a\n\x08replicas\x18\x01 \x01(\x05R\x08replicas\x12\x14\n\x05image\x18\x02 \x01(\tR\x05image\x12\x36\n\tresources\x18\x03 \x01(\x0b\x32\x18.flyteidl.core.ResourcesR\tresources\x12O\n\x0erestart_policy\x18\x04 \x01(\x0e\x32(.flyteidl.plugins.kubeflow.RestartPolicyR\rrestartPolicyB\xf5\x01\n\x1d\x63om.flyteidl.plugins.kubeflowB\x0fTensorflowProtoP\x01Z=github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/plugins\xa2\x02\x03\x46PK\xaa\x02\x19\x46lyteidl.Plugins.Kubeflow\xca\x02\x19\x46lyteidl\\Plugins\\Kubeflow\xe2\x02%Flyteidl\\Plugins\\Kubeflow\\GPBMetadata\xea\x02\x1b\x46lyteidl::Plugins::Kubeflowb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -25,7 +25,7 @@
   DESCRIPTOR._options = None
   DESCRIPTOR._serialized_options = b'\n\035com.flyteidl.plugins.kubeflowB\017TensorflowProtoP\001Z=github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/plugins\242\002\003FPK\252\002\031Flyteidl.Plugins.Kubeflow\312\002\031Flyteidl\\Plugins\\Kubeflow\342\002%Flyteidl\\Plugins\\Kubeflow\\GPBMetadata\352\002\033Flyteidl::Plugins::Kubeflow'
   _globals['_DISTRIBUTEDTENSORFLOWTRAININGTASK']._serialized_start=141
-  _globals['_DISTRIBUTEDTENSORFLOWTRAININGTASK']._serialized_end=565
-  _globals['_DISTRIBUTEDTENSORFLOWTRAININGREPLICASPEC']._serialized_start=568
-  _globals['_DISTRIBUTEDTENSORFLOWTRAININGREPLICASPEC']._serialized_end=797
+  _globals['_DISTRIBUTEDTENSORFLOWTRAININGTASK']._serialized_end=681
+  _globals['_DISTRIBUTEDTENSORFLOWTRAININGREPLICASPEC']._serialized_start=684
+  _globals['_DISTRIBUTEDTENSORFLOWTRAININGREPLICASPEC']._serialized_end=913
 # @@protoc_insertion_point(module_scope)
diff --git a/flyteidl/gen/pb_python/flyteidl/plugins/kubeflow/tensorflow_pb2.pyi b/flyteidl/gen/pb_python/flyteidl/plugins/kubeflow/tensorflow_pb2.pyi
index e08a1ff9837..4a999f70e8b 100644
--- a/flyteidl/gen/pb_python/flyteidl/plugins/kubeflow/tensorflow_pb2.pyi
+++ b/flyteidl/gen/pb_python/flyteidl/plugins/kubeflow/tensorflow_pb2.pyi
@@ -7,16 +7,18 @@ from typing import ClassVar as _ClassVar, Mapping as _Mapping, Optional as _Opti
 DESCRIPTOR: _descriptor.FileDescriptor
 
 class DistributedTensorflowTrainingTask(_message.Message):
-    __slots__ = ["worker_replicas", "ps_replicas", "chief_replicas", "run_policy"]
+    __slots__ = ["worker_replicas", "ps_replicas", "chief_replicas", "run_policy", "evaluator_replicas"]
     WORKER_REPLICAS_FIELD_NUMBER: _ClassVar[int]
     PS_REPLICAS_FIELD_NUMBER: _ClassVar[int]
     CHIEF_REPLICAS_FIELD_NUMBER: _ClassVar[int]
     RUN_POLICY_FIELD_NUMBER: _ClassVar[int]
+    EVALUATOR_REPLICAS_FIELD_NUMBER: _ClassVar[int]
     worker_replicas: DistributedTensorflowTrainingReplicaSpec
     ps_replicas: DistributedTensorflowTrainingReplicaSpec
     chief_replicas: DistributedTensorflowTrainingReplicaSpec
     run_policy: _common_pb2.RunPolicy
-    def __init__(self, worker_replicas: _Optional[_Union[DistributedTensorflowTrainingReplicaSpec, _Mapping]] = ..., ps_replicas: _Optional[_Union[DistributedTensorflowTrainingReplicaSpec, _Mapping]] = ..., chief_replicas: _Optional[_Union[DistributedTensorflowTrainingReplicaSpec, _Mapping]] = ..., run_policy: _Optional[_Union[_common_pb2.RunPolicy, _Mapping]] = ...) -> None: ...
+    evaluator_replicas: DistributedTensorflowTrainingReplicaSpec
+    def __init__(self, worker_replicas: _Optional[_Union[DistributedTensorflowTrainingReplicaSpec, _Mapping]] = ..., ps_replicas: _Optional[_Union[DistributedTensorflowTrainingReplicaSpec, _Mapping]] = ..., chief_replicas: _Optional[_Union[DistributedTensorflowTrainingReplicaSpec, _Mapping]] = ..., run_policy: _Optional[_Union[_common_pb2.RunPolicy, _Mapping]] = ..., evaluator_replicas: _Optional[_Union[DistributedTensorflowTrainingReplicaSpec, _Mapping]] = ...) -> None: ...
 
 class DistributedTensorflowTrainingReplicaSpec(_message.Message):
     __slots__ = ["replicas", "image", "resources", "restart_policy"]
diff --git a/flyteidl/gen/pb_python/flyteidl/plugins/tensorflow_pb2.py b/flyteidl/gen/pb_python/flyteidl/plugins/tensorflow_pb2.py
index 187526d6d5b..ceed4231bbd 100644
--- a/flyteidl/gen/pb_python/flyteidl/plugins/tensorflow_pb2.py
+++ b/flyteidl/gen/pb_python/flyteidl/plugins/tensorflow_pb2.py
@@ -13,7 +13,7 @@
 
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n!flyteidl/plugins/tensorflow.proto\x12\x10\x66lyteidl.plugins\"\x85\x01\n!DistributedTensorflowTrainingTask\x12\x18\n\x07workers\x18\x01 \x01(\x05R\x07workers\x12\x1f\n\x0bps_replicas\x18\x02 \x01(\x05R\npsReplicas\x12%\n\x0e\x63hief_replicas\x18\x03 \x01(\x05R\rchiefReplicasB\xc7\x01\n\x14\x63om.flyteidl.pluginsB\x0fTensorflowProtoP\x01Z=github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/plugins\xa2\x02\x03\x46PX\xaa\x02\x10\x46lyteidl.Plugins\xca\x02\x10\x46lyteidl\\Plugins\xe2\x02\x1c\x46lyteidl\\Plugins\\GPBMetadata\xea\x02\x11\x46lyteidl::Pluginsb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n!flyteidl/plugins/tensorflow.proto\x12\x10\x66lyteidl.plugins\"\xb4\x01\n!DistributedTensorflowTrainingTask\x12\x18\n\x07workers\x18\x01 \x01(\x05R\x07workers\x12\x1f\n\x0bps_replicas\x18\x02 \x01(\x05R\npsReplicas\x12%\n\x0e\x63hief_replicas\x18\x03 \x01(\x05R\rchiefReplicas\x12-\n\x12\x65valuator_replicas\x18\x04 \x01(\x05R\x11\x65valuatorReplicasB\xc7\x01\n\x14\x63om.flyteidl.pluginsB\x0fTensorflowProtoP\x01Z=github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/plugins\xa2\x02\x03\x46PX\xaa\x02\x10\x46lyteidl.Plugins\xca\x02\x10\x46lyteidl\\Plugins\xe2\x02\x1c\x46lyteidl\\Plugins\\GPBMetadata\xea\x02\x11\x46lyteidl::Pluginsb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -23,5 +23,5 @@
   DESCRIPTOR._options = None
   DESCRIPTOR._serialized_options = b'\n\024com.flyteidl.pluginsB\017TensorflowProtoP\001Z=github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/plugins\242\002\003FPX\252\002\020Flyteidl.Plugins\312\002\020Flyteidl\\Plugins\342\002\034Flyteidl\\Plugins\\GPBMetadata\352\002\021Flyteidl::Plugins'
   _globals['_DISTRIBUTEDTENSORFLOWTRAININGTASK']._serialized_start=56
-  _globals['_DISTRIBUTEDTENSORFLOWTRAININGTASK']._serialized_end=189
+  _globals['_DISTRIBUTEDTENSORFLOWTRAININGTASK']._serialized_end=236
 # @@protoc_insertion_point(module_scope)
diff --git a/flyteidl/gen/pb_python/flyteidl/plugins/tensorflow_pb2.pyi b/flyteidl/gen/pb_python/flyteidl/plugins/tensorflow_pb2.pyi
index d3dc028af35..81e2bc30b90 100644
--- a/flyteidl/gen/pb_python/flyteidl/plugins/tensorflow_pb2.pyi
+++ b/flyteidl/gen/pb_python/flyteidl/plugins/tensorflow_pb2.pyi
@@ -5,11 +5,13 @@ from typing import ClassVar as _ClassVar, Optional as _Optional
 DESCRIPTOR: _descriptor.FileDescriptor
 
 class DistributedTensorflowTrainingTask(_message.Message):
-    __slots__ = ["workers", "ps_replicas", "chief_replicas"]
+    __slots__ = ["workers", "ps_replicas", "chief_replicas", "evaluator_replicas"]
     WORKERS_FIELD_NUMBER: _ClassVar[int]
     PS_REPLICAS_FIELD_NUMBER: _ClassVar[int]
     CHIEF_REPLICAS_FIELD_NUMBER: _ClassVar[int]
+    EVALUATOR_REPLICAS_FIELD_NUMBER: _ClassVar[int]
     workers: int
     ps_replicas: int
     chief_replicas: int
-    def __init__(self, workers: _Optional[int] = ..., ps_replicas: _Optional[int] = ..., chief_replicas: _Optional[int] = ...) -> None: ...
+    evaluator_replicas: int
+    def __init__(self, workers: _Optional[int] = ..., ps_replicas: _Optional[int] = ..., chief_replicas: _Optional[int] = ..., evaluator_replicas: _Optional[int] = ...) -> None: ...
diff --git a/flyteidl/gen/pb_rust/flyteidl.plugins.kubeflow.rs b/flyteidl/gen/pb_rust/flyteidl.plugins.kubeflow.rs
index 59c1f681a0a..96d46653daf 100644
--- a/flyteidl/gen/pb_rust/flyteidl.plugins.kubeflow.rs
+++ b/flyteidl/gen/pb_rust/flyteidl.plugins.kubeflow.rs
@@ -182,6 +182,9 @@ pub struct DistributedTensorflowTrainingTask {
     /// active.
     #[prost(message, optional, tag="4")]
     pub run_policy: ::core::option::Option,
+    /// Evaluator replicas spec
+    #[prost(message, optional, tag="5")]
+    pub evaluator_replicas: ::core::option::Option,
 }
 #[allow(clippy::derive_partial_eq_without_eq)]
 #[derive(Clone, PartialEq, ::prost::Message)]
diff --git a/flyteidl/gen/pb_rust/flyteidl.plugins.rs b/flyteidl/gen/pb_rust/flyteidl.plugins.rs
index 5c7873b5d2f..11e4ad05af2 100644
--- a/flyteidl/gen/pb_rust/flyteidl.plugins.rs
+++ b/flyteidl/gen/pb_rust/flyteidl.plugins.rs
@@ -290,14 +290,19 @@ pub struct SparkJob {
 #[allow(clippy::derive_partial_eq_without_eq)]
 #[derive(Clone, PartialEq, ::prost::Message)]
 pub struct DistributedTensorflowTrainingTask {
-    /// number of worker, ps, chief replicas spawned in the cluster for this job
+    /// number of worker replicas spawned in the cluster for this job
     #[prost(int32, tag="1")]
     pub workers: i32,
     /// PS -> Parameter server
+    /// number of ps replicas spawned in the cluster for this job
     #[prost(int32, tag="2")]
     pub ps_replicas: i32,
+    /// number of chief replicas spawned in the cluster for this job
     #[prost(int32, tag="3")]
     pub chief_replicas: i32,
+    /// number of evaluator replicas spawned in the cluster for this job
+    #[prost(int32, tag="4")]
+    pub evaluator_replicas: i32,
 }
 /// Represents an Execution that was launched and could be waited on.
 #[allow(clippy::derive_partial_eq_without_eq)]
diff --git a/flyteidl/protos/flyteidl/plugins/kubeflow/tensorflow.proto b/flyteidl/protos/flyteidl/plugins/kubeflow/tensorflow.proto
index 4cf31535484..789666b989e 100644
--- a/flyteidl/protos/flyteidl/plugins/kubeflow/tensorflow.proto
+++ b/flyteidl/protos/flyteidl/plugins/kubeflow/tensorflow.proto
@@ -22,6 +22,9 @@ message DistributedTensorflowTrainingTask {
   // job, for example how to clean up resources and how long the job can stay
   // active.
   RunPolicy run_policy = 4;
+
+  // Evaluator replicas spec
+  DistributedTensorflowTrainingReplicaSpec evaluator_replicas = 5;
 }
 
 message DistributedTensorflowTrainingReplicaSpec {
diff --git a/flyteidl/protos/flyteidl/plugins/tensorflow.proto b/flyteidl/protos/flyteidl/plugins/tensorflow.proto
index e768ad65adf..e494a6cc324 100644
--- a/flyteidl/protos/flyteidl/plugins/tensorflow.proto
+++ b/flyteidl/protos/flyteidl/plugins/tensorflow.proto
@@ -6,9 +6,13 @@ option go_package = "github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/plugi
 
 // Custom proto for plugin that enables distributed training using https://github.com/kubeflow/tf-operator
 message DistributedTensorflowTrainingTask {
-  // number of worker, ps, chief replicas spawned in the cluster for this job
+  // number of worker replicas spawned in the cluster for this job
   int32 workers = 1;
   // PS -> Parameter server
+  // number of ps replicas spawned in the cluster for this job
   int32 ps_replicas = 2;
+  // number of chief replicas spawned in the cluster for this job
   int32 chief_replicas = 3;
+  // number of evaluator replicas spawned in the cluster for this job
+  int32 evaluator_replicas = 4;
 } 
diff --git a/flyteplugins/go/tasks/plugins/k8s/kfoperators/common/common_operator.go b/flyteplugins/go/tasks/plugins/k8s/kfoperators/common/common_operator.go
index 4e38d791c49..f6a9787dbbf 100644
--- a/flyteplugins/go/tasks/plugins/k8s/kfoperators/common/common_operator.go
+++ b/flyteplugins/go/tasks/plugins/k8s/kfoperators/common/common_operator.go
@@ -93,7 +93,7 @@ func GetMPIPhaseInfo(currentCondition commonOp.JobCondition, occurredAt time.Tim
 
 // GetLogs will return the logs for kubeflow job
 func GetLogs(pluginContext k8s.PluginContext, taskType string, objectMeta meta_v1.ObjectMeta, hasMaster bool,
-	workersCount int32, psReplicasCount int32, chiefReplicasCount int32) ([]*core.TaskLog, error) {
+	workersCount int32, psReplicasCount int32, chiefReplicasCount int32, evaluatorReplicasCount int32) ([]*core.TaskLog, error) {
 	name := objectMeta.Name
 	namespace := objectMeta.Namespace
 
@@ -181,6 +181,18 @@ func GetLogs(pluginContext k8s.PluginContext, taskType string, objectMeta meta_v
 		}
 		taskLogs = append(taskLogs, chiefReplicaLog.TaskLogs...)
 	}
+	// get evaluator log, and the max number of evaluator is 1
+	if evaluatorReplicasCount != 0 {
+		evaluatorReplicasCount, err := logPlugin.GetTaskLogs(tasklog.Input{
+			PodName:                 name + fmt.Sprintf("-evaluatorReplica-%d", 0),
+			Namespace:               namespace,
+			TaskExecutionIdentifier: &taskExecID,
+		})
+		if err != nil {
+			return nil, err
+		}
+		taskLogs = append(taskLogs, evaluatorReplicasCount.TaskLogs...)
+	}
 
 	return taskLogs, nil
 }
diff --git a/flyteplugins/go/tasks/plugins/k8s/kfoperators/common/common_operator_test.go b/flyteplugins/go/tasks/plugins/k8s/kfoperators/common/common_operator_test.go
index 4f5d70dc5c3..6c083b68988 100644
--- a/flyteplugins/go/tasks/plugins/k8s/kfoperators/common/common_operator_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/kfoperators/common/common_operator_test.go
@@ -167,7 +167,7 @@ func TestGetLogs(t *testing.T) {
 		Name:      "test",
 		Namespace: "mpi-namespace",
 	}
-	jobLogs, err := GetLogs(taskCtx, MPITaskType, mpiJobObjectMeta, false, workers, launcher, 0)
+	jobLogs, err := GetLogs(taskCtx, MPITaskType, mpiJobObjectMeta, false, workers, launcher, 0, 0)
 	assert.NoError(t, err)
 	assert.Equal(t, 1, len(jobLogs))
 	assert.Equal(t, fmt.Sprintf("k8s.com/#!/log/%s/%s-worker-0/pod?namespace=mpi-namespace", "mpi-namespace", "test"), jobLogs[0].Uri)
@@ -176,7 +176,7 @@ func TestGetLogs(t *testing.T) {
 		Name:      "test",
 		Namespace: "pytorch-namespace",
 	}
-	jobLogs, err = GetLogs(taskCtx, PytorchTaskType, pytorchJobObjectMeta, true, workers, launcher, 0)
+	jobLogs, err = GetLogs(taskCtx, PytorchTaskType, pytorchJobObjectMeta, true, workers, launcher, 0, 0)
 	assert.NoError(t, err)
 	assert.Equal(t, 2, len(jobLogs))
 	assert.Equal(t, fmt.Sprintf("k8s.com/#!/log/%s/%s-master-0/pod?namespace=pytorch-namespace", "pytorch-namespace", "test"), jobLogs[0].Uri)
@@ -186,7 +186,7 @@ func TestGetLogs(t *testing.T) {
 		Name:      "test",
 		Namespace: "tensorflow-namespace",
 	}
-	jobLogs, err = GetLogs(taskCtx, TensorflowTaskType, tensorflowJobObjectMeta, false, workers, launcher, 1)
+	jobLogs, err = GetLogs(taskCtx, TensorflowTaskType, tensorflowJobObjectMeta, false, workers, launcher, 1, 0)
 	assert.NoError(t, err)
 	assert.Equal(t, 3, len(jobLogs))
 	assert.Equal(t, fmt.Sprintf("k8s.com/#!/log/%s/%s-worker-0/pod?namespace=tensorflow-namespace", "tensorflow-namespace", "test"), jobLogs[0].Uri)
@@ -209,7 +209,7 @@ func TestGetLogsTemplateUri(t *testing.T) {
 			Time: time.Date(2022, time.January, 1, 12, 0, 0, 0, time.UTC),
 		},
 	}
-	jobLogs, err := GetLogs(taskCtx, PytorchTaskType, pytorchJobObjectMeta, true, 1, 0, 0)
+	jobLogs, err := GetLogs(taskCtx, PytorchTaskType, pytorchJobObjectMeta, true, 1, 0, 0, 0)
 	assert.NoError(t, err)
 	assert.Equal(t, 2, len(jobLogs))
 	assert.Equal(t, fmt.Sprintf("https://console.cloud.google.com/logs/query;query=resource.labels.pod_name=%s-master-0×tamp>%s", "test", "2022-01-01T12:00:00Z"), jobLogs[0].Uri)
diff --git a/flyteplugins/go/tasks/plugins/k8s/kfoperators/mpi/mpi.go b/flyteplugins/go/tasks/plugins/k8s/kfoperators/mpi/mpi.go
index 492dd322353..25e45ad7274 100644
--- a/flyteplugins/go/tasks/plugins/k8s/kfoperators/mpi/mpi.go
+++ b/flyteplugins/go/tasks/plugins/k8s/kfoperators/mpi/mpi.go
@@ -210,7 +210,7 @@ func (mpiOperatorResourceHandler) GetTaskPhase(_ context.Context, pluginContext
 	numLauncherReplicas = app.Spec.MPIReplicaSpecs[kubeflowv1.MPIJobReplicaTypeLauncher].Replicas
 
 	taskLogs, err := common.GetLogs(pluginContext, common.MPITaskType, app.ObjectMeta, false,
-		*numWorkers, *numLauncherReplicas, 0)
+		*numWorkers, *numLauncherReplicas, 0, 0)
 	if err != nil {
 		return pluginsCore.PhaseInfoUndefined, err
 	}
diff --git a/flyteplugins/go/tasks/plugins/k8s/kfoperators/mpi/mpi_test.go b/flyteplugins/go/tasks/plugins/k8s/kfoperators/mpi/mpi_test.go
index 96d8efdcb89..b7c66b08f60 100644
--- a/flyteplugins/go/tasks/plugins/k8s/kfoperators/mpi/mpi_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/kfoperators/mpi/mpi_test.go
@@ -410,7 +410,7 @@ func TestGetLogs(t *testing.T) {
 	mpiResourceHandler := mpiOperatorResourceHandler{}
 	mpiJob := dummyMPIJobResource(mpiResourceHandler, workers, launcher, slots, mpiOp.JobRunning)
 	taskCtx := dummyMPITaskContext(dummyMPITaskTemplate("", dummyMPICustomObj(workers, launcher, slots)))
-	jobLogs, err := common.GetLogs(taskCtx, common.MPITaskType, mpiJob.ObjectMeta, false, workers, launcher, 0)
+	jobLogs, err := common.GetLogs(taskCtx, common.MPITaskType, mpiJob.ObjectMeta, false, workers, launcher, 0, 0)
 	assert.NoError(t, err)
 	assert.Equal(t, 2, len(jobLogs))
 	assert.Equal(t, fmt.Sprintf("k8s.com/#!/log/%s/%s-worker-0/pod?namespace=mpi-namespace", jobNamespace, jobName), jobLogs[0].Uri)
diff --git a/flyteplugins/go/tasks/plugins/k8s/kfoperators/pytorch/pytorch.go b/flyteplugins/go/tasks/plugins/k8s/kfoperators/pytorch/pytorch.go
index 07f3df0ef5d..2461c7bc187 100644
--- a/flyteplugins/go/tasks/plugins/k8s/kfoperators/pytorch/pytorch.go
+++ b/flyteplugins/go/tasks/plugins/k8s/kfoperators/pytorch/pytorch.go
@@ -231,7 +231,7 @@ func (pytorchOperatorResourceHandler) GetTaskPhase(_ context.Context, pluginCont
 
 	workersCount := app.Spec.PyTorchReplicaSpecs[kubeflowv1.PyTorchJobReplicaTypeWorker].Replicas
 
-	taskLogs, err := common.GetLogs(pluginContext, common.PytorchTaskType, app.ObjectMeta, hasMaster, *workersCount, 0, 0)
+	taskLogs, err := common.GetLogs(pluginContext, common.PytorchTaskType, app.ObjectMeta, hasMaster, *workersCount, 0, 0, 0)
 	if err != nil {
 		return pluginsCore.PhaseInfoUndefined, err
 	}
diff --git a/flyteplugins/go/tasks/plugins/k8s/kfoperators/pytorch/pytorch_test.go b/flyteplugins/go/tasks/plugins/k8s/kfoperators/pytorch/pytorch_test.go
index a1e37f51249..9407294971d 100644
--- a/flyteplugins/go/tasks/plugins/k8s/kfoperators/pytorch/pytorch_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/kfoperators/pytorch/pytorch_test.go
@@ -455,7 +455,7 @@ func TestGetLogs(t *testing.T) {
 	pytorchResourceHandler := pytorchOperatorResourceHandler{}
 	pytorchJob := dummyPytorchJobResource(pytorchResourceHandler, workers, commonOp.JobRunning)
 	taskCtx := dummyPytorchTaskContext(dummyPytorchTaskTemplate("", dummyPytorchCustomObj(workers)))
-	jobLogs, err := common.GetLogs(taskCtx, common.PytorchTaskType, pytorchJob.ObjectMeta, hasMaster, workers, 0, 0)
+	jobLogs, err := common.GetLogs(taskCtx, common.PytorchTaskType, pytorchJob.ObjectMeta, hasMaster, workers, 0, 0, 0)
 	assert.NoError(t, err)
 	assert.Equal(t, 3, len(jobLogs))
 	assert.Equal(t, fmt.Sprintf("k8s.com/#!/log/%s/%s-master-0/pod?namespace=pytorch-namespace", jobNamespace, jobName), jobLogs[0].Uri)
@@ -475,7 +475,7 @@ func TestGetLogsElastic(t *testing.T) {
 	pytorchResourceHandler := pytorchOperatorResourceHandler{}
 	pytorchJob := dummyPytorchJobResource(pytorchResourceHandler, workers, commonOp.JobRunning)
 	taskCtx := dummyPytorchTaskContext(dummyPytorchTaskTemplate("", dummyPytorchCustomObj(workers)))
-	jobLogs, err := common.GetLogs(taskCtx, common.PytorchTaskType, pytorchJob.ObjectMeta, hasMaster, workers, 0, 0)
+	jobLogs, err := common.GetLogs(taskCtx, common.PytorchTaskType, pytorchJob.ObjectMeta, hasMaster, workers, 0, 0, 0)
 	assert.NoError(t, err)
 	assert.Equal(t, 2, len(jobLogs))
 	assert.Equal(t, fmt.Sprintf("k8s.com/#!/log/%s/%s-worker-0/pod?namespace=pytorch-namespace", jobNamespace, jobName), jobLogs[0].Uri)
diff --git a/flyteplugins/go/tasks/plugins/k8s/kfoperators/tensorflow/tensorflow.go b/flyteplugins/go/tasks/plugins/k8s/kfoperators/tensorflow/tensorflow.go
index 578bd2a0d6c..1c4c9658198 100644
--- a/flyteplugins/go/tasks/plugins/k8s/kfoperators/tensorflow/tensorflow.go
+++ b/flyteplugins/go/tasks/plugins/k8s/kfoperators/tensorflow/tensorflow.go
@@ -80,6 +80,11 @@ func (tensorflowOperatorResourceHandler) BuildResource(ctx context.Context, task
 			PodSpec:       podSpec.DeepCopy(),
 			RestartPolicy: commonOp.RestartPolicyNever,
 		},
+		kubeflowv1.TFJobReplicaTypeEval: {
+			ReplicaNum:    int32(0),
+			PodSpec:       podSpec.DeepCopy(),
+			RestartPolicy: commonOp.RestartPolicyNever,
+		},
 	}
 	runPolicy := commonOp.RunPolicy{}
 
@@ -94,6 +99,7 @@ func (tensorflowOperatorResourceHandler) BuildResource(ctx context.Context, task
 		replicaSpecMap[kubeflowv1.TFJobReplicaTypeChief].ReplicaNum = tensorflowTaskExtraArgs.GetChiefReplicas()
 		replicaSpecMap[kubeflowv1.TFJobReplicaTypeWorker].ReplicaNum = tensorflowTaskExtraArgs.GetWorkers()
 		replicaSpecMap[kubeflowv1.TFJobReplicaTypePS].ReplicaNum = tensorflowTaskExtraArgs.GetPsReplicas()
+		replicaSpecMap[kubeflowv1.TFJobReplicaTypeEval].ReplicaNum = tensorflowTaskExtraArgs.GetEvaluatorReplicas()
 
 	} else if taskTemplate.TaskTypeVersion == 1 {
 		kfTensorflowTaskExtraArgs := kfplugins.DistributedTensorflowTrainingTask{}
@@ -151,6 +157,22 @@ func (tensorflowOperatorResourceHandler) BuildResource(ctx context.Context, task
 			replicaSpecMap[kubeflowv1.TFJobReplicaTypePS].ReplicaNum = psReplicaSpec.GetReplicas()
 		}
 
+		evaluatorReplicaSpec := kfTensorflowTaskExtraArgs.GetEvaluatorReplicas()
+		if evaluatorReplicaSpec != nil {
+			err := common.OverrideContainerSpec(
+				replicaSpecMap[kubeflowv1.TFJobReplicaTypeEval].PodSpec,
+				kubeflowv1.TFJobDefaultContainerName,
+				evaluatorReplicaSpec.GetImage(),
+				evaluatorReplicaSpec.GetResources(),
+				nil,
+			)
+			if err != nil {
+				return nil, err
+			}
+			replicaSpecMap[kubeflowv1.TFJobReplicaTypeEval].RestartPolicy = common.ParseRestartPolicy(evaluatorReplicaSpec.GetRestartPolicy())
+			replicaSpecMap[kubeflowv1.TFJobReplicaTypeEval].ReplicaNum = evaluatorReplicaSpec.GetReplicas()
+		}
+
 		if kfTensorflowTaskExtraArgs.GetRunPolicy() != nil {
 			runPolicy = common.ParseRunPolicy(*kfTensorflowTaskExtraArgs.GetRunPolicy())
 		}
@@ -207,9 +229,10 @@ func (tensorflowOperatorResourceHandler) GetTaskPhase(_ context.Context, pluginC
 	workersCount := app.Spec.TFReplicaSpecs[kubeflowv1.TFJobReplicaTypeWorker].Replicas
 	psReplicasCount := app.Spec.TFReplicaSpecs[kubeflowv1.TFJobReplicaTypePS].Replicas
 	chiefCount := app.Spec.TFReplicaSpecs[kubeflowv1.TFJobReplicaTypeChief].Replicas
+	evaluatorReplicasCount := app.Spec.TFReplicaSpecs[kubeflowv1.TFJobReplicaTypeEval].Replicas
 
 	taskLogs, err := common.GetLogs(pluginContext, common.TensorflowTaskType, app.ObjectMeta, false,
-		*workersCount, *psReplicasCount, *chiefCount)
+		*workersCount, *psReplicasCount, *chiefCount, *evaluatorReplicasCount)
 	if err != nil {
 		return pluginsCore.PhaseInfoUndefined, err
 	}
diff --git a/flyteplugins/go/tasks/plugins/k8s/kfoperators/tensorflow/tensorflow_test.go b/flyteplugins/go/tasks/plugins/k8s/kfoperators/tensorflow/tensorflow_test.go
index 7ec1983bea1..764be381811 100644
--- a/flyteplugins/go/tasks/plugins/k8s/kfoperators/tensorflow/tensorflow_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/kfoperators/tensorflow/tensorflow_test.go
@@ -70,11 +70,12 @@ var (
 	jobNamespace = "tensorflow-namespace"
 )
 
-func dummyTensorFlowCustomObj(workers int32, psReplicas int32, chiefReplicas int32) *plugins.DistributedTensorflowTrainingTask {
+func dummyTensorFlowCustomObj(workers int32, psReplicas int32, chiefReplicas int32, evaluatorReplicas int32) *plugins.DistributedTensorflowTrainingTask {
 	return &plugins.DistributedTensorflowTrainingTask{
-		Workers:       workers,
-		PsReplicas:    psReplicas,
-		ChiefReplicas: chiefReplicas,
+		Workers:           workers,
+		PsReplicas:        psReplicas,
+		ChiefReplicas:     chiefReplicas,
+		EvaluatorReplicas: evaluatorReplicas,
 	}
 }
 
@@ -175,7 +176,7 @@ func dummyTensorFlowTaskContext(taskTemplate *core.TaskTemplate) pluginsCore.Tas
 }
 
 func dummyTensorFlowJobResource(tensorflowResourceHandler tensorflowOperatorResourceHandler,
-	workers int32, psReplicas int32, chiefReplicas int32, conditionType commonOp.JobConditionType) *kubeflowv1.TFJob {
+	workers int32, psReplicas int32, chiefReplicas int32, evaluatorReplicas int32, conditionType commonOp.JobConditionType) *kubeflowv1.TFJob {
 	var jobConditions []commonOp.JobCondition
 
 	now := time.Now()
@@ -274,7 +275,7 @@ func dummyTensorFlowJobResource(tensorflowResourceHandler tensorflowOperatorReso
 		}
 	}
 
-	tfObj := dummyTensorFlowCustomObj(workers, psReplicas, chiefReplicas)
+	tfObj := dummyTensorFlowCustomObj(workers, psReplicas, chiefReplicas, evaluatorReplicas)
 	taskTemplate := dummyTensorFlowTaskTemplate("the job", tfObj)
 	resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate))
 	if err != nil {
@@ -300,7 +301,7 @@ func dummyTensorFlowJobResource(tensorflowResourceHandler tensorflowOperatorReso
 func TestBuildResourceTensorFlow(t *testing.T) {
 	tensorflowResourceHandler := tensorflowOperatorResourceHandler{}
 
-	tfObj := dummyTensorFlowCustomObj(100, 50, 1)
+	tfObj := dummyTensorFlowCustomObj(100, 50, 1, 1)
 	taskTemplate := dummyTensorFlowTaskTemplate("the job", tfObj)
 
 	resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate))
@@ -312,6 +313,7 @@ func TestBuildResourceTensorFlow(t *testing.T) {
 	assert.Equal(t, int32(100), *tensorflowJob.Spec.TFReplicaSpecs[kubeflowv1.TFJobReplicaTypeWorker].Replicas)
 	assert.Equal(t, int32(50), *tensorflowJob.Spec.TFReplicaSpecs[kubeflowv1.TFJobReplicaTypePS].Replicas)
 	assert.Equal(t, int32(1), *tensorflowJob.Spec.TFReplicaSpecs[kubeflowv1.TFJobReplicaTypeChief].Replicas)
+	assert.Equal(t, int32(1), *tensorflowJob.Spec.TFReplicaSpecs[kubeflowv1.TFJobReplicaTypeEval].Replicas)
 
 	// verify TaskExecutionMetadata labels and annotations are copied to the TensorFlowJob
 	for k, v := range dummyAnnotations {
@@ -346,10 +348,10 @@ func TestGetTaskPhase(t *testing.T) {
 	ctx := context.TODO()
 
 	dummyTensorFlowJobResourceCreator := func(conditionType commonOp.JobConditionType) *kubeflowv1.TFJob {
-		return dummyTensorFlowJobResource(tensorflowResourceHandler, 2, 1, 1, conditionType)
+		return dummyTensorFlowJobResource(tensorflowResourceHandler, 2, 1, 1, 1, conditionType)
 	}
 
-	taskCtx := dummyTensorFlowTaskContext(dummyTensorFlowTaskTemplate("", dummyTensorFlowCustomObj(2, 1, 1)))
+	taskCtx := dummyTensorFlowTaskContext(dummyTensorFlowTaskTemplate("", dummyTensorFlowCustomObj(2, 1, 1, 1)))
 	taskPhase, err := tensorflowResourceHandler.GetTaskPhase(ctx, taskCtx, dummyTensorFlowJobResourceCreator(commonOp.JobCreated))
 	assert.NoError(t, err)
 	assert.Equal(t, pluginsCore.PhaseQueued, taskPhase.Phase())
@@ -390,18 +392,20 @@ func TestGetLogs(t *testing.T) {
 	workers := int32(2)
 	psReplicas := int32(1)
 	chiefReplicas := int32(1)
+	evaluatorReplicas := int32(1)
 
 	tensorflowResourceHandler := tensorflowOperatorResourceHandler{}
-	tensorFlowJob := dummyTensorFlowJobResource(tensorflowResourceHandler, workers, psReplicas, chiefReplicas, commonOp.JobRunning)
-	taskCtx := dummyTensorFlowTaskContext(dummyTensorFlowTaskTemplate("", dummyTensorFlowCustomObj(workers, psReplicas, chiefReplicas)))
+	tensorFlowJob := dummyTensorFlowJobResource(tensorflowResourceHandler, workers, psReplicas, chiefReplicas, evaluatorReplicas, commonOp.JobRunning)
+	taskCtx := dummyTensorFlowTaskContext(dummyTensorFlowTaskTemplate("", dummyTensorFlowCustomObj(workers, psReplicas, chiefReplicas, evaluatorReplicas)))
 	jobLogs, err := common.GetLogs(taskCtx, common.TensorflowTaskType, tensorFlowJob.ObjectMeta, false,
-		workers, psReplicas, chiefReplicas)
+		workers, psReplicas, chiefReplicas, evaluatorReplicas)
 	assert.NoError(t, err)
-	assert.Equal(t, 4, len(jobLogs))
+	assert.Equal(t, 5, len(jobLogs))
 	assert.Equal(t, fmt.Sprintf("k8s.com/#!/log/%s/%s-worker-0/pod?namespace=tensorflow-namespace", jobNamespace, jobName), jobLogs[0].Uri)
 	assert.Equal(t, fmt.Sprintf("k8s.com/#!/log/%s/%s-worker-1/pod?namespace=tensorflow-namespace", jobNamespace, jobName), jobLogs[1].Uri)
 	assert.Equal(t, fmt.Sprintf("k8s.com/#!/log/%s/%s-psReplica-0/pod?namespace=tensorflow-namespace", jobNamespace, jobName), jobLogs[2].Uri)
 	assert.Equal(t, fmt.Sprintf("k8s.com/#!/log/%s/%s-chiefReplica-0/pod?namespace=tensorflow-namespace", jobNamespace, jobName), jobLogs[3].Uri)
+	assert.Equal(t, fmt.Sprintf("k8s.com/#!/log/%s/%s-evaluatorReplica-0/pod?namespace=tensorflow-namespace", jobNamespace, jobName), jobLogs[4].Uri)
 }
 
 func TestGetProperties(t *testing.T) {
@@ -412,26 +416,31 @@ func TestGetProperties(t *testing.T) {
 
 func TestReplicaCounts(t *testing.T) {
 	for _, test := range []struct {
-		name               string
-		chiefReplicaCount  int32
-		psReplicaCount     int32
-		workerReplicaCount int32
-		expectError        bool
-		contains           []commonOp.ReplicaType
-		notContains        []commonOp.ReplicaType
+		name                  string
+		chiefReplicaCount     int32
+		psReplicaCount        int32
+		workerReplicaCount    int32
+		evaluatorReplicaCount int32
+		expectError           bool
+		contains              []commonOp.ReplicaType
+		notContains           []commonOp.ReplicaType
 	}{
-		{"NoWorkers", 1, 1, 0, true, nil, nil},
-		{"SingleChief", 1, 0, 1, false,
+		{"NoWorkers", 1, 1, 0, 1, true, nil, nil},
+		{"SingleChief", 1, 0, 1, 0, false,
 			[]commonOp.ReplicaType{kubeflowv1.TFJobReplicaTypeChief, kubeflowv1.TFJobReplicaTypeWorker},
-			[]commonOp.ReplicaType{kubeflowv1.TFJobReplicaTypePS}},
-		{"SinglePS", 0, 1, 1, false,
+			[]commonOp.ReplicaType{kubeflowv1.TFJobReplicaTypePS, kubeflowv1.TFJobReplicaTypeEval}},
+		{"SinglePS", 0, 1, 1, 0, false,
 			[]commonOp.ReplicaType{kubeflowv1.TFJobReplicaTypePS, kubeflowv1.TFJobReplicaTypeWorker},
-			[]commonOp.ReplicaType{kubeflowv1.TFJobReplicaTypeChief}},
+			[]commonOp.ReplicaType{kubeflowv1.TFJobReplicaTypeChief, kubeflowv1.TFJobReplicaTypeEval}},
+		{"AllContains", 1, 1, 1, 1, false,
+			[]commonOp.ReplicaType{kubeflowv1.TFJobReplicaTypePS, kubeflowv1.TFJobReplicaTypeWorker, kubeflowv1.TFJobReplicaTypeChief, kubeflowv1.TFJobReplicaTypeEval},
+			nil,
+		},
 	} {
 		t.Run(test.name, func(t *testing.T) {
 			tensorflowResourceHandler := tensorflowOperatorResourceHandler{}
 
-			tfObj := dummyTensorFlowCustomObj(test.workerReplicaCount, test.psReplicaCount, test.chiefReplicaCount)
+			tfObj := dummyTensorFlowCustomObj(test.workerReplicaCount, test.psReplicaCount, test.chiefReplicaCount, test.evaluatorReplicaCount)
 			taskTemplate := dummyTensorFlowTaskTemplate("the job", tfObj)
 
 			resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate))
@@ -499,6 +508,21 @@ func TestBuildResourceTensorFlowV1(t *testing.T) {
 				},
 			},
 		},
+		EvaluatorReplicas: &kfplugins.DistributedTensorflowTrainingReplicaSpec{
+			Replicas: 1,
+			Image:    testImage,
+			Resources: &core.Resources{
+				Requests: []*core.Resources_ResourceEntry{
+					{Name: core.Resources_CPU, Value: "250m"},
+					{Name: core.Resources_MEMORY, Value: "1Gi"},
+				},
+				Limits: []*core.Resources_ResourceEntry{
+					{Name: core.Resources_CPU, Value: "500m"},
+					{Name: core.Resources_MEMORY, Value: "2Gi"},
+				},
+			},
+			RestartPolicy: kfplugins.RestartPolicy_RESTART_POLICY_ALWAYS,
+		},
 		RunPolicy: &kfplugins.RunPolicy{
 			CleanPodPolicy:        kfplugins.CleanPodPolicy_CLEANPOD_POLICY_ALL,
 			ActiveDeadlineSeconds: int32(100),
@@ -534,6 +558,16 @@ func TestBuildResourceTensorFlowV1(t *testing.T) {
 				corev1.ResourceCPU: resource.MustParse("500m"),
 			},
 		},
+		kubeflowv1.TFJobReplicaTypeEval: {
+			Requests: corev1.ResourceList{
+				corev1.ResourceCPU:    resource.MustParse("250m"),
+				corev1.ResourceMemory: resource.MustParse("1Gi"),
+			},
+			Limits: corev1.ResourceList{
+				corev1.ResourceCPU:    resource.MustParse("500m"),
+				corev1.ResourceMemory: resource.MustParse("2Gi"),
+			},
+		},
 	}
 
 	tensorflowResourceHandler := tensorflowOperatorResourceHandler{}
@@ -550,6 +584,7 @@ func TestBuildResourceTensorFlowV1(t *testing.T) {
 	assert.Equal(t, int32(100), *tensorflowJob.Spec.TFReplicaSpecs[kubeflowv1.TFJobReplicaTypeWorker].Replicas)
 	assert.Equal(t, int32(50), *tensorflowJob.Spec.TFReplicaSpecs[kubeflowv1.TFJobReplicaTypePS].Replicas)
 	assert.Equal(t, int32(1), *tensorflowJob.Spec.TFReplicaSpecs[kubeflowv1.TFJobReplicaTypeChief].Replicas)
+	assert.Equal(t, int32(1), *tensorflowJob.Spec.TFReplicaSpecs[kubeflowv1.TFJobReplicaTypeEval].Replicas)
 
 	for replicaType, replicaSpec := range tensorflowJob.Spec.TFReplicaSpecs {
 		var hasContainerWithDefaultTensorFlowName = false

From b9f6e8c87eb9808191117c0b5baef8964b81d187 Mon Sep 17 00:00:00 2001
From: Eduardo Apolinario <653394+eapolinario@users.noreply.github.com>
Date: Wed, 11 Oct 2023 15:20:02 -0700
Subject: [PATCH 06/18] [Monorepo] Enable proxy-authorization in admin client
 (#4189)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Add proxyCommand to client config

Signed-off-by: Fabio Grätz 

* Add proxy auth unary interceptor

Signed-off-by: Fabio Grätz 

* Use proxy auth in http client for oauth

Signed-off-by: Fabio Grätz 

* Cache tokens obtained from external commands

Signed-off-by: Fabio Grätz 

* Make tests pass

Signed-off-by: Fabio Grätz 

* Add tests for proxy auth interceptor

Signed-off-by: Fabio Grätz 

* Make work without 2nd token cache but instead with 2nd credentials future

Signed-off-by: Fabio Grätz 

* Adapt existing tests to not using a 2nd token cache but a 2nd credentials future

Signed-off-by: Fabio Grätz 

* Adapt new tests to not using a 2nd token cache but a 2nd credentials future

Signed-off-by: Fabio Grätz 

* Fix number of opts in NewAdminConnection

Signed-off-by: Fabio Grätz 

* Don't overwrite original error in NewProxyAuthInterceptor

Signed-off-by: Fabio Grätz 

* Improve error message when failing to create http client for oauth

Signed-off-by: Fabio Grätz 

* Actually don't return any error from setHTTPClientContext at all as before

Signed-off-by: Fabio Grätz 

* Don't require github.com/golang-jwt/jwt anymore

Signed-off-by: Fabio Grätz 

* Make tests pass again

Signed-off-by: Fabio Grätz 

* Lint

Signed-off-by: Fabio Grätz 

* make -C flyteidl generate

Signed-off-by: Eduardo Apolinario 

* Fix flytepropeller's getAdminClient

Signed-off-by: Fabio Grätz 

---------

Signed-off-by: Fabio Grätz 
Signed-off-by: Eduardo Apolinario 
Co-authored-by: Fabio Grätz 
Co-authored-by: Eduardo Apolinario 
---
 flyteidl/clients/go/admin/auth_interceptor.go |  85 ++++++++++--
 .../clients/go/admin/auth_interceptor_test.go | 127 +++++++++++++++++-
 flyteidl/clients/go/admin/client.go           |  19 ++-
 flyteidl/clients/go/admin/config.go           |   2 +
 flyteidl/clients/go/admin/config_flags.go     |   1 +
 .../clients/go/admin/config_flags_test.go     |  14 ++
 .../go/admin/pkce/auth_flow_orchestrator.go   |  10 +-
 .../go/admin/pkce/handle_app_call_back.go     |   5 +-
 .../admin/pkce/handle_app_call_back_test.go   |   2 +-
 flytepropeller/pkg/controller/controller.go   |   2 +-
 10 files changed, 242 insertions(+), 25 deletions(-)

diff --git a/flyteidl/clients/go/admin/auth_interceptor.go b/flyteidl/clients/go/admin/auth_interceptor.go
index daa91968bc1..ef94d857567 100644
--- a/flyteidl/clients/go/admin/auth_interceptor.go
+++ b/flyteidl/clients/go/admin/auth_interceptor.go
@@ -2,6 +2,7 @@ package admin
 
 import (
 	"context"
+	"errors"
 	"fmt"
 	"net/http"
 
@@ -16,10 +17,12 @@ import (
 	"google.golang.org/grpc"
 )
 
+const ProxyAuthorizationHeader = "proxy-authorization"
+
 // MaterializeCredentials will attempt to build a TokenSource given the anonymously available information exposed by the server.
 // Once established, it'll invoke PerRPCCredentialsFuture.Store() on perRPCCredentials to populate it with the appropriate values.
-func MaterializeCredentials(ctx context.Context, cfg *Config, tokenCache cache.TokenCache, perRPCCredentials *PerRPCCredentialsFuture) error {
-	authMetadataClient, err := InitializeAuthMetadataClient(ctx, cfg)
+func MaterializeCredentials(ctx context.Context, cfg *Config, tokenCache cache.TokenCache, perRPCCredentials *PerRPCCredentialsFuture, proxyCredentialsFuture *PerRPCCredentialsFuture) error {
+	authMetadataClient, err := InitializeAuthMetadataClient(ctx, cfg, proxyCredentialsFuture)
 	if err != nil {
 		return fmt.Errorf("failed to initialized Auth Metadata Client. Error: %w", err)
 	}
@@ -48,19 +51,70 @@ func MaterializeCredentials(ctx context.Context, cfg *Config, tokenCache cache.T
 	return nil
 }
 
+func GetProxyTokenSource(ctx context.Context, cfg *Config) (oauth2.TokenSource, error) {
+	tokenSourceProvider, err := NewExternalTokenSourceProvider(cfg.ProxyCommand)
+	if err != nil {
+		return nil, fmt.Errorf("failed to initialized proxy authorization token source provider. Err: %w", err)
+	}
+	proxyTokenSource, err := tokenSourceProvider.GetTokenSource(ctx)
+	if err != nil {
+		return nil, err
+	}
+	return proxyTokenSource, nil
+}
+
+func MaterializeProxyAuthCredentials(ctx context.Context, cfg *Config, proxyCredentialsFuture *PerRPCCredentialsFuture) error {
+	proxyTokenSource, err := GetProxyTokenSource(ctx, cfg)
+	if err != nil {
+		return err
+	}
+
+	wrappedTokenSource := NewCustomHeaderTokenSource(proxyTokenSource, cfg.UseInsecureConnection, ProxyAuthorizationHeader)
+	proxyCredentialsFuture.Store(wrappedTokenSource)
+
+	return nil
+}
+
 func shouldAttemptToAuthenticate(errorCode codes.Code) bool {
 	return errorCode == codes.Unauthenticated
 }
 
+type proxyAuthTransport struct {
+	transport              http.RoundTripper
+	proxyCredentialsFuture *PerRPCCredentialsFuture
+}
+
+func (c *proxyAuthTransport) RoundTrip(req *http.Request) (*http.Response, error) {
+	// check if the proxy credentials future is initialized
+	if !c.proxyCredentialsFuture.IsInitialized() {
+		return nil, errors.New("proxy credentials future is not initialized")
+	}
+
+	metadata, err := c.proxyCredentialsFuture.GetRequestMetadata(context.Background(), "")
+	if err != nil {
+		return nil, err
+	}
+	token := metadata[ProxyAuthorizationHeader]
+	req.Header.Add(ProxyAuthorizationHeader, token)
+	return c.transport.RoundTrip(req)
+}
+
 // Set up http client used in oauth2
-func setHTTPClientContext(ctx context.Context, cfg *Config) context.Context {
+func setHTTPClientContext(ctx context.Context, cfg *Config, proxyCredentialsFuture *PerRPCCredentialsFuture) context.Context {
 	httpClient := &http.Client{}
+	transport := &http.Transport{}
 
 	if len(cfg.HTTPProxyURL.String()) > 0 {
 		// create a transport that uses the proxy
-		transport := &http.Transport{
-			Proxy: http.ProxyURL(&cfg.HTTPProxyURL.URL),
+		transport.Proxy = http.ProxyURL(&cfg.HTTPProxyURL.URL)
+	}
+
+	if cfg.ProxyCommand != nil {
+		httpClient.Transport = &proxyAuthTransport{
+			transport:              transport,
+			proxyCredentialsFuture: proxyCredentialsFuture,
 		}
+	} else {
 		httpClient.Transport = transport
 	}
 
@@ -77,9 +131,9 @@ func setHTTPClientContext(ctx context.Context, cfg *Config) context.Context {
 // more. It'll fail hard if it couldn't do so (i.e. it will no longer attempt to send an unauthenticated request). Once
 // a token source has been created, it'll invoke the grpc pipeline again, this time the grpc.PerRPCCredentials should
 // be able to find and acquire a valid AccessToken to annotate the request with.
-func NewAuthInterceptor(cfg *Config, tokenCache cache.TokenCache, credentialsFuture *PerRPCCredentialsFuture) grpc.UnaryClientInterceptor {
+func NewAuthInterceptor(cfg *Config, tokenCache cache.TokenCache, credentialsFuture *PerRPCCredentialsFuture, proxyCredentialsFuture *PerRPCCredentialsFuture) grpc.UnaryClientInterceptor {
 	return func(ctx context.Context, method string, req, reply interface{}, cc *grpc.ClientConn, invoker grpc.UnaryInvoker, opts ...grpc.CallOption) error {
-		ctx = setHTTPClientContext(ctx, cfg)
+		ctx = setHTTPClientContext(ctx, cfg, proxyCredentialsFuture)
 
 		err := invoker(ctx, method, req, reply, cc, opts...)
 		if err != nil {
@@ -89,7 +143,7 @@ func NewAuthInterceptor(cfg *Config, tokenCache cache.TokenCache, credentialsFut
 				// If the error we receive from executing the request expects
 				if shouldAttemptToAuthenticate(st.Code()) {
 					logger.Debugf(ctx, "Request failed due to [%v]. Attempting to establish an authenticated connection and trying again.", st.Code())
-					newErr := MaterializeCredentials(ctx, cfg, tokenCache, credentialsFuture)
+					newErr := MaterializeCredentials(ctx, cfg, tokenCache, credentialsFuture, proxyCredentialsFuture)
 					if newErr != nil {
 						return fmt.Errorf("authentication error! Original Error: %v, Auth Error: %w", err, newErr)
 					}
@@ -102,3 +156,18 @@ func NewAuthInterceptor(cfg *Config, tokenCache cache.TokenCache, credentialsFut
 		return err
 	}
 }
+
+func NewProxyAuthInterceptor(cfg *Config, proxyCredentialsFuture *PerRPCCredentialsFuture) grpc.UnaryClientInterceptor {
+	return func(ctx context.Context, method string, req, reply interface{}, cc *grpc.ClientConn, invoker grpc.UnaryInvoker, opts ...grpc.CallOption) error {
+
+		err := invoker(ctx, method, req, reply, cc, opts...)
+		if err != nil {
+			newErr := MaterializeProxyAuthCredentials(ctx, cfg, proxyCredentialsFuture)
+			if newErr != nil {
+				return fmt.Errorf("proxy authorization error! Original Error: %v, Proxy Auth Error: %w", err, newErr)
+			}
+			return invoker(ctx, method, req, reply, cc, opts...)
+		}
+		return err
+	}
+}
diff --git a/flyteidl/clients/go/admin/auth_interceptor_test.go b/flyteidl/clients/go/admin/auth_interceptor_test.go
index fccd64769f9..ce99c992708 100644
--- a/flyteidl/clients/go/admin/auth_interceptor_test.go
+++ b/flyteidl/clients/go/admin/auth_interceptor_test.go
@@ -15,6 +15,7 @@ import (
 
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/mock"
+	"golang.org/x/oauth2"
 	"google.golang.org/grpc"
 	"google.golang.org/grpc/codes"
 	"google.golang.org/grpc/status"
@@ -114,7 +115,8 @@ func newAuthMetadataServer(t testing.TB, port int, impl service.AuthMetadataServ
 func Test_newAuthInterceptor(t *testing.T) {
 	t.Run("Other Error", func(t *testing.T) {
 		f := NewPerRPCCredentialsFuture()
-		interceptor := NewAuthInterceptor(&Config{}, &mocks.TokenCache{}, f)
+		p := NewPerRPCCredentialsFuture()
+		interceptor := NewAuthInterceptor(&Config{}, &mocks.TokenCache{}, f, p)
 		otherError := func(ctx context.Context, method string, req, reply interface{}, cc *grpc.ClientConn, opts ...grpc.CallOption) error {
 			return status.New(codes.Canceled, "").Err()
 		}
@@ -146,11 +148,12 @@ func Test_newAuthInterceptor(t *testing.T) {
 		assert.NoError(t, err)
 
 		f := NewPerRPCCredentialsFuture()
+		p := NewPerRPCCredentialsFuture()
 		interceptor := NewAuthInterceptor(&Config{
 			Endpoint:              config.URL{URL: *u},
 			UseInsecureConnection: true,
 			AuthType:              AuthTypeClientSecret,
-		}, &mocks.TokenCache{}, f)
+		}, &mocks.TokenCache{}, f, p)
 		unauthenticated := func(ctx context.Context, method string, req, reply interface{}, cc *grpc.ClientConn, opts ...grpc.CallOption) error {
 			return status.New(codes.Unauthenticated, "").Err()
 		}
@@ -177,11 +180,13 @@ func Test_newAuthInterceptor(t *testing.T) {
 		assert.NoError(t, err)
 
 		f := NewPerRPCCredentialsFuture()
+		p := NewPerRPCCredentialsFuture()
+
 		interceptor := NewAuthInterceptor(&Config{
 			Endpoint:              config.URL{URL: *u},
 			UseInsecureConnection: true,
 			AuthType:              AuthTypeClientSecret,
-		}, &mocks.TokenCache{}, f)
+		}, &mocks.TokenCache{}, f, p)
 		authenticated := func(ctx context.Context, method string, req, reply interface{}, cc *grpc.ClientConn, opts ...grpc.CallOption) error {
 			return nil
 		}
@@ -216,11 +221,13 @@ func Test_newAuthInterceptor(t *testing.T) {
 		assert.NoError(t, err)
 
 		f := NewPerRPCCredentialsFuture()
+		p := NewPerRPCCredentialsFuture()
+
 		interceptor := NewAuthInterceptor(&Config{
 			Endpoint:              config.URL{URL: *u},
 			UseInsecureConnection: true,
 			AuthType:              AuthTypeClientSecret,
-		}, &mocks.TokenCache{}, f)
+		}, &mocks.TokenCache{}, f, p)
 		unauthenticated := func(ctx context.Context, method string, req, reply interface{}, cc *grpc.ClientConn, opts ...grpc.CallOption) error {
 			return status.New(codes.Aborted, "").Err()
 		}
@@ -246,6 +253,8 @@ func TestMaterializeCredentials(t *testing.T) {
 		assert.NoError(t, err)
 
 		f := NewPerRPCCredentialsFuture()
+		p := NewPerRPCCredentialsFuture()
+
 		err = MaterializeCredentials(ctx, &Config{
 			Endpoint:              config.URL{URL: *u},
 			UseInsecureConnection: true,
@@ -254,7 +263,7 @@ func TestMaterializeCredentials(t *testing.T) {
 			Scopes:                []string{"all"},
 			Audience:              "http://localhost:30081",
 			AuthorizationHeader:   "authorization",
-		}, &mocks.TokenCache{}, f)
+		}, &mocks.TokenCache{}, f, p)
 		assert.NoError(t, err)
 	})
 	t.Run("Failed to fetch client metadata", func(t *testing.T) {
@@ -271,13 +280,119 @@ func TestMaterializeCredentials(t *testing.T) {
 		assert.NoError(t, err)
 
 		f := NewPerRPCCredentialsFuture()
+		p := NewPerRPCCredentialsFuture()
+
 		err = MaterializeCredentials(ctx, &Config{
 			Endpoint:              config.URL{URL: *u},
 			UseInsecureConnection: true,
 			AuthType:              AuthTypeClientSecret,
 			TokenURL:              fmt.Sprintf("http://localhost:%d/api/v1/token", port),
 			Scopes:                []string{"all"},
-		}, &mocks.TokenCache{}, f)
+		}, &mocks.TokenCache{}, f, p)
 		assert.EqualError(t, err, "failed to fetch client metadata. Error: rpc error: code = Unknown desc = expected err")
 	})
 }
+
+func TestNewProxyAuthInterceptor(t *testing.T) {
+	cfg := &Config{
+		ProxyCommand: []string{"echo", "test-token"},
+	}
+
+	p := NewPerRPCCredentialsFuture()
+
+	interceptor := NewProxyAuthInterceptor(cfg, p)
+
+	ctx := context.Background()
+	method := "/test.method"
+	req := "request"
+	reply := "reply"
+	cc := new(grpc.ClientConn)
+
+	errorInvoker := func(ctx context.Context, method string, req, reply interface{}, cc *grpc.ClientConn, opts ...grpc.CallOption) error {
+		return errors.New("test error")
+	}
+
+	// Call should return an error and trigger the interceptor to materialize proxy auth credentials
+	err := interceptor(ctx, method, req, reply, cc, errorInvoker)
+	assert.Error(t, err)
+
+	// Check if proxyCredentialsFuture contains a proxy auth header token
+	creds, err := p.Get().GetRequestMetadata(ctx, "")
+	assert.True(t, p.IsInitialized())
+	assert.NoError(t, err)
+	assert.Equal(t, "Bearer test-token", creds[ProxyAuthorizationHeader])
+}
+
+type testRoundTripper struct {
+	RoundTripFunc func(req *http.Request) (*http.Response, error)
+}
+
+func (t *testRoundTripper) RoundTrip(req *http.Request) (*http.Response, error) {
+	return t.RoundTripFunc(req)
+}
+
+func TestSetHTTPClientContext(t *testing.T) {
+	ctx := context.Background()
+
+	t.Run("no proxy command and no proxy url", func(t *testing.T) {
+		cfg := &Config{}
+
+		newCtx := setHTTPClientContext(ctx, cfg, nil)
+
+		httpClient, ok := newCtx.Value(oauth2.HTTPClient).(*http.Client)
+		assert.True(t, ok)
+
+		transport, ok := httpClient.Transport.(*http.Transport)
+		assert.True(t, ok)
+		assert.Nil(t, transport.Proxy)
+	})
+
+	t.Run("proxy url", func(t *testing.T) {
+		cfg := &Config{
+			HTTPProxyURL: config.
+				URL{URL: url.URL{
+				Scheme: "http",
+				Host:   "localhost:8080",
+			}},
+		}
+		newCtx := setHTTPClientContext(ctx, cfg, nil)
+
+		httpClient, ok := newCtx.Value(oauth2.HTTPClient).(*http.Client)
+		assert.True(t, ok)
+
+		transport, ok := httpClient.Transport.(*http.Transport)
+		assert.True(t, ok)
+		assert.NotNil(t, transport.Proxy)
+	})
+
+	t.Run("proxy command adds proxy-authorization header", func(t *testing.T) {
+		cfg := &Config{
+			ProxyCommand: []string{"echo", "test-token-http-client"},
+		}
+
+		p := NewPerRPCCredentialsFuture()
+		err := MaterializeProxyAuthCredentials(ctx, cfg, p)
+		assert.NoError(t, err)
+
+		newCtx := setHTTPClientContext(ctx, cfg, p)
+
+		httpClient, ok := newCtx.Value(oauth2.HTTPClient).(*http.Client)
+		assert.True(t, ok)
+
+		pat, ok := httpClient.Transport.(*proxyAuthTransport)
+		assert.True(t, ok)
+
+		testRoundTripper := &testRoundTripper{
+			RoundTripFunc: func(req *http.Request) (*http.Response, error) {
+				// Check if the ProxyAuthorizationHeader is correctly set
+				assert.Equal(t, "Bearer test-token-http-client", req.Header.Get(ProxyAuthorizationHeader))
+				return &http.Response{StatusCode: http.StatusOK}, nil
+			},
+		}
+		pat.transport = testRoundTripper
+
+		req, _ := http.NewRequest("GET", "http://example.com", nil)
+		_, err = httpClient.Do(req)
+		assert.NoError(t, err)
+	})
+}
diff --git a/flyteidl/clients/go/admin/client.go b/flyteidl/clients/go/admin/client.go
index ffba612a096..7555f64045a 100644
--- a/flyteidl/clients/go/admin/client.go
+++ b/flyteidl/clients/go/admin/client.go
@@ -110,9 +110,9 @@ func getAuthenticationDialOption(ctx context.Context, cfg *Config, tokenSourcePr
 }
 
 // InitializeAuthMetadataClient creates a new anonymously Auth Metadata Service client.
-func InitializeAuthMetadataClient(ctx context.Context, cfg *Config) (client service.AuthMetadataServiceClient, err error) {
+func InitializeAuthMetadataClient(ctx context.Context, cfg *Config, proxyCredentialsFuture *PerRPCCredentialsFuture) (client service.AuthMetadataServiceClient, err error) {
 	// Create an unauthenticated connection to fetch AuthMetadata
-	authMetadataConnection, err := NewAdminConnection(ctx, cfg)
+	authMetadataConnection, err := NewAdminConnection(ctx, cfg, proxyCredentialsFuture)
 	if err != nil {
 		return nil, fmt.Errorf("failed to initialized admin connection. Error: %w", err)
 	}
@@ -120,11 +120,11 @@ func InitializeAuthMetadataClient(ctx context.Context, cfg *Config) (client serv
 	return service.NewAuthMetadataServiceClient(authMetadataConnection), nil
 }
 
-func NewAdminConnection(ctx context.Context, cfg *Config, opts ...grpc.DialOption) (*grpc.ClientConn, error) {
+func NewAdminConnection(ctx context.Context, cfg *Config, proxyCredentialsFuture *PerRPCCredentialsFuture, opts ...grpc.DialOption) (*grpc.ClientConn, error) {
 	if opts == nil {
 		// Initialize opts list to the potential number of options we will add. Initialization optimizes memory
 		// allocation.
-		opts = make([]grpc.DialOption, 0, 5)
+		opts = make([]grpc.DialOption, 0, 7)
 	}
 
 	if cfg.UseInsecureConnection {
@@ -153,6 +153,11 @@ func NewAdminConnection(ctx context.Context, cfg *Config, opts ...grpc.DialOptio
 
 	opts = append(opts, GetAdditionalAdminClientConfigOptions(cfg)...)
 
+	if cfg.ProxyCommand != nil {
+		opts = append(opts, grpc.WithChainUnaryInterceptor(NewProxyAuthInterceptor(cfg, proxyCredentialsFuture)))
+		opts = append(opts, grpc.WithPerRPCCredentials(proxyCredentialsFuture))
+	}
+
 	return grpc.Dial(cfg.Endpoint.String(), opts...)
 }
 
@@ -172,15 +177,17 @@ func InitializeAdminClient(ctx context.Context, cfg *Config, opts ...grpc.DialOp
 // for the process. Note that if called with different cfg/dialoptions, it will not refresh the connection.
 func initializeClients(ctx context.Context, cfg *Config, tokenCache cache.TokenCache, opts ...grpc.DialOption) (*Clientset, error) {
 	credentialsFuture := NewPerRPCCredentialsFuture()
+	proxyCredentialsFuture := NewPerRPCCredentialsFuture()
+
 	opts = append(opts,
-		grpc.WithChainUnaryInterceptor(NewAuthInterceptor(cfg, tokenCache, credentialsFuture)),
+		grpc.WithChainUnaryInterceptor(NewAuthInterceptor(cfg, tokenCache, credentialsFuture, proxyCredentialsFuture)),
 		grpc.WithPerRPCCredentials(credentialsFuture))
 
 	if cfg.DefaultServiceConfig != "" {
 		opts = append(opts, grpc.WithDefaultServiceConfig(cfg.DefaultServiceConfig))
 	}
 
-	adminConnection, err := NewAdminConnection(ctx, cfg, opts...)
+	adminConnection, err := NewAdminConnection(ctx, cfg, proxyCredentialsFuture, opts...)
 	if err != nil {
 		logger.Panicf(ctx, "failed to initialized Admin connection. Err: %s", err.Error())
 	}
diff --git a/flyteidl/clients/go/admin/config.go b/flyteidl/clients/go/admin/config.go
index 1eea36a89eb..03f2f8ecc28 100644
--- a/flyteidl/clients/go/admin/config.go
+++ b/flyteidl/clients/go/admin/config.go
@@ -74,6 +74,8 @@ type Config struct {
 
 	Command []string `json:"command" pflag:",Command for external authentication token generation"`
 
+	ProxyCommand []string `json:"proxyCommand" pflag:",Command for external proxy-authorization token generation"`
+
 	// Set the gRPC service config formatted as a json string https://github.com/grpc/grpc/blob/master/doc/service_config.md
 	// eg. {"loadBalancingConfig": [{"round_robin":{}}], "methodConfig": [{"name":[{"service": "foo", "method": "bar"}, {"service": "baz"}], "timeout": "1.000000001s"}]}
 	// find the full schema here https://github.com/grpc/grpc-proto/blob/master/grpc/service_config/service_config.proto#L625
diff --git a/flyteidl/clients/go/admin/config_flags.go b/flyteidl/clients/go/admin/config_flags.go
index 0472413b574..db1305c0b17 100755
--- a/flyteidl/clients/go/admin/config_flags.go
+++ b/flyteidl/clients/go/admin/config_flags.go
@@ -75,6 +75,7 @@ func (cfg Config) GetPFlagSet(prefix string) *pflag.FlagSet {
 	cmdFlags.String(fmt.Sprintf("%v%v", prefix, "deviceFlowConfig.timeout"), defaultConfig.DeviceFlowConfig.Timeout.String(), "amount of time the device flow should complete or else it will be cancelled.")
 	cmdFlags.String(fmt.Sprintf("%v%v", prefix, "deviceFlowConfig.pollInterval"), defaultConfig.DeviceFlowConfig.PollInterval.String(), "amount of time the device flow would poll the token endpoint if auth server doesn't return a polling interval. Okta and google IDP do return an interval'")
 	cmdFlags.StringSlice(fmt.Sprintf("%v%v", prefix, "command"), defaultConfig.Command, "Command for external authentication token generation")
+	cmdFlags.StringSlice(fmt.Sprintf("%v%v", prefix, "proxyCommand"), defaultConfig.ProxyCommand, "Command for external proxy-authorization token generation")
 	cmdFlags.String(fmt.Sprintf("%v%v", prefix, "defaultServiceConfig"), defaultConfig.DefaultServiceConfig, "")
 	cmdFlags.String(fmt.Sprintf("%v%v", prefix, "httpProxyURL"), defaultConfig.HTTPProxyURL.String(), "OPTIONAL: HTTP Proxy to be used for OAuth requests.")
 	return cmdFlags
diff --git a/flyteidl/clients/go/admin/config_flags_test.go b/flyteidl/clients/go/admin/config_flags_test.go
index 1fb1e2a2143..e815bcb5f3d 100755
--- a/flyteidl/clients/go/admin/config_flags_test.go
+++ b/flyteidl/clients/go/admin/config_flags_test.go
@@ -449,6 +449,20 @@ func TestConfig_SetFlags(t *testing.T) {
 			}
 		})
 	})
+	t.Run("Test_proxyCommand", func(t *testing.T) {
+
+		t.Run("Override", func(t *testing.T) {
+			testValue := join_Config(defaultConfig.ProxyCommand, ",")
+
+			cmdFlags.Set("proxyCommand", testValue)
+			if vStringSlice, err := cmdFlags.GetStringSlice("proxyCommand"); err == nil {
+				testDecodeRaw_Config(t, join_Config(vStringSlice, ","), &actual.ProxyCommand)
+
+			} else {
+				assert.FailNow(t, err.Error())
+			}
+		})
+	})
 	t.Run("Test_defaultServiceConfig", func(t *testing.T) {
 
 		t.Run("Override", func(t *testing.T) {
diff --git a/flyteidl/clients/go/admin/pkce/auth_flow_orchestrator.go b/flyteidl/clients/go/admin/pkce/auth_flow_orchestrator.go
index 0ca48107ae0..cf5a85671ed 100644
--- a/flyteidl/clients/go/admin/pkce/auth_flow_orchestrator.go
+++ b/flyteidl/clients/go/admin/pkce/auth_flow_orchestrator.go
@@ -2,6 +2,7 @@ package pkce
 
 import (
 	"context"
+	"errors"
 	"fmt"
 	"net/http"
 	"net/url"
@@ -63,8 +64,15 @@ func (f TokenOrchestrator) FetchTokenFromAuthFlow(ctx context.Context) (*oauth2.
 	serveMux := http.NewServeMux()
 	server := &http.Server{Addr: redirectURL.Host, Handler: serveMux, ReadHeaderTimeout: 0}
 	// Register the call back handler
+
+	// Pass along http client used in oauth2
+	httpClient, ok := ctx.Value(oauth2.HTTPClient).(*http.Client)
+	if !ok {
+		return nil, errors.New("Unable to retrieve httpClient used in oauth2 from context")
+	}
+
 	serveMux.HandleFunc(redirectURL.Path, getAuthServerCallbackHandler(f.ClientConfig, pkceCodeVerifier,
-		tokenChannel, errorChannel, stateString)) // the oauth2 callback endpoint
+		tokenChannel, errorChannel, stateString, httpClient)) // the oauth2 callback endpoint
 	defer server.Close()
 
 	go func() {
diff --git a/flyteidl/clients/go/admin/pkce/handle_app_call_back.go b/flyteidl/clients/go/admin/pkce/handle_app_call_back.go
index 72ac53883f9..775dcb4795f 100644
--- a/flyteidl/clients/go/admin/pkce/handle_app_call_back.go
+++ b/flyteidl/clients/go/admin/pkce/handle_app_call_back.go
@@ -11,7 +11,7 @@ import (
 )
 
 func getAuthServerCallbackHandler(c *oauth.Config, codeVerifier string, tokenChannel chan *oauth2.Token,
-	errorChannel chan error, stateString string) func(rw http.ResponseWriter, req *http.Request) {
+	errorChannel chan error, stateString string, client *http.Client) func(rw http.ResponseWriter, req *http.Request) {
 
 	return func(rw http.ResponseWriter, req *http.Request) {
 		_, _ = rw.Write([]byte(`
Flyte Authentication
`))
@@ -43,7 +43,8 @@ func getAuthServerCallbackHandler(c *oauth.Config, codeVerifier string, tokenCha
 		var opts []oauth2.AuthCodeOption
 		opts = append(opts, oauth2.SetAuthURLParam("code_verifier", codeVerifier))
 
-		token, err := c.Exchange(context.Background(), req.URL.Query().Get("code"), opts...)
+		ctx := context.WithValue(context.Background(), oauth2.HTTPClient, client)
+		token, err := c.Exchange(ctx, req.URL.Query().Get("code"), opts...)
 		if err != nil {
 			errorChannel <- fmt.Errorf("error while exchanging auth code due to %v", err)
 			_, _ = rw.Write([]byte(fmt.Sprintf(`
Couldn't get access token due to error: %s
`, err.Error())))
diff --git a/flyteidl/clients/go/admin/pkce/handle_app_call_back_test.go b/flyteidl/clients/go/admin/pkce/handle_app_call_back_test.go
index c28b8333224..30c409002df 100644
--- a/flyteidl/clients/go/admin/pkce/handle_app_call_back_test.go
+++ b/flyteidl/clients/go/admin/pkce/handle_app_call_back_test.go
@@ -25,7 +25,7 @@ func HandleAppCallBackSetup(t *testing.T, state string) (tokenChannel chan *oaut
 	errorChannel = make(chan error, 1)
 	tokenChannel = make(chan *oauth2.Token)
 	testAuthConfig = &oauth.Config{Config: &oauth2.Config{}, DeviceEndpoint: "dummyDeviceEndpoint"}
-	callBackFn = getAuthServerCallbackHandler(testAuthConfig, "", tokenChannel, errorChannel, state)
+	callBackFn = getAuthServerCallbackHandler(testAuthConfig, "", tokenChannel, errorChannel, state, &http.Client{})
 	assert.NotNil(t, callBackFn)
 	req = &http.Request{
 		Method: http.MethodGet,
diff --git a/flytepropeller/pkg/controller/controller.go b/flytepropeller/pkg/controller/controller.go
index 1ff81ef28cf..85d68503256 100644
--- a/flytepropeller/pkg/controller/controller.go
+++ b/flytepropeller/pkg/controller/controller.go
@@ -315,7 +315,7 @@ func getAdminClient(ctx context.Context) (client service.AdminServiceClient, sig
 
 	credentialsFuture := admin.NewPerRPCCredentialsFuture()
 	opts := []grpc.DialOption{
-		grpc.WithChainUnaryInterceptor(admin.NewAuthInterceptor(cfg, nil, credentialsFuture)),
+		grpc.WithChainUnaryInterceptor(admin.NewAuthInterceptor(cfg, nil, credentialsFuture, nil)),
 		grpc.WithPerRPCCredentials(credentialsFuture),
 	}
 

From 0ca2d22b5f3abdf491944b67a249108a6cb1e343 Mon Sep 17 00:00:00 2001
From: Andrew Dye 
Date: Wed, 11 Oct 2023 16:42:44 -0700
Subject: [PATCH 07/18] Implement Spark pod template overrides (#4183)

* Build SparkApplicationSpec using ToK8sPodSpec

Signed-off-by: Andrew Dye 

* Comments

Signed-off-by: Andrew Dye 

* Expect merged interruptible node selectors

Signed-off-by: Andrew Dye 

* Fix lints

Signed-off-by: Andrew Dye 

* Rename and cleanup TestBuildResourceContainer

Signed-off-by: Andrew Dye 

* Add more test coverage to TestBuildResourcePodTemplate

Signed-off-by: Andrew Dye 

---------

Signed-off-by: Andrew Dye 
---
 .../flytek8s/non_interruptible.go             |  35 ++
 .../pluginmachinery/flytek8s/pod_helper.go    |   9 +
 .../go/tasks/plugins/k8s/dask/dask.go         |  50 +-
 .../go/tasks/plugins/k8s/spark/spark.go       | 268 ++++++-----
 .../go/tasks/plugins/k8s/spark/spark_test.go  | 437 +++++++++++++-----
 5 files changed, 505 insertions(+), 294 deletions(-)
 create mode 100644 flyteplugins/go/tasks/pluginmachinery/flytek8s/non_interruptible.go

diff --git a/flyteplugins/go/tasks/pluginmachinery/flytek8s/non_interruptible.go b/flyteplugins/go/tasks/pluginmachinery/flytek8s/non_interruptible.go
new file mode 100644
index 00000000000..d2f5042cf8c
--- /dev/null
+++ b/flyteplugins/go/tasks/pluginmachinery/flytek8s/non_interruptible.go
@@ -0,0 +1,35 @@
+package flytek8s
+
+import (
+	pluginsCore "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core"
+)
+
+// Wraps a regular TaskExecutionMetadata and overrides the IsInterruptible method to always return false
+// This is useful as the runner and the scheduler pods should never be interruptible
+type NonInterruptibleTaskExecutionMetadata struct {
+	pluginsCore.TaskExecutionMetadata
+}
+
+func (n NonInterruptibleTaskExecutionMetadata) IsInterruptible() bool {
+	return false
+}
+
+// A wrapper around a regular TaskExecutionContext allowing to inject a custom TaskExecutionMetadata which is
+// non-interruptible
+type NonInterruptibleTaskExecutionContext struct {
+	pluginsCore.TaskExecutionContext
+	metadata NonInterruptibleTaskExecutionMetadata
+}
+
+func (n NonInterruptibleTaskExecutionContext) TaskExecutionMetadata() pluginsCore.TaskExecutionMetadata {
+	return n.metadata
+}
+
+func NewNonInterruptibleTaskExecutionContext(ctx pluginsCore.TaskExecutionContext) NonInterruptibleTaskExecutionContext {
+	return NonInterruptibleTaskExecutionContext{
+		TaskExecutionContext: ctx,
+		metadata: NonInterruptibleTaskExecutionMetadata{
+			ctx.TaskExecutionMetadata(),
+		},
+	}
+}
diff --git a/flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper.go b/flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper.go
index 6ee8e417228..93de6a0f390 100644
--- a/flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper.go
+++ b/flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper.go
@@ -271,6 +271,15 @@ func ToK8sPodSpec(ctx context.Context, tCtx pluginsCore.TaskExecutionContext) (*
 	return podSpec, objectMeta, primaryContainerName, nil
 }
 
+func GetContainer(podSpec *v1.PodSpec, name string) (*v1.Container, error) {
+	for _, container := range podSpec.Containers {
+		if container.Name == name {
+			return &container, nil
+		}
+	}
+	return nil, pluginserrors.Errorf(pluginserrors.BadTaskSpecification, "invalid TaskSpecification, container [%s] not defined", name)
+}
+
 // getBasePodTemplate attempts to retrieve the PodTemplate to use as the base for k8s Pod configuration. This value can
 // come from one of the following:
 // (1) PodTemplate name in the TaskMetadata: This name is then looked up in the PodTemplateStore.
diff --git a/flyteplugins/go/tasks/plugins/k8s/dask/dask.go b/flyteplugins/go/tasks/plugins/k8s/dask/dask.go
index f8272b919a6..65050f5bb26 100644
--- a/flyteplugins/go/tasks/plugins/k8s/dask/dask.go
+++ b/flyteplugins/go/tasks/plugins/k8s/dask/dask.go
@@ -6,6 +6,12 @@ import (
 	"time"
 
 	daskAPI "github.com/dask/dask-kubernetes/v2023/dask_kubernetes/operator/go_client/pkg/apis/kubernetes.dask.org/v1"
+	v1 "k8s.io/api/core/v1"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/apimachinery/pkg/util/intstr"
+	"k8s.io/client-go/kubernetes/scheme"
+	"sigs.k8s.io/controller-runtime/pkg/client"
+
 	"github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/plugins"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/errors"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/logs"
@@ -15,11 +21,6 @@ import (
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/k8s"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/tasklog"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/utils"
-	v1 "k8s.io/api/core/v1"
-	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
-	"k8s.io/apimachinery/pkg/util/intstr"
-	"k8s.io/client-go/kubernetes/scheme"
-	"sigs.k8s.io/controller-runtime/pkg/client"
 )
 
 const (
@@ -27,42 +28,12 @@ const (
 	KindDaskJob  = "DaskJob"
 )
 
-// Wraps a regular TaskExecutionMetadata and overrides the IsInterruptible method to always return false
-// This is useful as the runner and the scheduler pods should never be interruptible
-type nonInterruptibleTaskExecutionMetadata struct {
-	pluginsCore.TaskExecutionMetadata
-}
-
-func (n nonInterruptibleTaskExecutionMetadata) IsInterruptible() bool {
-	return false
-}
-
-// A wrapper around a regular TaskExecutionContext allowing to inject a custom TaskExecutionMetadata which is
-// non-interruptible
-type nonInterruptibleTaskExecutionContext struct {
-	pluginsCore.TaskExecutionContext
-	metadata nonInterruptibleTaskExecutionMetadata
-}
-
-func (n nonInterruptibleTaskExecutionContext) TaskExecutionMetadata() pluginsCore.TaskExecutionMetadata {
-	return n.metadata
-}
-
 func mergeMapInto(src map[string]string, dst map[string]string) {
 	for key, value := range src {
 		dst[key] = value
 	}
 }
 
-func getPrimaryContainer(spec *v1.PodSpec, primaryContainerName string) (*v1.Container, error) {
-	for _, container := range spec.Containers {
-		if container.Name == primaryContainerName {
-			return &container, nil
-		}
-	}
-	return nil, errors.Errorf(errors.BadTaskSpecification, "primary container [%v] not found in pod spec", primaryContainerName)
-}
-
 func replacePrimaryContainer(spec *v1.PodSpec, primaryContainerName string, container v1.Container) error {
 	for i, c := range spec.Containers {
 		if c.Name == primaryContainerName {
@@ -104,8 +75,7 @@ func (p daskResourceHandler) BuildResource(ctx context.Context, taskCtx pluginsC
 	if err != nil {
 		return nil, err
 	}
-	nonInterruptibleTaskMetadata := nonInterruptibleTaskExecutionMetadata{taskCtx.TaskExecutionMetadata()}
-	nonInterruptibleTaskCtx := nonInterruptibleTaskExecutionContext{taskCtx, nonInterruptibleTaskMetadata}
+	nonInterruptibleTaskCtx := flytek8s.NewNonInterruptibleTaskExecutionContext(taskCtx)
 	nonInterruptiblePodSpec, _, _, err := flytek8s.ToK8sPodSpec(ctx, nonInterruptibleTaskCtx)
 	if err != nil {
 		return nil, err
@@ -144,7 +114,7 @@ func (p daskResourceHandler) BuildResource(ctx context.Context, taskCtx pluginsC
 
 func createWorkerSpec(cluster plugins.DaskWorkerGroup, podSpec *v1.PodSpec, primaryContainerName string) (*daskAPI.WorkerSpec, error) {
 	workerPodSpec := podSpec.DeepCopy()
-	primaryContainer, err := getPrimaryContainer(workerPodSpec, primaryContainerName)
+	primaryContainer, err := flytek8s.GetContainer(workerPodSpec, primaryContainerName)
 	if err != nil {
 		return nil, err
 	}
@@ -206,7 +176,7 @@ func createWorkerSpec(cluster plugins.DaskWorkerGroup, podSpec *v1.PodSpec, prim
 
 func createSchedulerSpec(scheduler plugins.DaskScheduler, clusterName string, podSpec *v1.PodSpec, primaryContainerName string) (*daskAPI.SchedulerSpec, error) {
 	schedulerPodSpec := podSpec.DeepCopy()
-	primaryContainer, err := getPrimaryContainer(schedulerPodSpec, primaryContainerName)
+	primaryContainer, err := flytek8s.GetContainer(schedulerPodSpec, primaryContainerName)
 	if err != nil {
 		return nil, err
 	}
@@ -283,7 +253,7 @@ func createJobSpec(workerSpec daskAPI.WorkerSpec, schedulerSpec daskAPI.Schedule
 	jobPodSpec := podSpec.DeepCopy()
 	jobPodSpec.RestartPolicy = v1.RestartPolicyNever
 
-	primaryContainer, err := getPrimaryContainer(jobPodSpec, primaryContainerName)
+	primaryContainer, err := flytek8s.GetContainer(jobPodSpec, primaryContainerName)
 	if err != nil {
 		return nil, err
 	}
diff --git a/flyteplugins/go/tasks/plugins/k8s/spark/spark.go b/flyteplugins/go/tasks/plugins/k8s/spark/spark.go
index 7c7ba34f9a3..d0506ccfb50 100644
--- a/flyteplugins/go/tasks/plugins/k8s/spark/spark.go
+++ b/flyteplugins/go/tasks/plugins/k8s/spark/spark.go
@@ -3,35 +3,29 @@ package spark
 import (
 	"context"
 	"fmt"
-
-	"sigs.k8s.io/controller-runtime/pkg/client"
-
+	"regexp"
 	"strconv"
+	"strings"
+	"time"
 
-	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/tasklog"
-
-	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core/template"
-
-	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery"
-	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s"
-	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s/config"
+	sparkOp "github.com/GoogleCloudPlatform/spark-on-k8s-operator/pkg/apis/sparkoperator.k8s.io/v1beta2"
+	sparkOpConfig "github.com/GoogleCloudPlatform/spark-on-k8s-operator/pkg/config"
+	v1 "k8s.io/api/core/v1"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/client-go/kubernetes/scheme"
+	"sigs.k8s.io/controller-runtime/pkg/client"
 
+	"github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/core"
+	"github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/plugins"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/errors"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/logs"
+	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery"
 	pluginsCore "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core"
-
+	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s"
+	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s/config"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/k8s"
+	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/tasklog"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/utils"
-	"k8s.io/client-go/kubernetes/scheme"
-
-	sparkOp "github.com/GoogleCloudPlatform/spark-on-k8s-operator/pkg/apis/sparkoperator.k8s.io/v1beta2"
-	"github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/core"
-	"github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/plugins"
-	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
-
-	"regexp"
-	"strings"
-	"time"
 )
 
 const KindSparkApplication = "SparkApplication"
@@ -80,70 +74,20 @@ func (sparkResourceHandler) BuildResource(ctx context.Context, taskCtx pluginsCo
 		return nil, errors.Wrapf(errors.BadTaskSpecification, err, "invalid TaskSpecification [%v].", taskTemplate.GetCustom())
 	}
 
-	annotations := utils.UnionMaps(config.GetK8sPluginConfig().DefaultAnnotations, utils.CopyMap(taskCtx.TaskExecutionMetadata().GetAnnotations()))
-	labels := utils.UnionMaps(config.GetK8sPluginConfig().DefaultLabels, utils.CopyMap(taskCtx.TaskExecutionMetadata().GetLabels()))
-	container := taskTemplate.GetContainer()
-
-	envVars := flytek8s.DecorateEnvVars(ctx, flytek8s.ToK8sEnvVar(container.GetEnv()),
-		taskCtx.TaskExecutionMetadata().GetEnvironmentVariables(), taskCtx.TaskExecutionMetadata().GetTaskExecutionID())
-
-	sparkEnvVars := make(map[string]string)
-	for _, envVar := range envVars {
-		sparkEnvVars[envVar.Name] = envVar.Value
-	}
-
-	sparkEnvVars["FLYTE_MAX_ATTEMPTS"] = strconv.Itoa(int(taskCtx.TaskExecutionMetadata().GetMaxAttempts()))
-
-	serviceAccountName := flytek8s.GetServiceAccountNameFromTaskExecutionMetadata(taskCtx.TaskExecutionMetadata())
-
-	if len(serviceAccountName) == 0 {
-		serviceAccountName = sparkTaskType
-	}
-	driverSpec := sparkOp.DriverSpec{
-		SparkPodSpec: sparkOp.SparkPodSpec{
-			Affinity:         config.GetK8sPluginConfig().DefaultAffinity,
-			Annotations:      annotations,
-			Labels:           labels,
-			EnvVars:          sparkEnvVars,
-			Image:            &container.Image,
-			SecurityContenxt: config.GetK8sPluginConfig().DefaultPodSecurityContext.DeepCopy(),
-			DNSConfig:        config.GetK8sPluginConfig().DefaultPodDNSConfig.DeepCopy(),
-			Tolerations:      config.GetK8sPluginConfig().DefaultTolerations,
-			SchedulerName:    &config.GetK8sPluginConfig().SchedulerName,
-			NodeSelector:     config.GetK8sPluginConfig().DefaultNodeSelector,
-			HostNetwork:      config.GetK8sPluginConfig().EnableHostNetworkingPod,
-		},
-		ServiceAccount: &serviceAccountName,
-	}
-
-	executorSpec := sparkOp.ExecutorSpec{
-		SparkPodSpec: sparkOp.SparkPodSpec{
-			Affinity:         config.GetK8sPluginConfig().DefaultAffinity.DeepCopy(),
-			Annotations:      annotations,
-			Labels:           labels,
-			Image:            &container.Image,
-			EnvVars:          sparkEnvVars,
-			SecurityContenxt: config.GetK8sPluginConfig().DefaultPodSecurityContext.DeepCopy(),
-			DNSConfig:        config.GetK8sPluginConfig().DefaultPodDNSConfig.DeepCopy(),
-			Tolerations:      config.GetK8sPluginConfig().DefaultTolerations,
-			SchedulerName:    &config.GetK8sPluginConfig().SchedulerName,
-			NodeSelector:     config.GetK8sPluginConfig().DefaultNodeSelector,
-			HostNetwork:      config.GetK8sPluginConfig().EnableHostNetworkingPod,
-		},
+	sparkConfig := getSparkConfig(taskCtx, &sparkJob)
+	driverSpec, err := createDriverSpec(ctx, taskCtx, sparkConfig)
+	if err != nil {
+		return nil, err
 	}
-
-	modifiedArgs, err := template.Render(ctx, container.GetArgs(), template.Parameters{
-		TaskExecMetadata: taskCtx.TaskExecutionMetadata(),
-		Inputs:           taskCtx.InputReader(),
-		OutputPath:       taskCtx.OutputWriter(),
-		Task:             taskCtx.TaskReader(),
-	})
+	executorSpec, err := createExecutorSpec(ctx, taskCtx, sparkConfig)
 	if err != nil {
 		return nil, err
 	}
+	app := createSparkApplication(&sparkJob, sparkConfig, driverSpec, executorSpec)
+	return app, nil
+}
 
-	// Hack: Retry submit failures in-case of resource limits hit.
-	submissionFailureRetries := int32(14)
+func getSparkConfig(taskCtx pluginsCore.TaskExecutionContext, sparkJob *plugins.SparkJob) map[string]string {
 	// Start with default config values.
 	sparkConfig := make(map[string]string)
 	for k, v := range GetSparkConfig().DefaultSparkConfig {
@@ -165,57 +109,145 @@ func (sparkResourceHandler) BuildResource(ctx context.Context, taskCtx pluginsCo
 	}
 
 	// Set pod limits.
-	if len(sparkConfig["spark.kubernetes.driver.limit.cores"]) == 0 {
+	if len(sparkConfig[sparkOpConfig.SparkDriverCoreLimitKey]) == 0 {
 		// spark.kubernetes.driver.request.cores takes precedence over spark.driver.cores
-		if len(sparkConfig["spark.kubernetes.driver.request.cores"]) != 0 {
-			sparkConfig["spark.kubernetes.driver.limit.cores"] = sparkConfig["spark.kubernetes.driver.request.cores"]
+		if len(sparkConfig[sparkOpConfig.SparkDriverCoreRequestKey]) != 0 {
+			sparkConfig[sparkOpConfig.SparkDriverCoreLimitKey] = sparkConfig[sparkOpConfig.SparkDriverCoreRequestKey]
 		} else if len(sparkConfig["spark.driver.cores"]) != 0 {
-			sparkConfig["spark.kubernetes.driver.limit.cores"] = sparkConfig["spark.driver.cores"]
+			sparkConfig[sparkOpConfig.SparkDriverCoreLimitKey] = sparkConfig["spark.driver.cores"]
 		}
 	}
 
-	if len(sparkConfig["spark.kubernetes.executor.limit.cores"]) == 0 {
+	if len(sparkConfig[sparkOpConfig.SparkExecutorCoreLimitKey]) == 0 {
 		// spark.kubernetes.executor.request.cores takes precedence over spark.executor.cores
-		if len(sparkConfig["spark.kubernetes.executor.request.cores"]) != 0 {
-			sparkConfig["spark.kubernetes.executor.limit.cores"] = sparkConfig["spark.kubernetes.executor.request.cores"]
+		if len(sparkConfig[sparkOpConfig.SparkExecutorCoreRequestKey]) != 0 {
+			sparkConfig[sparkOpConfig.SparkExecutorCoreLimitKey] = sparkConfig[sparkOpConfig.SparkExecutorCoreRequestKey]
 		} else if len(sparkConfig["spark.executor.cores"]) != 0 {
-			sparkConfig["spark.kubernetes.executor.limit.cores"] = sparkConfig["spark.executor.cores"]
+			sparkConfig[sparkOpConfig.SparkExecutorCoreLimitKey] = sparkConfig["spark.executor.cores"]
 		}
 	}
 
 	sparkConfig["spark.kubernetes.executor.podNamePrefix"] = taskCtx.TaskExecutionMetadata().GetTaskExecutionID().GetGeneratedName()
 	sparkConfig["spark.kubernetes.driverEnv.FLYTE_START_TIME"] = strconv.FormatInt(time.Now().UnixNano()/1000000, 10)
 
-	// Add driver/executor defaults to CRD Driver/Executor Spec as well.
-	cores, err := strconv.ParseInt(sparkConfig["spark.driver.cores"], 10, 32)
-	if err == nil {
-		driverSpec.Cores = intPtr(int32(cores))
+	return sparkConfig
+}
+
+func serviceAccountName(metadata pluginsCore.TaskExecutionMetadata) string {
+	name := flytek8s.GetServiceAccountNameFromTaskExecutionMetadata(metadata)
+	if len(name) == 0 {
+		name = sparkTaskType
+	}
+	return name
+}
+
+func createSparkPodSpec(taskCtx pluginsCore.TaskExecutionContext, podSpec *v1.PodSpec, container *v1.Container) *sparkOp.SparkPodSpec {
+	annotations := utils.UnionMaps(config.GetK8sPluginConfig().DefaultAnnotations, utils.CopyMap(taskCtx.TaskExecutionMetadata().GetAnnotations()))
+	labels := utils.UnionMaps(config.GetK8sPluginConfig().DefaultLabels, utils.CopyMap(taskCtx.TaskExecutionMetadata().GetLabels()))
+
+	sparkEnvVars := make(map[string]string)
+	for _, envVar := range container.Env {
+		sparkEnvVars[envVar.Name] = envVar.Value
 	}
-	driverSpec.Memory = strPtr(sparkConfig["spark.driver.memory"])
+	sparkEnvVars["FLYTE_MAX_ATTEMPTS"] = strconv.Itoa(int(taskCtx.TaskExecutionMetadata().GetMaxAttempts()))
+
+	spec := sparkOp.SparkPodSpec{
+		Affinity:         podSpec.Affinity,
+		Annotations:      annotations,
+		Labels:           labels,
+		EnvVars:          sparkEnvVars,
+		Image:            &container.Image,
+		SecurityContenxt: podSpec.SecurityContext.DeepCopy(),
+		DNSConfig:        podSpec.DNSConfig.DeepCopy(),
+		Tolerations:      podSpec.Tolerations,
+		SchedulerName:    &podSpec.SchedulerName,
+		NodeSelector:     podSpec.NodeSelector,
+		HostNetwork:      &podSpec.HostNetwork,
+	}
+	return &spec
+}
 
-	execCores, err := strconv.ParseInt(sparkConfig["spark.executor.cores"], 10, 32)
-	if err == nil {
-		executorSpec.Cores = intPtr(int32(execCores))
+type driverSpec struct {
+	sparkSpec *sparkOp.DriverSpec
+}
+
+func createDriverSpec(ctx context.Context, taskCtx pluginsCore.TaskExecutionContext, sparkConfig map[string]string) (*driverSpec, error) {
+	// Spark driver pods should always run as non-interruptible
+	nonInterruptibleTaskCtx := flytek8s.NewNonInterruptibleTaskExecutionContext(taskCtx)
+	podSpec, _, primaryContainerName, err := flytek8s.ToK8sPodSpec(ctx, nonInterruptibleTaskCtx)
+	if err != nil {
+		return nil, err
+	}
+	primaryContainer, err := flytek8s.GetContainer(podSpec, primaryContainerName)
+	if err != nil {
+		return nil, err
+	}
+	sparkPodSpec := createSparkPodSpec(nonInterruptibleTaskCtx, podSpec, primaryContainer)
+	serviceAccountName := serviceAccountName(nonInterruptibleTaskCtx.TaskExecutionMetadata())
+	spec := driverSpec{
+		&sparkOp.DriverSpec{
+			SparkPodSpec:   *sparkPodSpec,
+			ServiceAccount: &serviceAccountName,
+		},
+	}
+	if cores, err := strconv.ParseInt(sparkConfig["spark.driver.cores"], 10, 32); err == nil {
+		spec.sparkSpec.Cores = intPtr(int32(cores))
 	}
+	spec.sparkSpec.Memory = strPtr(sparkConfig["spark.driver.memory"])
+	return &spec, nil
+}
 
-	execCount, err := strconv.ParseInt(sparkConfig["spark.executor.instances"], 10, 32)
-	if err == nil {
-		executorSpec.Instances = intPtr(int32(execCount))
+type executorSpec struct {
+	container          *v1.Container
+	sparkSpec          *sparkOp.ExecutorSpec
+	serviceAccountName string
+}
+
+func createExecutorSpec(ctx context.Context, taskCtx pluginsCore.TaskExecutionContext, sparkConfig map[string]string) (*executorSpec, error) {
+	podSpec, _, primaryContainerName, err := flytek8s.ToK8sPodSpec(ctx, taskCtx)
+	if err != nil {
+		return nil, err
+	}
+	primaryContainer, err := flytek8s.GetContainer(podSpec, primaryContainerName)
+	if err != nil {
+		return nil, err
+	}
+	sparkPodSpec := createSparkPodSpec(taskCtx, podSpec, primaryContainer)
+	serviceAccountName := serviceAccountName(taskCtx.TaskExecutionMetadata())
+	spec := executorSpec{
+		primaryContainer,
+		&sparkOp.ExecutorSpec{
+			SparkPodSpec: *sparkPodSpec,
+		},
+		serviceAccountName,
 	}
-	executorSpec.Memory = strPtr(sparkConfig["spark.executor.memory"])
+	if execCores, err := strconv.ParseInt(sparkConfig["spark.executor.cores"], 10, 32); err == nil {
+		spec.sparkSpec.Cores = intPtr(int32(execCores))
+	}
+	if execCount, err := strconv.ParseInt(sparkConfig["spark.executor.instances"], 10, 32); err == nil {
+		spec.sparkSpec.Instances = intPtr(int32(execCount))
+	}
+	spec.sparkSpec.Memory = strPtr(sparkConfig["spark.executor.memory"])
+	return &spec, nil
+}
+
+func createSparkApplication(sparkJob *plugins.SparkJob, sparkConfig map[string]string, driverSpec *driverSpec,
+	executorSpec *executorSpec) *sparkOp.SparkApplication {
+	// Hack: Retry submit failures in-case of resource limits hit.
+	submissionFailureRetries := int32(14)
 
-	j := &sparkOp.SparkApplication{
+	app := &sparkOp.SparkApplication{
 		TypeMeta: metav1.TypeMeta{
 			Kind:       KindSparkApplication,
 			APIVersion: sparkOp.SchemeGroupVersion.String(),
 		},
 		Spec: sparkOp.SparkApplicationSpec{
-			ServiceAccount: &serviceAccountName,
+			ServiceAccount: &executorSpec.serviceAccountName,
 			Type:           getApplicationType(sparkJob.GetApplicationType()),
-			Image:          &container.Image,
-			Arguments:      modifiedArgs,
-			Driver:         driverSpec,
-			Executor:       executorSpec,
+			Image:          &executorSpec.container.Image,
+			Arguments:      executorSpec.container.Args,
+			Driver:         *driverSpec.sparkSpec,
+			Executor:       *executorSpec.sparkSpec,
 			SparkConf:      sparkConfig,
 			HadoopConf:     sparkJob.GetHadoopConf(),
 			// SubmissionFailures handled here. Task Failures handled at Propeller/Job level.
@@ -227,32 +259,16 @@ func (sparkResourceHandler) BuildResource(ctx context.Context, taskCtx pluginsCo
 	}
 
 	if val, ok := sparkConfig["spark.batchScheduler"]; ok {
-		j.Spec.BatchScheduler = &val
+		app.Spec.BatchScheduler = &val
 	}
 
 	if sparkJob.MainApplicationFile != "" {
-		j.Spec.MainApplicationFile = &sparkJob.MainApplicationFile
+		app.Spec.MainApplicationFile = &sparkJob.MainApplicationFile
 	}
 	if sparkJob.MainClass != "" {
-		j.Spec.MainClass = &sparkJob.MainClass
-	}
-
-	// Spark driver pods should always run as non-interruptible. As such, we hardcode
-	// `interruptible=false` to explicitly add non-interruptible node selector
-	// requirements to the driver pods
-	flytek8s.ApplyInterruptibleNodeSelectorRequirement(false, j.Spec.Driver.Affinity)
-
-	// Add Interruptible Tolerations/NodeSelector to only Executor pods.
-	// The Interruptible NodeSelector takes precedence over the DefaultNodeSelector
-	if taskCtx.TaskExecutionMetadata().IsInterruptible() {
-		j.Spec.Executor.Tolerations = append(j.Spec.Executor.Tolerations, config.GetK8sPluginConfig().InterruptibleTolerations...)
-		j.Spec.Executor.NodeSelector = config.GetK8sPluginConfig().InterruptibleNodeSelector
+		app.Spec.MainClass = &sparkJob.MainClass
 	}
-
-	// Add interruptible/non-interruptible node selector requirements to executor pod
-	flytek8s.ApplyInterruptibleNodeSelectorRequirement(taskCtx.TaskExecutionMetadata().IsInterruptible(), j.Spec.Executor.Affinity)
-
-	return j, nil
+	return app
 }
 
 func addConfig(sparkConfig map[string]string, key string, value string) {
diff --git a/flyteplugins/go/tasks/plugins/k8s/spark/spark_test.go b/flyteplugins/go/tasks/plugins/k8s/spark/spark_test.go
index e981c0dce1e..18565fc0a48 100644
--- a/flyteplugins/go/tasks/plugins/k8s/spark/spark_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/spark/spark_test.go
@@ -6,28 +6,25 @@ import (
 	"strconv"
 	"testing"
 
-	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s/config"
-	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/k8s"
-
-	"github.com/stretchr/testify/mock"
-
-	"github.com/flyteorg/flyte/flyteplugins/go/tasks/logs"
-
-	pluginsCore "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core"
-	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/utils"
-
-	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core/mocks"
-
-	pluginIOMocks "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/io/mocks"
-
 	sj "github.com/GoogleCloudPlatform/spark-on-k8s-operator/pkg/apis/sparkoperator.k8s.io/v1beta2"
-	"github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/core"
-	"github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/plugins"
+	sparkOp "github.com/GoogleCloudPlatform/spark-on-k8s-operator/pkg/apis/sparkoperator.k8s.io/v1beta2"
 	"github.com/golang/protobuf/jsonpb"
 	structpb "github.com/golang/protobuf/ptypes/struct"
 	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/mock"
 	corev1 "k8s.io/api/core/v1"
 	v1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+
+	"github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/core"
+	"github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/plugins"
+	"github.com/flyteorg/flyte/flyteplugins/go/tasks/logs"
+	pluginsCore "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core"
+	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core/mocks"
+	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s"
+	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s/config"
+	pluginIOMocks "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/io/mocks"
+	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/k8s"
+	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/utils"
 )
 
 const sparkMainClass = "MainClass"
@@ -87,7 +84,7 @@ func TestGetEventInfo(t *testing.T) {
 			},
 		},
 	}))
-	taskCtx := dummySparkTaskContext(dummySparkTaskTemplate("blah-1", dummySparkConf), false)
+	taskCtx := dummySparkTaskContext(dummySparkTaskTemplateContainer("blah-1", dummySparkConf), false)
 	info, err := getEventInfoForSpark(taskCtx, dummySparkApplication(sj.RunningState))
 	assert.NoError(t, err)
 	assert.Len(t, info.Logs, 6)
@@ -157,7 +154,7 @@ func TestGetTaskPhase(t *testing.T) {
 	sparkResourceHandler := sparkResourceHandler{}
 
 	ctx := context.TODO()
-	taskCtx := dummySparkTaskContext(dummySparkTaskTemplate("", dummySparkConf), false)
+	taskCtx := dummySparkTaskContext(dummySparkTaskTemplateContainer("", dummySparkConf), false)
 	taskPhase, err := sparkResourceHandler.GetTaskPhase(ctx, taskCtx, dummySparkApplication(sj.NewState))
 	assert.NoError(t, err)
 	assert.Equal(t, taskPhase.Phase(), pluginsCore.PhaseQueued)
@@ -250,8 +247,33 @@ func dummySparkCustomObj(sparkConf map[string]string) *plugins.SparkJob {
 	return &sparkJob
 }
 
-func dummySparkTaskTemplate(id string, sparkConf map[string]string) *core.TaskTemplate {
+func dummyPodSpec() *corev1.PodSpec {
+	return &corev1.PodSpec{
+		InitContainers: []corev1.Container{
+			{
+				Name:  "init",
+				Image: testImage,
+				Args:  testArgs,
+			},
+		},
+		Containers: []corev1.Container{
+			{
+				Name:  "primary",
+				Image: testImage,
+				Args:  testArgs,
+				Env:   flytek8s.ToK8sEnvVar(dummyEnvVars),
+			},
+			{
+				Name:  "secondary",
+				Image: testImage,
+				Args:  testArgs,
+				Env:   flytek8s.ToK8sEnvVar(dummyEnvVars),
+			},
+		},
+	}
+}
 
+func dummySparkTaskTemplateContainer(id string, sparkConf map[string]string) *core.TaskTemplate {
 	sparkJob := dummySparkCustomObj(sparkConf)
 	sparkJobJSON, err := utils.MarshalToString(sparkJob)
 	if err != nil {
@@ -279,6 +301,40 @@ func dummySparkTaskTemplate(id string, sparkConf map[string]string) *core.TaskTe
 	}
 }
 
+func dummySparkTaskTemplatePod(id string, sparkConf map[string]string, podSpec *corev1.PodSpec) *core.TaskTemplate {
+	sparkJob := dummySparkCustomObj(sparkConf)
+	sparkJobJSON, err := utils.MarshalToString(sparkJob)
+	if err != nil {
+		panic(err)
+	}
+
+	structObj := structpb.Struct{}
+
+	err = jsonpb.UnmarshalString(sparkJobJSON, &structObj)
+	if err != nil {
+		panic(err)
+	}
+
+	podSpecPb, err := utils.MarshalObjToStruct(podSpec)
+	if err != nil {
+		panic(err)
+	}
+
+	return &core.TaskTemplate{
+		Id:   &core.Identifier{Name: id},
+		Type: "k8s_pod",
+		Target: &core.TaskTemplate_K8SPod{
+			K8SPod: &core.K8SPod{
+				PodSpec: podSpecPb,
+			},
+		},
+		Config: map[string]string{
+			flytek8s.PrimaryContainerKey: "primary",
+		},
+		Custom: &structObj,
+	}
+}
+
 func dummySparkTaskContext(taskTemplate *core.TaskTemplate, interruptible bool) pluginsCore.TaskExecutionContext {
 	taskCtx := &mocks.TaskExecutionContext{}
 	inputReader := &pluginIOMocks.InputReader{}
@@ -312,6 +368,9 @@ func dummySparkTaskContext(taskTemplate *core.TaskTemplate, interruptible bool)
 	})
 	tID.On("GetGeneratedName").Return("some-acceptable-name")
 
+	overrides := &mocks.TaskOverrides{}
+	overrides.On("GetResources").Return(&corev1.ResourceRequirements{})
+
 	taskExecutionMetadata := &mocks.TaskExecutionMetadata{}
 	taskExecutionMetadata.On("GetTaskExecutionID").Return(tID)
 	taskExecutionMetadata.On("GetNamespace").Return("test-namespace")
@@ -327,30 +386,14 @@ func dummySparkTaskContext(taskTemplate *core.TaskTemplate, interruptible bool)
 	taskExecutionMetadata.On("IsInterruptible").Return(interruptible)
 	taskExecutionMetadata.On("GetMaxAttempts").Return(uint32(1))
 	taskExecutionMetadata.On("GetEnvironmentVariables").Return(nil)
+	taskExecutionMetadata.On("GetPlatformResources").Return(nil)
+	taskExecutionMetadata.On("GetOverrides").Return(overrides)
+	taskExecutionMetadata.On("GetK8sServiceAccount").Return("new-val")
 	taskCtx.On("TaskExecutionMetadata").Return(taskExecutionMetadata)
 	return taskCtx
 }
 
-func TestBuildResourceSpark(t *testing.T) {
-	sparkResourceHandler := sparkResourceHandler{}
-
-	// Case1: Valid Spark Task-Template
-	taskTemplate := dummySparkTaskTemplate("blah-1", dummySparkConf)
-
-	// Set spark custom feature config.
-	assert.NoError(t, setSparkConfig(&Config{
-		Features: []Feature{
-			{
-				Name:        "feature1",
-				SparkConfig: map[string]string{"spark.hadoop.feature1": "true"},
-			},
-			{
-				Name:        "feature2",
-				SparkConfig: map[string]string{"spark.hadoop.feature2": "true"},
-			},
-		},
-	}))
-
+func defaultPluginConfig() *config.K8sPluginConfig {
 	// Set Interruptible Config
 	runAsUser := int64(1000)
 	dnsOptVal1 := "1"
@@ -400,7 +443,7 @@ func TestBuildResourceSpark(t *testing.T) {
 		},
 	}
 
-	// interruptible/non-interruptible nodeselector requirement
+	// Interruptible/non-interruptible nodeselector requirement
 	interruptibleNodeSelectorRequirement := &corev1.NodeSelectorRequirement{
 		Key:      "x/interruptible",
 		Operator: corev1.NodeSelectorOpIn,
@@ -413,9 +456,7 @@ func TestBuildResourceSpark(t *testing.T) {
 		Values:   []string{"true"},
 	}
 
-	// NonInterruptibleNodeSelectorRequirement
-
-	assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{
+	config := &config.K8sPluginConfig{
 		DefaultAffinity: defaultAffinity,
 		DefaultPodSecurityContext: &corev1.PodSecurityContext{
 			RunAsUser: &runAsUser,
@@ -465,8 +506,32 @@ func TestBuildResourceSpark(t *testing.T) {
 		EnableHostNetworkingPod:                 &defaultPodHostNetwork,
 		DefaultEnvVars:                          defaultEnvVars,
 		DefaultEnvVarsFromEnv:                   defaultEnvVarsFromEnv,
-	}),
-	)
+	}
+	return config
+}
+
+func TestBuildResourceContainer(t *testing.T) {
+	sparkResourceHandler := sparkResourceHandler{}
+
+	// Case1: Valid Spark Task-Template
+	taskTemplate := dummySparkTaskTemplateContainer("blah-1", dummySparkConf)
+
+	// Set spark custom feature config.
+	assert.NoError(t, setSparkConfig(&Config{
+		Features: []Feature{
+			{
+				Name:        "feature1",
+				SparkConfig: map[string]string{"spark.hadoop.feature1": "true"},
+			},
+			{
+				Name:        "feature2",
+				SparkConfig: map[string]string{"spark.hadoop.feature2": "true"},
+			},
+		},
+	}))
+
+	defaultConfig := defaultPluginConfig()
+	assert.NoError(t, config.SetK8sPluginConfig(defaultConfig))
 	resource, err := sparkResourceHandler.BuildResource(context.TODO(), dummySparkTaskContext(taskTemplate, true))
 	assert.Nil(t, err)
 
@@ -479,28 +544,16 @@ func TestBuildResourceSpark(t *testing.T) {
 	assert.Equal(t, testArgs, sparkApp.Spec.Arguments)
 	assert.Equal(t, testImage, *sparkApp.Spec.Image)
 	assert.NotNil(t, sparkApp.Spec.Driver.SparkPodSpec.SecurityContenxt)
-	assert.Equal(t, *sparkApp.Spec.Driver.SparkPodSpec.SecurityContenxt.RunAsUser, runAsUser)
+	assert.Equal(t, *sparkApp.Spec.Driver.SparkPodSpec.SecurityContenxt.RunAsUser, *defaultConfig.DefaultPodSecurityContext.RunAsUser)
 	assert.NotNil(t, sparkApp.Spec.Driver.DNSConfig)
 	assert.Equal(t, []string{"8.8.8.8", "8.8.4.4"}, sparkApp.Spec.Driver.DNSConfig.Nameservers)
-	assert.Equal(t, "ndots", sparkApp.Spec.Driver.DNSConfig.Options[0].Name)
-	assert.Equal(t, dnsOptVal1, *sparkApp.Spec.Driver.DNSConfig.Options[0].Value)
-	assert.Equal(t, "single-request-reopen", sparkApp.Spec.Driver.DNSConfig.Options[1].Name)
-	assert.Equal(t, "timeout", sparkApp.Spec.Driver.DNSConfig.Options[2].Name)
-	assert.Equal(t, dnsOptVal2, *sparkApp.Spec.Driver.DNSConfig.Options[2].Value)
-	assert.Equal(t, "attempts", sparkApp.Spec.Driver.DNSConfig.Options[3].Name)
-	assert.Equal(t, dnsOptVal3, *sparkApp.Spec.Driver.DNSConfig.Options[3].Value)
+	assert.ElementsMatch(t, defaultConfig.DefaultPodDNSConfig.Options, sparkApp.Spec.Driver.DNSConfig.Options)
 	assert.Equal(t, []string{"ns1.svc.cluster-domain.example", "my.dns.search.suffix"}, sparkApp.Spec.Driver.DNSConfig.Searches)
 	assert.NotNil(t, sparkApp.Spec.Executor.SparkPodSpec.SecurityContenxt)
-	assert.Equal(t, *sparkApp.Spec.Executor.SparkPodSpec.SecurityContenxt.RunAsUser, runAsUser)
+	assert.Equal(t, *sparkApp.Spec.Executor.SparkPodSpec.SecurityContenxt.RunAsUser, *defaultConfig.DefaultPodSecurityContext.RunAsUser)
 	assert.NotNil(t, sparkApp.Spec.Executor.DNSConfig)
 	assert.NotNil(t, sparkApp.Spec.Executor.DNSConfig)
-	assert.Equal(t, "ndots", sparkApp.Spec.Executor.DNSConfig.Options[0].Name)
-	assert.Equal(t, dnsOptVal1, *sparkApp.Spec.Executor.DNSConfig.Options[0].Value)
-	assert.Equal(t, "single-request-reopen", sparkApp.Spec.Executor.DNSConfig.Options[1].Name)
-	assert.Equal(t, "timeout", sparkApp.Spec.Executor.DNSConfig.Options[2].Name)
-	assert.Equal(t, dnsOptVal2, *sparkApp.Spec.Executor.DNSConfig.Options[2].Value)
-	assert.Equal(t, "attempts", sparkApp.Spec.Executor.DNSConfig.Options[3].Name)
-	assert.Equal(t, dnsOptVal3, *sparkApp.Spec.Executor.DNSConfig.Options[3].Value)
+	assert.ElementsMatch(t, defaultConfig.DefaultPodDNSConfig.Options, sparkApp.Spec.Executor.DNSConfig.Options)
 	assert.Equal(t, []string{"ns1.svc.cluster-domain.example", "my.dns.search.suffix"}, sparkApp.Spec.Executor.DNSConfig.Searches)
 
 	//Validate Driver/Executor Spec.
@@ -515,19 +568,19 @@ func TestBuildResourceSpark(t *testing.T) {
 	assert.Equal(t, dummySparkConf["spark.driver.memory"], *sparkApp.Spec.Driver.Memory)
 	assert.Equal(t, dummySparkConf["spark.executor.memory"], *sparkApp.Spec.Executor.Memory)
 	assert.Equal(t, dummySparkConf["spark.batchScheduler"], *sparkApp.Spec.BatchScheduler)
-	assert.Equal(t, schedulerName, *sparkApp.Spec.Executor.SchedulerName)
-	assert.Equal(t, schedulerName, *sparkApp.Spec.Driver.SchedulerName)
-	assert.Equal(t, defaultPodHostNetwork, *sparkApp.Spec.Executor.HostNetwork)
-	assert.Equal(t, defaultPodHostNetwork, *sparkApp.Spec.Driver.HostNetwork)
+	assert.Equal(t, defaultConfig.SchedulerName, *sparkApp.Spec.Executor.SchedulerName)
+	assert.Equal(t, defaultConfig.SchedulerName, *sparkApp.Spec.Driver.SchedulerName)
+	assert.Equal(t, *defaultConfig.EnableHostNetworkingPod, *sparkApp.Spec.Executor.HostNetwork)
+	assert.Equal(t, *defaultConfig.EnableHostNetworkingPod, *sparkApp.Spec.Driver.HostNetwork)
 
 	// Validate
-	// * Interruptible Toleration and NodeSelector set for Executor but not Driver.
-	// * Validate Default NodeSelector set for Driver but overwritten with Interruptible NodeSelector for Executor.
-	// * Default Tolerations set for both Driver and Executor.
-	// * Interruptible/Non-Interruptible NodeSelectorRequirements set for Executor Affinity but not Driver Affinity.
+	// * Default tolerations set for both Driver and Executor.
+	// * Interruptible tolerations and node selector set for Executor but not Driver.
+	// * Default node selector set for both Driver and Executor.
+	// * Interruptible node selector requirements set for Executor Affinity, non-interruptiblefir Driver Affinity.
 	assert.Equal(t, 1, len(sparkApp.Spec.Driver.Tolerations))
 	assert.Equal(t, 1, len(sparkApp.Spec.Driver.NodeSelector))
-	assert.Equal(t, defaultNodeSelector, sparkApp.Spec.Driver.NodeSelector)
+	assert.Equal(t, defaultConfig.DefaultNodeSelector, sparkApp.Spec.Driver.NodeSelector)
 	tolDriverDefault := sparkApp.Spec.Driver.Tolerations[0]
 	assert.Equal(t, tolDriverDefault.Key, "x/flyte")
 	assert.Equal(t, tolDriverDefault.Value, "default")
@@ -535,21 +588,23 @@ func TestBuildResourceSpark(t *testing.T) {
 	assert.Equal(t, tolDriverDefault.Effect, corev1.TaintEffect("NoSchedule"))
 
 	assert.Equal(t, 2, len(sparkApp.Spec.Executor.Tolerations))
-	assert.Equal(t, 1, len(sparkApp.Spec.Executor.NodeSelector))
-	assert.Equal(t, interruptibleNodeSelector, sparkApp.Spec.Executor.NodeSelector)
-
-	tolExecDefault := sparkApp.Spec.Executor.Tolerations[0]
-	assert.Equal(t, tolExecDefault.Key, "x/flyte")
-	assert.Equal(t, tolExecDefault.Value, "default")
-	assert.Equal(t, tolExecDefault.Operator, corev1.TolerationOperator("Equal"))
-	assert.Equal(t, tolExecDefault.Effect, corev1.TaintEffect("NoSchedule"))
+	assert.Equal(t, 2, len(sparkApp.Spec.Executor.NodeSelector))
+	assert.Equal(t, map[string]string{
+		"x/default":       "true",
+		"x/interruptible": "true",
+	}, sparkApp.Spec.Executor.NodeSelector)
 
-	tolExecInterrupt := sparkApp.Spec.Executor.Tolerations[1]
+	tolExecInterrupt := sparkApp.Spec.Executor.Tolerations[0]
 	assert.Equal(t, tolExecInterrupt.Key, "x/flyte")
 	assert.Equal(t, tolExecInterrupt.Value, "interruptible")
 	assert.Equal(t, tolExecInterrupt.Operator, corev1.TolerationOperator("Equal"))
 	assert.Equal(t, tolExecInterrupt.Effect, corev1.TaintEffect("NoSchedule"))
-	assert.Equal(t, "true", sparkApp.Spec.Executor.NodeSelector["x/interruptible"])
+
+	tolExecDefault := sparkApp.Spec.Executor.Tolerations[1]
+	assert.Equal(t, tolExecDefault.Key, "x/flyte")
+	assert.Equal(t, tolExecDefault.Value, "default")
+	assert.Equal(t, tolExecDefault.Operator, corev1.TolerationOperator("Equal"))
+	assert.Equal(t, tolExecDefault.Effect, corev1.TaintEffect("NoSchedule"))
 
 	for confKey, confVal := range dummySparkConf {
 		exists := false
@@ -583,31 +638,36 @@ func TestBuildResourceSpark(t *testing.T) {
 	assert.Equal(t, dummySparkConf["spark.flyteorg.feature3.enabled"], sparkApp.Spec.SparkConf["spark.flyteorg.feature3.enabled"])
 
 	assert.Equal(t, len(sparkApp.Spec.Driver.EnvVars["FLYTE_MAX_ATTEMPTS"]), 1)
-	assert.Equal(t, sparkApp.Spec.Driver.EnvVars["foo"], defaultEnvVars["foo"])
-	assert.Equal(t, sparkApp.Spec.Executor.EnvVars["foo"], defaultEnvVars["foo"])
-	assert.Equal(t, sparkApp.Spec.Driver.EnvVars["fooEnv"], targetValueFromEnv)
-	assert.Equal(t, sparkApp.Spec.Executor.EnvVars["fooEnv"], targetValueFromEnv)
-
-	assert.Equal(
-		t,
-		sparkApp.Spec.Driver.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
-		defaultAffinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
-	)
-	assert.Equal(
-		t,
-		sparkApp.Spec.Driver.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[1],
-		*nonInterruptibleNodeSelectorRequirement,
-	)
-	assert.Equal(
-		t,
-		sparkApp.Spec.Executor.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
-		defaultAffinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
-	)
-	assert.Equal(
-		t,
-		sparkApp.Spec.Executor.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[1],
-		*interruptibleNodeSelectorRequirement,
-	)
+	assert.Equal(t, defaultConfig.DefaultEnvVars["foo"], sparkApp.Spec.Driver.EnvVars["foo"])
+	assert.Equal(t, defaultConfig.DefaultEnvVars["foo"], sparkApp.Spec.Executor.EnvVars["foo"])
+	assert.Equal(t, defaultConfig.DefaultEnvVars["fooEnv"], sparkApp.Spec.Driver.EnvVars["fooEnv"])
+	assert.Equal(t, defaultConfig.DefaultEnvVars["fooEnv"], sparkApp.Spec.Executor.EnvVars["fooEnv"])
+
+	assert.Equal(t, &corev1.NodeAffinity{
+		RequiredDuringSchedulingIgnoredDuringExecution: &corev1.NodeSelector{
+			NodeSelectorTerms: []corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						defaultConfig.DefaultAffinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
+						*defaultConfig.NonInterruptibleNodeSelectorRequirement,
+					},
+				},
+			},
+		},
+	}, sparkApp.Spec.Driver.Affinity.NodeAffinity)
+
+	assert.Equal(t, &corev1.NodeAffinity{
+		RequiredDuringSchedulingIgnoredDuringExecution: &corev1.NodeSelector{
+			NodeSelectorTerms: []corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						defaultConfig.DefaultAffinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
+						*defaultConfig.InterruptibleNodeSelectorRequirement,
+					},
+				},
+			},
+		},
+	}, sparkApp.Spec.Executor.Affinity.NodeAffinity)
 
 	// Case 2: Driver/Executor request cores set.
 	dummyConfWithRequest := make(map[string]string)
@@ -619,7 +679,7 @@ func TestBuildResourceSpark(t *testing.T) {
 	dummyConfWithRequest["spark.kubernetes.driver.request.cores"] = "3"
 	dummyConfWithRequest["spark.kubernetes.executor.request.cores"] = "4"
 
-	taskTemplate = dummySparkTaskTemplate("blah-1", dummyConfWithRequest)
+	taskTemplate = dummySparkTaskTemplateContainer("blah-1", dummyConfWithRequest)
 	resource, err = sparkResourceHandler.BuildResource(context.TODO(), dummySparkTaskContext(taskTemplate, false))
 	assert.Nil(t, err)
 	assert.NotNil(t, resource)
@@ -640,36 +700,41 @@ func TestBuildResourceSpark(t *testing.T) {
 	// Validate that the default Toleration and NodeSelector are set for both Driver and Executors.
 	assert.Equal(t, 1, len(sparkApp.Spec.Driver.Tolerations))
 	assert.Equal(t, 1, len(sparkApp.Spec.Driver.NodeSelector))
-	assert.Equal(t, defaultNodeSelector, sparkApp.Spec.Driver.NodeSelector)
+	assert.Equal(t, defaultConfig.DefaultNodeSelector, sparkApp.Spec.Driver.NodeSelector)
 	assert.Equal(t, 1, len(sparkApp.Spec.Executor.Tolerations))
 	assert.Equal(t, 1, len(sparkApp.Spec.Executor.NodeSelector))
-	assert.Equal(t, defaultNodeSelector, sparkApp.Spec.Executor.NodeSelector)
+	assert.Equal(t, defaultConfig.DefaultNodeSelector, sparkApp.Spec.Executor.NodeSelector)
 	assert.Equal(t, sparkApp.Spec.Executor.Tolerations[0].Key, "x/flyte")
 	assert.Equal(t, sparkApp.Spec.Executor.Tolerations[0].Value, "default")
 	assert.Equal(t, sparkApp.Spec.Driver.Tolerations[0].Key, "x/flyte")
 	assert.Equal(t, sparkApp.Spec.Driver.Tolerations[0].Value, "default")
 
 	// Validate correct affinity and nodeselector requirements are set for both Driver and Executors.
-	assert.Equal(
-		t,
-		sparkApp.Spec.Driver.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
-		defaultAffinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
-	)
-	assert.Equal(
-		t,
-		sparkApp.Spec.Driver.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[1],
-		*nonInterruptibleNodeSelectorRequirement,
-	)
-	assert.Equal(
-		t,
-		sparkApp.Spec.Executor.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
-		defaultAffinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
-	)
-	assert.Equal(
-		t,
-		sparkApp.Spec.Executor.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[1],
-		*nonInterruptibleNodeSelectorRequirement,
-	)
+	assert.Equal(t, &corev1.NodeAffinity{
+		RequiredDuringSchedulingIgnoredDuringExecution: &corev1.NodeSelector{
+			NodeSelectorTerms: []corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						defaultConfig.DefaultAffinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
+						*defaultConfig.NonInterruptibleNodeSelectorRequirement,
+					},
+				},
+			},
+		},
+	}, sparkApp.Spec.Driver.Affinity.NodeAffinity)
+
+	assert.Equal(t, &corev1.NodeAffinity{
+		RequiredDuringSchedulingIgnoredDuringExecution: &corev1.NodeSelector{
+			NodeSelectorTerms: []corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						defaultConfig.DefaultAffinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
+						*defaultConfig.NonInterruptibleNodeSelectorRequirement,
+					},
+				},
+			},
+		},
+	}, sparkApp.Spec.Executor.Affinity.NodeAffinity)
 
 	// Case 4: Invalid Spark Task-Template
 	taskTemplate.Custom = nil
@@ -678,6 +743,122 @@ func TestBuildResourceSpark(t *testing.T) {
 	assert.Nil(t, resource)
 }
 
+func TestBuildResourcePodTemplate(t *testing.T) {
+	defaultConfig := defaultPluginConfig()
+	assert.NoError(t, config.SetK8sPluginConfig(defaultConfig))
+	extraToleration := corev1.Toleration{
+		Key:      "x/flyte",
+		Value:    "extra",
+		Operator: "Equal",
+	}
+	podSpec := dummyPodSpec()
+	podSpec.Tolerations = append(podSpec.Tolerations, extraToleration)
+	podSpec.NodeSelector = map[string]string{"x/custom": "foo"}
+	taskTemplate := dummySparkTaskTemplatePod("blah-1", dummySparkConf, podSpec)
+	taskTemplate.GetK8SPod()
+	sparkResourceHandler := sparkResourceHandler{}
+
+	taskCtx := dummySparkTaskContext(taskTemplate, true)
+	resource, err := sparkResourceHandler.BuildResource(context.TODO(), taskCtx)
+
+	assert.Nil(t, err)
+	assert.NotNil(t, resource)
+	sparkApp, ok := resource.(*sj.SparkApplication)
+	assert.True(t, ok)
+
+	// Application
+	assert.Equal(t, v1.TypeMeta{
+		Kind:       KindSparkApplication,
+		APIVersion: sparkOp.SchemeGroupVersion.String(),
+	}, sparkApp.TypeMeta)
+
+	// Application spec
+	assert.Equal(t, flytek8s.GetServiceAccountNameFromTaskExecutionMetadata(taskCtx.TaskExecutionMetadata()), *sparkApp.Spec.ServiceAccount)
+	assert.Equal(t, sparkOp.PythonApplicationType, sparkApp.Spec.Type)
+	assert.Equal(t, testImage, *sparkApp.Spec.Image)
+	assert.Equal(t, testArgs, sparkApp.Spec.Arguments)
+	assert.Equal(t, sparkOp.RestartPolicy{
+		Type:                       sparkOp.OnFailure,
+		OnSubmissionFailureRetries: intPtr(int32(14)),
+	}, sparkApp.Spec.RestartPolicy)
+	assert.Equal(t, sparkMainClass, *sparkApp.Spec.MainClass)
+	assert.Equal(t, sparkApplicationFile, *sparkApp.Spec.MainApplicationFile)
+
+	// Driver
+	assert.Equal(t, utils.UnionMaps(defaultConfig.DefaultAnnotations, map[string]string{"annotation-1": "val1"}), sparkApp.Spec.Driver.Annotations)
+	assert.Equal(t, utils.UnionMaps(defaultConfig.DefaultLabels, map[string]string{"label-1": "val1"}), sparkApp.Spec.Driver.Labels)
+	assert.Equal(t, len(sparkApp.Spec.Driver.EnvVars["FLYTE_MAX_ATTEMPTS"]), 1)
+	assert.Equal(t, defaultConfig.DefaultEnvVars["foo"], sparkApp.Spec.Driver.EnvVars["foo"])
+	assert.Equal(t, defaultConfig.DefaultEnvVars["fooEnv"], sparkApp.Spec.Driver.EnvVars["fooEnv"])
+	assert.Equal(t, testImage, *sparkApp.Spec.Driver.Image)
+	assert.Equal(t, flytek8s.GetServiceAccountNameFromTaskExecutionMetadata(taskCtx.TaskExecutionMetadata()), *sparkApp.Spec.Driver.ServiceAccount)
+	assert.Equal(t, defaultConfig.DefaultPodSecurityContext, sparkApp.Spec.Driver.SecurityContenxt)
+	assert.Equal(t, defaultConfig.DefaultPodDNSConfig, sparkApp.Spec.Driver.DNSConfig)
+	assert.Equal(t, defaultConfig.EnableHostNetworkingPod, sparkApp.Spec.Driver.HostNetwork)
+	assert.Equal(t, defaultConfig.SchedulerName, *sparkApp.Spec.Driver.SchedulerName)
+	assert.Equal(t, []corev1.Toleration{
+		defaultConfig.DefaultTolerations[0],
+		extraToleration,
+	}, sparkApp.Spec.Driver.Tolerations)
+	assert.Equal(t, map[string]string{
+		"x/default": "true",
+		"x/custom":  "foo",
+	}, sparkApp.Spec.Driver.NodeSelector)
+	assert.Equal(t, &corev1.NodeAffinity{
+		RequiredDuringSchedulingIgnoredDuringExecution: &corev1.NodeSelector{
+			NodeSelectorTerms: []corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						defaultConfig.DefaultAffinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
+						*defaultConfig.NonInterruptibleNodeSelectorRequirement,
+					},
+				},
+			},
+		},
+	}, sparkApp.Spec.Driver.Affinity.NodeAffinity)
+	cores, _ := strconv.ParseInt(dummySparkConf["spark.driver.cores"], 10, 32)
+	assert.Equal(t, intPtr(int32(cores)), sparkApp.Spec.Driver.Cores)
+	assert.Equal(t, dummySparkConf["spark.driver.memory"], *sparkApp.Spec.Driver.Memory)
+
+	// Executor
+	assert.Equal(t, utils.UnionMaps(defaultConfig.DefaultAnnotations, map[string]string{"annotation-1": "val1"}), sparkApp.Spec.Executor.Annotations)
+	assert.Equal(t, utils.UnionMaps(defaultConfig.DefaultLabels, map[string]string{"label-1": "val1"}), sparkApp.Spec.Executor.Labels)
+	assert.Equal(t, defaultConfig.DefaultEnvVars["foo"], sparkApp.Spec.Executor.EnvVars["foo"])
+	assert.Equal(t, defaultConfig.DefaultEnvVars["fooEnv"], sparkApp.Spec.Executor.EnvVars["fooEnv"])
+	assert.Equal(t, testImage, *sparkApp.Spec.Executor.Image)
+	assert.Equal(t, defaultConfig.DefaultPodSecurityContext, sparkApp.Spec.Executor.SecurityContenxt)
+	assert.Equal(t, defaultConfig.DefaultPodDNSConfig, sparkApp.Spec.Executor.DNSConfig)
+	assert.Equal(t, defaultConfig.EnableHostNetworkingPod, sparkApp.Spec.Executor.HostNetwork)
+	assert.Equal(t, defaultConfig.SchedulerName, *sparkApp.Spec.Executor.SchedulerName)
+	assert.ElementsMatch(t, []corev1.Toleration{
+		defaultConfig.DefaultTolerations[0],
+		extraToleration,
+		defaultConfig.InterruptibleTolerations[0],
+	}, sparkApp.Spec.Executor.Tolerations)
+	assert.Equal(t, map[string]string{
+		"x/default":       "true",
+		"x/custom":        "foo",
+		"x/interruptible": "true",
+	}, sparkApp.Spec.Executor.NodeSelector)
+	assert.Equal(t, &corev1.NodeAffinity{
+		RequiredDuringSchedulingIgnoredDuringExecution: &corev1.NodeSelector{
+			NodeSelectorTerms: []corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						defaultConfig.DefaultAffinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms[0].MatchExpressions[0],
+						*defaultConfig.InterruptibleNodeSelectorRequirement,
+					},
+				},
+			},
+		},
+	}, sparkApp.Spec.Executor.Affinity.NodeAffinity)
+	cores, _ = strconv.ParseInt(dummySparkConf["spark.executor.cores"], 10, 32)
+	instances, _ := strconv.ParseInt(dummySparkConf["spark.executor.instances"], 10, 32)
+	assert.Equal(t, intPtr(int32(instances)), sparkApp.Spec.Executor.Instances)
+	assert.Equal(t, intPtr(int32(cores)), sparkApp.Spec.Executor.Cores)
+	assert.Equal(t, dummySparkConf["spark.executor.memory"], *sparkApp.Spec.Executor.Memory)
+}
+
 func TestGetPropertiesSpark(t *testing.T) {
 	sparkResourceHandler := sparkResourceHandler{}
 	expected := k8s.PluginProperties{}

From 885435108b5cb1e6f3b8458efbe796402dd57fd2 Mon Sep 17 00:00:00 2001
From: Shovit <119912892+Virtual4087@users.noreply.github.com>
Date: Wed, 11 Oct 2023 23:59:27 -0700
Subject: [PATCH 08/18] Fixed bug for incorrect name (#4175)

---------

Signed-off-by: Shovit <119912892+Virtual4087@users.noreply.github.com>
---
 .../pkg/manager/impl/validation/execution_validator.go      | 2 +-
 .../pkg/manager/impl/validation/execution_validator_test.go | 6 +++---
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/flyteadmin/pkg/manager/impl/validation/execution_validator.go b/flyteadmin/pkg/manager/impl/validation/execution_validator.go
index b5056589a8c..a317dced17a 100644
--- a/flyteadmin/pkg/manager/impl/validation/execution_validator.go
+++ b/flyteadmin/pkg/manager/impl/validation/execution_validator.go
@@ -131,7 +131,7 @@ func CheckValidExecutionID(executionID, fieldName string) error {
 	matched := executionIDRegex.MatchString(executionID)
 
 	if !matched {
-		return errors.NewFlyteAdminErrorf(codes.InvalidArgument, "invalid %s format: %s", fieldName, executionID)
+		return errors.NewFlyteAdminErrorf(codes.InvalidArgument, "invalid %s format: %s, does not match regex '%s'", fieldName, executionID, executionIDRegex.String())
 	}
 
 	return nil
diff --git a/flyteadmin/pkg/manager/impl/validation/execution_validator_test.go b/flyteadmin/pkg/manager/impl/validation/execution_validator_test.go
index c3c45d4d449..70d78c035d4 100644
--- a/flyteadmin/pkg/manager/impl/validation/execution_validator_test.go
+++ b/flyteadmin/pkg/manager/impl/validation/execution_validator_test.go
@@ -42,7 +42,7 @@ func TestValidateExecInvalidName(t *testing.T) {
 	request := testutils.GetExecutionRequest()
 	request.Name = "12345"
 	err := ValidateExecutionRequest(context.Background(), request, testutils.GetRepoWithDefaultProject(), execConfig)
-	assert.EqualError(t, err, "invalid name format: 12345")
+	assert.EqualError(t, err, "invalid name format: 12345, does not match regex '^[a-z][a-z\\-0-9]*$'")
 
 	request.Name = "e2345"
 	err = ValidateExecutionRequest(context.Background(), request, testutils.GetRepoWithDefaultProject(), execConfig)
@@ -170,10 +170,10 @@ func TestValidExecutionIdInvalidLength(t *testing.T) {
 func TestValidExecutionIdInvalidChars(t *testing.T) {
 	err := CheckValidExecutionID("a_sdd", "a")
 	assert.NotNil(t, err)
-	assert.EqualError(t, err, "invalid a format: a_sdd")
+	assert.EqualError(t, err, "invalid a format: a_sdd, does not match regex '^[a-z][a-z\\-0-9]*$'")
 	err = CheckValidExecutionID("asd@", "a")
 	assert.NotNil(t, err)
-	assert.EqualError(t, err, "invalid a format: asd@")
+	assert.EqualError(t, err, "invalid a format: asd@, does not match regex '^[a-z][a-z\\-0-9]*$'")
 }
 
 func TestValidateCreateWorkflowEventRequest(t *testing.T) {

From 737ef237b2f37ffa1b0ffc17441a19103027ec81 Mon Sep 17 00:00:00 2001
From: Jeev B 
Date: Thu, 12 Oct 2023 09:42:33 -0700
Subject: [PATCH 09/18] [Extended Resources] GPU Accelerators (#4172)

* Add IDL changes

Signed-off-by: Jeev B 

* Add propeller changes

Signed-off-by: Jeev B 

* Add flyteplugins changes

Signed-off-by: Jeev B 

* Cleanup tests

Signed-off-by: Jeev B 

* Add additional comments to IDL fields

Signed-off-by: Jeev B 

* Fix issues from merge

Signed-off-by: Jeev B 

* First pass through PR

Signed-off-by: Jeev B 

* Address PR comments

Signed-off-by: Jeev B 

* No auto injection of toleration for explicitly requested unpartitioned GPUs

Signed-off-by: Jeev B 

---------

Signed-off-by: Jeev B 
---
 .../gen/pb-cpp/flyteidl/admin/agent.pb.cc     |    2 +-
 flyteidl/gen/pb-cpp/flyteidl/admin/task.pb.cc |    2 +-
 .../gen/pb-cpp/flyteidl/core/compiler.pb.cc   |    2 +-
 .../pb-cpp/flyteidl/core/dynamic_job.pb.cc    |    2 +-
 flyteidl/gen/pb-cpp/flyteidl/core/tasks.pb.cc | 1444 ++++++++---
 flyteidl/gen/pb-cpp/flyteidl/core/tasks.pb.h  |  618 ++++-
 .../gen/pb-cpp/flyteidl/core/workflow.pb.cc   |   98 +-
 .../gen/pb-cpp/flyteidl/core/workflow.pb.h    |   55 +
 .../flyteidl/core/workflow_closure.pb.cc      |    2 +-
 .../service/external_plugin_service.pb.cc     |    2 +-
 flyteidl/gen/pb-go/flyteidl/core/tasks.pb.go  |  397 ++-
 .../pb-go/flyteidl/core/tasks.pb.validate.go  |  164 ++
 .../gen/pb-go/flyteidl/core/workflow.pb.go    |  204 +-
 .../flyteidl/core/workflow.pb.validate.go     |   10 +
 .../pb-go/flyteidl/service/admin.swagger.json |   36 +
 .../pb-go/flyteidl/service/agent.swagger.json |   32 +
 .../external_plugin_service.swagger.json      |   32 +
 .../flyteidl/service/flyteadmin/README.md     |    2 +
 .../service/flyteadmin/api/swagger.yaml       |  507 ++++
 .../model_core_extended_resources.go          |   16 +
 .../flyteadmin/model_core_gpu_accelerator.go  |   19 +
 .../model_core_task_node_overrides.go         |    2 +
 .../flyteadmin/model_core_task_template.go    |    2 +
 .../gen/pb-go/flyteidl/service/openapi.go     |    4 +-
 flyteidl/gen/pb-java/flyteidl/core/Tasks.java | 2133 ++++++++++++++++-
 .../gen/pb-java/flyteidl/core/Workflow.java   |  280 ++-
 flyteidl/gen/pb-js/flyteidl.d.ts              |  131 +
 flyteidl/gen/pb-js/flyteidl.js                |  315 +++
 .../gen/pb_python/flyteidl/core/tasks_pb2.py  |   86 +-
 .../gen/pb_python/flyteidl/core/tasks_pb2.pyi |   22 +-
 .../pb_python/flyteidl/core/workflow_pb2.py   |    6 +-
 .../pb_python/flyteidl/core/workflow_pb2.pyi  |    6 +-
 .../flyteidl/service/flyteadmin/README.md     |    2 +
 .../service/flyteadmin/flyteadmin/__init__.py |    2 +
 .../flyteadmin/flyteadmin/models/__init__.py  |    2 +
 .../models/core_extended_resources.py         |  119 +
 .../flyteadmin/models/core_gpu_accelerator.py |  171 ++
 .../models/core_task_node_overrides.py        |   35 +-
 .../flyteadmin/models/core_task_template.py   |   31 +-
 .../test/test_core_extended_resources.py      |   40 +
 .../test/test_core_gpu_accelerator.py         |   40 +
 flyteidl/gen/pb_rust/flyteidl.core.rs         |   46 +
 flyteidl/protos/flyteidl/core/tasks.proto     |   29 +
 flyteidl/protos/flyteidl/core/workflow.proto  |    4 +
 .../pluginmachinery/core/exec_metadata.go     |    1 +
 .../core/mocks/task_overrides.go              |   36 +
 .../pluginmachinery/flytek8s/config/config.go |   16 +-
 .../pluginmachinery/flytek8s/pod_helper.go    |  182 +-
 .../flytek8s/pod_helper_test.go               |  682 +++++-
 .../plugins/array/k8s/management_test.go      |    1 +
 .../go/tasks/plugins/k8s/dask/dask_test.go    |  174 +-
 .../plugins/k8s/kfoperators/mpi/mpi_test.go   |  161 +-
 .../k8s/kfoperators/pytorch/pytorch_test.go   |  215 +-
 .../kfoperators/tensorflow/tensorflow_test.go |  183 +-
 .../tasks/plugins/k8s/pod/container_test.go   |  167 +-
 .../go/tasks/plugins/k8s/pod/sidecar_test.go  |  215 +-
 .../go/tasks/plugins/k8s/ray/ray_test.go      |  156 +-
 .../go/tasks/plugins/k8s/spark/spark_test.go  |    2 +
 flyteplugins/tests/end_to_end.go              |    1 +
 .../pkg/apis/flyteworkflow/v1alpha1/iface.go  |    1 +
 .../v1alpha1/mocks/ExecutableNode.go          |   39 +-
 .../pkg/apis/flyteworkflow/v1alpha1/nodes.go  |   35 +
 .../pkg/compiler/transformers/k8s/node.go     |   14 +-
 .../compiler/transformers/k8s/node_test.go    |   24 +
 64 files changed, 8626 insertions(+), 833 deletions(-)
 create mode 100644 flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_extended_resources.go
 create mode 100644 flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_gpu_accelerator.go
 create mode 100644 flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_extended_resources.py
 create mode 100644 flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_gpu_accelerator.py
 create mode 100644 flyteidl/gen/pb_python/flyteidl/service/flyteadmin/test/test_core_extended_resources.py
 create mode 100644 flyteidl/gen/pb_python/flyteidl/service/flyteadmin/test/test_core_gpu_accelerator.py

diff --git a/flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.cc b/flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.cc
index d9fe2fed164..e4e12e3543e 100644
--- a/flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.cc
+++ b/flyteidl/gen/pb-cpp/flyteidl/admin/agent.pb.cc
@@ -23,7 +23,7 @@ extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fadmin_2fagent_2eproto ::google::proto
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fadmin_2fagent_2eproto ::google::protobuf::internal::SCCInfo<4> scc_info_TaskExecutionMetadata_flyteidl_2fadmin_2fagent_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fidentifier_2eproto ::google::protobuf::internal::SCCInfo<2> scc_info_TaskExecutionIdentifier_flyteidl_2fcore_2fidentifier_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fliterals_2eproto ::google::protobuf::internal::SCCInfo<9> scc_info_Literal_flyteidl_2fcore_2fliterals_2eproto;
-extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<9> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto;
+extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<10> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto;
 namespace flyteidl {
 namespace admin {
 class TaskExecutionMetadata_LabelsEntry_DoNotUseDefaultTypeInternal {
diff --git a/flyteidl/gen/pb-cpp/flyteidl/admin/task.pb.cc b/flyteidl/gen/pb-cpp/flyteidl/admin/task.pb.cc
index dfedf780d56..b63c75f458a 100644
--- a/flyteidl/gen/pb-cpp/flyteidl/admin/task.pb.cc
+++ b/flyteidl/gen/pb-cpp/flyteidl/admin/task.pb.cc
@@ -22,7 +22,7 @@ extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fadmin_2ftask_2eproto ::google::protob
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fadmin_2ftask_2eproto ::google::protobuf::internal::SCCInfo<2> scc_info_Task_flyteidl_2fadmin_2ftask_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fcompiler_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_CompiledTask_flyteidl_2fcore_2fcompiler_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fidentifier_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_Identifier_flyteidl_2fcore_2fidentifier_2eproto;
-extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<9> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto;
+extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<10> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_google_2fprotobuf_2ftimestamp_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_Timestamp_google_2fprotobuf_2ftimestamp_2eproto;
 namespace flyteidl {
 namespace admin {
diff --git a/flyteidl/gen/pb-cpp/flyteidl/core/compiler.pb.cc b/flyteidl/gen/pb-cpp/flyteidl/core/compiler.pb.cc
index 1cdd0ed744f..1b397f1030c 100644
--- a/flyteidl/gen/pb-cpp/flyteidl/core/compiler.pb.cc
+++ b/flyteidl/gen/pb-cpp/flyteidl/core/compiler.pb.cc
@@ -22,7 +22,7 @@ extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fcompiler_2eproto ::google::pro
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fcompiler_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_ConnectionSet_UpstreamEntry_DoNotUse_flyteidl_2fcore_2fcompiler_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fcompiler_2eproto ::google::protobuf::internal::SCCInfo<2> scc_info_CompiledWorkflow_flyteidl_2fcore_2fcompiler_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fcompiler_2eproto ::google::protobuf::internal::SCCInfo<2> scc_info_ConnectionSet_flyteidl_2fcore_2fcompiler_2eproto;
-extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<9> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto;
+extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<10> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<6> scc_info_WorkflowTemplate_flyteidl_2fcore_2fworkflow_2eproto;
 namespace flyteidl {
 namespace core {
diff --git a/flyteidl/gen/pb-cpp/flyteidl/core/dynamic_job.pb.cc b/flyteidl/gen/pb-cpp/flyteidl/core/dynamic_job.pb.cc
index b543813104b..40f059d1ba2 100644
--- a/flyteidl/gen/pb-cpp/flyteidl/core/dynamic_job.pb.cc
+++ b/flyteidl/gen/pb-cpp/flyteidl/core/dynamic_job.pb.cc
@@ -17,7 +17,7 @@
 #include 
 
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fliterals_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_Binding_flyteidl_2fcore_2fliterals_2eproto;
-extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<9> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto;
+extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<10> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<6> scc_info_WorkflowTemplate_flyteidl_2fcore_2fworkflow_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<8> scc_info_ArrayNode_flyteidl_2fcore_2fworkflow_2eproto;
 namespace flyteidl {
diff --git a/flyteidl/gen/pb-cpp/flyteidl/core/tasks.pb.cc b/flyteidl/gen/pb-cpp/flyteidl/core/tasks.pb.cc
index b983c4338a1..7a06a09340a 100644
--- a/flyteidl/gen/pb-cpp/flyteidl/core/tasks.pb.cc
+++ b/flyteidl/gen/pb-cpp/flyteidl/core/tasks.pb.cc
@@ -22,6 +22,7 @@ extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fliterals_2eproto ::google::pro
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fliterals_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_RetryStrategy_flyteidl_2fcore_2fliterals_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fsecurity_2eproto ::google::protobuf::internal::SCCInfo<3> scc_info_SecurityContext_flyteidl_2fcore_2fsecurity_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_ContainerPort_flyteidl_2fcore_2ftasks_2eproto;
+extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_GPUAccelerator_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_IOStrategy_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_K8sObjectMetadata_AnnotationsEntry_DoNotUse_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_K8sObjectMetadata_LabelsEntry_DoNotUse_flyteidl_2fcore_2ftasks_2eproto;
@@ -31,6 +32,7 @@ extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protob
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_TaskMetadata_TagsEntry_DoNotUse_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_TaskTemplate_ConfigEntry_DoNotUse_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_DataLoadingConfig_flyteidl_2fcore_2ftasks_2eproto;
+extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_ExtendedResources_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_Resources_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<2> scc_info_K8sObjectMetadata_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<3> scc_info_K8sPod_flyteidl_2fcore_2ftasks_2eproto;
@@ -48,6 +50,16 @@ class ResourcesDefaultTypeInternal {
  public:
   ::google::protobuf::internal::ExplicitlyConstructed _instance;
 } _Resources_default_instance_;
+class GPUAcceleratorDefaultTypeInternal {
+ public:
+  ::google::protobuf::internal::ExplicitlyConstructed _instance;
+  bool unpartitioned_;
+  ::google::protobuf::internal::ArenaStringPtr partition_size_;
+} _GPUAccelerator_default_instance_;
+class ExtendedResourcesDefaultTypeInternal {
+ public:
+  ::google::protobuf::internal::ExplicitlyConstructed _instance;
+} _ExtendedResources_default_instance_;
 class RuntimeMetadataDefaultTypeInternal {
  public:
   ::google::protobuf::internal::ExplicitlyConstructed _instance;
@@ -139,6 +151,35 @@ ::google::protobuf::internal::SCCInfo<1> scc_info_Resources_flyteidl_2fcore_2fta
     {{ATOMIC_VAR_INIT(::google::protobuf::internal::SCCInfoBase::kUninitialized), 1, InitDefaultsResources_flyteidl_2fcore_2ftasks_2eproto}, {
       &scc_info_Resources_ResourceEntry_flyteidl_2fcore_2ftasks_2eproto.base,}};
 
+static void InitDefaultsGPUAccelerator_flyteidl_2fcore_2ftasks_2eproto() {
+  GOOGLE_PROTOBUF_VERIFY_VERSION;
+
+  {
+    void* ptr = &::flyteidl::core::_GPUAccelerator_default_instance_;
+    new (ptr) ::flyteidl::core::GPUAccelerator();
+    ::google::protobuf::internal::OnShutdownDestroyMessage(ptr);
+  }
+  ::flyteidl::core::GPUAccelerator::InitAsDefaultInstance();
+}
+
+::google::protobuf::internal::SCCInfo<0> scc_info_GPUAccelerator_flyteidl_2fcore_2ftasks_2eproto =
+    {{ATOMIC_VAR_INIT(::google::protobuf::internal::SCCInfoBase::kUninitialized), 0, InitDefaultsGPUAccelerator_flyteidl_2fcore_2ftasks_2eproto}, {}};
+
+static void InitDefaultsExtendedResources_flyteidl_2fcore_2ftasks_2eproto() {
+  GOOGLE_PROTOBUF_VERIFY_VERSION;
+
+  {
+    void* ptr = &::flyteidl::core::_ExtendedResources_default_instance_;
+    new (ptr) ::flyteidl::core::ExtendedResources();
+    ::google::protobuf::internal::OnShutdownDestroyMessage(ptr);
+  }
+  ::flyteidl::core::ExtendedResources::InitAsDefaultInstance();
+}
+
+::google::protobuf::internal::SCCInfo<1> scc_info_ExtendedResources_flyteidl_2fcore_2ftasks_2eproto =
+    {{ATOMIC_VAR_INIT(::google::protobuf::internal::SCCInfoBase::kUninitialized), 1, InitDefaultsExtendedResources_flyteidl_2fcore_2ftasks_2eproto}, {
+      &scc_info_GPUAccelerator_flyteidl_2fcore_2ftasks_2eproto.base,}};
+
 static void InitDefaultsRuntimeMetadata_flyteidl_2fcore_2ftasks_2eproto() {
   GOOGLE_PROTOBUF_VERIFY_VERSION;
 
@@ -208,8 +249,8 @@ static void InitDefaultsTaskTemplate_flyteidl_2fcore_2ftasks_2eproto() {
   ::flyteidl::core::TaskTemplate::InitAsDefaultInstance();
 }
 
-::google::protobuf::internal::SCCInfo<9> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto =
-    {{ATOMIC_VAR_INIT(::google::protobuf::internal::SCCInfoBase::kUninitialized), 9, InitDefaultsTaskTemplate_flyteidl_2fcore_2ftasks_2eproto}, {
+::google::protobuf::internal::SCCInfo<10> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto =
+    {{ATOMIC_VAR_INIT(::google::protobuf::internal::SCCInfoBase::kUninitialized), 10, InitDefaultsTaskTemplate_flyteidl_2fcore_2ftasks_2eproto}, {
       &scc_info_Identifier_flyteidl_2fcore_2fidentifier_2eproto.base,
       &scc_info_TaskMetadata_flyteidl_2fcore_2ftasks_2eproto.base,
       &scc_info_TypedInterface_flyteidl_2fcore_2finterface_2eproto.base,
@@ -218,6 +259,7 @@ ::google::protobuf::internal::SCCInfo<9> scc_info_TaskTemplate_flyteidl_2fcore_2
       &scc_info_K8sPod_flyteidl_2fcore_2ftasks_2eproto.base,
       &scc_info_Sql_flyteidl_2fcore_2ftasks_2eproto.base,
       &scc_info_SecurityContext_flyteidl_2fcore_2fsecurity_2eproto.base,
+      &scc_info_ExtendedResources_flyteidl_2fcore_2ftasks_2eproto.base,
       &scc_info_TaskTemplate_ConfigEntry_DoNotUse_flyteidl_2fcore_2ftasks_2eproto.base,}};
 
 static void InitDefaultsContainerPort_flyteidl_2fcore_2ftasks_2eproto() {
@@ -357,6 +399,8 @@ ::google::protobuf::internal::SCCInfo<0> scc_info_Sql_flyteidl_2fcore_2ftasks_2e
 void InitDefaults_flyteidl_2fcore_2ftasks_2eproto() {
   ::google::protobuf::internal::InitSCC(&scc_info_Resources_ResourceEntry_flyteidl_2fcore_2ftasks_2eproto.base);
   ::google::protobuf::internal::InitSCC(&scc_info_Resources_flyteidl_2fcore_2ftasks_2eproto.base);
+  ::google::protobuf::internal::InitSCC(&scc_info_GPUAccelerator_flyteidl_2fcore_2ftasks_2eproto.base);
+  ::google::protobuf::internal::InitSCC(&scc_info_ExtendedResources_flyteidl_2fcore_2ftasks_2eproto.base);
   ::google::protobuf::internal::InitSCC(&scc_info_RuntimeMetadata_flyteidl_2fcore_2ftasks_2eproto.base);
   ::google::protobuf::internal::InitSCC(&scc_info_TaskMetadata_TagsEntry_DoNotUse_flyteidl_2fcore_2ftasks_2eproto.base);
   ::google::protobuf::internal::InitSCC(&scc_info_TaskMetadata_flyteidl_2fcore_2ftasks_2eproto.base);
@@ -373,7 +417,7 @@ void InitDefaults_flyteidl_2fcore_2ftasks_2eproto() {
   ::google::protobuf::internal::InitSCC(&scc_info_Sql_flyteidl_2fcore_2ftasks_2eproto.base);
 }
 
-::google::protobuf::Metadata file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[16];
+::google::protobuf::Metadata file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[18];
 const ::google::protobuf::EnumDescriptor* file_level_enum_descriptors_flyteidl_2fcore_2ftasks_2eproto[7];
 constexpr ::google::protobuf::ServiceDescriptor const** file_level_service_descriptors_flyteidl_2fcore_2ftasks_2eproto = nullptr;
 
@@ -393,6 +437,21 @@ const ::google::protobuf::uint32 TableStruct_flyteidl_2fcore_2ftasks_2eproto::of
   PROTOBUF_FIELD_OFFSET(::flyteidl::core::Resources, requests_),
   PROTOBUF_FIELD_OFFSET(::flyteidl::core::Resources, limits_),
   ~0u,  // no _has_bits_
+  PROTOBUF_FIELD_OFFSET(::flyteidl::core::GPUAccelerator, _internal_metadata_),
+  ~0u,  // no _extensions_
+  PROTOBUF_FIELD_OFFSET(::flyteidl::core::GPUAccelerator, _oneof_case_[0]),
+  ~0u,  // no _weak_field_map_
+  PROTOBUF_FIELD_OFFSET(::flyteidl::core::GPUAccelerator, device_),
+  offsetof(::flyteidl::core::GPUAcceleratorDefaultTypeInternal, unpartitioned_),
+  offsetof(::flyteidl::core::GPUAcceleratorDefaultTypeInternal, partition_size_),
+  PROTOBUF_FIELD_OFFSET(::flyteidl::core::GPUAccelerator, partition_size_value_),
+  ~0u,  // no _has_bits_
+  PROTOBUF_FIELD_OFFSET(::flyteidl::core::ExtendedResources, _internal_metadata_),
+  ~0u,  // no _extensions_
+  ~0u,  // no _oneof_case_
+  ~0u,  // no _weak_field_map_
+  PROTOBUF_FIELD_OFFSET(::flyteidl::core::ExtendedResources, gpu_accelerator_),
+  ~0u,  // no _has_bits_
   PROTOBUF_FIELD_OFFSET(::flyteidl::core::RuntimeMetadata, _internal_metadata_),
   ~0u,  // no _extensions_
   ~0u,  // no _oneof_case_
@@ -450,6 +509,7 @@ const ::google::protobuf::uint32 TableStruct_flyteidl_2fcore_2ftasks_2eproto::of
   offsetof(::flyteidl::core::TaskTemplateDefaultTypeInternal, sql_),
   PROTOBUF_FIELD_OFFSET(::flyteidl::core::TaskTemplate, task_type_version_),
   PROTOBUF_FIELD_OFFSET(::flyteidl::core::TaskTemplate, security_context_),
+  PROTOBUF_FIELD_OFFSET(::flyteidl::core::TaskTemplate, extended_resources_),
   PROTOBUF_FIELD_OFFSET(::flyteidl::core::TaskTemplate, config_),
   PROTOBUF_FIELD_OFFSET(::flyteidl::core::TaskTemplate, target_),
   ~0u,  // no _has_bits_
@@ -533,25 +593,29 @@ const ::google::protobuf::uint32 TableStruct_flyteidl_2fcore_2ftasks_2eproto::of
 static const ::google::protobuf::internal::MigrationSchema schemas[] PROTOBUF_SECTION_VARIABLE(protodesc_cold) = {
   { 0, -1, sizeof(::flyteidl::core::Resources_ResourceEntry)},
   { 7, -1, sizeof(::flyteidl::core::Resources)},
-  { 14, -1, sizeof(::flyteidl::core::RuntimeMetadata)},
-  { 22, 29, sizeof(::flyteidl::core::TaskMetadata_TagsEntry_DoNotUse)},
-  { 31, -1, sizeof(::flyteidl::core::TaskMetadata)},
-  { 48, 55, sizeof(::flyteidl::core::TaskTemplate_ConfigEntry_DoNotUse)},
-  { 57, -1, sizeof(::flyteidl::core::TaskTemplate)},
-  { 74, -1, sizeof(::flyteidl::core::ContainerPort)},
-  { 80, -1, sizeof(::flyteidl::core::Container)},
-  { 94, -1, sizeof(::flyteidl::core::IOStrategy)},
-  { 101, -1, sizeof(::flyteidl::core::DataLoadingConfig)},
-  { 111, -1, sizeof(::flyteidl::core::K8sPod)},
-  { 119, 126, sizeof(::flyteidl::core::K8sObjectMetadata_LabelsEntry_DoNotUse)},
-  { 128, 135, sizeof(::flyteidl::core::K8sObjectMetadata_AnnotationsEntry_DoNotUse)},
-  { 137, -1, sizeof(::flyteidl::core::K8sObjectMetadata)},
-  { 144, -1, sizeof(::flyteidl::core::Sql)},
+  { 14, -1, sizeof(::flyteidl::core::GPUAccelerator)},
+  { 23, -1, sizeof(::flyteidl::core::ExtendedResources)},
+  { 29, -1, sizeof(::flyteidl::core::RuntimeMetadata)},
+  { 37, 44, sizeof(::flyteidl::core::TaskMetadata_TagsEntry_DoNotUse)},
+  { 46, -1, sizeof(::flyteidl::core::TaskMetadata)},
+  { 63, 70, sizeof(::flyteidl::core::TaskTemplate_ConfigEntry_DoNotUse)},
+  { 72, -1, sizeof(::flyteidl::core::TaskTemplate)},
+  { 90, -1, sizeof(::flyteidl::core::ContainerPort)},
+  { 96, -1, sizeof(::flyteidl::core::Container)},
+  { 110, -1, sizeof(::flyteidl::core::IOStrategy)},
+  { 117, -1, sizeof(::flyteidl::core::DataLoadingConfig)},
+  { 127, -1, sizeof(::flyteidl::core::K8sPod)},
+  { 135, 142, sizeof(::flyteidl::core::K8sObjectMetadata_LabelsEntry_DoNotUse)},
+  { 144, 151, sizeof(::flyteidl::core::K8sObjectMetadata_AnnotationsEntry_DoNotUse)},
+  { 153, -1, sizeof(::flyteidl::core::K8sObjectMetadata)},
+  { 160, -1, sizeof(::flyteidl::core::Sql)},
 };
 
 static ::google::protobuf::Message const * const file_default_instances[] = {
   reinterpret_cast(&::flyteidl::core::_Resources_ResourceEntry_default_instance_),
   reinterpret_cast(&::flyteidl::core::_Resources_default_instance_),
+  reinterpret_cast(&::flyteidl::core::_GPUAccelerator_default_instance_),
+  reinterpret_cast(&::flyteidl::core::_ExtendedResources_default_instance_),
   reinterpret_cast(&::flyteidl::core::_RuntimeMetadata_default_instance_),
   reinterpret_cast(&::flyteidl::core::_TaskMetadata_TagsEntry_DoNotUse_default_instance_),
   reinterpret_cast(&::flyteidl::core::_TaskMetadata_default_instance_),
@@ -571,7 +635,7 @@ static ::google::protobuf::Message const * const file_default_instances[] = {
 ::google::protobuf::internal::AssignDescriptorsTable assign_descriptors_table_flyteidl_2fcore_2ftasks_2eproto = {
   {}, AddDescriptors_flyteidl_2fcore_2ftasks_2eproto, "flyteidl/core/tasks.proto", schemas,
   file_default_instances, TableStruct_flyteidl_2fcore_2ftasks_2eproto::offsets,
-  file_level_metadata_flyteidl_2fcore_2ftasks_2eproto, 16, file_level_enum_descriptors_flyteidl_2fcore_2ftasks_2eproto, file_level_service_descriptors_flyteidl_2fcore_2ftasks_2eproto,
+  file_level_metadata_flyteidl_2fcore_2ftasks_2eproto, 18, file_level_enum_descriptors_flyteidl_2fcore_2ftasks_2eproto, file_level_service_descriptors_flyteidl_2fcore_2ftasks_2eproto,
 };
 
 const char descriptor_table_protodef_flyteidl_2fcore_2ftasks_2eproto[] =
@@ -588,81 +652,87 @@ const char descriptor_table_protodef_flyteidl_2fcore_2ftasks_2eproto[] =
   "re.Resources.ResourceName\022\r\n\005value\030\002 \001(\t"
   "\"]\n\014ResourceName\022\013\n\007UNKNOWN\020\000\022\007\n\003CPU\020\001\022\007"
   "\n\003GPU\020\002\022\n\n\006MEMORY\020\003\022\013\n\007STORAGE\020\004\022\025\n\021EPHE"
-  "MERAL_STORAGE\020\005\"\225\001\n\017RuntimeMetadata\0228\n\004t"
-  "ype\030\001 \001(\0162*.flyteidl.core.RuntimeMetadat"
-  "a.RuntimeType\022\017\n\007version\030\002 \001(\t\022\016\n\006flavor"
-  "\030\003 \001(\t\"\'\n\013RuntimeType\022\t\n\005OTHER\020\000\022\r\n\tFLYT"
-  "E_SDK\020\001\"\316\003\n\014TaskMetadata\022\024\n\014discoverable"
-  "\030\001 \001(\010\022/\n\007runtime\030\002 \001(\0132\036.flyteidl.core."
-  "RuntimeMetadata\022*\n\007timeout\030\004 \001(\0132\031.googl"
-  "e.protobuf.Duration\022-\n\007retries\030\005 \001(\0132\034.f"
-  "lyteidl.core.RetryStrategy\022\031\n\021discovery_"
-  "version\030\006 \001(\t\022 \n\030deprecated_error_messag"
-  "e\030\007 \001(\t\022\027\n\rinterruptible\030\010 \001(\010H\000\022\032\n\022cach"
-  "e_serializable\030\t \001(\010\022\026\n\016generates_deck\030\n"
-  " \001(\010\0223\n\004tags\030\013 \003(\0132%.flyteidl.core.TaskM"
-  "etadata.TagsEntry\022\031\n\021pod_template_name\030\014"
-  " \001(\t\032+\n\tTagsEntry\022\013\n\003key\030\001 \001(\t\022\r\n\005value\030"
-  "\002 \001(\t:\0028\001B\025\n\023interruptible_value\"\220\004\n\014Tas"
-  "kTemplate\022%\n\002id\030\001 \001(\0132\031.flyteidl.core.Id"
-  "entifier\022\014\n\004type\030\002 \001(\t\022-\n\010metadata\030\003 \001(\013"
-  "2\033.flyteidl.core.TaskMetadata\0220\n\tinterfa"
-  "ce\030\004 \001(\0132\035.flyteidl.core.TypedInterface\022"
-  "\'\n\006custom\030\005 \001(\0132\027.google.protobuf.Struct"
-  "\022-\n\tcontainer\030\006 \001(\0132\030.flyteidl.core.Cont"
-  "ainerH\000\022(\n\007k8s_pod\030\021 \001(\0132\025.flyteidl.core"
-  ".K8sPodH\000\022!\n\003sql\030\022 \001(\0132\022.flyteidl.core.S"
-  "qlH\000\022\031\n\021task_type_version\030\007 \001(\005\0228\n\020secur"
-  "ity_context\030\010 \001(\0132\036.flyteidl.core.Securi"
-  "tyContext\0227\n\006config\030\020 \003(\0132\'.flyteidl.cor"
-  "e.TaskTemplate.ConfigEntry\032-\n\013ConfigEntr"
-  "y\022\013\n\003key\030\001 \001(\t\022\r\n\005value\030\002 \001(\t:\0028\001B\010\n\006tar"
-  "get\"\'\n\rContainerPort\022\026\n\016container_port\030\001"
-  " \001(\r\"\255\003\n\tContainer\022\r\n\005image\030\001 \001(\t\022\017\n\007com"
-  "mand\030\002 \003(\t\022\014\n\004args\030\003 \003(\t\022+\n\tresources\030\004 "
-  "\001(\0132\030.flyteidl.core.Resources\022(\n\003env\030\005 \003"
-  "(\0132\033.flyteidl.core.KeyValuePair\022/\n\006confi"
-  "g\030\006 \003(\0132\033.flyteidl.core.KeyValuePairB\002\030\001"
-  "\022+\n\005ports\030\007 \003(\0132\034.flyteidl.core.Containe"
-  "rPort\0225\n\013data_config\030\t \001(\0132 .flyteidl.co"
-  "re.DataLoadingConfig\022;\n\014architecture\030\n \001"
-  "(\0162%.flyteidl.core.Container.Architectur"
-  "e\"I\n\014Architecture\022\013\n\007UNKNOWN\020\000\022\t\n\005AMD64\020"
-  "\001\022\t\n\005ARM64\020\002\022\n\n\006ARM_V6\020\003\022\n\n\006ARM_V7\020\004\"\233\002\n"
-  "\nIOStrategy\022=\n\rdownload_mode\030\001 \001(\0162&.fly"
-  "teidl.core.IOStrategy.DownloadMode\0229\n\013up"
-  "load_mode\030\002 \001(\0162$.flyteidl.core.IOStrate"
-  "gy.UploadMode\"L\n\014DownloadMode\022\022\n\016DOWNLOA"
-  "D_EAGER\020\000\022\023\n\017DOWNLOAD_STREAM\020\001\022\023\n\017DO_NOT"
-  "_DOWNLOAD\020\002\"E\n\nUploadMode\022\022\n\016UPLOAD_ON_E"
-  "XIT\020\000\022\020\n\014UPLOAD_EAGER\020\001\022\021\n\rDO_NOT_UPLOAD"
-  "\020\002\"\363\001\n\021DataLoadingConfig\022\017\n\007enabled\030\001 \001("
-  "\010\022\022\n\ninput_path\030\002 \001(\t\022\023\n\013output_path\030\003 \001"
-  "(\t\022A\n\006format\030\004 \001(\01621.flyteidl.core.DataL"
-  "oadingConfig.LiteralMapFormat\022.\n\013io_stra"
-  "tegy\030\005 \001(\0132\031.flyteidl.core.IOStrategy\"1\n"
-  "\020LiteralMapFormat\022\010\n\004JSON\020\000\022\010\n\004YAML\020\001\022\t\n"
-  "\005PROTO\020\002\"\236\001\n\006K8sPod\0222\n\010metadata\030\001 \001(\0132 ."
-  "flyteidl.core.K8sObjectMetadata\022)\n\010pod_s"
-  "pec\030\002 \001(\0132\027.google.protobuf.Struct\0225\n\013da"
-  "ta_config\030\003 \001(\0132 .flyteidl.core.DataLoad"
-  "ingConfig\"\374\001\n\021K8sObjectMetadata\022<\n\006label"
-  "s\030\001 \003(\0132,.flyteidl.core.K8sObjectMetadat"
-  "a.LabelsEntry\022F\n\013annotations\030\002 \003(\01321.fly"
-  "teidl.core.K8sObjectMetadata.Annotations"
-  "Entry\032-\n\013LabelsEntry\022\013\n\003key\030\001 \001(\t\022\r\n\005val"
-  "ue\030\002 \001(\t:\0028\001\0322\n\020AnnotationsEntry\022\013\n\003key\030"
-  "\001 \001(\t\022\r\n\005value\030\002 \001(\t:\0028\001\"~\n\003Sql\022\021\n\tstate"
-  "ment\030\001 \001(\t\022+\n\007dialect\030\002 \001(\0162\032.flyteidl.c"
-  "ore.Sql.Dialect\"7\n\007Dialect\022\r\n\tUNDEFINED\020"
-  "\000\022\010\n\004ANSI\020\001\022\010\n\004HIVE\020\002\022\t\n\005OTHER\020\003Bname() != 0) {
-    target = ::google::protobuf::internal::WireFormatLite::WriteEnumToArray(
-      1, this->name(), target);
+  // .flyteidl.core.Resources.ResourceName name = 1;
+  if (this->name() != 0) {
+    target = ::google::protobuf::internal::WireFormatLite::WriteEnumToArray(
+      1, this->name(), target);
+  }
+
+  // string value = 2;
+  if (this->value().size() > 0) {
+    ::google::protobuf::internal::WireFormatLite::VerifyUtf8String(
+      this->value().data(), static_cast(this->value().length()),
+      ::google::protobuf::internal::WireFormatLite::SERIALIZE,
+      "flyteidl.core.Resources.ResourceEntry.value");
+    target =
+      ::google::protobuf::internal::WireFormatLite::WriteStringToArray(
+        2, this->value(), target);
+  }
+
+  if (_internal_metadata_.have_unknown_fields()) {
+    target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray(
+        _internal_metadata_.unknown_fields(), target);
+  }
+  // @@protoc_insertion_point(serialize_to_array_end:flyteidl.core.Resources.ResourceEntry)
+  return target;
+}
+
+size_t Resources_ResourceEntry::ByteSizeLong() const {
+// @@protoc_insertion_point(message_byte_size_start:flyteidl.core.Resources.ResourceEntry)
+  size_t total_size = 0;
+
+  if (_internal_metadata_.have_unknown_fields()) {
+    total_size +=
+      ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize(
+        _internal_metadata_.unknown_fields());
+  }
+  ::google::protobuf::uint32 cached_has_bits = 0;
+  // Prevent compiler warnings about cached_has_bits being unused
+  (void) cached_has_bits;
+
+  // string value = 2;
+  if (this->value().size() > 0) {
+    total_size += 1 +
+      ::google::protobuf::internal::WireFormatLite::StringSize(
+        this->value());
+  }
+
+  // .flyteidl.core.Resources.ResourceName name = 1;
+  if (this->name() != 0) {
+    total_size += 1 +
+      ::google::protobuf::internal::WireFormatLite::EnumSize(this->name());
+  }
+
+  int cached_size = ::google::protobuf::internal::ToCachedSize(total_size);
+  SetCachedSize(cached_size);
+  return total_size;
+}
+
+void Resources_ResourceEntry::MergeFrom(const ::google::protobuf::Message& from) {
+// @@protoc_insertion_point(generalized_merge_from_start:flyteidl.core.Resources.ResourceEntry)
+  GOOGLE_DCHECK_NE(&from, this);
+  const Resources_ResourceEntry* source =
+      ::google::protobuf::DynamicCastToGenerated(
+          &from);
+  if (source == nullptr) {
+  // @@protoc_insertion_point(generalized_merge_from_cast_fail:flyteidl.core.Resources.ResourceEntry)
+    ::google::protobuf::internal::ReflectionOps::Merge(from, this);
+  } else {
+  // @@protoc_insertion_point(generalized_merge_from_cast_success:flyteidl.core.Resources.ResourceEntry)
+    MergeFrom(*source);
+  }
+}
+
+void Resources_ResourceEntry::MergeFrom(const Resources_ResourceEntry& from) {
+// @@protoc_insertion_point(class_specific_merge_from_start:flyteidl.core.Resources.ResourceEntry)
+  GOOGLE_DCHECK_NE(&from, this);
+  _internal_metadata_.MergeFrom(from._internal_metadata_);
+  ::google::protobuf::uint32 cached_has_bits = 0;
+  (void) cached_has_bits;
+
+  if (from.value().size() > 0) {
+
+    value_.AssignWithDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), from.value_);
+  }
+  if (from.name() != 0) {
+    set_name(from.name());
+  }
+}
+
+void Resources_ResourceEntry::CopyFrom(const ::google::protobuf::Message& from) {
+// @@protoc_insertion_point(generalized_copy_from_start:flyteidl.core.Resources.ResourceEntry)
+  if (&from == this) return;
+  Clear();
+  MergeFrom(from);
+}
+
+void Resources_ResourceEntry::CopyFrom(const Resources_ResourceEntry& from) {
+// @@protoc_insertion_point(class_specific_copy_from_start:flyteidl.core.Resources.ResourceEntry)
+  if (&from == this) return;
+  Clear();
+  MergeFrom(from);
+}
+
+bool Resources_ResourceEntry::IsInitialized() const {
+  return true;
+}
+
+void Resources_ResourceEntry::Swap(Resources_ResourceEntry* other) {
+  if (other == this) return;
+  InternalSwap(other);
+}
+void Resources_ResourceEntry::InternalSwap(Resources_ResourceEntry* other) {
+  using std::swap;
+  _internal_metadata_.Swap(&other->_internal_metadata_);
+  value_.Swap(&other->value_, &::google::protobuf::internal::GetEmptyStringAlreadyInited(),
+    GetArenaNoVirtual());
+  swap(name_, other->name_);
+}
+
+::google::protobuf::Metadata Resources_ResourceEntry::GetMetadata() const {
+  ::google::protobuf::internal::AssignDescriptors(&::assign_descriptors_table_flyteidl_2fcore_2ftasks_2eproto);
+  return ::file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[kIndexInFileMessages];
+}
+
+
+// ===================================================================
+
+void Resources::InitAsDefaultInstance() {
+}
+class Resources::HasBitSetters {
+ public:
+};
+
+#if !defined(_MSC_VER) || _MSC_VER >= 1900
+const int Resources::kRequestsFieldNumber;
+const int Resources::kLimitsFieldNumber;
+#endif  // !defined(_MSC_VER) || _MSC_VER >= 1900
+
+Resources::Resources()
+  : ::google::protobuf::Message(), _internal_metadata_(nullptr) {
+  SharedCtor();
+  // @@protoc_insertion_point(constructor:flyteidl.core.Resources)
+}
+Resources::Resources(const Resources& from)
+  : ::google::protobuf::Message(),
+      _internal_metadata_(nullptr),
+      requests_(from.requests_),
+      limits_(from.limits_) {
+  _internal_metadata_.MergeFrom(from._internal_metadata_);
+  // @@protoc_insertion_point(copy_constructor:flyteidl.core.Resources)
+}
+
+void Resources::SharedCtor() {
+  ::google::protobuf::internal::InitSCC(
+      &scc_info_Resources_flyteidl_2fcore_2ftasks_2eproto.base);
+}
+
+Resources::~Resources() {
+  // @@protoc_insertion_point(destructor:flyteidl.core.Resources)
+  SharedDtor();
+}
+
+void Resources::SharedDtor() {
+}
+
+void Resources::SetCachedSize(int size) const {
+  _cached_size_.Set(size);
+}
+const Resources& Resources::default_instance() {
+  ::google::protobuf::internal::InitSCC(&::scc_info_Resources_flyteidl_2fcore_2ftasks_2eproto.base);
+  return *internal_default_instance();
+}
+
+
+void Resources::Clear() {
+// @@protoc_insertion_point(message_clear_start:flyteidl.core.Resources)
+  ::google::protobuf::uint32 cached_has_bits = 0;
+  // Prevent compiler warnings about cached_has_bits being unused
+  (void) cached_has_bits;
+
+  requests_.Clear();
+  limits_.Clear();
+  _internal_metadata_.Clear();
+}
+
+#if GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
+const char* Resources::_InternalParse(const char* begin, const char* end, void* object,
+                  ::google::protobuf::internal::ParseContext* ctx) {
+  auto msg = static_cast(object);
+  ::google::protobuf::int32 size; (void)size;
+  int depth; (void)depth;
+  ::google::protobuf::uint32 tag;
+  ::google::protobuf::internal::ParseFunc parser_till_end; (void)parser_till_end;
+  auto ptr = begin;
+  while (ptr < end) {
+    ptr = ::google::protobuf::io::Parse32(ptr, &tag);
+    GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
+    switch (tag >> 3) {
+      // repeated .flyteidl.core.Resources.ResourceEntry requests = 1;
+      case 1: {
+        if (static_cast<::google::protobuf::uint8>(tag) != 10) goto handle_unusual;
+        do {
+          ptr = ::google::protobuf::io::ReadSize(ptr, &size);
+          GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
+          parser_till_end = ::flyteidl::core::Resources_ResourceEntry::_InternalParse;
+          object = msg->add_requests();
+          if (size > end - ptr) goto len_delim_till_end;
+          ptr += size;
+          GOOGLE_PROTOBUF_PARSER_ASSERT(ctx->ParseExactRange(
+              {parser_till_end, object}, ptr - size, ptr));
+          if (ptr >= end) break;
+        } while ((::google::protobuf::io::UnalignedLoad<::google::protobuf::uint64>(ptr) & 255) == 10 && (ptr += 1));
+        break;
+      }
+      // repeated .flyteidl.core.Resources.ResourceEntry limits = 2;
+      case 2: {
+        if (static_cast<::google::protobuf::uint8>(tag) != 18) goto handle_unusual;
+        do {
+          ptr = ::google::protobuf::io::ReadSize(ptr, &size);
+          GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
+          parser_till_end = ::flyteidl::core::Resources_ResourceEntry::_InternalParse;
+          object = msg->add_limits();
+          if (size > end - ptr) goto len_delim_till_end;
+          ptr += size;
+          GOOGLE_PROTOBUF_PARSER_ASSERT(ctx->ParseExactRange(
+              {parser_till_end, object}, ptr - size, ptr));
+          if (ptr >= end) break;
+        } while ((::google::protobuf::io::UnalignedLoad<::google::protobuf::uint64>(ptr) & 255) == 18 && (ptr += 1));
+        break;
+      }
+      default: {
+      handle_unusual:
+        if ((tag & 7) == 4 || tag == 0) {
+          ctx->EndGroup(tag);
+          return ptr;
+        }
+        auto res = UnknownFieldParse(tag, {_InternalParse, msg},
+          ptr, end, msg->_internal_metadata_.mutable_unknown_fields(), ctx);
+        ptr = res.first;
+        GOOGLE_PROTOBUF_PARSER_ASSERT(ptr != nullptr);
+        if (res.second) return ptr;
+      }
+    }  // switch
+  }  // while
+  return ptr;
+len_delim_till_end:
+  return ctx->StoreAndTailCall(ptr, end, {_InternalParse, msg},
+                               {parser_till_end, object}, size);
+}
+#else  // GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
+bool Resources::MergePartialFromCodedStream(
+    ::google::protobuf::io::CodedInputStream* input) {
+#define DO_(EXPRESSION) if (!PROTOBUF_PREDICT_TRUE(EXPRESSION)) goto failure
+  ::google::protobuf::uint32 tag;
+  // @@protoc_insertion_point(parse_start:flyteidl.core.Resources)
+  for (;;) {
+    ::std::pair<::google::protobuf::uint32, bool> p = input->ReadTagWithCutoffNoLastTag(127u);
+    tag = p.first;
+    if (!p.second) goto handle_unusual;
+    switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) {
+      // repeated .flyteidl.core.Resources.ResourceEntry requests = 1;
+      case 1: {
+        if (static_cast< ::google::protobuf::uint8>(tag) == (10 & 0xFF)) {
+          DO_(::google::protobuf::internal::WireFormatLite::ReadMessage(
+                input, add_requests()));
+        } else {
+          goto handle_unusual;
+        }
+        break;
+      }
+
+      // repeated .flyteidl.core.Resources.ResourceEntry limits = 2;
+      case 2: {
+        if (static_cast< ::google::protobuf::uint8>(tag) == (18 & 0xFF)) {
+          DO_(::google::protobuf::internal::WireFormatLite::ReadMessage(
+                input, add_limits()));
+        } else {
+          goto handle_unusual;
+        }
+        break;
+      }
+
+      default: {
+      handle_unusual:
+        if (tag == 0) {
+          goto success;
+        }
+        DO_(::google::protobuf::internal::WireFormat::SkipField(
+              input, tag, _internal_metadata_.mutable_unknown_fields()));
+        break;
+      }
+    }
+  }
+success:
+  // @@protoc_insertion_point(parse_success:flyteidl.core.Resources)
+  return true;
+failure:
+  // @@protoc_insertion_point(parse_failure:flyteidl.core.Resources)
+  return false;
+#undef DO_
+}
+#endif  // GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
+
+void Resources::SerializeWithCachedSizes(
+    ::google::protobuf::io::CodedOutputStream* output) const {
+  // @@protoc_insertion_point(serialize_start:flyteidl.core.Resources)
+  ::google::protobuf::uint32 cached_has_bits = 0;
+  (void) cached_has_bits;
+
+  // repeated .flyteidl.core.Resources.ResourceEntry requests = 1;
+  for (unsigned int i = 0,
+      n = static_cast(this->requests_size()); i < n; i++) {
+    ::google::protobuf::internal::WireFormatLite::WriteMessageMaybeToArray(
+      1,
+      this->requests(static_cast(i)),
+      output);
+  }
+
+  // repeated .flyteidl.core.Resources.ResourceEntry limits = 2;
+  for (unsigned int i = 0,
+      n = static_cast(this->limits_size()); i < n; i++) {
+    ::google::protobuf::internal::WireFormatLite::WriteMessageMaybeToArray(
+      2,
+      this->limits(static_cast(i)),
+      output);
+  }
+
+  if (_internal_metadata_.have_unknown_fields()) {
+    ::google::protobuf::internal::WireFormat::SerializeUnknownFields(
+        _internal_metadata_.unknown_fields(), output);
+  }
+  // @@protoc_insertion_point(serialize_end:flyteidl.core.Resources)
+}
+
+::google::protobuf::uint8* Resources::InternalSerializeWithCachedSizesToArray(
+    ::google::protobuf::uint8* target) const {
+  // @@protoc_insertion_point(serialize_to_array_start:flyteidl.core.Resources)
+  ::google::protobuf::uint32 cached_has_bits = 0;
+  (void) cached_has_bits;
+
+  // repeated .flyteidl.core.Resources.ResourceEntry requests = 1;
+  for (unsigned int i = 0,
+      n = static_cast(this->requests_size()); i < n; i++) {
+    target = ::google::protobuf::internal::WireFormatLite::
+      InternalWriteMessageToArray(
+        1, this->requests(static_cast(i)), target);
+  }
+
+  // repeated .flyteidl.core.Resources.ResourceEntry limits = 2;
+  for (unsigned int i = 0,
+      n = static_cast(this->limits_size()); i < n; i++) {
+    target = ::google::protobuf::internal::WireFormatLite::
+      InternalWriteMessageToArray(
+        2, this->limits(static_cast(i)), target);
+  }
+
+  if (_internal_metadata_.have_unknown_fields()) {
+    target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray(
+        _internal_metadata_.unknown_fields(), target);
+  }
+  // @@protoc_insertion_point(serialize_to_array_end:flyteidl.core.Resources)
+  return target;
+}
+
+size_t Resources::ByteSizeLong() const {
+// @@protoc_insertion_point(message_byte_size_start:flyteidl.core.Resources)
+  size_t total_size = 0;
+
+  if (_internal_metadata_.have_unknown_fields()) {
+    total_size +=
+      ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize(
+        _internal_metadata_.unknown_fields());
+  }
+  ::google::protobuf::uint32 cached_has_bits = 0;
+  // Prevent compiler warnings about cached_has_bits being unused
+  (void) cached_has_bits;
+
+  // repeated .flyteidl.core.Resources.ResourceEntry requests = 1;
+  {
+    unsigned int count = static_cast(this->requests_size());
+    total_size += 1UL * count;
+    for (unsigned int i = 0; i < count; i++) {
+      total_size +=
+        ::google::protobuf::internal::WireFormatLite::MessageSize(
+          this->requests(static_cast(i)));
+    }
+  }
+
+  // repeated .flyteidl.core.Resources.ResourceEntry limits = 2;
+  {
+    unsigned int count = static_cast(this->limits_size());
+    total_size += 1UL * count;
+    for (unsigned int i = 0; i < count; i++) {
+      total_size +=
+        ::google::protobuf::internal::WireFormatLite::MessageSize(
+          this->limits(static_cast(i)));
+    }
+  }
+
+  int cached_size = ::google::protobuf::internal::ToCachedSize(total_size);
+  SetCachedSize(cached_size);
+  return total_size;
+}
+
+void Resources::MergeFrom(const ::google::protobuf::Message& from) {
+// @@protoc_insertion_point(generalized_merge_from_start:flyteidl.core.Resources)
+  GOOGLE_DCHECK_NE(&from, this);
+  const Resources* source =
+      ::google::protobuf::DynamicCastToGenerated(
+          &from);
+  if (source == nullptr) {
+  // @@protoc_insertion_point(generalized_merge_from_cast_fail:flyteidl.core.Resources)
+    ::google::protobuf::internal::ReflectionOps::Merge(from, this);
+  } else {
+  // @@protoc_insertion_point(generalized_merge_from_cast_success:flyteidl.core.Resources)
+    MergeFrom(*source);
+  }
+}
+
+void Resources::MergeFrom(const Resources& from) {
+// @@protoc_insertion_point(class_specific_merge_from_start:flyteidl.core.Resources)
+  GOOGLE_DCHECK_NE(&from, this);
+  _internal_metadata_.MergeFrom(from._internal_metadata_);
+  ::google::protobuf::uint32 cached_has_bits = 0;
+  (void) cached_has_bits;
+
+  requests_.MergeFrom(from.requests_);
+  limits_.MergeFrom(from.limits_);
+}
+
+void Resources::CopyFrom(const ::google::protobuf::Message& from) {
+// @@protoc_insertion_point(generalized_copy_from_start:flyteidl.core.Resources)
+  if (&from == this) return;
+  Clear();
+  MergeFrom(from);
+}
+
+void Resources::CopyFrom(const Resources& from) {
+// @@protoc_insertion_point(class_specific_copy_from_start:flyteidl.core.Resources)
+  if (&from == this) return;
+  Clear();
+  MergeFrom(from);
+}
+
+bool Resources::IsInitialized() const {
+  return true;
+}
+
+void Resources::Swap(Resources* other) {
+  if (other == this) return;
+  InternalSwap(other);
+}
+void Resources::InternalSwap(Resources* other) {
+  using std::swap;
+  _internal_metadata_.Swap(&other->_internal_metadata_);
+  CastToBase(&requests_)->InternalSwap(CastToBase(&other->requests_));
+  CastToBase(&limits_)->InternalSwap(CastToBase(&other->limits_));
+}
+
+::google::protobuf::Metadata Resources::GetMetadata() const {
+  ::google::protobuf::internal::AssignDescriptors(&::assign_descriptors_table_flyteidl_2fcore_2ftasks_2eproto);
+  return ::file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[kIndexInFileMessages];
+}
+
+
+// ===================================================================
+
+void GPUAccelerator::InitAsDefaultInstance() {
+  ::flyteidl::core::_GPUAccelerator_default_instance_.unpartitioned_ = false;
+  ::flyteidl::core::_GPUAccelerator_default_instance_.partition_size_.UnsafeSetDefault(
+      &::google::protobuf::internal::GetEmptyStringAlreadyInited());
+}
+class GPUAccelerator::HasBitSetters {
+ public:
+};
+
+#if !defined(_MSC_VER) || _MSC_VER >= 1900
+const int GPUAccelerator::kDeviceFieldNumber;
+const int GPUAccelerator::kUnpartitionedFieldNumber;
+const int GPUAccelerator::kPartitionSizeFieldNumber;
+#endif  // !defined(_MSC_VER) || _MSC_VER >= 1900
+
+GPUAccelerator::GPUAccelerator()
+  : ::google::protobuf::Message(), _internal_metadata_(nullptr) {
+  SharedCtor();
+  // @@protoc_insertion_point(constructor:flyteidl.core.GPUAccelerator)
+}
+GPUAccelerator::GPUAccelerator(const GPUAccelerator& from)
+  : ::google::protobuf::Message(),
+      _internal_metadata_(nullptr) {
+  _internal_metadata_.MergeFrom(from._internal_metadata_);
+  device_.UnsafeSetDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+  if (from.device().size() > 0) {
+    device_.AssignWithDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), from.device_);
+  }
+  clear_has_partition_size_value();
+  switch (from.partition_size_value_case()) {
+    case kUnpartitioned: {
+      set_unpartitioned(from.unpartitioned());
+      break;
+    }
+    case kPartitionSize: {
+      set_partition_size(from.partition_size());
+      break;
+    }
+    case PARTITION_SIZE_VALUE_NOT_SET: {
+      break;
+    }
+  }
+  // @@protoc_insertion_point(copy_constructor:flyteidl.core.GPUAccelerator)
+}
+
+void GPUAccelerator::SharedCtor() {
+  ::google::protobuf::internal::InitSCC(
+      &scc_info_GPUAccelerator_flyteidl_2fcore_2ftasks_2eproto.base);
+  device_.UnsafeSetDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+  clear_has_partition_size_value();
+}
+
+GPUAccelerator::~GPUAccelerator() {
+  // @@protoc_insertion_point(destructor:flyteidl.core.GPUAccelerator)
+  SharedDtor();
+}
+
+void GPUAccelerator::SharedDtor() {
+  device_.DestroyNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+  if (has_partition_size_value()) {
+    clear_partition_size_value();
+  }
+}
+
+void GPUAccelerator::SetCachedSize(int size) const {
+  _cached_size_.Set(size);
+}
+const GPUAccelerator& GPUAccelerator::default_instance() {
+  ::google::protobuf::internal::InitSCC(&::scc_info_GPUAccelerator_flyteidl_2fcore_2ftasks_2eproto.base);
+  return *internal_default_instance();
+}
+
+
+void GPUAccelerator::clear_partition_size_value() {
+// @@protoc_insertion_point(one_of_clear_start:flyteidl.core.GPUAccelerator)
+  switch (partition_size_value_case()) {
+    case kUnpartitioned: {
+      // No need to clear
+      break;
+    }
+    case kPartitionSize: {
+      partition_size_value_.partition_size_.DestroyNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+      break;
+    }
+    case PARTITION_SIZE_VALUE_NOT_SET: {
+      break;
+    }
+  }
+  _oneof_case_[0] = PARTITION_SIZE_VALUE_NOT_SET;
+}
+
+
+void GPUAccelerator::Clear() {
+// @@protoc_insertion_point(message_clear_start:flyteidl.core.GPUAccelerator)
+  ::google::protobuf::uint32 cached_has_bits = 0;
+  // Prevent compiler warnings about cached_has_bits being unused
+  (void) cached_has_bits;
+
+  device_.ClearToEmptyNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+  clear_partition_size_value();
+  _internal_metadata_.Clear();
+}
+
+#if GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
+const char* GPUAccelerator::_InternalParse(const char* begin, const char* end, void* object,
+                  ::google::protobuf::internal::ParseContext* ctx) {
+  auto msg = static_cast(object);
+  ::google::protobuf::int32 size; (void)size;
+  int depth; (void)depth;
+  ::google::protobuf::uint32 tag;
+  ::google::protobuf::internal::ParseFunc parser_till_end; (void)parser_till_end;
+  auto ptr = begin;
+  while (ptr < end) {
+    ptr = ::google::protobuf::io::Parse32(ptr, &tag);
+    GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
+    switch (tag >> 3) {
+      // string device = 1;
+      case 1: {
+        if (static_cast<::google::protobuf::uint8>(tag) != 10) goto handle_unusual;
+        ptr = ::google::protobuf::io::ReadSize(ptr, &size);
+        GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
+        ctx->extra_parse_data().SetFieldName("flyteidl.core.GPUAccelerator.device");
+        object = msg->mutable_device();
+        if (size > end - ptr + ::google::protobuf::internal::ParseContext::kSlopBytes) {
+          parser_till_end = ::google::protobuf::internal::GreedyStringParserUTF8;
+          goto string_till_end;
+        }
+        GOOGLE_PROTOBUF_PARSER_ASSERT(::google::protobuf::internal::StringCheckUTF8(ptr, size, ctx));
+        ::google::protobuf::internal::InlineGreedyStringParser(object, ptr, size, ctx);
+        ptr += size;
+        break;
+      }
+      // bool unpartitioned = 2;
+      case 2: {
+        if (static_cast<::google::protobuf::uint8>(tag) != 16) goto handle_unusual;
+        msg->set_unpartitioned(::google::protobuf::internal::ReadVarint(&ptr));
+        GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
+        break;
+      }
+      // string partition_size = 3;
+      case 3: {
+        if (static_cast<::google::protobuf::uint8>(tag) != 26) goto handle_unusual;
+        ptr = ::google::protobuf::io::ReadSize(ptr, &size);
+        GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
+        ctx->extra_parse_data().SetFieldName("flyteidl.core.GPUAccelerator.partition_size");
+        object = msg->mutable_partition_size();
+        if (size > end - ptr + ::google::protobuf::internal::ParseContext::kSlopBytes) {
+          parser_till_end = ::google::protobuf::internal::GreedyStringParserUTF8;
+          goto string_till_end;
+        }
+        GOOGLE_PROTOBUF_PARSER_ASSERT(::google::protobuf::internal::StringCheckUTF8(ptr, size, ctx));
+        ::google::protobuf::internal::InlineGreedyStringParser(object, ptr, size, ctx);
+        ptr += size;
+        break;
+      }
+      default: {
+      handle_unusual:
+        if ((tag & 7) == 4 || tag == 0) {
+          ctx->EndGroup(tag);
+          return ptr;
+        }
+        auto res = UnknownFieldParse(tag, {_InternalParse, msg},
+          ptr, end, msg->_internal_metadata_.mutable_unknown_fields(), ctx);
+        ptr = res.first;
+        GOOGLE_PROTOBUF_PARSER_ASSERT(ptr != nullptr);
+        if (res.second) return ptr;
+      }
+    }  // switch
+  }  // while
+  return ptr;
+string_till_end:
+  static_cast<::std::string*>(object)->clear();
+  static_cast<::std::string*>(object)->reserve(size);
+  goto len_delim_till_end;
+len_delim_till_end:
+  return ctx->StoreAndTailCall(ptr, end, {_InternalParse, msg},
+                               {parser_till_end, object}, size);
+}
+#else  // GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
+bool GPUAccelerator::MergePartialFromCodedStream(
+    ::google::protobuf::io::CodedInputStream* input) {
+#define DO_(EXPRESSION) if (!PROTOBUF_PREDICT_TRUE(EXPRESSION)) goto failure
+  ::google::protobuf::uint32 tag;
+  // @@protoc_insertion_point(parse_start:flyteidl.core.GPUAccelerator)
+  for (;;) {
+    ::std::pair<::google::protobuf::uint32, bool> p = input->ReadTagWithCutoffNoLastTag(127u);
+    tag = p.first;
+    if (!p.second) goto handle_unusual;
+    switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) {
+      // string device = 1;
+      case 1: {
+        if (static_cast< ::google::protobuf::uint8>(tag) == (10 & 0xFF)) {
+          DO_(::google::protobuf::internal::WireFormatLite::ReadString(
+                input, this->mutable_device()));
+          DO_(::google::protobuf::internal::WireFormatLite::VerifyUtf8String(
+            this->device().data(), static_cast(this->device().length()),
+            ::google::protobuf::internal::WireFormatLite::PARSE,
+            "flyteidl.core.GPUAccelerator.device"));
+        } else {
+          goto handle_unusual;
+        }
+        break;
+      }
+
+      // bool unpartitioned = 2;
+      case 2: {
+        if (static_cast< ::google::protobuf::uint8>(tag) == (16 & 0xFF)) {
+          clear_partition_size_value();
+          DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive<
+                   bool, ::google::protobuf::internal::WireFormatLite::TYPE_BOOL>(
+                 input, &partition_size_value_.unpartitioned_)));
+          set_has_unpartitioned();
+        } else {
+          goto handle_unusual;
+        }
+        break;
+      }
+
+      // string partition_size = 3;
+      case 3: {
+        if (static_cast< ::google::protobuf::uint8>(tag) == (26 & 0xFF)) {
+          DO_(::google::protobuf::internal::WireFormatLite::ReadString(
+                input, this->mutable_partition_size()));
+          DO_(::google::protobuf::internal::WireFormatLite::VerifyUtf8String(
+            this->partition_size().data(), static_cast(this->partition_size().length()),
+            ::google::protobuf::internal::WireFormatLite::PARSE,
+            "flyteidl.core.GPUAccelerator.partition_size"));
+        } else {
+          goto handle_unusual;
+        }
+        break;
+      }
+
+      default: {
+      handle_unusual:
+        if (tag == 0) {
+          goto success;
+        }
+        DO_(::google::protobuf::internal::WireFormat::SkipField(
+              input, tag, _internal_metadata_.mutable_unknown_fields()));
+        break;
+      }
+    }
+  }
+success:
+  // @@protoc_insertion_point(parse_success:flyteidl.core.GPUAccelerator)
+  return true;
+failure:
+  // @@protoc_insertion_point(parse_failure:flyteidl.core.GPUAccelerator)
+  return false;
+#undef DO_
+}
+#endif  // GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
+
+void GPUAccelerator::SerializeWithCachedSizes(
+    ::google::protobuf::io::CodedOutputStream* output) const {
+  // @@protoc_insertion_point(serialize_start:flyteidl.core.GPUAccelerator)
+  ::google::protobuf::uint32 cached_has_bits = 0;
+  (void) cached_has_bits;
+
+  // string device = 1;
+  if (this->device().size() > 0) {
+    ::google::protobuf::internal::WireFormatLite::VerifyUtf8String(
+      this->device().data(), static_cast(this->device().length()),
+      ::google::protobuf::internal::WireFormatLite::SERIALIZE,
+      "flyteidl.core.GPUAccelerator.device");
+    ::google::protobuf::internal::WireFormatLite::WriteStringMaybeAliased(
+      1, this->device(), output);
+  }
+
+  // bool unpartitioned = 2;
+  if (has_unpartitioned()) {
+    ::google::protobuf::internal::WireFormatLite::WriteBool(2, this->unpartitioned(), output);
+  }
+
+  // string partition_size = 3;
+  if (has_partition_size()) {
+    ::google::protobuf::internal::WireFormatLite::VerifyUtf8String(
+      this->partition_size().data(), static_cast(this->partition_size().length()),
+      ::google::protobuf::internal::WireFormatLite::SERIALIZE,
+      "flyteidl.core.GPUAccelerator.partition_size");
+    ::google::protobuf::internal::WireFormatLite::WriteStringMaybeAliased(
+      3, this->partition_size(), output);
+  }
+
+  if (_internal_metadata_.have_unknown_fields()) {
+    ::google::protobuf::internal::WireFormat::SerializeUnknownFields(
+        _internal_metadata_.unknown_fields(), output);
+  }
+  // @@protoc_insertion_point(serialize_end:flyteidl.core.GPUAccelerator)
+}
+
+::google::protobuf::uint8* GPUAccelerator::InternalSerializeWithCachedSizesToArray(
+    ::google::protobuf::uint8* target) const {
+  // @@protoc_insertion_point(serialize_to_array_start:flyteidl.core.GPUAccelerator)
+  ::google::protobuf::uint32 cached_has_bits = 0;
+  (void) cached_has_bits;
+
+  // string device = 1;
+  if (this->device().size() > 0) {
+    ::google::protobuf::internal::WireFormatLite::VerifyUtf8String(
+      this->device().data(), static_cast(this->device().length()),
+      ::google::protobuf::internal::WireFormatLite::SERIALIZE,
+      "flyteidl.core.GPUAccelerator.device");
+    target =
+      ::google::protobuf::internal::WireFormatLite::WriteStringToArray(
+        1, this->device(), target);
+  }
+
+  // bool unpartitioned = 2;
+  if (has_unpartitioned()) {
+    target = ::google::protobuf::internal::WireFormatLite::WriteBoolToArray(2, this->unpartitioned(), target);
   }
 
-  // string value = 2;
-  if (this->value().size() > 0) {
+  // string partition_size = 3;
+  if (has_partition_size()) {
     ::google::protobuf::internal::WireFormatLite::VerifyUtf8String(
-      this->value().data(), static_cast(this->value().length()),
+      this->partition_size().data(), static_cast(this->partition_size().length()),
       ::google::protobuf::internal::WireFormatLite::SERIALIZE,
-      "flyteidl.core.Resources.ResourceEntry.value");
+      "flyteidl.core.GPUAccelerator.partition_size");
     target =
       ::google::protobuf::internal::WireFormatLite::WriteStringToArray(
-        2, this->value(), target);
+        3, this->partition_size(), target);
   }
 
   if (_internal_metadata_.have_unknown_fields()) {
     target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray(
         _internal_metadata_.unknown_fields(), target);
   }
-  // @@protoc_insertion_point(serialize_to_array_end:flyteidl.core.Resources.ResourceEntry)
+  // @@protoc_insertion_point(serialize_to_array_end:flyteidl.core.GPUAccelerator)
   return target;
 }
 
-size_t Resources_ResourceEntry::ByteSizeLong() const {
-// @@protoc_insertion_point(message_byte_size_start:flyteidl.core.Resources.ResourceEntry)
+size_t GPUAccelerator::ByteSizeLong() const {
+// @@protoc_insertion_point(message_byte_size_start:flyteidl.core.GPUAccelerator)
   size_t total_size = 0;
 
   if (_internal_metadata_.have_unknown_fields()) {
@@ -1114,86 +1957,108 @@ size_t Resources_ResourceEntry::ByteSizeLong() const {
   // Prevent compiler warnings about cached_has_bits being unused
   (void) cached_has_bits;
 
-  // string value = 2;
-  if (this->value().size() > 0) {
+  // string device = 1;
+  if (this->device().size() > 0) {
     total_size += 1 +
       ::google::protobuf::internal::WireFormatLite::StringSize(
-        this->value());
+        this->device());
   }
 
-  // .flyteidl.core.Resources.ResourceName name = 1;
-  if (this->name() != 0) {
-    total_size += 1 +
-      ::google::protobuf::internal::WireFormatLite::EnumSize(this->name());
+  switch (partition_size_value_case()) {
+    // bool unpartitioned = 2;
+    case kUnpartitioned: {
+      total_size += 1 + 1;
+      break;
+    }
+    // string partition_size = 3;
+    case kPartitionSize: {
+      total_size += 1 +
+        ::google::protobuf::internal::WireFormatLite::StringSize(
+          this->partition_size());
+      break;
+    }
+    case PARTITION_SIZE_VALUE_NOT_SET: {
+      break;
+    }
   }
-
   int cached_size = ::google::protobuf::internal::ToCachedSize(total_size);
   SetCachedSize(cached_size);
   return total_size;
 }
 
-void Resources_ResourceEntry::MergeFrom(const ::google::protobuf::Message& from) {
-// @@protoc_insertion_point(generalized_merge_from_start:flyteidl.core.Resources.ResourceEntry)
+void GPUAccelerator::MergeFrom(const ::google::protobuf::Message& from) {
+// @@protoc_insertion_point(generalized_merge_from_start:flyteidl.core.GPUAccelerator)
   GOOGLE_DCHECK_NE(&from, this);
-  const Resources_ResourceEntry* source =
-      ::google::protobuf::DynamicCastToGenerated(
+  const GPUAccelerator* source =
+      ::google::protobuf::DynamicCastToGenerated(
           &from);
   if (source == nullptr) {
-  // @@protoc_insertion_point(generalized_merge_from_cast_fail:flyteidl.core.Resources.ResourceEntry)
+  // @@protoc_insertion_point(generalized_merge_from_cast_fail:flyteidl.core.GPUAccelerator)
     ::google::protobuf::internal::ReflectionOps::Merge(from, this);
   } else {
-  // @@protoc_insertion_point(generalized_merge_from_cast_success:flyteidl.core.Resources.ResourceEntry)
+  // @@protoc_insertion_point(generalized_merge_from_cast_success:flyteidl.core.GPUAccelerator)
     MergeFrom(*source);
   }
 }
 
-void Resources_ResourceEntry::MergeFrom(const Resources_ResourceEntry& from) {
-// @@protoc_insertion_point(class_specific_merge_from_start:flyteidl.core.Resources.ResourceEntry)
+void GPUAccelerator::MergeFrom(const GPUAccelerator& from) {
+// @@protoc_insertion_point(class_specific_merge_from_start:flyteidl.core.GPUAccelerator)
   GOOGLE_DCHECK_NE(&from, this);
   _internal_metadata_.MergeFrom(from._internal_metadata_);
   ::google::protobuf::uint32 cached_has_bits = 0;
   (void) cached_has_bits;
 
-  if (from.value().size() > 0) {
+  if (from.device().size() > 0) {
 
-    value_.AssignWithDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), from.value_);
+    device_.AssignWithDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), from.device_);
   }
-  if (from.name() != 0) {
-    set_name(from.name());
+  switch (from.partition_size_value_case()) {
+    case kUnpartitioned: {
+      set_unpartitioned(from.unpartitioned());
+      break;
+    }
+    case kPartitionSize: {
+      set_partition_size(from.partition_size());
+      break;
+    }
+    case PARTITION_SIZE_VALUE_NOT_SET: {
+      break;
+    }
   }
 }
 
-void Resources_ResourceEntry::CopyFrom(const ::google::protobuf::Message& from) {
-// @@protoc_insertion_point(generalized_copy_from_start:flyteidl.core.Resources.ResourceEntry)
+void GPUAccelerator::CopyFrom(const ::google::protobuf::Message& from) {
+// @@protoc_insertion_point(generalized_copy_from_start:flyteidl.core.GPUAccelerator)
   if (&from == this) return;
   Clear();
   MergeFrom(from);
 }
 
-void Resources_ResourceEntry::CopyFrom(const Resources_ResourceEntry& from) {
-// @@protoc_insertion_point(class_specific_copy_from_start:flyteidl.core.Resources.ResourceEntry)
+void GPUAccelerator::CopyFrom(const GPUAccelerator& from) {
+// @@protoc_insertion_point(class_specific_copy_from_start:flyteidl.core.GPUAccelerator)
   if (&from == this) return;
   Clear();
   MergeFrom(from);
 }
 
-bool Resources_ResourceEntry::IsInitialized() const {
+bool GPUAccelerator::IsInitialized() const {
   return true;
 }
 
-void Resources_ResourceEntry::Swap(Resources_ResourceEntry* other) {
+void GPUAccelerator::Swap(GPUAccelerator* other) {
   if (other == this) return;
   InternalSwap(other);
 }
-void Resources_ResourceEntry::InternalSwap(Resources_ResourceEntry* other) {
+void GPUAccelerator::InternalSwap(GPUAccelerator* other) {
   using std::swap;
   _internal_metadata_.Swap(&other->_internal_metadata_);
-  value_.Swap(&other->value_, &::google::protobuf::internal::GetEmptyStringAlreadyInited(),
+  device_.Swap(&other->device_, &::google::protobuf::internal::GetEmptyStringAlreadyInited(),
     GetArenaNoVirtual());
-  swap(name_, other->name_);
+  swap(partition_size_value_, other->partition_size_value_);
+  swap(_oneof_case_[0], other->_oneof_case_[0]);
 }
 
-::google::protobuf::Metadata Resources_ResourceEntry::GetMetadata() const {
+::google::protobuf::Metadata GPUAccelerator::GetMetadata() const {
   ::google::protobuf::internal::AssignDescriptors(&::assign_descriptors_table_flyteidl_2fcore_2ftasks_2eproto);
   return ::file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[kIndexInFileMessages];
 }
@@ -1201,68 +2066,81 @@ ::google::protobuf::Metadata Resources_ResourceEntry::GetMetadata() const {
 
 // ===================================================================
 
-void Resources::InitAsDefaultInstance() {
+void ExtendedResources::InitAsDefaultInstance() {
+  ::flyteidl::core::_ExtendedResources_default_instance_._instance.get_mutable()->gpu_accelerator_ = const_cast< ::flyteidl::core::GPUAccelerator*>(
+      ::flyteidl::core::GPUAccelerator::internal_default_instance());
 }
-class Resources::HasBitSetters {
+class ExtendedResources::HasBitSetters {
  public:
+  static const ::flyteidl::core::GPUAccelerator& gpu_accelerator(const ExtendedResources* msg);
 };
 
+const ::flyteidl::core::GPUAccelerator&
+ExtendedResources::HasBitSetters::gpu_accelerator(const ExtendedResources* msg) {
+  return *msg->gpu_accelerator_;
+}
 #if !defined(_MSC_VER) || _MSC_VER >= 1900
-const int Resources::kRequestsFieldNumber;
-const int Resources::kLimitsFieldNumber;
+const int ExtendedResources::kGpuAcceleratorFieldNumber;
 #endif  // !defined(_MSC_VER) || _MSC_VER >= 1900
 
-Resources::Resources()
+ExtendedResources::ExtendedResources()
   : ::google::protobuf::Message(), _internal_metadata_(nullptr) {
   SharedCtor();
-  // @@protoc_insertion_point(constructor:flyteidl.core.Resources)
+  // @@protoc_insertion_point(constructor:flyteidl.core.ExtendedResources)
 }
-Resources::Resources(const Resources& from)
+ExtendedResources::ExtendedResources(const ExtendedResources& from)
   : ::google::protobuf::Message(),
-      _internal_metadata_(nullptr),
-      requests_(from.requests_),
-      limits_(from.limits_) {
+      _internal_metadata_(nullptr) {
   _internal_metadata_.MergeFrom(from._internal_metadata_);
-  // @@protoc_insertion_point(copy_constructor:flyteidl.core.Resources)
+  if (from.has_gpu_accelerator()) {
+    gpu_accelerator_ = new ::flyteidl::core::GPUAccelerator(*from.gpu_accelerator_);
+  } else {
+    gpu_accelerator_ = nullptr;
+  }
+  // @@protoc_insertion_point(copy_constructor:flyteidl.core.ExtendedResources)
 }
 
-void Resources::SharedCtor() {
+void ExtendedResources::SharedCtor() {
   ::google::protobuf::internal::InitSCC(
-      &scc_info_Resources_flyteidl_2fcore_2ftasks_2eproto.base);
+      &scc_info_ExtendedResources_flyteidl_2fcore_2ftasks_2eproto.base);
+  gpu_accelerator_ = nullptr;
 }
 
-Resources::~Resources() {
-  // @@protoc_insertion_point(destructor:flyteidl.core.Resources)
+ExtendedResources::~ExtendedResources() {
+  // @@protoc_insertion_point(destructor:flyteidl.core.ExtendedResources)
   SharedDtor();
 }
 
-void Resources::SharedDtor() {
+void ExtendedResources::SharedDtor() {
+  if (this != internal_default_instance()) delete gpu_accelerator_;
 }
 
-void Resources::SetCachedSize(int size) const {
+void ExtendedResources::SetCachedSize(int size) const {
   _cached_size_.Set(size);
 }
-const Resources& Resources::default_instance() {
-  ::google::protobuf::internal::InitSCC(&::scc_info_Resources_flyteidl_2fcore_2ftasks_2eproto.base);
+const ExtendedResources& ExtendedResources::default_instance() {
+  ::google::protobuf::internal::InitSCC(&::scc_info_ExtendedResources_flyteidl_2fcore_2ftasks_2eproto.base);
   return *internal_default_instance();
 }
 
 
-void Resources::Clear() {
-// @@protoc_insertion_point(message_clear_start:flyteidl.core.Resources)
+void ExtendedResources::Clear() {
+// @@protoc_insertion_point(message_clear_start:flyteidl.core.ExtendedResources)
   ::google::protobuf::uint32 cached_has_bits = 0;
   // Prevent compiler warnings about cached_has_bits being unused
   (void) cached_has_bits;
 
-  requests_.Clear();
-  limits_.Clear();
+  if (GetArenaNoVirtual() == nullptr && gpu_accelerator_ != nullptr) {
+    delete gpu_accelerator_;
+  }
+  gpu_accelerator_ = nullptr;
   _internal_metadata_.Clear();
 }
 
 #if GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
-const char* Resources::_InternalParse(const char* begin, const char* end, void* object,
+const char* ExtendedResources::_InternalParse(const char* begin, const char* end, void* object,
                   ::google::protobuf::internal::ParseContext* ctx) {
-  auto msg = static_cast(object);
+  auto msg = static_cast(object);
   ::google::protobuf::int32 size; (void)size;
   int depth; (void)depth;
   ::google::protobuf::uint32 tag;
@@ -1272,36 +2150,17 @@ const char* Resources::_InternalParse(const char* begin, const char* end, void*
     ptr = ::google::protobuf::io::Parse32(ptr, &tag);
     GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
     switch (tag >> 3) {
-      // repeated .flyteidl.core.Resources.ResourceEntry requests = 1;
+      // .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
       case 1: {
         if (static_cast<::google::protobuf::uint8>(tag) != 10) goto handle_unusual;
-        do {
-          ptr = ::google::protobuf::io::ReadSize(ptr, &size);
-          GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
-          parser_till_end = ::flyteidl::core::Resources_ResourceEntry::_InternalParse;
-          object = msg->add_requests();
-          if (size > end - ptr) goto len_delim_till_end;
-          ptr += size;
-          GOOGLE_PROTOBUF_PARSER_ASSERT(ctx->ParseExactRange(
-              {parser_till_end, object}, ptr - size, ptr));
-          if (ptr >= end) break;
-        } while ((::google::protobuf::io::UnalignedLoad<::google::protobuf::uint64>(ptr) & 255) == 10 && (ptr += 1));
-        break;
-      }
-      // repeated .flyteidl.core.Resources.ResourceEntry limits = 2;
-      case 2: {
-        if (static_cast<::google::protobuf::uint8>(tag) != 18) goto handle_unusual;
-        do {
-          ptr = ::google::protobuf::io::ReadSize(ptr, &size);
-          GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
-          parser_till_end = ::flyteidl::core::Resources_ResourceEntry::_InternalParse;
-          object = msg->add_limits();
-          if (size > end - ptr) goto len_delim_till_end;
-          ptr += size;
-          GOOGLE_PROTOBUF_PARSER_ASSERT(ctx->ParseExactRange(
-              {parser_till_end, object}, ptr - size, ptr));
-          if (ptr >= end) break;
-        } while ((::google::protobuf::io::UnalignedLoad<::google::protobuf::uint64>(ptr) & 255) == 18 && (ptr += 1));
+        ptr = ::google::protobuf::io::ReadSize(ptr, &size);
+        GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
+        parser_till_end = ::flyteidl::core::GPUAccelerator::_InternalParse;
+        object = msg->mutable_gpu_accelerator();
+        if (size > end - ptr) goto len_delim_till_end;
+        ptr += size;
+        GOOGLE_PROTOBUF_PARSER_ASSERT(ctx->ParseExactRange(
+            {parser_till_end, object}, ptr - size, ptr));
         break;
       }
       default: {
@@ -1324,32 +2183,21 @@ const char* Resources::_InternalParse(const char* begin, const char* end, void*
                                {parser_till_end, object}, size);
 }
 #else  // GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
-bool Resources::MergePartialFromCodedStream(
+bool ExtendedResources::MergePartialFromCodedStream(
     ::google::protobuf::io::CodedInputStream* input) {
 #define DO_(EXPRESSION) if (!PROTOBUF_PREDICT_TRUE(EXPRESSION)) goto failure
   ::google::protobuf::uint32 tag;
-  // @@protoc_insertion_point(parse_start:flyteidl.core.Resources)
+  // @@protoc_insertion_point(parse_start:flyteidl.core.ExtendedResources)
   for (;;) {
     ::std::pair<::google::protobuf::uint32, bool> p = input->ReadTagWithCutoffNoLastTag(127u);
     tag = p.first;
     if (!p.second) goto handle_unusual;
     switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) {
-      // repeated .flyteidl.core.Resources.ResourceEntry requests = 1;
+      // .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
       case 1: {
         if (static_cast< ::google::protobuf::uint8>(tag) == (10 & 0xFF)) {
           DO_(::google::protobuf::internal::WireFormatLite::ReadMessage(
-                input, add_requests()));
-        } else {
-          goto handle_unusual;
-        }
-        break;
-      }
-
-      // repeated .flyteidl.core.Resources.ResourceEntry limits = 2;
-      case 2: {
-        if (static_cast< ::google::protobuf::uint8>(tag) == (18 & 0xFF)) {
-          DO_(::google::protobuf::internal::WireFormatLite::ReadMessage(
-                input, add_limits()));
+               input, mutable_gpu_accelerator()));
         } else {
           goto handle_unusual;
         }
@@ -1368,78 +2216,57 @@ bool Resources::MergePartialFromCodedStream(
     }
   }
 success:
-  // @@protoc_insertion_point(parse_success:flyteidl.core.Resources)
+  // @@protoc_insertion_point(parse_success:flyteidl.core.ExtendedResources)
   return true;
 failure:
-  // @@protoc_insertion_point(parse_failure:flyteidl.core.Resources)
+  // @@protoc_insertion_point(parse_failure:flyteidl.core.ExtendedResources)
   return false;
 #undef DO_
 }
 #endif  // GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
 
-void Resources::SerializeWithCachedSizes(
+void ExtendedResources::SerializeWithCachedSizes(
     ::google::protobuf::io::CodedOutputStream* output) const {
-  // @@protoc_insertion_point(serialize_start:flyteidl.core.Resources)
+  // @@protoc_insertion_point(serialize_start:flyteidl.core.ExtendedResources)
   ::google::protobuf::uint32 cached_has_bits = 0;
   (void) cached_has_bits;
 
-  // repeated .flyteidl.core.Resources.ResourceEntry requests = 1;
-  for (unsigned int i = 0,
-      n = static_cast(this->requests_size()); i < n; i++) {
-    ::google::protobuf::internal::WireFormatLite::WriteMessageMaybeToArray(
-      1,
-      this->requests(static_cast(i)),
-      output);
-  }
-
-  // repeated .flyteidl.core.Resources.ResourceEntry limits = 2;
-  for (unsigned int i = 0,
-      n = static_cast(this->limits_size()); i < n; i++) {
+  // .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+  if (this->has_gpu_accelerator()) {
     ::google::protobuf::internal::WireFormatLite::WriteMessageMaybeToArray(
-      2,
-      this->limits(static_cast(i)),
-      output);
+      1, HasBitSetters::gpu_accelerator(this), output);
   }
 
   if (_internal_metadata_.have_unknown_fields()) {
     ::google::protobuf::internal::WireFormat::SerializeUnknownFields(
         _internal_metadata_.unknown_fields(), output);
   }
-  // @@protoc_insertion_point(serialize_end:flyteidl.core.Resources)
+  // @@protoc_insertion_point(serialize_end:flyteidl.core.ExtendedResources)
 }
 
-::google::protobuf::uint8* Resources::InternalSerializeWithCachedSizesToArray(
+::google::protobuf::uint8* ExtendedResources::InternalSerializeWithCachedSizesToArray(
     ::google::protobuf::uint8* target) const {
-  // @@protoc_insertion_point(serialize_to_array_start:flyteidl.core.Resources)
+  // @@protoc_insertion_point(serialize_to_array_start:flyteidl.core.ExtendedResources)
   ::google::protobuf::uint32 cached_has_bits = 0;
   (void) cached_has_bits;
 
-  // repeated .flyteidl.core.Resources.ResourceEntry requests = 1;
-  for (unsigned int i = 0,
-      n = static_cast(this->requests_size()); i < n; i++) {
-    target = ::google::protobuf::internal::WireFormatLite::
-      InternalWriteMessageToArray(
-        1, this->requests(static_cast(i)), target);
-  }
-
-  // repeated .flyteidl.core.Resources.ResourceEntry limits = 2;
-  for (unsigned int i = 0,
-      n = static_cast(this->limits_size()); i < n; i++) {
+  // .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+  if (this->has_gpu_accelerator()) {
     target = ::google::protobuf::internal::WireFormatLite::
       InternalWriteMessageToArray(
-        2, this->limits(static_cast(i)), target);
+        1, HasBitSetters::gpu_accelerator(this), target);
   }
 
   if (_internal_metadata_.have_unknown_fields()) {
     target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray(
         _internal_metadata_.unknown_fields(), target);
   }
-  // @@protoc_insertion_point(serialize_to_array_end:flyteidl.core.Resources)
+  // @@protoc_insertion_point(serialize_to_array_end:flyteidl.core.ExtendedResources)
   return target;
 }
 
-size_t Resources::ByteSizeLong() const {
-// @@protoc_insertion_point(message_byte_size_start:flyteidl.core.Resources)
+size_t ExtendedResources::ByteSizeLong() const {
+// @@protoc_insertion_point(message_byte_size_start:flyteidl.core.ExtendedResources)
   size_t total_size = 0;
 
   if (_internal_metadata_.have_unknown_fields()) {
@@ -1451,26 +2278,11 @@ size_t Resources::ByteSizeLong() const {
   // Prevent compiler warnings about cached_has_bits being unused
   (void) cached_has_bits;
 
-  // repeated .flyteidl.core.Resources.ResourceEntry requests = 1;
-  {
-    unsigned int count = static_cast(this->requests_size());
-    total_size += 1UL * count;
-    for (unsigned int i = 0; i < count; i++) {
-      total_size +=
-        ::google::protobuf::internal::WireFormatLite::MessageSize(
-          this->requests(static_cast(i)));
-    }
-  }
-
-  // repeated .flyteidl.core.Resources.ResourceEntry limits = 2;
-  {
-    unsigned int count = static_cast(this->limits_size());
-    total_size += 1UL * count;
-    for (unsigned int i = 0; i < count; i++) {
-      total_size +=
-        ::google::protobuf::internal::WireFormatLite::MessageSize(
-          this->limits(static_cast(i)));
-    }
+  // .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+  if (this->has_gpu_accelerator()) {
+    total_size += 1 +
+      ::google::protobuf::internal::WireFormatLite::MessageSize(
+        *gpu_accelerator_);
   }
 
   int cached_size = ::google::protobuf::internal::ToCachedSize(total_size);
@@ -1478,62 +2290,62 @@ size_t Resources::ByteSizeLong() const {
   return total_size;
 }
 
-void Resources::MergeFrom(const ::google::protobuf::Message& from) {
-// @@protoc_insertion_point(generalized_merge_from_start:flyteidl.core.Resources)
+void ExtendedResources::MergeFrom(const ::google::protobuf::Message& from) {
+// @@protoc_insertion_point(generalized_merge_from_start:flyteidl.core.ExtendedResources)
   GOOGLE_DCHECK_NE(&from, this);
-  const Resources* source =
-      ::google::protobuf::DynamicCastToGenerated(
+  const ExtendedResources* source =
+      ::google::protobuf::DynamicCastToGenerated(
           &from);
   if (source == nullptr) {
-  // @@protoc_insertion_point(generalized_merge_from_cast_fail:flyteidl.core.Resources)
+  // @@protoc_insertion_point(generalized_merge_from_cast_fail:flyteidl.core.ExtendedResources)
     ::google::protobuf::internal::ReflectionOps::Merge(from, this);
   } else {
-  // @@protoc_insertion_point(generalized_merge_from_cast_success:flyteidl.core.Resources)
+  // @@protoc_insertion_point(generalized_merge_from_cast_success:flyteidl.core.ExtendedResources)
     MergeFrom(*source);
   }
 }
 
-void Resources::MergeFrom(const Resources& from) {
-// @@protoc_insertion_point(class_specific_merge_from_start:flyteidl.core.Resources)
+void ExtendedResources::MergeFrom(const ExtendedResources& from) {
+// @@protoc_insertion_point(class_specific_merge_from_start:flyteidl.core.ExtendedResources)
   GOOGLE_DCHECK_NE(&from, this);
   _internal_metadata_.MergeFrom(from._internal_metadata_);
   ::google::protobuf::uint32 cached_has_bits = 0;
   (void) cached_has_bits;
 
-  requests_.MergeFrom(from.requests_);
-  limits_.MergeFrom(from.limits_);
+  if (from.has_gpu_accelerator()) {
+    mutable_gpu_accelerator()->::flyteidl::core::GPUAccelerator::MergeFrom(from.gpu_accelerator());
+  }
 }
 
-void Resources::CopyFrom(const ::google::protobuf::Message& from) {
-// @@protoc_insertion_point(generalized_copy_from_start:flyteidl.core.Resources)
+void ExtendedResources::CopyFrom(const ::google::protobuf::Message& from) {
+// @@protoc_insertion_point(generalized_copy_from_start:flyteidl.core.ExtendedResources)
   if (&from == this) return;
   Clear();
   MergeFrom(from);
 }
 
-void Resources::CopyFrom(const Resources& from) {
-// @@protoc_insertion_point(class_specific_copy_from_start:flyteidl.core.Resources)
+void ExtendedResources::CopyFrom(const ExtendedResources& from) {
+// @@protoc_insertion_point(class_specific_copy_from_start:flyteidl.core.ExtendedResources)
   if (&from == this) return;
   Clear();
   MergeFrom(from);
 }
 
-bool Resources::IsInitialized() const {
+bool ExtendedResources::IsInitialized() const {
   return true;
 }
 
-void Resources::Swap(Resources* other) {
+void ExtendedResources::Swap(ExtendedResources* other) {
   if (other == this) return;
   InternalSwap(other);
 }
-void Resources::InternalSwap(Resources* other) {
+void ExtendedResources::InternalSwap(ExtendedResources* other) {
   using std::swap;
   _internal_metadata_.Swap(&other->_internal_metadata_);
-  CastToBase(&requests_)->InternalSwap(CastToBase(&other->requests_));
-  CastToBase(&limits_)->InternalSwap(CastToBase(&other->limits_));
+  swap(gpu_accelerator_, other->gpu_accelerator_);
 }
 
-::google::protobuf::Metadata Resources::GetMetadata() const {
+::google::protobuf::Metadata ExtendedResources::GetMetadata() const {
   ::google::protobuf::internal::AssignDescriptors(&::assign_descriptors_table_flyteidl_2fcore_2ftasks_2eproto);
   return ::file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[kIndexInFileMessages];
 }
@@ -1967,7 +2779,7 @@ void TaskMetadata_TagsEntry_DoNotUse::MergeFrom(const TaskMetadata_TagsEntry_DoN
 }
 ::google::protobuf::Metadata TaskMetadata_TagsEntry_DoNotUse::GetMetadata() const {
   ::google::protobuf::internal::AssignDescriptors(&::assign_descriptors_table_flyteidl_2fcore_2ftasks_2eproto);
-  return ::file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[3];
+  return ::file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[5];
 }
 void TaskMetadata_TagsEntry_DoNotUse::MergeFrom(
     const ::google::protobuf::Message& other) {
@@ -3036,7 +3848,7 @@ void TaskTemplate_ConfigEntry_DoNotUse::MergeFrom(const TaskTemplate_ConfigEntry
 }
 ::google::protobuf::Metadata TaskTemplate_ConfigEntry_DoNotUse::GetMetadata() const {
   ::google::protobuf::internal::AssignDescriptors(&::assign_descriptors_table_flyteidl_2fcore_2ftasks_2eproto);
-  return ::file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[5];
+  return ::file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[7];
 }
 void TaskTemplate_ConfigEntry_DoNotUse::MergeFrom(
     const ::google::protobuf::Message& other) {
@@ -3086,6 +3898,8 @@ void TaskTemplate::InitAsDefaultInstance() {
       ::flyteidl::core::Sql::internal_default_instance());
   ::flyteidl::core::_TaskTemplate_default_instance_._instance.get_mutable()->security_context_ = const_cast< ::flyteidl::core::SecurityContext*>(
       ::flyteidl::core::SecurityContext::internal_default_instance());
+  ::flyteidl::core::_TaskTemplate_default_instance_._instance.get_mutable()->extended_resources_ = const_cast< ::flyteidl::core::ExtendedResources*>(
+      ::flyteidl::core::ExtendedResources::internal_default_instance());
 }
 class TaskTemplate::HasBitSetters {
  public:
@@ -3097,6 +3911,7 @@ class TaskTemplate::HasBitSetters {
   static const ::flyteidl::core::K8sPod& k8s_pod(const TaskTemplate* msg);
   static const ::flyteidl::core::Sql& sql(const TaskTemplate* msg);
   static const ::flyteidl::core::SecurityContext& security_context(const TaskTemplate* msg);
+  static const ::flyteidl::core::ExtendedResources& extended_resources(const TaskTemplate* msg);
 };
 
 const ::flyteidl::core::Identifier&
@@ -3131,6 +3946,10 @@ const ::flyteidl::core::SecurityContext&
 TaskTemplate::HasBitSetters::security_context(const TaskTemplate* msg) {
   return *msg->security_context_;
 }
+const ::flyteidl::core::ExtendedResources&
+TaskTemplate::HasBitSetters::extended_resources(const TaskTemplate* msg) {
+  return *msg->extended_resources_;
+}
 void TaskTemplate::clear_id() {
   if (GetArenaNoVirtual() == nullptr && id_ != nullptr) {
     delete id_;
@@ -3208,6 +4027,7 @@ const int TaskTemplate::kK8SPodFieldNumber;
 const int TaskTemplate::kSqlFieldNumber;
 const int TaskTemplate::kTaskTypeVersionFieldNumber;
 const int TaskTemplate::kSecurityContextFieldNumber;
+const int TaskTemplate::kExtendedResourcesFieldNumber;
 const int TaskTemplate::kConfigFieldNumber;
 #endif  // !defined(_MSC_VER) || _MSC_VER >= 1900
 
@@ -3250,6 +4070,11 @@ TaskTemplate::TaskTemplate(const TaskTemplate& from)
   } else {
     security_context_ = nullptr;
   }
+  if (from.has_extended_resources()) {
+    extended_resources_ = new ::flyteidl::core::ExtendedResources(*from.extended_resources_);
+  } else {
+    extended_resources_ = nullptr;
+  }
   task_type_version_ = from.task_type_version_;
   clear_has_target();
   switch (from.target_case()) {
@@ -3294,6 +4119,7 @@ void TaskTemplate::SharedDtor() {
   if (this != internal_default_instance()) delete interface_;
   if (this != internal_default_instance()) delete custom_;
   if (this != internal_default_instance()) delete security_context_;
+  if (this != internal_default_instance()) delete extended_resources_;
   if (has_target()) {
     clear_target();
   }
@@ -3359,6 +4185,10 @@ void TaskTemplate::Clear() {
     delete security_context_;
   }
   security_context_ = nullptr;
+  if (GetArenaNoVirtual() == nullptr && extended_resources_ != nullptr) {
+    delete extended_resources_;
+  }
+  extended_resources_ = nullptr;
   task_type_version_ = 0;
   clear_target();
   _internal_metadata_.Clear();
@@ -3478,6 +4308,19 @@ const char* TaskTemplate::_InternalParse(const char* begin, const char* end, voi
             {parser_till_end, object}, ptr - size, ptr));
         break;
       }
+      // .flyteidl.core.ExtendedResources extended_resources = 9;
+      case 9: {
+        if (static_cast<::google::protobuf::uint8>(tag) != 74) goto handle_unusual;
+        ptr = ::google::protobuf::io::ReadSize(ptr, &size);
+        GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
+        parser_till_end = ::flyteidl::core::ExtendedResources::_InternalParse;
+        object = msg->mutable_extended_resources();
+        if (size > end - ptr) goto len_delim_till_end;
+        ptr += size;
+        GOOGLE_PROTOBUF_PARSER_ASSERT(ctx->ParseExactRange(
+            {parser_till_end, object}, ptr - size, ptr));
+        break;
+      }
       // map config = 16;
       case 16: {
         if (static_cast<::google::protobuf::uint8>(tag) != 130) goto handle_unusual;
@@ -3651,6 +4494,17 @@ bool TaskTemplate::MergePartialFromCodedStream(
         break;
       }
 
+      // .flyteidl.core.ExtendedResources extended_resources = 9;
+      case 9: {
+        if (static_cast< ::google::protobuf::uint8>(tag) == (74 & 0xFF)) {
+          DO_(::google::protobuf::internal::WireFormatLite::ReadMessage(
+               input, mutable_extended_resources()));
+        } else {
+          goto handle_unusual;
+        }
+        break;
+      }
+
       // map config = 16;
       case 16: {
         if (static_cast< ::google::protobuf::uint8>(tag) == (130 & 0xFF)) {
@@ -3777,6 +4631,12 @@ void TaskTemplate::SerializeWithCachedSizes(
       8, HasBitSetters::security_context(this), output);
   }
 
+  // .flyteidl.core.ExtendedResources extended_resources = 9;
+  if (this->has_extended_resources()) {
+    ::google::protobuf::internal::WireFormatLite::WriteMessageMaybeToArray(
+      9, HasBitSetters::extended_resources(this), output);
+  }
+
   // map config = 16;
   if (!this->config().empty()) {
     typedef ::google::protobuf::Map< ::std::string, ::std::string >::const_pointer
@@ -3909,6 +4769,13 @@ ::google::protobuf::uint8* TaskTemplate::InternalSerializeWithCachedSizesToArray
         8, HasBitSetters::security_context(this), target);
   }
 
+  // .flyteidl.core.ExtendedResources extended_resources = 9;
+  if (this->has_extended_resources()) {
+    target = ::google::protobuf::internal::WireFormatLite::
+      InternalWriteMessageToArray(
+        9, HasBitSetters::extended_resources(this), target);
+  }
+
   // map config = 16;
   if (!this->config().empty()) {
     typedef ::google::protobuf::Map< ::std::string, ::std::string >::const_pointer
@@ -4049,6 +4916,13 @@ size_t TaskTemplate::ByteSizeLong() const {
         *security_context_);
   }
 
+  // .flyteidl.core.ExtendedResources extended_resources = 9;
+  if (this->has_extended_resources()) {
+    total_size += 1 +
+      ::google::protobuf::internal::WireFormatLite::MessageSize(
+        *extended_resources_);
+  }
+
   // int32 task_type_version = 7;
   if (this->task_type_version() != 0) {
     total_size += 1 +
@@ -4129,6 +5003,9 @@ void TaskTemplate::MergeFrom(const TaskTemplate& from) {
   if (from.has_security_context()) {
     mutable_security_context()->::flyteidl::core::SecurityContext::MergeFrom(from.security_context());
   }
+  if (from.has_extended_resources()) {
+    mutable_extended_resources()->::flyteidl::core::ExtendedResources::MergeFrom(from.extended_resources());
+  }
   if (from.task_type_version() != 0) {
     set_task_type_version(from.task_type_version());
   }
@@ -4184,6 +5061,7 @@ void TaskTemplate::InternalSwap(TaskTemplate* other) {
   swap(interface_, other->interface_);
   swap(custom_, other->custom_);
   swap(security_context_, other->security_context_);
+  swap(extended_resources_, other->extended_resources_);
   swap(task_type_version_, other->task_type_version_);
   swap(target_, other->target_);
   swap(_oneof_case_[0], other->_oneof_case_[0]);
@@ -6537,7 +7415,7 @@ void K8sObjectMetadata_LabelsEntry_DoNotUse::MergeFrom(const K8sObjectMetadata_L
 }
 ::google::protobuf::Metadata K8sObjectMetadata_LabelsEntry_DoNotUse::GetMetadata() const {
   ::google::protobuf::internal::AssignDescriptors(&::assign_descriptors_table_flyteidl_2fcore_2ftasks_2eproto);
-  return ::file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[12];
+  return ::file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[14];
 }
 void K8sObjectMetadata_LabelsEntry_DoNotUse::MergeFrom(
     const ::google::protobuf::Message& other) {
@@ -6578,7 +7456,7 @@ void K8sObjectMetadata_AnnotationsEntry_DoNotUse::MergeFrom(const K8sObjectMetad
 }
 ::google::protobuf::Metadata K8sObjectMetadata_AnnotationsEntry_DoNotUse::GetMetadata() const {
   ::google::protobuf::internal::AssignDescriptors(&::assign_descriptors_table_flyteidl_2fcore_2ftasks_2eproto);
-  return ::file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[13];
+  return ::file_level_metadata_flyteidl_2fcore_2ftasks_2eproto[15];
 }
 void K8sObjectMetadata_AnnotationsEntry_DoNotUse::MergeFrom(
     const ::google::protobuf::Message& other) {
@@ -7509,6 +8387,12 @@ template<> PROTOBUF_NOINLINE ::flyteidl::core::Resources_ResourceEntry* Arena::C
 template<> PROTOBUF_NOINLINE ::flyteidl::core::Resources* Arena::CreateMaybeMessage< ::flyteidl::core::Resources >(Arena* arena) {
   return Arena::CreateInternal< ::flyteidl::core::Resources >(arena);
 }
+template<> PROTOBUF_NOINLINE ::flyteidl::core::GPUAccelerator* Arena::CreateMaybeMessage< ::flyteidl::core::GPUAccelerator >(Arena* arena) {
+  return Arena::CreateInternal< ::flyteidl::core::GPUAccelerator >(arena);
+}
+template<> PROTOBUF_NOINLINE ::flyteidl::core::ExtendedResources* Arena::CreateMaybeMessage< ::flyteidl::core::ExtendedResources >(Arena* arena) {
+  return Arena::CreateInternal< ::flyteidl::core::ExtendedResources >(arena);
+}
 template<> PROTOBUF_NOINLINE ::flyteidl::core::RuntimeMetadata* Arena::CreateMaybeMessage< ::flyteidl::core::RuntimeMetadata >(Arena* arena) {
   return Arena::CreateInternal< ::flyteidl::core::RuntimeMetadata >(arena);
 }
diff --git a/flyteidl/gen/pb-cpp/flyteidl/core/tasks.pb.h b/flyteidl/gen/pb-cpp/flyteidl/core/tasks.pb.h
index 430d867123d..37446ea3459 100644
--- a/flyteidl/gen/pb-cpp/flyteidl/core/tasks.pb.h
+++ b/flyteidl/gen/pb-cpp/flyteidl/core/tasks.pb.h
@@ -51,7 +51,7 @@ struct TableStruct_flyteidl_2fcore_2ftasks_2eproto {
     PROTOBUF_SECTION_VARIABLE(protodesc_cold);
   static const ::google::protobuf::internal::AuxillaryParseTableField aux[]
     PROTOBUF_SECTION_VARIABLE(protodesc_cold);
-  static const ::google::protobuf::internal::ParseTable schema[16]
+  static const ::google::protobuf::internal::ParseTable schema[18]
     PROTOBUF_SECTION_VARIABLE(protodesc_cold);
   static const ::google::protobuf::internal::FieldMetadata field_metadata[];
   static const ::google::protobuf::internal::SerializationTable serialization_table[];
@@ -69,6 +69,12 @@ extern ContainerPortDefaultTypeInternal _ContainerPort_default_instance_;
 class DataLoadingConfig;
 class DataLoadingConfigDefaultTypeInternal;
 extern DataLoadingConfigDefaultTypeInternal _DataLoadingConfig_default_instance_;
+class ExtendedResources;
+class ExtendedResourcesDefaultTypeInternal;
+extern ExtendedResourcesDefaultTypeInternal _ExtendedResources_default_instance_;
+class GPUAccelerator;
+class GPUAcceleratorDefaultTypeInternal;
+extern GPUAcceleratorDefaultTypeInternal _GPUAccelerator_default_instance_;
 class IOStrategy;
 class IOStrategyDefaultTypeInternal;
 extern IOStrategyDefaultTypeInternal _IOStrategy_default_instance_;
@@ -115,6 +121,8 @@ namespace protobuf {
 template<> ::flyteidl::core::Container* Arena::CreateMaybeMessage<::flyteidl::core::Container>(Arena*);
 template<> ::flyteidl::core::ContainerPort* Arena::CreateMaybeMessage<::flyteidl::core::ContainerPort>(Arena*);
 template<> ::flyteidl::core::DataLoadingConfig* Arena::CreateMaybeMessage<::flyteidl::core::DataLoadingConfig>(Arena*);
+template<> ::flyteidl::core::ExtendedResources* Arena::CreateMaybeMessage<::flyteidl::core::ExtendedResources>(Arena*);
+template<> ::flyteidl::core::GPUAccelerator* Arena::CreateMaybeMessage<::flyteidl::core::GPUAccelerator>(Arena*);
 template<> ::flyteidl::core::IOStrategy* Arena::CreateMaybeMessage<::flyteidl::core::IOStrategy>(Arena*);
 template<> ::flyteidl::core::K8sObjectMetadata* Arena::CreateMaybeMessage<::flyteidl::core::K8sObjectMetadata>(Arena*);
 template<> ::flyteidl::core::K8sObjectMetadata_AnnotationsEntry_DoNotUse* Arena::CreateMaybeMessage<::flyteidl::core::K8sObjectMetadata_AnnotationsEntry_DoNotUse>(Arena*);
@@ -588,6 +596,287 @@ class Resources final :
 };
 // -------------------------------------------------------------------
 
+class GPUAccelerator final :
+    public ::google::protobuf::Message /* @@protoc_insertion_point(class_definition:flyteidl.core.GPUAccelerator) */ {
+ public:
+  GPUAccelerator();
+  virtual ~GPUAccelerator();
+
+  GPUAccelerator(const GPUAccelerator& from);
+
+  inline GPUAccelerator& operator=(const GPUAccelerator& from) {
+    CopyFrom(from);
+    return *this;
+  }
+  #if LANG_CXX11
+  GPUAccelerator(GPUAccelerator&& from) noexcept
+    : GPUAccelerator() {
+    *this = ::std::move(from);
+  }
+
+  inline GPUAccelerator& operator=(GPUAccelerator&& from) noexcept {
+    if (GetArenaNoVirtual() == from.GetArenaNoVirtual()) {
+      if (this != &from) InternalSwap(&from);
+    } else {
+      CopyFrom(from);
+    }
+    return *this;
+  }
+  #endif
+  static const ::google::protobuf::Descriptor* descriptor() {
+    return default_instance().GetDescriptor();
+  }
+  static const GPUAccelerator& default_instance();
+
+  enum PartitionSizeValueCase {
+    kUnpartitioned = 2,
+    kPartitionSize = 3,
+    PARTITION_SIZE_VALUE_NOT_SET = 0,
+  };
+
+  static void InitAsDefaultInstance();  // FOR INTERNAL USE ONLY
+  static inline const GPUAccelerator* internal_default_instance() {
+    return reinterpret_cast(
+               &_GPUAccelerator_default_instance_);
+  }
+  static constexpr int kIndexInFileMessages =
+    2;
+
+  void Swap(GPUAccelerator* other);
+  friend void swap(GPUAccelerator& a, GPUAccelerator& b) {
+    a.Swap(&b);
+  }
+
+  // implements Message ----------------------------------------------
+
+  inline GPUAccelerator* New() const final {
+    return CreateMaybeMessage(nullptr);
+  }
+
+  GPUAccelerator* New(::google::protobuf::Arena* arena) const final {
+    return CreateMaybeMessage(arena);
+  }
+  void CopyFrom(const ::google::protobuf::Message& from) final;
+  void MergeFrom(const ::google::protobuf::Message& from) final;
+  void CopyFrom(const GPUAccelerator& from);
+  void MergeFrom(const GPUAccelerator& from);
+  PROTOBUF_ATTRIBUTE_REINITIALIZES void Clear() final;
+  bool IsInitialized() const final;
+
+  size_t ByteSizeLong() const final;
+  #if GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
+  static const char* _InternalParse(const char* begin, const char* end, void* object, ::google::protobuf::internal::ParseContext* ctx);
+  ::google::protobuf::internal::ParseFunc _ParseFunc() const final { return _InternalParse; }
+  #else
+  bool MergePartialFromCodedStream(
+      ::google::protobuf::io::CodedInputStream* input) final;
+  #endif  // GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
+  void SerializeWithCachedSizes(
+      ::google::protobuf::io::CodedOutputStream* output) const final;
+  ::google::protobuf::uint8* InternalSerializeWithCachedSizesToArray(
+      ::google::protobuf::uint8* target) const final;
+  int GetCachedSize() const final { return _cached_size_.Get(); }
+
+  private:
+  void SharedCtor();
+  void SharedDtor();
+  void SetCachedSize(int size) const final;
+  void InternalSwap(GPUAccelerator* other);
+  private:
+  inline ::google::protobuf::Arena* GetArenaNoVirtual() const {
+    return nullptr;
+  }
+  inline void* MaybeArenaPtr() const {
+    return nullptr;
+  }
+  public:
+
+  ::google::protobuf::Metadata GetMetadata() const final;
+
+  // nested types ----------------------------------------------------
+
+  // accessors -------------------------------------------------------
+
+  // string device = 1;
+  void clear_device();
+  static const int kDeviceFieldNumber = 1;
+  const ::std::string& device() const;
+  void set_device(const ::std::string& value);
+  #if LANG_CXX11
+  void set_device(::std::string&& value);
+  #endif
+  void set_device(const char* value);
+  void set_device(const char* value, size_t size);
+  ::std::string* mutable_device();
+  ::std::string* release_device();
+  void set_allocated_device(::std::string* device);
+
+  // bool unpartitioned = 2;
+  private:
+  bool has_unpartitioned() const;
+  public:
+  void clear_unpartitioned();
+  static const int kUnpartitionedFieldNumber = 2;
+  bool unpartitioned() const;
+  void set_unpartitioned(bool value);
+
+  // string partition_size = 3;
+  private:
+  bool has_partition_size() const;
+  public:
+  void clear_partition_size();
+  static const int kPartitionSizeFieldNumber = 3;
+  const ::std::string& partition_size() const;
+  void set_partition_size(const ::std::string& value);
+  #if LANG_CXX11
+  void set_partition_size(::std::string&& value);
+  #endif
+  void set_partition_size(const char* value);
+  void set_partition_size(const char* value, size_t size);
+  ::std::string* mutable_partition_size();
+  ::std::string* release_partition_size();
+  void set_allocated_partition_size(::std::string* partition_size);
+
+  void clear_partition_size_value();
+  PartitionSizeValueCase partition_size_value_case() const;
+  // @@protoc_insertion_point(class_scope:flyteidl.core.GPUAccelerator)
+ private:
+  class HasBitSetters;
+  void set_has_unpartitioned();
+  void set_has_partition_size();
+
+  inline bool has_partition_size_value() const;
+  inline void clear_has_partition_size_value();
+
+  ::google::protobuf::internal::InternalMetadataWithArena _internal_metadata_;
+  ::google::protobuf::internal::ArenaStringPtr device_;
+  union PartitionSizeValueUnion {
+    PartitionSizeValueUnion() {}
+    bool unpartitioned_;
+    ::google::protobuf::internal::ArenaStringPtr partition_size_;
+  } partition_size_value_;
+  mutable ::google::protobuf::internal::CachedSize _cached_size_;
+  ::google::protobuf::uint32 _oneof_case_[1];
+
+  friend struct ::TableStruct_flyteidl_2fcore_2ftasks_2eproto;
+};
+// -------------------------------------------------------------------
+
+class ExtendedResources final :
+    public ::google::protobuf::Message /* @@protoc_insertion_point(class_definition:flyteidl.core.ExtendedResources) */ {
+ public:
+  ExtendedResources();
+  virtual ~ExtendedResources();
+
+  ExtendedResources(const ExtendedResources& from);
+
+  inline ExtendedResources& operator=(const ExtendedResources& from) {
+    CopyFrom(from);
+    return *this;
+  }
+  #if LANG_CXX11
+  ExtendedResources(ExtendedResources&& from) noexcept
+    : ExtendedResources() {
+    *this = ::std::move(from);
+  }
+
+  inline ExtendedResources& operator=(ExtendedResources&& from) noexcept {
+    if (GetArenaNoVirtual() == from.GetArenaNoVirtual()) {
+      if (this != &from) InternalSwap(&from);
+    } else {
+      CopyFrom(from);
+    }
+    return *this;
+  }
+  #endif
+  static const ::google::protobuf::Descriptor* descriptor() {
+    return default_instance().GetDescriptor();
+  }
+  static const ExtendedResources& default_instance();
+
+  static void InitAsDefaultInstance();  // FOR INTERNAL USE ONLY
+  static inline const ExtendedResources* internal_default_instance() {
+    return reinterpret_cast(
+               &_ExtendedResources_default_instance_);
+  }
+  static constexpr int kIndexInFileMessages =
+    3;
+
+  void Swap(ExtendedResources* other);
+  friend void swap(ExtendedResources& a, ExtendedResources& b) {
+    a.Swap(&b);
+  }
+
+  // implements Message ----------------------------------------------
+
+  inline ExtendedResources* New() const final {
+    return CreateMaybeMessage(nullptr);
+  }
+
+  ExtendedResources* New(::google::protobuf::Arena* arena) const final {
+    return CreateMaybeMessage(arena);
+  }
+  void CopyFrom(const ::google::protobuf::Message& from) final;
+  void MergeFrom(const ::google::protobuf::Message& from) final;
+  void CopyFrom(const ExtendedResources& from);
+  void MergeFrom(const ExtendedResources& from);
+  PROTOBUF_ATTRIBUTE_REINITIALIZES void Clear() final;
+  bool IsInitialized() const final;
+
+  size_t ByteSizeLong() const final;
+  #if GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
+  static const char* _InternalParse(const char* begin, const char* end, void* object, ::google::protobuf::internal::ParseContext* ctx);
+  ::google::protobuf::internal::ParseFunc _ParseFunc() const final { return _InternalParse; }
+  #else
+  bool MergePartialFromCodedStream(
+      ::google::protobuf::io::CodedInputStream* input) final;
+  #endif  // GOOGLE_PROTOBUF_ENABLE_EXPERIMENTAL_PARSER
+  void SerializeWithCachedSizes(
+      ::google::protobuf::io::CodedOutputStream* output) const final;
+  ::google::protobuf::uint8* InternalSerializeWithCachedSizesToArray(
+      ::google::protobuf::uint8* target) const final;
+  int GetCachedSize() const final { return _cached_size_.Get(); }
+
+  private:
+  void SharedCtor();
+  void SharedDtor();
+  void SetCachedSize(int size) const final;
+  void InternalSwap(ExtendedResources* other);
+  private:
+  inline ::google::protobuf::Arena* GetArenaNoVirtual() const {
+    return nullptr;
+  }
+  inline void* MaybeArenaPtr() const {
+    return nullptr;
+  }
+  public:
+
+  ::google::protobuf::Metadata GetMetadata() const final;
+
+  // nested types ----------------------------------------------------
+
+  // accessors -------------------------------------------------------
+
+  // .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+  bool has_gpu_accelerator() const;
+  void clear_gpu_accelerator();
+  static const int kGpuAcceleratorFieldNumber = 1;
+  const ::flyteidl::core::GPUAccelerator& gpu_accelerator() const;
+  ::flyteidl::core::GPUAccelerator* release_gpu_accelerator();
+  ::flyteidl::core::GPUAccelerator* mutable_gpu_accelerator();
+  void set_allocated_gpu_accelerator(::flyteidl::core::GPUAccelerator* gpu_accelerator);
+
+  // @@protoc_insertion_point(class_scope:flyteidl.core.ExtendedResources)
+ private:
+  class HasBitSetters;
+
+  ::google::protobuf::internal::InternalMetadataWithArena _internal_metadata_;
+  ::flyteidl::core::GPUAccelerator* gpu_accelerator_;
+  mutable ::google::protobuf::internal::CachedSize _cached_size_;
+  friend struct ::TableStruct_flyteidl_2fcore_2ftasks_2eproto;
+};
+// -------------------------------------------------------------------
+
 class RuntimeMetadata final :
     public ::google::protobuf::Message /* @@protoc_insertion_point(class_definition:flyteidl.core.RuntimeMetadata) */ {
  public:
@@ -626,7 +915,7 @@ class RuntimeMetadata final :
                &_RuntimeMetadata_default_instance_);
   }
   static constexpr int kIndexInFileMessages =
-    2;
+    4;
 
   void Swap(RuntimeMetadata* other);
   friend void swap(RuntimeMetadata& a, RuntimeMetadata& b) {
@@ -823,7 +1112,7 @@ class TaskMetadata final :
                &_TaskMetadata_default_instance_);
   }
   static constexpr int kIndexInFileMessages =
-    4;
+    6;
 
   void Swap(TaskMetadata* other);
   friend void swap(TaskMetadata& a, TaskMetadata& b) {
@@ -1092,7 +1381,7 @@ class TaskTemplate final :
                &_TaskTemplate_default_instance_);
   }
   static constexpr int kIndexInFileMessages =
-    6;
+    8;
 
   void Swap(TaskTemplate* other);
   friend void swap(TaskTemplate& a, TaskTemplate& b) {
@@ -1218,6 +1507,15 @@ class TaskTemplate final :
   ::flyteidl::core::SecurityContext* mutable_security_context();
   void set_allocated_security_context(::flyteidl::core::SecurityContext* security_context);
 
+  // .flyteidl.core.ExtendedResources extended_resources = 9;
+  bool has_extended_resources() const;
+  void clear_extended_resources();
+  static const int kExtendedResourcesFieldNumber = 9;
+  const ::flyteidl::core::ExtendedResources& extended_resources() const;
+  ::flyteidl::core::ExtendedResources* release_extended_resources();
+  ::flyteidl::core::ExtendedResources* mutable_extended_resources();
+  void set_allocated_extended_resources(::flyteidl::core::ExtendedResources* extended_resources);
+
   // int32 task_type_version = 7;
   void clear_task_type_version();
   static const int kTaskTypeVersionFieldNumber = 7;
@@ -1276,6 +1574,7 @@ class TaskTemplate final :
   ::flyteidl::core::TypedInterface* interface_;
   ::google::protobuf::Struct* custom_;
   ::flyteidl::core::SecurityContext* security_context_;
+  ::flyteidl::core::ExtendedResources* extended_resources_;
   ::google::protobuf::int32 task_type_version_;
   union TargetUnion {
     TargetUnion() {}
@@ -1328,7 +1627,7 @@ class ContainerPort final :
                &_ContainerPort_default_instance_);
   }
   static constexpr int kIndexInFileMessages =
-    7;
+    9;
 
   void Swap(ContainerPort* other);
   friend void swap(ContainerPort& a, ContainerPort& b) {
@@ -1440,7 +1739,7 @@ class Container final :
                &_Container_default_instance_);
   }
   static constexpr int kIndexInFileMessages =
-    8;
+    10;
 
   void Swap(Container* other);
   friend void swap(Container& a, Container& b) {
@@ -1704,7 +2003,7 @@ class IOStrategy final :
                &_IOStrategy_default_instance_);
   }
   static constexpr int kIndexInFileMessages =
-    9;
+    11;
 
   void Swap(IOStrategy* other);
   friend void swap(IOStrategy& a, IOStrategy& b) {
@@ -1879,7 +2178,7 @@ class DataLoadingConfig final :
                &_DataLoadingConfig_default_instance_);
   }
   static constexpr int kIndexInFileMessages =
-    10;
+    12;
 
   void Swap(DataLoadingConfig* other);
   friend void swap(DataLoadingConfig& a, DataLoadingConfig& b) {
@@ -2066,7 +2365,7 @@ class K8sPod final :
                &_K8sPod_default_instance_);
   }
   static constexpr int kIndexInFileMessages =
-    11;
+    13;
 
   void Swap(K8sPod* other);
   friend void swap(K8sPod& a, K8sPod& b) {
@@ -2249,7 +2548,7 @@ class K8sObjectMetadata final :
                &_K8sObjectMetadata_default_instance_);
   }
   static constexpr int kIndexInFileMessages =
-    14;
+    16;
 
   void Swap(K8sObjectMetadata* other);
   friend void swap(K8sObjectMetadata& a, K8sObjectMetadata& b) {
@@ -2385,7 +2684,7 @@ class Sql final :
                &_Sql_default_instance_);
   }
   static constexpr int kIndexInFileMessages =
-    15;
+    17;
 
   void Swap(Sql* other);
   friend void swap(Sql& a, Sql& b) {
@@ -2646,6 +2945,248 @@ Resources::limits() const {
 
 // -------------------------------------------------------------------
 
+// GPUAccelerator
+
+// string device = 1;
+inline void GPUAccelerator::clear_device() {
+  device_.ClearToEmptyNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+}
+inline const ::std::string& GPUAccelerator::device() const {
+  // @@protoc_insertion_point(field_get:flyteidl.core.GPUAccelerator.device)
+  return device_.GetNoArena();
+}
+inline void GPUAccelerator::set_device(const ::std::string& value) {
+  
+  device_.SetNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), value);
+  // @@protoc_insertion_point(field_set:flyteidl.core.GPUAccelerator.device)
+}
+#if LANG_CXX11
+inline void GPUAccelerator::set_device(::std::string&& value) {
+  
+  device_.SetNoArena(
+    &::google::protobuf::internal::GetEmptyStringAlreadyInited(), ::std::move(value));
+  // @@protoc_insertion_point(field_set_rvalue:flyteidl.core.GPUAccelerator.device)
+}
+#endif
+inline void GPUAccelerator::set_device(const char* value) {
+  GOOGLE_DCHECK(value != nullptr);
+  
+  device_.SetNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), ::std::string(value));
+  // @@protoc_insertion_point(field_set_char:flyteidl.core.GPUAccelerator.device)
+}
+inline void GPUAccelerator::set_device(const char* value, size_t size) {
+  
+  device_.SetNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited(),
+      ::std::string(reinterpret_cast(value), size));
+  // @@protoc_insertion_point(field_set_pointer:flyteidl.core.GPUAccelerator.device)
+}
+inline ::std::string* GPUAccelerator::mutable_device() {
+  
+  // @@protoc_insertion_point(field_mutable:flyteidl.core.GPUAccelerator.device)
+  return device_.MutableNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+}
+inline ::std::string* GPUAccelerator::release_device() {
+  // @@protoc_insertion_point(field_release:flyteidl.core.GPUAccelerator.device)
+  
+  return device_.ReleaseNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+}
+inline void GPUAccelerator::set_allocated_device(::std::string* device) {
+  if (device != nullptr) {
+    
+  } else {
+    
+  }
+  device_.SetAllocatedNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), device);
+  // @@protoc_insertion_point(field_set_allocated:flyteidl.core.GPUAccelerator.device)
+}
+
+// bool unpartitioned = 2;
+inline bool GPUAccelerator::has_unpartitioned() const {
+  return partition_size_value_case() == kUnpartitioned;
+}
+inline void GPUAccelerator::set_has_unpartitioned() {
+  _oneof_case_[0] = kUnpartitioned;
+}
+inline void GPUAccelerator::clear_unpartitioned() {
+  if (has_unpartitioned()) {
+    partition_size_value_.unpartitioned_ = false;
+    clear_has_partition_size_value();
+  }
+}
+inline bool GPUAccelerator::unpartitioned() const {
+  // @@protoc_insertion_point(field_get:flyteidl.core.GPUAccelerator.unpartitioned)
+  if (has_unpartitioned()) {
+    return partition_size_value_.unpartitioned_;
+  }
+  return false;
+}
+inline void GPUAccelerator::set_unpartitioned(bool value) {
+  if (!has_unpartitioned()) {
+    clear_partition_size_value();
+    set_has_unpartitioned();
+  }
+  partition_size_value_.unpartitioned_ = value;
+  // @@protoc_insertion_point(field_set:flyteidl.core.GPUAccelerator.unpartitioned)
+}
+
+// string partition_size = 3;
+inline bool GPUAccelerator::has_partition_size() const {
+  return partition_size_value_case() == kPartitionSize;
+}
+inline void GPUAccelerator::set_has_partition_size() {
+  _oneof_case_[0] = kPartitionSize;
+}
+inline void GPUAccelerator::clear_partition_size() {
+  if (has_partition_size()) {
+    partition_size_value_.partition_size_.DestroyNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+    clear_has_partition_size_value();
+  }
+}
+inline const ::std::string& GPUAccelerator::partition_size() const {
+  // @@protoc_insertion_point(field_get:flyteidl.core.GPUAccelerator.partition_size)
+  if (has_partition_size()) {
+    return partition_size_value_.partition_size_.GetNoArena();
+  }
+  return *&::google::protobuf::internal::GetEmptyStringAlreadyInited();
+}
+inline void GPUAccelerator::set_partition_size(const ::std::string& value) {
+  // @@protoc_insertion_point(field_set:flyteidl.core.GPUAccelerator.partition_size)
+  if (!has_partition_size()) {
+    clear_partition_size_value();
+    set_has_partition_size();
+    partition_size_value_.partition_size_.UnsafeSetDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+  }
+  partition_size_value_.partition_size_.SetNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), value);
+  // @@protoc_insertion_point(field_set:flyteidl.core.GPUAccelerator.partition_size)
+}
+#if LANG_CXX11
+inline void GPUAccelerator::set_partition_size(::std::string&& value) {
+  // @@protoc_insertion_point(field_set:flyteidl.core.GPUAccelerator.partition_size)
+  if (!has_partition_size()) {
+    clear_partition_size_value();
+    set_has_partition_size();
+    partition_size_value_.partition_size_.UnsafeSetDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+  }
+  partition_size_value_.partition_size_.SetNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), ::std::move(value));
+  // @@protoc_insertion_point(field_set_rvalue:flyteidl.core.GPUAccelerator.partition_size)
+}
+#endif
+inline void GPUAccelerator::set_partition_size(const char* value) {
+  GOOGLE_DCHECK(value != nullptr);
+  if (!has_partition_size()) {
+    clear_partition_size_value();
+    set_has_partition_size();
+    partition_size_value_.partition_size_.UnsafeSetDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+  }
+  partition_size_value_.partition_size_.SetNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited(),
+      ::std::string(value));
+  // @@protoc_insertion_point(field_set_char:flyteidl.core.GPUAccelerator.partition_size)
+}
+inline void GPUAccelerator::set_partition_size(const char* value, size_t size) {
+  if (!has_partition_size()) {
+    clear_partition_size_value();
+    set_has_partition_size();
+    partition_size_value_.partition_size_.UnsafeSetDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+  }
+  partition_size_value_.partition_size_.SetNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited(), ::std::string(
+      reinterpret_cast(value), size));
+  // @@protoc_insertion_point(field_set_pointer:flyteidl.core.GPUAccelerator.partition_size)
+}
+inline ::std::string* GPUAccelerator::mutable_partition_size() {
+  if (!has_partition_size()) {
+    clear_partition_size_value();
+    set_has_partition_size();
+    partition_size_value_.partition_size_.UnsafeSetDefault(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+  }
+  // @@protoc_insertion_point(field_mutable:flyteidl.core.GPUAccelerator.partition_size)
+  return partition_size_value_.partition_size_.MutableNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+}
+inline ::std::string* GPUAccelerator::release_partition_size() {
+  // @@protoc_insertion_point(field_release:flyteidl.core.GPUAccelerator.partition_size)
+  if (has_partition_size()) {
+    clear_has_partition_size_value();
+    return partition_size_value_.partition_size_.ReleaseNoArena(&::google::protobuf::internal::GetEmptyStringAlreadyInited());
+  } else {
+    return nullptr;
+  }
+}
+inline void GPUAccelerator::set_allocated_partition_size(::std::string* partition_size) {
+  if (has_partition_size_value()) {
+    clear_partition_size_value();
+  }
+  if (partition_size != nullptr) {
+    set_has_partition_size();
+    partition_size_value_.partition_size_.UnsafeSetDefault(partition_size);
+  }
+  // @@protoc_insertion_point(field_set_allocated:flyteidl.core.GPUAccelerator.partition_size)
+}
+
+inline bool GPUAccelerator::has_partition_size_value() const {
+  return partition_size_value_case() != PARTITION_SIZE_VALUE_NOT_SET;
+}
+inline void GPUAccelerator::clear_has_partition_size_value() {
+  _oneof_case_[0] = PARTITION_SIZE_VALUE_NOT_SET;
+}
+inline GPUAccelerator::PartitionSizeValueCase GPUAccelerator::partition_size_value_case() const {
+  return GPUAccelerator::PartitionSizeValueCase(_oneof_case_[0]);
+}
+// -------------------------------------------------------------------
+
+// ExtendedResources
+
+// .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+inline bool ExtendedResources::has_gpu_accelerator() const {
+  return this != internal_default_instance() && gpu_accelerator_ != nullptr;
+}
+inline void ExtendedResources::clear_gpu_accelerator() {
+  if (GetArenaNoVirtual() == nullptr && gpu_accelerator_ != nullptr) {
+    delete gpu_accelerator_;
+  }
+  gpu_accelerator_ = nullptr;
+}
+inline const ::flyteidl::core::GPUAccelerator& ExtendedResources::gpu_accelerator() const {
+  const ::flyteidl::core::GPUAccelerator* p = gpu_accelerator_;
+  // @@protoc_insertion_point(field_get:flyteidl.core.ExtendedResources.gpu_accelerator)
+  return p != nullptr ? *p : *reinterpret_cast(
+      &::flyteidl::core::_GPUAccelerator_default_instance_);
+}
+inline ::flyteidl::core::GPUAccelerator* ExtendedResources::release_gpu_accelerator() {
+  // @@protoc_insertion_point(field_release:flyteidl.core.ExtendedResources.gpu_accelerator)
+  
+  ::flyteidl::core::GPUAccelerator* temp = gpu_accelerator_;
+  gpu_accelerator_ = nullptr;
+  return temp;
+}
+inline ::flyteidl::core::GPUAccelerator* ExtendedResources::mutable_gpu_accelerator() {
+  
+  if (gpu_accelerator_ == nullptr) {
+    auto* p = CreateMaybeMessage<::flyteidl::core::GPUAccelerator>(GetArenaNoVirtual());
+    gpu_accelerator_ = p;
+  }
+  // @@protoc_insertion_point(field_mutable:flyteidl.core.ExtendedResources.gpu_accelerator)
+  return gpu_accelerator_;
+}
+inline void ExtendedResources::set_allocated_gpu_accelerator(::flyteidl::core::GPUAccelerator* gpu_accelerator) {
+  ::google::protobuf::Arena* message_arena = GetArenaNoVirtual();
+  if (message_arena == nullptr) {
+    delete gpu_accelerator_;
+  }
+  if (gpu_accelerator) {
+    ::google::protobuf::Arena* submessage_arena = nullptr;
+    if (message_arena != submessage_arena) {
+      gpu_accelerator = ::google::protobuf::internal::GetOwnedMessage(
+          message_arena, gpu_accelerator, submessage_arena);
+    }
+    
+  } else {
+    
+  }
+  gpu_accelerator_ = gpu_accelerator;
+  // @@protoc_insertion_point(field_set_allocated:flyteidl.core.ExtendedResources.gpu_accelerator)
+}
+
+// -------------------------------------------------------------------
+
 // RuntimeMetadata
 
 // .flyteidl.core.RuntimeMetadata.RuntimeType type = 1;
@@ -3601,6 +4142,57 @@ inline void TaskTemplate::set_allocated_security_context(::flyteidl::core::Secur
   // @@protoc_insertion_point(field_set_allocated:flyteidl.core.TaskTemplate.security_context)
 }
 
+// .flyteidl.core.ExtendedResources extended_resources = 9;
+inline bool TaskTemplate::has_extended_resources() const {
+  return this != internal_default_instance() && extended_resources_ != nullptr;
+}
+inline void TaskTemplate::clear_extended_resources() {
+  if (GetArenaNoVirtual() == nullptr && extended_resources_ != nullptr) {
+    delete extended_resources_;
+  }
+  extended_resources_ = nullptr;
+}
+inline const ::flyteidl::core::ExtendedResources& TaskTemplate::extended_resources() const {
+  const ::flyteidl::core::ExtendedResources* p = extended_resources_;
+  // @@protoc_insertion_point(field_get:flyteidl.core.TaskTemplate.extended_resources)
+  return p != nullptr ? *p : *reinterpret_cast(
+      &::flyteidl::core::_ExtendedResources_default_instance_);
+}
+inline ::flyteidl::core::ExtendedResources* TaskTemplate::release_extended_resources() {
+  // @@protoc_insertion_point(field_release:flyteidl.core.TaskTemplate.extended_resources)
+  
+  ::flyteidl::core::ExtendedResources* temp = extended_resources_;
+  extended_resources_ = nullptr;
+  return temp;
+}
+inline ::flyteidl::core::ExtendedResources* TaskTemplate::mutable_extended_resources() {
+  
+  if (extended_resources_ == nullptr) {
+    auto* p = CreateMaybeMessage<::flyteidl::core::ExtendedResources>(GetArenaNoVirtual());
+    extended_resources_ = p;
+  }
+  // @@protoc_insertion_point(field_mutable:flyteidl.core.TaskTemplate.extended_resources)
+  return extended_resources_;
+}
+inline void TaskTemplate::set_allocated_extended_resources(::flyteidl::core::ExtendedResources* extended_resources) {
+  ::google::protobuf::Arena* message_arena = GetArenaNoVirtual();
+  if (message_arena == nullptr) {
+    delete extended_resources_;
+  }
+  if (extended_resources) {
+    ::google::protobuf::Arena* submessage_arena = nullptr;
+    if (message_arena != submessage_arena) {
+      extended_resources = ::google::protobuf::internal::GetOwnedMessage(
+          message_arena, extended_resources, submessage_arena);
+    }
+    
+  } else {
+    
+  }
+  extended_resources_ = extended_resources;
+  // @@protoc_insertion_point(field_set_allocated:flyteidl.core.TaskTemplate.extended_resources)
+}
+
 // map config = 16;
 inline int TaskTemplate::config_size() const {
   return config_.size();
@@ -4562,6 +5154,10 @@ inline void Sql::set_dialect(::flyteidl::core::Sql_Dialect value) {
 
 // -------------------------------------------------------------------
 
+// -------------------------------------------------------------------
+
+// -------------------------------------------------------------------
+
 
 // @@protoc_insertion_point(namespace_scope)
 
diff --git a/flyteidl/gen/pb-cpp/flyteidl/core/workflow.pb.cc b/flyteidl/gen/pb-cpp/flyteidl/core/workflow.pb.cc
index 5248fdd5b7b..849b2faa207 100644
--- a/flyteidl/gen/pb-cpp/flyteidl/core/workflow.pb.cc
+++ b/flyteidl/gen/pb-cpp/flyteidl/core/workflow.pb.cc
@@ -22,6 +22,7 @@ extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fidentifier_2eproto ::google::p
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2finterface_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_TypedInterface_flyteidl_2fcore_2finterface_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fliterals_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_RetryStrategy_flyteidl_2fcore_2fliterals_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fliterals_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_Binding_flyteidl_2fcore_2fliterals_2eproto;
+extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_ExtendedResources_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_Resources_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftypes_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_Error_flyteidl_2fcore_2ftypes_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftypes_2eproto ::google::protobuf::internal::SCCInfo<6> scc_info_LiteralType_flyteidl_2fcore_2ftypes_2eproto;
@@ -31,9 +32,9 @@ extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::pro
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<0> scc_info_WorkflowMetadata_TagsEntry_DoNotUse_flyteidl_2fcore_2fworkflow_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_SignalCondition_flyteidl_2fcore_2fworkflow_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_SleepCondition_flyteidl_2fcore_2fworkflow_2eproto;
-extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_TaskNodeOverrides_flyteidl_2fcore_2fworkflow_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<1> scc_info_WorkflowNode_flyteidl_2fcore_2fworkflow_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<2> scc_info_NodeMetadata_flyteidl_2fcore_2fworkflow_2eproto;
+extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<2> scc_info_TaskNodeOverrides_flyteidl_2fcore_2fworkflow_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<2> scc_info_TaskNode_flyteidl_2fcore_2fworkflow_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<2> scc_info_WorkflowMetadata_flyteidl_2fcore_2fworkflow_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<3> scc_info_GateNode_flyteidl_2fcore_2fworkflow_2eproto;
@@ -373,9 +374,10 @@ static void InitDefaultsTaskNodeOverrides_flyteidl_2fcore_2fworkflow_2eproto() {
   ::flyteidl::core::TaskNodeOverrides::InitAsDefaultInstance();
 }
 
-::google::protobuf::internal::SCCInfo<1> scc_info_TaskNodeOverrides_flyteidl_2fcore_2fworkflow_2eproto =
-    {{ATOMIC_VAR_INIT(::google::protobuf::internal::SCCInfoBase::kUninitialized), 1, InitDefaultsTaskNodeOverrides_flyteidl_2fcore_2fworkflow_2eproto}, {
-      &scc_info_Resources_flyteidl_2fcore_2ftasks_2eproto.base,}};
+::google::protobuf::internal::SCCInfo<2> scc_info_TaskNodeOverrides_flyteidl_2fcore_2fworkflow_2eproto =
+    {{ATOMIC_VAR_INIT(::google::protobuf::internal::SCCInfoBase::kUninitialized), 2, InitDefaultsTaskNodeOverrides_flyteidl_2fcore_2fworkflow_2eproto}, {
+      &scc_info_Resources_flyteidl_2fcore_2ftasks_2eproto.base,
+      &scc_info_ExtendedResources_flyteidl_2fcore_2ftasks_2eproto.base,}};
 
 void InitDefaults_flyteidl_2fcore_2fworkflow_2eproto() {
   ::google::protobuf::internal::InitSCC(&scc_info_TaskNode_flyteidl_2fcore_2fworkflow_2eproto.base);
@@ -551,6 +553,7 @@ const ::google::protobuf::uint32 TableStruct_flyteidl_2fcore_2fworkflow_2eproto:
   ~0u,  // no _oneof_case_
   ~0u,  // no _weak_field_map_
   PROTOBUF_FIELD_OFFSET(::flyteidl::core::TaskNodeOverrides, resources_),
+  PROTOBUF_FIELD_OFFSET(::flyteidl::core::TaskNodeOverrides, extended_resources_),
 };
 static const ::google::protobuf::internal::MigrationSchema schemas[] PROTOBUF_SECTION_VARIABLE(protodesc_cold) = {
   { 0, -1, sizeof(::flyteidl::core::IfBlock)},
@@ -672,15 +675,16 @@ const char descriptor_table_protodef_flyteidl_2fcore_2fworkflow_2eproto[] =
   "re.Binding\022)\n\014failure_node\030\006 \001(\0132\023.flyte"
   "idl.core.Node\022B\n\021metadata_defaults\030\007 \001(\013"
   "2\'.flyteidl.core.WorkflowMetadataDefault"
-  "s\"@\n\021TaskNodeOverrides\022+\n\tresources\030\001 \001("
-  "\0132\030.flyteidl.core.ResourcesBresources_ = const_cast< ::flyteidl::core::Resources*>(
       ::flyteidl::core::Resources::internal_default_instance());
+  ::flyteidl::core::_TaskNodeOverrides_default_instance_._instance.get_mutable()->extended_resources_ = const_cast< ::flyteidl::core::ExtendedResources*>(
+      ::flyteidl::core::ExtendedResources::internal_default_instance());
 }
 class TaskNodeOverrides::HasBitSetters {
  public:
   static const ::flyteidl::core::Resources& resources(const TaskNodeOverrides* msg);
+  static const ::flyteidl::core::ExtendedResources& extended_resources(const TaskNodeOverrides* msg);
 };
 
 const ::flyteidl::core::Resources&
 TaskNodeOverrides::HasBitSetters::resources(const TaskNodeOverrides* msg) {
   return *msg->resources_;
 }
+const ::flyteidl::core::ExtendedResources&
+TaskNodeOverrides::HasBitSetters::extended_resources(const TaskNodeOverrides* msg) {
+  return *msg->extended_resources_;
+}
 void TaskNodeOverrides::clear_resources() {
   if (GetArenaNoVirtual() == nullptr && resources_ != nullptr) {
     delete resources_;
   }
   resources_ = nullptr;
 }
+void TaskNodeOverrides::clear_extended_resources() {
+  if (GetArenaNoVirtual() == nullptr && extended_resources_ != nullptr) {
+    delete extended_resources_;
+  }
+  extended_resources_ = nullptr;
+}
 #if !defined(_MSC_VER) || _MSC_VER >= 1900
 const int TaskNodeOverrides::kResourcesFieldNumber;
+const int TaskNodeOverrides::kExtendedResourcesFieldNumber;
 #endif  // !defined(_MSC_VER) || _MSC_VER >= 1900
 
 TaskNodeOverrides::TaskNodeOverrides()
@@ -8140,13 +8158,20 @@ TaskNodeOverrides::TaskNodeOverrides(const TaskNodeOverrides& from)
   } else {
     resources_ = nullptr;
   }
+  if (from.has_extended_resources()) {
+    extended_resources_ = new ::flyteidl::core::ExtendedResources(*from.extended_resources_);
+  } else {
+    extended_resources_ = nullptr;
+  }
   // @@protoc_insertion_point(copy_constructor:flyteidl.core.TaskNodeOverrides)
 }
 
 void TaskNodeOverrides::SharedCtor() {
   ::google::protobuf::internal::InitSCC(
       &scc_info_TaskNodeOverrides_flyteidl_2fcore_2fworkflow_2eproto.base);
-  resources_ = nullptr;
+  ::memset(&resources_, 0, static_cast(
+      reinterpret_cast(&extended_resources_) -
+      reinterpret_cast(&resources_)) + sizeof(extended_resources_));
 }
 
 TaskNodeOverrides::~TaskNodeOverrides() {
@@ -8156,6 +8181,7 @@ TaskNodeOverrides::~TaskNodeOverrides() {
 
 void TaskNodeOverrides::SharedDtor() {
   if (this != internal_default_instance()) delete resources_;
+  if (this != internal_default_instance()) delete extended_resources_;
 }
 
 void TaskNodeOverrides::SetCachedSize(int size) const {
@@ -8177,6 +8203,10 @@ void TaskNodeOverrides::Clear() {
     delete resources_;
   }
   resources_ = nullptr;
+  if (GetArenaNoVirtual() == nullptr && extended_resources_ != nullptr) {
+    delete extended_resources_;
+  }
+  extended_resources_ = nullptr;
   _internal_metadata_.Clear();
 }
 
@@ -8206,6 +8236,19 @@ const char* TaskNodeOverrides::_InternalParse(const char* begin, const char* end
             {parser_till_end, object}, ptr - size, ptr));
         break;
       }
+      // .flyteidl.core.ExtendedResources extended_resources = 2;
+      case 2: {
+        if (static_cast<::google::protobuf::uint8>(tag) != 18) goto handle_unusual;
+        ptr = ::google::protobuf::io::ReadSize(ptr, &size);
+        GOOGLE_PROTOBUF_PARSER_ASSERT(ptr);
+        parser_till_end = ::flyteidl::core::ExtendedResources::_InternalParse;
+        object = msg->mutable_extended_resources();
+        if (size > end - ptr) goto len_delim_till_end;
+        ptr += size;
+        GOOGLE_PROTOBUF_PARSER_ASSERT(ctx->ParseExactRange(
+            {parser_till_end, object}, ptr - size, ptr));
+        break;
+      }
       default: {
       handle_unusual:
         if ((tag & 7) == 4 || tag == 0) {
@@ -8247,6 +8290,17 @@ bool TaskNodeOverrides::MergePartialFromCodedStream(
         break;
       }
 
+      // .flyteidl.core.ExtendedResources extended_resources = 2;
+      case 2: {
+        if (static_cast< ::google::protobuf::uint8>(tag) == (18 & 0xFF)) {
+          DO_(::google::protobuf::internal::WireFormatLite::ReadMessage(
+               input, mutable_extended_resources()));
+        } else {
+          goto handle_unusual;
+        }
+        break;
+      }
+
       default: {
       handle_unusual:
         if (tag == 0) {
@@ -8280,6 +8334,12 @@ void TaskNodeOverrides::SerializeWithCachedSizes(
       1, HasBitSetters::resources(this), output);
   }
 
+  // .flyteidl.core.ExtendedResources extended_resources = 2;
+  if (this->has_extended_resources()) {
+    ::google::protobuf::internal::WireFormatLite::WriteMessageMaybeToArray(
+      2, HasBitSetters::extended_resources(this), output);
+  }
+
   if (_internal_metadata_.have_unknown_fields()) {
     ::google::protobuf::internal::WireFormat::SerializeUnknownFields(
         _internal_metadata_.unknown_fields(), output);
@@ -8300,6 +8360,13 @@ ::google::protobuf::uint8* TaskNodeOverrides::InternalSerializeWithCachedSizesTo
         1, HasBitSetters::resources(this), target);
   }
 
+  // .flyteidl.core.ExtendedResources extended_resources = 2;
+  if (this->has_extended_resources()) {
+    target = ::google::protobuf::internal::WireFormatLite::
+      InternalWriteMessageToArray(
+        2, HasBitSetters::extended_resources(this), target);
+  }
+
   if (_internal_metadata_.have_unknown_fields()) {
     target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray(
         _internal_metadata_.unknown_fields(), target);
@@ -8328,6 +8395,13 @@ size_t TaskNodeOverrides::ByteSizeLong() const {
         *resources_);
   }
 
+  // .flyteidl.core.ExtendedResources extended_resources = 2;
+  if (this->has_extended_resources()) {
+    total_size += 1 +
+      ::google::protobuf::internal::WireFormatLite::MessageSize(
+        *extended_resources_);
+  }
+
   int cached_size = ::google::protobuf::internal::ToCachedSize(total_size);
   SetCachedSize(cached_size);
   return total_size;
@@ -8358,6 +8432,9 @@ void TaskNodeOverrides::MergeFrom(const TaskNodeOverrides& from) {
   if (from.has_resources()) {
     mutable_resources()->::flyteidl::core::Resources::MergeFrom(from.resources());
   }
+  if (from.has_extended_resources()) {
+    mutable_extended_resources()->::flyteidl::core::ExtendedResources::MergeFrom(from.extended_resources());
+  }
 }
 
 void TaskNodeOverrides::CopyFrom(const ::google::protobuf::Message& from) {
@@ -8386,6 +8463,7 @@ void TaskNodeOverrides::InternalSwap(TaskNodeOverrides* other) {
   using std::swap;
   _internal_metadata_.Swap(&other->_internal_metadata_);
   swap(resources_, other->resources_);
+  swap(extended_resources_, other->extended_resources_);
 }
 
 ::google::protobuf::Metadata TaskNodeOverrides::GetMetadata() const {
diff --git a/flyteidl/gen/pb-cpp/flyteidl/core/workflow.pb.h b/flyteidl/gen/pb-cpp/flyteidl/core/workflow.pb.h
index 9ee5eb92c8a..390fd2e31f4 100644
--- a/flyteidl/gen/pb-cpp/flyteidl/core/workflow.pb.h
+++ b/flyteidl/gen/pb-cpp/flyteidl/core/workflow.pb.h
@@ -2691,12 +2691,22 @@ class TaskNodeOverrides final :
   ::flyteidl::core::Resources* mutable_resources();
   void set_allocated_resources(::flyteidl::core::Resources* resources);
 
+  // .flyteidl.core.ExtendedResources extended_resources = 2;
+  bool has_extended_resources() const;
+  void clear_extended_resources();
+  static const int kExtendedResourcesFieldNumber = 2;
+  const ::flyteidl::core::ExtendedResources& extended_resources() const;
+  ::flyteidl::core::ExtendedResources* release_extended_resources();
+  ::flyteidl::core::ExtendedResources* mutable_extended_resources();
+  void set_allocated_extended_resources(::flyteidl::core::ExtendedResources* extended_resources);
+
   // @@protoc_insertion_point(class_scope:flyteidl.core.TaskNodeOverrides)
  private:
   class HasBitSetters;
 
   ::google::protobuf::internal::InternalMetadataWithArena _internal_metadata_;
   ::flyteidl::core::Resources* resources_;
+  ::flyteidl::core::ExtendedResources* extended_resources_;
   mutable ::google::protobuf::internal::CachedSize _cached_size_;
   friend struct ::TableStruct_flyteidl_2fcore_2fworkflow_2eproto;
 };
@@ -4946,6 +4956,51 @@ inline void TaskNodeOverrides::set_allocated_resources(::flyteidl::core::Resourc
   // @@protoc_insertion_point(field_set_allocated:flyteidl.core.TaskNodeOverrides.resources)
 }
 
+// .flyteidl.core.ExtendedResources extended_resources = 2;
+inline bool TaskNodeOverrides::has_extended_resources() const {
+  return this != internal_default_instance() && extended_resources_ != nullptr;
+}
+inline const ::flyteidl::core::ExtendedResources& TaskNodeOverrides::extended_resources() const {
+  const ::flyteidl::core::ExtendedResources* p = extended_resources_;
+  // @@protoc_insertion_point(field_get:flyteidl.core.TaskNodeOverrides.extended_resources)
+  return p != nullptr ? *p : *reinterpret_cast(
+      &::flyteidl::core::_ExtendedResources_default_instance_);
+}
+inline ::flyteidl::core::ExtendedResources* TaskNodeOverrides::release_extended_resources() {
+  // @@protoc_insertion_point(field_release:flyteidl.core.TaskNodeOverrides.extended_resources)
+  
+  ::flyteidl::core::ExtendedResources* temp = extended_resources_;
+  extended_resources_ = nullptr;
+  return temp;
+}
+inline ::flyteidl::core::ExtendedResources* TaskNodeOverrides::mutable_extended_resources() {
+  
+  if (extended_resources_ == nullptr) {
+    auto* p = CreateMaybeMessage<::flyteidl::core::ExtendedResources>(GetArenaNoVirtual());
+    extended_resources_ = p;
+  }
+  // @@protoc_insertion_point(field_mutable:flyteidl.core.TaskNodeOverrides.extended_resources)
+  return extended_resources_;
+}
+inline void TaskNodeOverrides::set_allocated_extended_resources(::flyteidl::core::ExtendedResources* extended_resources) {
+  ::google::protobuf::Arena* message_arena = GetArenaNoVirtual();
+  if (message_arena == nullptr) {
+    delete reinterpret_cast< ::google::protobuf::MessageLite*>(extended_resources_);
+  }
+  if (extended_resources) {
+    ::google::protobuf::Arena* submessage_arena = nullptr;
+    if (message_arena != submessage_arena) {
+      extended_resources = ::google::protobuf::internal::GetOwnedMessage(
+          message_arena, extended_resources, submessage_arena);
+    }
+    
+  } else {
+    
+  }
+  extended_resources_ = extended_resources;
+  // @@protoc_insertion_point(field_set_allocated:flyteidl.core.TaskNodeOverrides.extended_resources)
+}
+
 #ifdef __GNUC__
   #pragma GCC diagnostic pop
 #endif  // __GNUC__
diff --git a/flyteidl/gen/pb-cpp/flyteidl/core/workflow_closure.pb.cc b/flyteidl/gen/pb-cpp/flyteidl/core/workflow_closure.pb.cc
index 71d86496327..d515bf74505 100644
--- a/flyteidl/gen/pb-cpp/flyteidl/core/workflow_closure.pb.cc
+++ b/flyteidl/gen/pb-cpp/flyteidl/core/workflow_closure.pb.cc
@@ -16,7 +16,7 @@
 // @@protoc_insertion_point(includes)
 #include 
 
-extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<9> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto;
+extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<10> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto;
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fworkflow_2eproto ::google::protobuf::internal::SCCInfo<6> scc_info_WorkflowTemplate_flyteidl_2fcore_2fworkflow_2eproto;
 namespace flyteidl {
 namespace core {
diff --git a/flyteidl/gen/pb-cpp/flyteidl/service/external_plugin_service.pb.cc b/flyteidl/gen/pb-cpp/flyteidl/service/external_plugin_service.pb.cc
index 5dee1180386..e73d9c9a21c 100644
--- a/flyteidl/gen/pb-cpp/flyteidl/service/external_plugin_service.pb.cc
+++ b/flyteidl/gen/pb-cpp/flyteidl/service/external_plugin_service.pb.cc
@@ -17,7 +17,7 @@
 #include 
 
 extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2fliterals_2eproto ::google::protobuf::internal::SCCInfo<9> scc_info_Literal_flyteidl_2fcore_2fliterals_2eproto;
-extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<9> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto;
+extern PROTOBUF_INTERNAL_EXPORT_flyteidl_2fcore_2ftasks_2eproto ::google::protobuf::internal::SCCInfo<10> scc_info_TaskTemplate_flyteidl_2fcore_2ftasks_2eproto;
 namespace flyteidl {
 namespace service {
 class TaskCreateRequestDefaultTypeInternal {
diff --git a/flyteidl/gen/pb-go/flyteidl/core/tasks.pb.go b/flyteidl/gen/pb-go/flyteidl/core/tasks.pb.go
index 8a67fb2670e..d7310cce314 100644
--- a/flyteidl/gen/pb-go/flyteidl/core/tasks.pb.go
+++ b/flyteidl/gen/pb-go/flyteidl/core/tasks.pb.go
@@ -83,7 +83,7 @@ func (x RuntimeMetadata_RuntimeType) String() string {
 }
 
 func (RuntimeMetadata_RuntimeType) EnumDescriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{1, 0}
+	return fileDescriptor_bd8423ba58d6ed80, []int{3, 0}
 }
 
 // Architecture-type the container image supports.
@@ -118,7 +118,7 @@ func (x Container_Architecture) String() string {
 }
 
 func (Container_Architecture) EnumDescriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{5, 0}
+	return fileDescriptor_bd8423ba58d6ed80, []int{7, 0}
 }
 
 // Mode to use for downloading
@@ -150,7 +150,7 @@ func (x IOStrategy_DownloadMode) String() string {
 }
 
 func (IOStrategy_DownloadMode) EnumDescriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{6, 0}
+	return fileDescriptor_bd8423ba58d6ed80, []int{8, 0}
 }
 
 // Mode to use for uploading
@@ -182,7 +182,7 @@ func (x IOStrategy_UploadMode) String() string {
 }
 
 func (IOStrategy_UploadMode) EnumDescriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{6, 1}
+	return fileDescriptor_bd8423ba58d6ed80, []int{8, 1}
 }
 
 // LiteralMapFormat decides the encoding format in which the input metadata should be made available to the containers.
@@ -216,7 +216,7 @@ func (x DataLoadingConfig_LiteralMapFormat) String() string {
 }
 
 func (DataLoadingConfig_LiteralMapFormat) EnumDescriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{7, 0}
+	return fileDescriptor_bd8423ba58d6ed80, []int{9, 0}
 }
 
 // The dialect of the SQL statement. This is used to validate and parse SQL statements at compilation time to avoid
@@ -250,7 +250,7 @@ func (x Sql_Dialect) String() string {
 }
 
 func (Sql_Dialect) EnumDescriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{10, 0}
+	return fileDescriptor_bd8423ba58d6ed80, []int{12, 0}
 }
 
 // A customizable interface to convey resources requested for a container. This can be interpreted differently for different
@@ -356,6 +356,143 @@ func (m *Resources_ResourceEntry) GetValue() string {
 	return ""
 }
 
+// Metadata associated with the GPU accelerator to allocate to a task. Contains
+// information about device type, and for multi-instance GPUs, the partition size to
+// use.
+type GPUAccelerator struct {
+	// This can be any arbitrary string, and should be informed by the labels or taints
+	// associated with the nodes in question. Default cloud provider labels typically
+	// use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+	Device string `protobuf:"bytes,1,opt,name=device,proto3" json:"device,omitempty"`
+	// Types that are valid to be assigned to PartitionSizeValue:
+	//	*GPUAccelerator_Unpartitioned
+	//	*GPUAccelerator_PartitionSize
+	PartitionSizeValue   isGPUAccelerator_PartitionSizeValue `protobuf_oneof:"partition_size_value"`
+	XXX_NoUnkeyedLiteral struct{}                            `json:"-"`
+	XXX_unrecognized     []byte                              `json:"-"`
+	XXX_sizecache        int32                               `json:"-"`
+}
+
+func (m *GPUAccelerator) Reset()         { *m = GPUAccelerator{} }
+func (m *GPUAccelerator) String() string { return proto.CompactTextString(m) }
+func (*GPUAccelerator) ProtoMessage()    {}
+func (*GPUAccelerator) Descriptor() ([]byte, []int) {
+	return fileDescriptor_bd8423ba58d6ed80, []int{1}
+}
+
+func (m *GPUAccelerator) XXX_Unmarshal(b []byte) error {
+	return xxx_messageInfo_GPUAccelerator.Unmarshal(m, b)
+}
+func (m *GPUAccelerator) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	return xxx_messageInfo_GPUAccelerator.Marshal(b, m, deterministic)
+}
+func (m *GPUAccelerator) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_GPUAccelerator.Merge(m, src)
+}
+func (m *GPUAccelerator) XXX_Size() int {
+	return xxx_messageInfo_GPUAccelerator.Size(m)
+}
+func (m *GPUAccelerator) XXX_DiscardUnknown() {
+	xxx_messageInfo_GPUAccelerator.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_GPUAccelerator proto.InternalMessageInfo
+
+func (m *GPUAccelerator) GetDevice() string {
+	if m != nil {
+		return m.Device
+	}
+	return ""
+}
+
+type isGPUAccelerator_PartitionSizeValue interface {
+	isGPUAccelerator_PartitionSizeValue()
+}
+
+type GPUAccelerator_Unpartitioned struct {
+	Unpartitioned bool `protobuf:"varint,2,opt,name=unpartitioned,proto3,oneof"`
+}
+
+type GPUAccelerator_PartitionSize struct {
+	PartitionSize string `protobuf:"bytes,3,opt,name=partition_size,json=partitionSize,proto3,oneof"`
+}
+
+func (*GPUAccelerator_Unpartitioned) isGPUAccelerator_PartitionSizeValue() {}
+
+func (*GPUAccelerator_PartitionSize) isGPUAccelerator_PartitionSizeValue() {}
+
+func (m *GPUAccelerator) GetPartitionSizeValue() isGPUAccelerator_PartitionSizeValue {
+	if m != nil {
+		return m.PartitionSizeValue
+	}
+	return nil
+}
+
+func (m *GPUAccelerator) GetUnpartitioned() bool {
+	if x, ok := m.GetPartitionSizeValue().(*GPUAccelerator_Unpartitioned); ok {
+		return x.Unpartitioned
+	}
+	return false
+}
+
+func (m *GPUAccelerator) GetPartitionSize() string {
+	if x, ok := m.GetPartitionSizeValue().(*GPUAccelerator_PartitionSize); ok {
+		return x.PartitionSize
+	}
+	return ""
+}
+
+// XXX_OneofWrappers is for the internal use of the proto package.
+func (*GPUAccelerator) XXX_OneofWrappers() []interface{} {
+	return []interface{}{
+		(*GPUAccelerator_Unpartitioned)(nil),
+		(*GPUAccelerator_PartitionSize)(nil),
+	}
+}
+
+// Encapsulates all non-standard resources, not captured by v1.ResourceRequirements, to
+// allocate to a task.
+type ExtendedResources struct {
+	// GPU accelerator to select for task. Contains information about device type, and
+	// for multi-instance GPUs, the partition size to use.
+	GpuAccelerator       *GPUAccelerator `protobuf:"bytes,1,opt,name=gpu_accelerator,json=gpuAccelerator,proto3" json:"gpu_accelerator,omitempty"`
+	XXX_NoUnkeyedLiteral struct{}        `json:"-"`
+	XXX_unrecognized     []byte          `json:"-"`
+	XXX_sizecache        int32           `json:"-"`
+}
+
+func (m *ExtendedResources) Reset()         { *m = ExtendedResources{} }
+func (m *ExtendedResources) String() string { return proto.CompactTextString(m) }
+func (*ExtendedResources) ProtoMessage()    {}
+func (*ExtendedResources) Descriptor() ([]byte, []int) {
+	return fileDescriptor_bd8423ba58d6ed80, []int{2}
+}
+
+func (m *ExtendedResources) XXX_Unmarshal(b []byte) error {
+	return xxx_messageInfo_ExtendedResources.Unmarshal(m, b)
+}
+func (m *ExtendedResources) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	return xxx_messageInfo_ExtendedResources.Marshal(b, m, deterministic)
+}
+func (m *ExtendedResources) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_ExtendedResources.Merge(m, src)
+}
+func (m *ExtendedResources) XXX_Size() int {
+	return xxx_messageInfo_ExtendedResources.Size(m)
+}
+func (m *ExtendedResources) XXX_DiscardUnknown() {
+	xxx_messageInfo_ExtendedResources.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_ExtendedResources proto.InternalMessageInfo
+
+func (m *ExtendedResources) GetGpuAccelerator() *GPUAccelerator {
+	if m != nil {
+		return m.GpuAccelerator
+	}
+	return nil
+}
+
 // Runtime information. This is loosely defined to allow for extensibility.
 type RuntimeMetadata struct {
 	// Type of runtime.
@@ -374,7 +511,7 @@ func (m *RuntimeMetadata) Reset()         { *m = RuntimeMetadata{} }
 func (m *RuntimeMetadata) String() string { return proto.CompactTextString(m) }
 func (*RuntimeMetadata) ProtoMessage()    {}
 func (*RuntimeMetadata) Descriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{1}
+	return fileDescriptor_bd8423ba58d6ed80, []int{3}
 }
 
 func (m *RuntimeMetadata) XXX_Unmarshal(b []byte) error {
@@ -455,7 +592,7 @@ func (m *TaskMetadata) Reset()         { *m = TaskMetadata{} }
 func (m *TaskMetadata) String() string { return proto.CompactTextString(m) }
 func (*TaskMetadata) ProtoMessage()    {}
 func (*TaskMetadata) Descriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{2}
+	return fileDescriptor_bd8423ba58d6ed80, []int{4}
 }
 
 func (m *TaskMetadata) XXX_Unmarshal(b []byte) error {
@@ -606,6 +743,9 @@ type TaskTemplate struct {
 	TaskTypeVersion int32 `protobuf:"varint,7,opt,name=task_type_version,json=taskTypeVersion,proto3" json:"task_type_version,omitempty"`
 	// security_context encapsulates security attributes requested to run this task.
 	SecurityContext *SecurityContext `protobuf:"bytes,8,opt,name=security_context,json=securityContext,proto3" json:"security_context,omitempty"`
+	// Encapsulates all non-standard resources, not captured by
+	// v1.ResourceRequirements, to allocate to a task.
+	ExtendedResources *ExtendedResources `protobuf:"bytes,9,opt,name=extended_resources,json=extendedResources,proto3" json:"extended_resources,omitempty"`
 	// Metadata about the custom defined for this task. This is extensible to allow various plugins in the system
 	// to use as required.
 	// reserve the field numbers 1 through 15 for very frequently occurring message elements
@@ -619,7 +759,7 @@ func (m *TaskTemplate) Reset()         { *m = TaskTemplate{} }
 func (m *TaskTemplate) String() string { return proto.CompactTextString(m) }
 func (*TaskTemplate) ProtoMessage()    {}
 func (*TaskTemplate) Descriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{3}
+	return fileDescriptor_bd8423ba58d6ed80, []int{5}
 }
 
 func (m *TaskTemplate) XXX_Unmarshal(b []byte) error {
@@ -739,6 +879,13 @@ func (m *TaskTemplate) GetSecurityContext() *SecurityContext {
 	return nil
 }
 
+func (m *TaskTemplate) GetExtendedResources() *ExtendedResources {
+	if m != nil {
+		return m.ExtendedResources
+	}
+	return nil
+}
+
 func (m *TaskTemplate) GetConfig() map[string]string {
 	if m != nil {
 		return m.Config
@@ -769,7 +916,7 @@ func (m *ContainerPort) Reset()         { *m = ContainerPort{} }
 func (m *ContainerPort) String() string { return proto.CompactTextString(m) }
 func (*ContainerPort) ProtoMessage()    {}
 func (*ContainerPort) Descriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{4}
+	return fileDescriptor_bd8423ba58d6ed80, []int{6}
 }
 
 func (m *ContainerPort) XXX_Unmarshal(b []byte) error {
@@ -836,7 +983,7 @@ func (m *Container) Reset()         { *m = Container{} }
 func (m *Container) String() string { return proto.CompactTextString(m) }
 func (*Container) ProtoMessage()    {}
 func (*Container) Descriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{5}
+	return fileDescriptor_bd8423ba58d6ed80, []int{7}
 }
 
 func (m *Container) XXX_Unmarshal(b []byte) error {
@@ -936,7 +1083,7 @@ func (m *IOStrategy) Reset()         { *m = IOStrategy{} }
 func (m *IOStrategy) String() string { return proto.CompactTextString(m) }
 func (*IOStrategy) ProtoMessage()    {}
 func (*IOStrategy) Descriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{6}
+	return fileDescriptor_bd8423ba58d6ed80, []int{8}
 }
 
 func (m *IOStrategy) XXX_Unmarshal(b []byte) error {
@@ -1000,7 +1147,7 @@ func (m *DataLoadingConfig) Reset()         { *m = DataLoadingConfig{} }
 func (m *DataLoadingConfig) String() string { return proto.CompactTextString(m) }
 func (*DataLoadingConfig) ProtoMessage()    {}
 func (*DataLoadingConfig) Descriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{7}
+	return fileDescriptor_bd8423ba58d6ed80, []int{9}
 }
 
 func (m *DataLoadingConfig) XXX_Unmarshal(b []byte) error {
@@ -1082,7 +1229,7 @@ func (m *K8SPod) Reset()         { *m = K8SPod{} }
 func (m *K8SPod) String() string { return proto.CompactTextString(m) }
 func (*K8SPod) ProtoMessage()    {}
 func (*K8SPod) Descriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{8}
+	return fileDescriptor_bd8423ba58d6ed80, []int{10}
 }
 
 func (m *K8SPod) XXX_Unmarshal(b []byte) error {
@@ -1139,7 +1286,7 @@ func (m *K8SObjectMetadata) Reset()         { *m = K8SObjectMetadata{} }
 func (m *K8SObjectMetadata) String() string { return proto.CompactTextString(m) }
 func (*K8SObjectMetadata) ProtoMessage()    {}
 func (*K8SObjectMetadata) Descriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{9}
+	return fileDescriptor_bd8423ba58d6ed80, []int{11}
 }
 
 func (m *K8SObjectMetadata) XXX_Unmarshal(b []byte) error {
@@ -1196,7 +1343,7 @@ func (m *Sql) Reset()         { *m = Sql{} }
 func (m *Sql) String() string { return proto.CompactTextString(m) }
 func (*Sql) ProtoMessage()    {}
 func (*Sql) Descriptor() ([]byte, []int) {
-	return fileDescriptor_bd8423ba58d6ed80, []int{10}
+	return fileDescriptor_bd8423ba58d6ed80, []int{12}
 }
 
 func (m *Sql) XXX_Unmarshal(b []byte) error {
@@ -1241,6 +1388,8 @@ func init() {
 	proto.RegisterEnum("flyteidl.core.Sql_Dialect", Sql_Dialect_name, Sql_Dialect_value)
 	proto.RegisterType((*Resources)(nil), "flyteidl.core.Resources")
 	proto.RegisterType((*Resources_ResourceEntry)(nil), "flyteidl.core.Resources.ResourceEntry")
+	proto.RegisterType((*GPUAccelerator)(nil), "flyteidl.core.GPUAccelerator")
+	proto.RegisterType((*ExtendedResources)(nil), "flyteidl.core.ExtendedResources")
 	proto.RegisterType((*RuntimeMetadata)(nil), "flyteidl.core.RuntimeMetadata")
 	proto.RegisterType((*TaskMetadata)(nil), "flyteidl.core.TaskMetadata")
 	proto.RegisterMapType((map[string]string)(nil), "flyteidl.core.TaskMetadata.TagsEntry")
@@ -1260,109 +1409,117 @@ func init() {
 func init() { proto.RegisterFile("flyteidl/core/tasks.proto", fileDescriptor_bd8423ba58d6ed80) }
 
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+	0x27, 0x6f, 0x3d, 0x24, 0x1e, 0xc7, 0x12, 0x87, 0xf6, 0x72, 0xb7, 0x97, 0x6f, 0xd4, 0x38, 0x28,
+	0xea, 0x85, 0xcc, 0xdd, 0xa8, 0x05, 0x6b, 0xd2, 0x1d, 0x91, 0x5e, 0x51, 0x7a, 0xf7, 0x3f, 0x95,
+	0x07, 0xd2, 0x3d, 0x38, 0x81, 0xa2, 0x36, 0xd4, 0x64, 0xd6, 0x5a, 0xe9, 0x8e, 0xd7, 0x47, 0x4b,
+	0x87, 0x08, 0x72, 0xcc, 0x88, 0xe3, 0x05, 0x6e, 0xf2, 0x9e, 0x18, 0xa4, 0x52, 0xb2, 0x46, 0x5d,
+	0xd8, 0x20, 0xdc, 0x3e, 0xf7, 0x04, 0xb5, 0x45, 0xcc, 0xa9, 0xaa, 0xaa, 0x57, 0x27, 0xa9, 0x7c,
+	0xf7, 0x66, 0x7b, 0x0e, 0x8c, 0x17, 0x54, 0x8d, 0x2e, 0x6c, 0xcc, 0x4b, 0x17, 0x67, 0xa7, 0x2a,
+	0xac, 0xb5, 0x7b, 0x9d, 0xdd, 0x17, 0x5a, 0x41, 0x2d, 0x71, 0x6f, 0xf7, 0x45, 0x32, 0x3f, 0xb5,
+	0x71, 0xcf, 0x7a, 0xb7, 0xab, 0x95, 0xf2, 0xf5, 0x9e, 0xb6, 0x6a, 0xfc, 0xb3, 0x08, 0xd0, 0x1d,
+	0x64, 0x3d, 0x0c, 0x1d, 0x41, 0xdd, 0x61, 0x7f, 0x0e, 0x7c, 0x46, 0x1c, 0x6b, 0xc2, 0x9c, 0x6c,
+	0x74, 0x58, 0x1e, 0x1f, 0x67, 0x1a, 0xcd, 0x4e, 0x0a, 0xef, 0x31, 0x87, 0xe2, 0x0d, 0x67, 0x8e,
+	0x42, 0x26, 0xd4, 0xe2, 0x70, 0x66, 0xaa, 0xa8, 0x4c, 0xfd, 0xf4, 0xd3, 0xa6, 0x4e, 0xc2, 0xdc,
+	0x10, 0xc4, 0xf9, 0xda, 0x38, 0x86, 0x8d, 0xf9, 0x4d, 0x10, 0x82, 0xcd, 0xce, 0xe0, 0xfb, 0xfe,
+	0xf1, 0xa0, 0xdd, 0xb1, 0xcc, 0xf6, 0x5b, 0x35, 0x5d, 0x7c, 0x01, 0x5b, 0x39, 0x6f, 0x34, 0xc6,
+	0x66, 0xbb, 0xa7, 0x15, 0x12, 0xa6, 0xd5, 0x1f, 0x8c, 0xad, 0x4c, 0xa6, 0x15, 0x0d, 0x13, 0x60,
+	0xb6, 0x8f, 0xb4, 0x75, 0x32, 0x54, 0x5a, 0x83, 0xbe, 0x65, 0xfe, 0xb6, 0x3b, 0xd6, 0x56, 0x90,
+	0x06, 0x1b, 0x29, 0x2f, 0xb1, 0x5e, 0x40, 0x0d, 0xa8, 0xa7, 0x86, 0x12, 0x81, 0x56, 0x34, 0xfe,
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+	0x76, 0xd1, 0x3a, 0xac, 0xfe, 0x66, 0x34, 0x90, 0xa1, 0xb7, 0x0e, 0xab, 0xef, 0xdb, 0xbd, 0xe3,
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+	0x37, 0xd7, 0x2c, 0x0b, 0xd7, 0xa6, 0xd0, 0xd1, 0x7e, 0x34, 0x38, 0xfd, 0x13, 0xb5, 0xc5, 0x35,
+	0x1d, 0xb3, 0x05, 0xeb, 0x72, 0x6c, 0x88, 0x42, 0x6a, 0xa7, 0xe3, 0xdf, 0x27, 0xdb, 0x5e, 0x25,
+	0x64, 0xce, 0x28, 0xa4, 0xf6, 0x72, 0xde, 0x96, 0x6e, 0x9f, 0xb7, 0xc6, 0xdf, 0x8b, 0xd0, 0xb8,
+	0x72, 0x2c, 0xd4, 0x81, 0xb2, 0x4f, 0x4e, 0xa9, 0x9f, 0xfd, 0xa2, 0xfd, 0xe2, 0xa6, 0x8b, 0x34,
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+	0xfe, 0xd5, 0x9e, 0xdf, 0x68, 0xaa, 0x3d, 0xd3, 0x49, 0xec, 0xcd, 0x5b, 0x91, 0xed, 0x64, 0x6e,
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+	0xbd, 0x80, 0x8a, 0xe3, 0x11, 0x9f, 0xda, 0x22, 0xad, 0x09, 0xdb, 0x57, 0x87, 0x84, 0x66, 0x27,
+	0x41, 0xe0, 0x0c, 0x6a, 0xec, 0x41, 0x25, 0xe5, 0xc9, 0x7f, 0x89, 0x93, 0x7e, 0xc7, 0x7c, 0xd3,
+	0xed, 0x9b, 0x9d, 0x24, 0xec, 0xda, 0xfd, 0x51, 0x57, 0x2b, 0xc8, 0xd5, 0x61, 0xf7, 0x9d, 0xa9,
+	0x15, 0x67, 0x7f, 0x1e, 0xa5, 0x83, 0xef, 0x7e, 0xf7, 0xd2, 0xf5, 0xc4, 0x79, 0x7c, 0xda, 0xb4,
+	0xd9, 0x64, 0x47, 0xed, 0xc4, 0xb8, 0x9b, 0x2c, 0x76, 0xf2, 0xbf, 0x7a, 0x97, 0x06, 0x3b, 0xe1,
+	0xe9, 0x33, 0x97, 0xed, 0x2c, 0xfc, 0xe8, 0x9f, 0x96, 0x55, 0x6c, 0x7d, 0xf3, 0xff, 0x00, 0x00,
+	0x00, 0xff, 0xff, 0x61, 0xf6, 0x49, 0xdf, 0x87, 0x10, 0x00, 0x00,
 }
diff --git a/flyteidl/gen/pb-go/flyteidl/core/tasks.pb.validate.go b/flyteidl/gen/pb-go/flyteidl/core/tasks.pb.validate.go
index 57d157dfd05..7731c431251 100644
--- a/flyteidl/gen/pb-go/flyteidl/core/tasks.pb.validate.go
+++ b/flyteidl/gen/pb-go/flyteidl/core/tasks.pb.validate.go
@@ -130,6 +130,160 @@ var _ interface {
 	ErrorName() string
 } = ResourcesValidationError{}
 
+// Validate checks the field values on GPUAccelerator with the rules defined in
+// the proto definition for this message. If any rules are violated, an error
+// is returned.
+func (m *GPUAccelerator) Validate() error {
+	if m == nil {
+		return nil
+	}
+
+	// no validation rules for Device
+
+	switch m.PartitionSizeValue.(type) {
+
+	case *GPUAccelerator_Unpartitioned:
+		// no validation rules for Unpartitioned
+
+	case *GPUAccelerator_PartitionSize:
+		// no validation rules for PartitionSize
+
+	}
+
+	return nil
+}
+
+// GPUAcceleratorValidationError is the validation error returned by
+// GPUAccelerator.Validate if the designated constraints aren't met.
+type GPUAcceleratorValidationError struct {
+	field  string
+	reason string
+	cause  error
+	key    bool
+}
+
+// Field function returns field value.
+func (e GPUAcceleratorValidationError) Field() string { return e.field }
+
+// Reason function returns reason value.
+func (e GPUAcceleratorValidationError) Reason() string { return e.reason }
+
+// Cause function returns cause value.
+func (e GPUAcceleratorValidationError) Cause() error { return e.cause }
+
+// Key function returns key value.
+func (e GPUAcceleratorValidationError) Key() bool { return e.key }
+
+// ErrorName returns error name.
+func (e GPUAcceleratorValidationError) ErrorName() string { return "GPUAcceleratorValidationError" }
+
+// Error satisfies the builtin error interface
+func (e GPUAcceleratorValidationError) Error() string {
+	cause := ""
+	if e.cause != nil {
+		cause = fmt.Sprintf(" | caused by: %v", e.cause)
+	}
+
+	key := ""
+	if e.key {
+		key = "key for "
+	}
+
+	return fmt.Sprintf(
+		"invalid %sGPUAccelerator.%s: %s%s",
+		key,
+		e.field,
+		e.reason,
+		cause)
+}
+
+var _ error = GPUAcceleratorValidationError{}
+
+var _ interface {
+	Field() string
+	Reason() string
+	Key() bool
+	Cause() error
+	ErrorName() string
+} = GPUAcceleratorValidationError{}
+
+// Validate checks the field values on ExtendedResources with the rules defined
+// in the proto definition for this message. If any rules are violated, an
+// error is returned.
+func (m *ExtendedResources) Validate() error {
+	if m == nil {
+		return nil
+	}
+
+	if v, ok := interface{}(m.GetGpuAccelerator()).(interface{ Validate() error }); ok {
+		if err := v.Validate(); err != nil {
+			return ExtendedResourcesValidationError{
+				field:  "GpuAccelerator",
+				reason: "embedded message failed validation",
+				cause:  err,
+			}
+		}
+	}
+
+	return nil
+}
+
+// ExtendedResourcesValidationError is the validation error returned by
+// ExtendedResources.Validate if the designated constraints aren't met.
+type ExtendedResourcesValidationError struct {
+	field  string
+	reason string
+	cause  error
+	key    bool
+}
+
+// Field function returns field value.
+func (e ExtendedResourcesValidationError) Field() string { return e.field }
+
+// Reason function returns reason value.
+func (e ExtendedResourcesValidationError) Reason() string { return e.reason }
+
+// Cause function returns cause value.
+func (e ExtendedResourcesValidationError) Cause() error { return e.cause }
+
+// Key function returns key value.
+func (e ExtendedResourcesValidationError) Key() bool { return e.key }
+
+// ErrorName returns error name.
+func (e ExtendedResourcesValidationError) ErrorName() string {
+	return "ExtendedResourcesValidationError"
+}
+
+// Error satisfies the builtin error interface
+func (e ExtendedResourcesValidationError) Error() string {
+	cause := ""
+	if e.cause != nil {
+		cause = fmt.Sprintf(" | caused by: %v", e.cause)
+	}
+
+	key := ""
+	if e.key {
+		key = "key for "
+	}
+
+	return fmt.Sprintf(
+		"invalid %sExtendedResources.%s: %s%s",
+		key,
+		e.field,
+		e.reason,
+		cause)
+}
+
+var _ error = ExtendedResourcesValidationError{}
+
+var _ interface {
+	Field() string
+	Reason() string
+	Key() bool
+	Cause() error
+	ErrorName() string
+} = ExtendedResourcesValidationError{}
+
 // Validate checks the field values on RuntimeMetadata with the rules defined
 // in the proto definition for this message. If any rules are violated, an
 // error is returned.
@@ -379,6 +533,16 @@ func (m *TaskTemplate) Validate() error {
 		}
 	}
 
+	if v, ok := interface{}(m.GetExtendedResources()).(interface{ Validate() error }); ok {
+		if err := v.Validate(); err != nil {
+			return TaskTemplateValidationError{
+				field:  "ExtendedResources",
+				reason: "embedded message failed validation",
+				cause:  err,
+			}
+		}
+	}
+
 	// no validation rules for Config
 
 	switch m.Target.(type) {
diff --git a/flyteidl/gen/pb-go/flyteidl/core/workflow.pb.go b/flyteidl/gen/pb-go/flyteidl/core/workflow.pb.go
index 4c9d57f38b8..8ab14963306 100644
--- a/flyteidl/gen/pb-go/flyteidl/core/workflow.pb.go
+++ b/flyteidl/gen/pb-go/flyteidl/core/workflow.pb.go
@@ -1282,10 +1282,13 @@ func (m *WorkflowTemplate) GetMetadataDefaults() *WorkflowMetadataDefaults {
 // Optional task node overrides that will be applied at task execution time.
 type TaskNodeOverrides struct {
 	// A customizable interface to convey resources requested for a task container.
-	Resources            *Resources `protobuf:"bytes,1,opt,name=resources,proto3" json:"resources,omitempty"`
-	XXX_NoUnkeyedLiteral struct{}   `json:"-"`
-	XXX_unrecognized     []byte     `json:"-"`
-	XXX_sizecache        int32      `json:"-"`
+	Resources *Resources `protobuf:"bytes,1,opt,name=resources,proto3" json:"resources,omitempty"`
+	// Overrides for all non-standard resources, not captured by
+	// v1.ResourceRequirements, to allocate to a task.
+	ExtendedResources    *ExtendedResources `protobuf:"bytes,2,opt,name=extended_resources,json=extendedResources,proto3" json:"extended_resources,omitempty"`
+	XXX_NoUnkeyedLiteral struct{}           `json:"-"`
+	XXX_unrecognized     []byte             `json:"-"`
+	XXX_sizecache        int32              `json:"-"`
 }
 
 func (m *TaskNodeOverrides) Reset()         { *m = TaskNodeOverrides{} }
@@ -1320,6 +1323,13 @@ func (m *TaskNodeOverrides) GetResources() *Resources {
 	return nil
 }
 
+func (m *TaskNodeOverrides) GetExtendedResources() *ExtendedResources {
+	if m != nil {
+		return m.ExtendedResources
+	}
+	return nil
+}
+
 func init() {
 	proto.RegisterEnum("flyteidl.core.WorkflowMetadata_OnFailurePolicy", WorkflowMetadata_OnFailurePolicy_name, WorkflowMetadata_OnFailurePolicy_value)
 	proto.RegisterType((*IfBlock)(nil), "flyteidl.core.IfBlock")
@@ -1345,96 +1355,98 @@ func init() {
 func init() { proto.RegisterFile("flyteidl/core/workflow.proto", fileDescriptor_fccede37486c456e) }
 
 var fileDescriptor_fccede37486c456e = []byte{
-	// 1448 bytes of a gzipped FileDescriptorProto
-	0x1f, 0x8b, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xff, 0x8c, 0x57, 0x4d, 0x73, 0xdb, 0xba,
-	0x15, 0x95, 0x64, 0xd9, 0x16, 0xaf, 0x2d, 0x5b, 0x46, 0xdc, 0x56, 0xf9, 0xf6, 0x70, 0xd2, 0xc6,
-	0xc9, 0xa4, 0x52, 0x26, 0x99, 0x38, 0x69, 0x9c, 0x66, 0x2a, 0xc5, 0x4a, 0xa4, 0xa9, 0x3f, 0x12,
-	0x58, 0xfd, 0xdc, 0x70, 0x20, 0x12, 0x94, 0x31, 0xa6, 0x48, 0x05, 0x00, 0x9d, 0x68, 0xfa, 0x27,
-	0xba, 0xeb, 0xb2, 0x33, 0x5d, 0xf4, 0x6f, 0x74, 0xd5, 0xed, 0x5b, 0xbd, 0x9f, 0xf3, 0x16, 0x6f,
-	0x00, 0x12, 0x94, 0x45, 0x4b, 0x71, 0x76, 0x24, 0xee, 0xb9, 0xe0, 0xc1, 0xc5, 0x3d, 0xe7, 0x4a,
-	0x70, 0xc7, 0x0f, 0x26, 0x92, 0x32, 0x2f, 0x68, 0xba, 0x11, 0xa7, 0xcd, 0x2f, 0x11, 0x3f, 0xf7,
-	0x83, 0xe8, 0x4b, 0x63, 0xcc, 0x23, 0x19, 0xa1, 0xaa, 0x89, 0x36, 0x54, 0xf4, 0xd6, 0xdd, 0x59,
-	0xb0, 0x1b, 0x85, 0x1e, 0x93, 0x2c, 0x0a, 0x13, 0x74, 0x3e, 0x4c, 0xbf, 0x52, 0x37, 0xbe, 0x14,
-	0xbe, 0x37, 0x1b, 0x66, 0x1e, 0x0d, 0x25, 0xf3, 0x19, 0xe5, 0xf3, 0xd3, 0x59, 0x28, 0x29, 0xf7,
-	0x89, 0x4b, 0xd3, 0x70, 0x8e, 0x69, 0xc0, 0x24, 0xe5, 0x24, 0x10, 0x69, 0xf4, 0xe6, 0x6c, 0x54,
-	0x12, 0x71, 0xbe, 0x28, 0x34, 0x19, 0x53, 0x31, 0x7f, 0x4f, 0x41, 0xdd, 0x98, 0x33, 0x39, 0x31,
-	0x84, 0x87, 0x51, 0x34, 0x0c, 0x68, 0x53, 0xbf, 0x0d, 0x62, 0xbf, 0xe9, 0xc5, 0x9c, 0x4c, 0x0f,
-	0x64, 0xff, 0x03, 0x56, 0x7b, 0x7e, 0x3b, 0x88, 0xdc, 0x73, 0xf4, 0x16, 0xac, 0xac, 0x1a, 0xf5,
-	0xe2, 0x4e, 0x71, 0x77, 0xed, 0xd9, 0x4e, 0x63, 0xa6, 0x78, 0x8d, 0x76, 0x14, 0x05, 0x94, 0x84,
-	0x9d, 0xaf, 0x63, 0x4e, 0x85, 0x60, 0x51, 0x88, 0xa7, 0x29, 0xe8, 0x29, 0x58, 0xf2, 0x8c, 0x86,
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-	0x11, 0x34, 0xfd, 0xf8, 0x2f, 0x73, 0xc9, 0x29, 0x4f, 0xac, 0x31, 0xe8, 0x09, 0x2c, 0x47, 0xf2,
-	0x8c, 0xf2, 0x7a, 0x69, 0x67, 0xe9, 0x1b, 0xe0, 0x04, 0x84, 0x9e, 0x81, 0x45, 0x03, 0x41, 0x13,
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-	0x7a, 0x59, 0xe3, 0xb7, 0x73, 0xf8, 0x8e, 0x8a, 0x75, 0x0b, 0x38, 0x01, 0xb5, 0x2d, 0x58, 0xf5,
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+	0x7a, 0x22, 0x58, 0xdc, 0x09, 0xeb, 0xe5, 0x9d, 0xa5, 0x5d, 0x83, 0x6e, 0xa6, 0x06, 0xf5, 0xaa,
+	0x9e, 0x13, 0x92, 0x7d, 0xd8, 0x48, 0x48, 0xab, 0xb3, 0xd7, 0xc5, 0x5d, 0x9a, 0x33, 0x0e, 0x74,
+	0x0d, 0x68, 0x35, 0xc6, 0xb6, 0x62, 0x28, 0xd9, 0x03, 0x43, 0x4d, 0xf1, 0x78, 0xec, 0xac, 0xe8,
+	0x23, 0xfd, 0x6a, 0x81, 0xf2, 0xaa, 0xd1, 0x23, 0x53, 0xc5, 0x6f, 0x43, 0x35, 0xd3, 0x42, 0xed,
+	0xbb, 0x3a, 0xb7, 0x1c, 0x97, 0x75, 0x58, 0xb5, 0xea, 0x97, 0xcb, 0xba, 0xfc, 0x06, 0xd6, 0x06,
+	0x7a, 0x0a, 0xc5, 0x11, 0x2a, 0x73, 0xe5, 0x74, 0x3a, 0xa7, 0xba, 0x05, 0x0a, 0x83, 0xe9, 0xd4,
+	0xda, 0x03, 0x63, 0xc8, 0x64, 0x32, 0x30, 0x8d, 0xb9, 0x99, 0xa7, 0x7a, 0xa2, 0x32, 0x1f, 0xa6,
+	0xda, 0xf2, 0x3b, 0x00, 0xa6, 0xf8, 0x19, 0x3b, 0x82, 0x76, 0xac, 0xe7, 0x4b, 0x95, 0x12, 0xb8,
+	0x5b, 0xa0, 0x06, 0x4b, 0x17, 0xed, 0x0a, 0xac, 0x48, 0x26, 0x86, 0x28, 0xcd, 0x9f, 0x4a, 0x50,
+	0x4b, 0xcf, 0x96, 0xf1, 0xe4, 0x08, 0xc8, 0xe7, 0x88, 0x79, 0x5c, 0x4e, 0xac, 0xc0, 0xb5, 0x42,
+	0x14, 0x17, 0xdc, 0x5e, 0x24, 0x60, 0x9f, 0x62, 0xe0, 0x89, 0x7b, 0x1a, 0xc3, 0x68, 0xed, 0x73,
+	0x6e, 0x87, 0x1c, 0x03, 0x04, 0xbe, 0xe5, 0x32, 0xee, 0x45, 0x22, 0x96, 0xf0, 0x8d, 0x67, 0xcd,
+	0x05, 0xf5, 0x4d, 0x73, 0x68, 0x9c, 0xf8, 0xef, 0x63, 0x87, 0x8f, 0x81, 0xc7, 0xed, 0x09, 0x35,
+	0x82, 0x74, 0x83, 0xfc, 0x1e, 0xca, 0x92, 0x0d, 0xd3, 0x0e, 0x7c, 0x74, 0x5d, 0xa4, 0x3e, 0x1b,
+	0x86, 0x1d, 0x5f, 0x8a, 0x09, 0xd5, 0x6e, 0xb7, 0x5e, 0x82, 0x91, 0x6d, 0x29, 0x26, 0x9d, 0xe3,
+	0x24, 0x65, 0xd2, 0x39, 0x4e, 0x14, 0x93, 0x34, 0xdb, 0x52, 0x26, 0xe9, 0xc5, 0xeb, 0xd2, 0xab,
+	0xa2, 0xf9, 0x09, 0x36, 0x73, 0x59, 0x91, 0x6d, 0xa8, 0xbd, 0x6f, 0xf5, 0x0e, 0xad, 0xde, 0xd1,
+	0x51, 0xe7, 0xa0, 0xd7, 0xea, 0x77, 0x0e, 0xff, 0x5a, 0x2b, 0x90, 0x5d, 0x78, 0xa0, 0x77, 0x5b,
+	0xef, 0xfb, 0x1d, 0x6a, 0x75, 0xfe, 0xd2, 0x79, 0xf7, 0xc7, 0x7e, 0xab, 0x7d, 0xd8, 0xb1, 0x8e,
+	0x4f, 0x0e, 0x3a, 0xa7, 0xd6, 0xbb, 0x93, 0xa3, 0x8f, 0x87, 0x9d, 0x7e, 0xa7, 0x56, 0x34, 0xff,
+	0x00, 0xf5, 0x7c, 0xbe, 0x07, 0xf1, 0xa7, 0x4d, 0x48, 0x1e, 0xe4, 0xc5, 0x42, 0x25, 0x59, 0xc9,
+	0x49, 0x85, 0xf9, 0x9f, 0xa5, 0xe9, 0x05, 0xf6, 0x71, 0x34, 0xf6, 0x98, 0x44, 0xf2, 0x28, 0xa3,
+	0xfb, 0xb7, 0xc6, 0xba, 0x56, 0x82, 0xfd, 0x2b, 0x4a, 0x70, 0xff, 0x9a, 0x82, 0x5e, 0x52, 0x83,
+	0x7d, 0x30, 0xb2, 0xef, 0xee, 0x05, 0xb3, 0x46, 0x0d, 0x65, 0xa7, 0x97, 0x82, 0xe8, 0x14, 0x4f,
+	0x1e, 0xc1, 0xb2, 0xea, 0xdc, 0x58, 0x0e, 0x16, 0xcc, 0x94, 0x18, 0x41, 0x9e, 0xc2, 0x6a, 0xcc,
+	0xf6, 0x54, 0x12, 0x16, 0xc9, 0x4e, 0x0a, 0x23, 0x7b, 0xb0, 0x9e, 0x34, 0xdc, 0x65, 0x45, 0x98,
+	0xfb, 0x8e, 0xb5, 0x04, 0xa8, 0x49, 0xd5, 0x87, 0xad, 0xf4, 0x74, 0x56, 0xf2, 0x91, 0x19, 0x26,
+	0x92, 0xf0, 0xf0, 0x9a, 0xba, 0xa4, 0x17, 0x47, 0x6b, 0xa3, 0xdc, 0x8e, 0xf9, 0xaf, 0x22, 0x6c,
+	0x5d, 0xf9, 0xee, 0x53, 0xc4, 0x17, 0x18, 0x06, 0x91, 0xb0, 0x31, 0x4c, 0x2e, 0xab, 0x7e, 0x65,
+	0x8e, 0x24, 0x76, 0x3a, 0x85, 0x92, 0x13, 0x20, 0xf8, 0x55, 0xa2, 0xef, 0xa0, 0x63, 0x4d, 0x03,
+	0xcc, 0xff, 0xda, 0xec, 0x24, 0xc0, 0x69, 0xa0, 0x2d, 0xcc, 0x6f, 0xb5, 0xdf, 0xfc, 0xed, 0xf5,
+	0x90, 0xcb, 0xb3, 0x68, 0xd0, 0xb0, 0x83, 0x51, 0x53, 0x07, 0x08, 0xc4, 0x30, 0x7e, 0x68, 0x66,
+	0xff, 0x3c, 0x43, 0xf4, 0x9b, 0xe3, 0xc1, 0x6f, 0x87, 0x41, 0x73, 0xe6, 0x37, 0x68, 0xb0, 0xa2,
+	0x07, 0xe5, 0xf3, 0x9f, 0x03, 0x00, 0x00, 0xff, 0xff, 0x84, 0xd9, 0xfd, 0xdc, 0x1c, 0x0e, 0x00,
+	0x00,
 }
diff --git a/flyteidl/gen/pb-go/flyteidl/core/workflow.pb.validate.go b/flyteidl/gen/pb-go/flyteidl/core/workflow.pb.validate.go
index cf7a679a1f5..7102112d216 100644
--- a/flyteidl/gen/pb-go/flyteidl/core/workflow.pb.validate.go
+++ b/flyteidl/gen/pb-go/flyteidl/core/workflow.pb.validate.go
@@ -1549,6 +1549,16 @@ func (m *TaskNodeOverrides) Validate() error {
 		}
 	}
 
+	if v, ok := interface{}(m.GetExtendedResources()).(interface{ Validate() error }); ok {
+		if err := v.Validate(); err != nil {
+			return TaskNodeOverridesValidationError{
+				field:  "ExtendedResources",
+				reason: "embedded message failed validation",
+				cause:  err,
+			}
+		}
+	}
+
 	return nil
 }
 
diff --git a/flyteidl/gen/pb-go/flyteidl/service/admin.swagger.json b/flyteidl/gen/pb-go/flyteidl/service/admin.swagger.json
index 8c1ebc04d67..655512db165 100644
--- a/flyteidl/gen/pb-go/flyteidl/service/admin.swagger.json
+++ b/flyteidl/gen/pb-go/flyteidl/service/admin.swagger.json
@@ -6031,6 +6031,34 @@
       },
       "description": "Represents the error message from the execution."
     },
+    "coreExtendedResources": {
+      "type": "object",
+      "properties": {
+        "gpu_accelerator": {
+          "$ref": "#/definitions/coreGPUAccelerator",
+          "description": "GPU accelerator to select for task. Contains information about device type, and\nfor multi-instance GPUs, the partition size to use."
+        }
+      },
+      "description": "Encapsulates all non-standard resources, not captured by v1.ResourceRequirements, to\nallocate to a task."
+    },
+    "coreGPUAccelerator": {
+      "type": "object",
+      "properties": {
+        "device": {
+          "type": "string",
+          "description": "This can be any arbitrary string, and should be informed by the labels or taints\nassociated with the nodes in question. Default cloud provider labels typically\nuse the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc."
+        },
+        "unpartitioned": {
+          "type": "boolean",
+          "format": "boolean"
+        },
+        "partition_size": {
+          "type": "string",
+          "description": "Like `device`, this can be any arbitrary string, and should be informed by\nthe labels or taints associated with the nodes in question. Default cloud\nprovider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc."
+        }
+      },
+      "description": "Metadata associated with the GPU accelerator to allocate to a task. Contains\ninformation about device type, and for multi-instance GPUs, the partition size to\nuse."
+    },
     "coreGateNode": {
       "type": "object",
       "properties": {
@@ -7014,6 +7042,10 @@
         "resources": {
           "$ref": "#/definitions/coreResources",
           "description": "A customizable interface to convey resources requested for a task container."
+        },
+        "extended_resources": {
+          "$ref": "#/definitions/coreExtendedResources",
+          "description": "Overrides for all non-standard resources, not captured by\nv1.ResourceRequirements, to allocate to a task."
         }
       },
       "description": "Optional task node overrides that will be applied at task execution time."
@@ -7059,6 +7091,10 @@
           "$ref": "#/definitions/coreSecurityContext",
           "description": "security_context encapsulates security attributes requested to run this task."
         },
+        "extended_resources": {
+          "$ref": "#/definitions/coreExtendedResources",
+          "description": "Encapsulates all non-standard resources, not captured by\nv1.ResourceRequirements, to allocate to a task."
+        },
         "config": {
           "type": "object",
           "additionalProperties": {
diff --git a/flyteidl/gen/pb-go/flyteidl/service/agent.swagger.json b/flyteidl/gen/pb-go/flyteidl/service/agent.swagger.json
index 2d1d5ea07bd..4149506f171 100644
--- a/flyteidl/gen/pb-go/flyteidl/service/agent.swagger.json
+++ b/flyteidl/gen/pb-go/flyteidl/service/agent.swagger.json
@@ -369,6 +369,34 @@
       },
       "description": "Represents an error thrown from a node."
     },
+    "coreExtendedResources": {
+      "type": "object",
+      "properties": {
+        "gpu_accelerator": {
+          "$ref": "#/definitions/coreGPUAccelerator",
+          "description": "GPU accelerator to select for task. Contains information about device type, and\nfor multi-instance GPUs, the partition size to use."
+        }
+      },
+      "description": "Encapsulates all non-standard resources, not captured by v1.ResourceRequirements, to\nallocate to a task."
+    },
+    "coreGPUAccelerator": {
+      "type": "object",
+      "properties": {
+        "device": {
+          "type": "string",
+          "description": "This can be any arbitrary string, and should be informed by the labels or taints\nassociated with the nodes in question. Default cloud provider labels typically\nuse the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc."
+        },
+        "unpartitioned": {
+          "type": "boolean",
+          "format": "boolean"
+        },
+        "partition_size": {
+          "type": "string",
+          "description": "Like `device`, this can be any arbitrary string, and should be informed by\nthe labels or taints associated with the nodes in question. Default cloud\nprovider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc."
+        }
+      },
+      "description": "Metadata associated with the GPU accelerator to allocate to a task. Contains\ninformation about device type, and for multi-instance GPUs, the partition size to\nuse."
+    },
     "coreIOStrategy": {
       "type": "object",
       "properties": {
@@ -1020,6 +1048,10 @@
           "$ref": "#/definitions/coreSecurityContext",
           "description": "security_context encapsulates security attributes requested to run this task."
         },
+        "extended_resources": {
+          "$ref": "#/definitions/coreExtendedResources",
+          "description": "Encapsulates all non-standard resources, not captured by\nv1.ResourceRequirements, to allocate to a task."
+        },
         "config": {
           "type": "object",
           "additionalProperties": {
diff --git a/flyteidl/gen/pb-go/flyteidl/service/external_plugin_service.swagger.json b/flyteidl/gen/pb-go/flyteidl/service/external_plugin_service.swagger.json
index bb0e406339c..ae3af727ba1 100644
--- a/flyteidl/gen/pb-go/flyteidl/service/external_plugin_service.swagger.json
+++ b/flyteidl/gen/pb-go/flyteidl/service/external_plugin_service.swagger.json
@@ -328,6 +328,34 @@
       },
       "description": "Represents an error thrown from a node."
     },
+    "coreExtendedResources": {
+      "type": "object",
+      "properties": {
+        "gpu_accelerator": {
+          "$ref": "#/definitions/coreGPUAccelerator",
+          "description": "GPU accelerator to select for task. Contains information about device type, and\nfor multi-instance GPUs, the partition size to use."
+        }
+      },
+      "description": "Encapsulates all non-standard resources, not captured by v1.ResourceRequirements, to\nallocate to a task."
+    },
+    "coreGPUAccelerator": {
+      "type": "object",
+      "properties": {
+        "device": {
+          "type": "string",
+          "description": "This can be any arbitrary string, and should be informed by the labels or taints\nassociated with the nodes in question. Default cloud provider labels typically\nuse the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc."
+        },
+        "unpartitioned": {
+          "type": "boolean",
+          "format": "boolean"
+        },
+        "partition_size": {
+          "type": "string",
+          "description": "Like `device`, this can be any arbitrary string, and should be informed by\nthe labels or taints associated with the nodes in question. Default cloud\nprovider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc."
+        }
+      },
+      "description": "Metadata associated with the GPU accelerator to allocate to a task. Contains\ninformation about device type, and for multi-instance GPUs, the partition size to\nuse."
+    },
     "coreIOStrategy": {
       "type": "object",
       "properties": {
@@ -951,6 +979,10 @@
           "$ref": "#/definitions/coreSecurityContext",
           "description": "security_context encapsulates security attributes requested to run this task."
         },
+        "extended_resources": {
+          "$ref": "#/definitions/coreExtendedResources",
+          "description": "Encapsulates all non-standard resources, not captured by\nv1.ResourceRequirements, to allocate to a task."
+        },
         "config": {
           "type": "object",
           "additionalProperties": {
diff --git a/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/README.md b/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/README.md
index 14173a7992f..863164c8d5d 100644
--- a/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/README.md
+++ b/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/README.md
@@ -240,7 +240,9 @@ Class | Method | HTTP request | Description
  - [CoreEnumType](docs/CoreEnumType.md)
  - [CoreError](docs/CoreError.md)
  - [CoreExecutionError](docs/CoreExecutionError.md)
+ - [CoreExtendedResources](docs/CoreExtendedResources.md)
  - [CoreGateNode](docs/CoreGateNode.md)
+ - [CoreGpuAccelerator](docs/CoreGpuAccelerator.md)
  - [CoreIdentifier](docs/CoreIdentifier.md)
  - [CoreIdentity](docs/CoreIdentity.md)
  - [CoreIfBlock](docs/CoreIfBlock.md)
diff --git a/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/api/swagger.yaml b/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/api/swagger.yaml
index d38070fe5f7..53e03d1e83f 100644
--- a/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/api/swagger.yaml
+++ b/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/api/swagger.yaml
@@ -9241,6 +9241,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -10381,6 +10386,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -11520,6 +11530,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -13140,6 +13155,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -14280,6 +14300,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -15419,6 +15444,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -15635,6 +15665,11 @@ definitions:
                 tags:
                   key: "tags"
               task_type_version: 7
+              extended_resources:
+                gpu_accelerator:
+                  partition_size: "partition_size"
+                  unpartitioned: true
+                  device: "device"
               custom:
                 fields:
                   key:
@@ -15898,6 +15933,11 @@ definitions:
                 tags:
                   key: "tags"
               task_type_version: 7
+              extended_resources:
+                gpu_accelerator:
+                  partition_size: "partition_size"
+                  unpartitioned: true
+                  device: "device"
               custom:
                 fields:
                   key:
@@ -17567,6 +17607,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -18707,6 +18752,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -19846,6 +19896,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -21114,6 +21169,11 @@ definitions:
               tags:
                 key: "tags"
             task_type_version: 7
+            extended_resources:
+              gpu_accelerator:
+                partition_size: "partition_size"
+                unpartitioned: true
+                device: "device"
             custom:
               fields:
                 key:
@@ -21393,6 +21453,11 @@ definitions:
             tags:
               key: "tags"
           task_type_version: 7
+          extended_resources:
+            gpu_accelerator:
+              partition_size: "partition_size"
+              unpartitioned: true
+              device: "device"
           custom:
             fields:
               key:
@@ -22085,6 +22150,11 @@ definitions:
                 tags:
                   key: "tags"
               task_type_version: 7
+              extended_resources:
+                gpu_accelerator:
+                  partition_size: "partition_size"
+                  unpartitioned: true
+                  device: "device"
               custom:
                 fields:
                   key:
@@ -22358,6 +22428,11 @@ definitions:
                 tags:
                   key: "tags"
               task_type_version: 7
+              extended_resources:
+                gpu_accelerator:
+                  partition_size: "partition_size"
+                  unpartitioned: true
+                  device: "device"
               custom:
                 fields:
                   key:
@@ -24141,6 +24216,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -25281,6 +25361,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -26420,6 +26505,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -28040,6 +28130,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -29180,6 +29275,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -30319,6 +30419,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -30535,6 +30640,11 @@ definitions:
                 tags:
                   key: "tags"
               task_type_version: 7
+              extended_resources:
+                gpu_accelerator:
+                  partition_size: "partition_size"
+                  unpartitioned: true
+                  device: "device"
               custom:
                 fields:
                   key:
@@ -30798,6 +30908,11 @@ definitions:
                 tags:
                   key: "tags"
               task_type_version: 7
+              extended_resources:
+                gpu_accelerator:
+                  partition_size: "partition_size"
+                  unpartitioned: true
+                  device: "device"
               custom:
                 fields:
                   key:
@@ -32467,6 +32582,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -33607,6 +33727,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -34746,6 +34871,11 @@ definitions:
                     project: "project"
                     version: "version"
                   overrides:
+                    extended_resources:
+                      gpu_accelerator:
+                        partition_size: "partition_size"
+                        unpartitioned: true
+                        device: "device"
                     resources:
                       requests:
                       - name: {}
@@ -36651,6 +36781,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -37791,6 +37926,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -38930,6 +39070,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -40550,6 +40695,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -41690,6 +41840,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -42829,6 +42984,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -43045,6 +43205,11 @@ definitions:
               tags:
                 key: "tags"
             task_type_version: 7
+            extended_resources:
+              gpu_accelerator:
+                partition_size: "partition_size"
+                unpartitioned: true
+                device: "device"
             custom:
               fields:
                 key:
@@ -43308,6 +43473,11 @@ definitions:
               tags:
                 key: "tags"
             task_type_version: 7
+            extended_resources:
+              gpu_accelerator:
+                partition_size: "partition_size"
+                unpartitioned: true
+                device: "device"
             custom:
               fields:
                 key:
@@ -44977,6 +45147,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -46117,6 +46292,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -47256,6 +47436,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -49108,6 +49293,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -50248,6 +50438,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -51387,6 +51582,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -53007,6 +53207,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -54147,6 +54352,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -55286,6 +55496,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -55502,6 +55717,11 @@ definitions:
                   tags:
                     key: "tags"
                 task_type_version: 7
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 custom:
                   fields:
                     key:
@@ -55765,6 +55985,11 @@ definitions:
                   tags:
                     key: "tags"
                 task_type_version: 7
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 custom:
                   fields:
                     key:
@@ -57434,6 +57659,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -58574,6 +58804,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -59713,6 +59948,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -61344,6 +61584,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -62484,6 +62729,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -63623,6 +63873,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -65243,6 +65498,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -66383,6 +66643,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -67522,6 +67787,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -67738,6 +68008,11 @@ definitions:
                   tags:
                     key: "tags"
                 task_type_version: 7
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 custom:
                   fields:
                     key:
@@ -68001,6 +68276,11 @@ definitions:
                   tags:
                     key: "tags"
                 task_type_version: 7
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 custom:
                   fields:
                     key:
@@ -69670,6 +69950,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -70810,6 +71095,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -71949,6 +72239,11 @@ definitions:
                       project: "project"
                       version: "version"
                     overrides:
+                      extended_resources:
+                        gpu_accelerator:
+                          partition_size: "partition_size"
+                          unpartitioned: true
+                          device: "device"
                       resources:
                         requests:
                         - name: {}
@@ -73946,6 +74241,11 @@ definitions:
           tags:
             key: "tags"
         task_type_version: 7
+        extended_resources:
+          gpu_accelerator:
+            partition_size: "partition_size"
+            unpartitioned: true
+            device: "device"
         custom:
           fields:
             key:
@@ -75627,6 +75927,11 @@ definitions:
               project: "project"
               version: "version"
             overrides:
+              extended_resources:
+                gpu_accelerator:
+                  partition_size: "partition_size"
+                  unpartitioned: true
+                  device: "device"
               resources:
                 requests:
                 - name: {}
@@ -76767,6 +77072,11 @@ definitions:
               project: "project"
               version: "version"
             overrides:
+              extended_resources:
+                gpu_accelerator:
+                  partition_size: "partition_size"
+                  unpartitioned: true
+                  device: "device"
               resources:
                 requests:
                 - name: {}
@@ -77906,6 +78216,11 @@ definitions:
               project: "project"
               version: "version"
             overrides:
+              extended_resources:
+                gpu_accelerator:
+                  partition_size: "partition_size"
+                  unpartitioned: true
+                  device: "device"
               resources:
                 requests:
                 - name: {}
@@ -79553,6 +79868,11 @@ definitions:
                 project: "project"
                 version: "version"
               overrides:
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 resources:
                   requests:
                   - name: {}
@@ -80693,6 +81013,11 @@ definitions:
                 project: "project"
                 version: "version"
               overrides:
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 resources:
                   requests:
                   - name: {}
@@ -81832,6 +82157,11 @@ definitions:
                 project: "project"
                 version: "version"
               overrides:
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 resources:
                   requests:
                   - name: {}
@@ -83452,6 +83782,11 @@ definitions:
                 project: "project"
                 version: "version"
               overrides:
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 resources:
                   requests:
                   - name: {}
@@ -84592,6 +84927,11 @@ definitions:
                 project: "project"
                 version: "version"
               overrides:
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 resources:
                   requests:
                   - name: {}
@@ -85731,6 +86071,11 @@ definitions:
                 project: "project"
                 version: "version"
               overrides:
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 resources:
                   requests:
                   - name: {}
@@ -85947,6 +86292,11 @@ definitions:
             tags:
               key: "tags"
           task_type_version: 7
+          extended_resources:
+            gpu_accelerator:
+              partition_size: "partition_size"
+              unpartitioned: true
+              device: "device"
           custom:
             fields:
               key:
@@ -86210,6 +86560,11 @@ definitions:
             tags:
               key: "tags"
           task_type_version: 7
+          extended_resources:
+            gpu_accelerator:
+              partition_size: "partition_size"
+              unpartitioned: true
+              device: "device"
           custom:
             fields:
               key:
@@ -87879,6 +88234,11 @@ definitions:
                 project: "project"
                 version: "version"
               overrides:
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 resources:
                   requests:
                   - name: {}
@@ -89019,6 +89379,11 @@ definitions:
                 project: "project"
                 version: "version"
               overrides:
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 resources:
                   requests:
                   - name: {}
@@ -90158,6 +90523,11 @@ definitions:
                 project: "project"
                 version: "version"
               overrides:
+                extended_resources:
+                  gpu_accelerator:
+                    partition_size: "partition_size"
+                    unpartitioned: true
+                    device: "device"
                 resources:
                   requests:
                   - name: {}
@@ -90554,6 +90924,45 @@ definitions:
       kind: {}
       message: "message"
       error_uri: "error_uri"
+  coreExtendedResources:
+    type: "object"
+    properties:
+      gpu_accelerator:
+        description: "GPU accelerator to select for task. Contains information about\
+          \ device type, and\nfor multi-instance GPUs, the partition size to use."
+        $ref: "#/definitions/coreGPUAccelerator"
+    description: "Encapsulates all non-standard resources, not captured by v1.ResourceRequirements,\
+      \ to\nallocate to a task."
+    example:
+      gpu_accelerator:
+        partition_size: "partition_size"
+        unpartitioned: true
+        device: "device"
+  coreGPUAccelerator:
+    type: "object"
+    properties:
+      device:
+        type: "string"
+        description: "This can be any arbitrary string, and should be informed by\
+          \ the labels or taints\nassociated with the nodes in question. Default cloud\
+          \ provider labels typically\nuse the following values: `nvidia-tesla-t4`,\
+          \ `nvidia-tesla-a100`, etc."
+      unpartitioned:
+        type: "boolean"
+        format: "boolean"
+      partition_size:
+        type: "string"
+        description: "Like `device`, this can be any arbitrary string, and should\
+          \ be informed by\nthe labels or taints associated with the nodes in question.\
+          \ Default cloud\nprovider labels typically use the following values: `1g.5gb`,\
+          \ `2g.10gb`, etc."
+    description: "Metadata associated with the GPU accelerator to allocate to a task.\
+      \ Contains\ninformation about device type, and for multi-instance GPUs, the\
+      \ partition size to\nuse."
+    example:
+      partition_size: "partition_size"
+      unpartitioned: true
+      device: "device"
   coreGateNode:
     type: "object"
     properties:
@@ -93141,6 +93550,11 @@ definitions:
           project: "project"
           version: "version"
         overrides:
+          extended_resources:
+            gpu_accelerator:
+              partition_size: "partition_size"
+              unpartitioned: true
+              device: "device"
           resources:
             requests:
             - name: {}
@@ -94583,6 +94997,11 @@ definitions:
         project: "project"
         version: "version"
       overrides:
+        extended_resources:
+          gpu_accelerator:
+            partition_size: "partition_size"
+            unpartitioned: true
+            device: "device"
         resources:
           requests:
           - name: {}
@@ -94601,9 +95020,18 @@ definitions:
         description: "A customizable interface to convey resources requested for a\
           \ task container."
         $ref: "#/definitions/coreResources"
+      extended_resources:
+        description: "Overrides for all non-standard resources, not captured by\n\
+          v1.ResourceRequirements, to allocate to a task."
+        $ref: "#/definitions/coreExtendedResources"
     description: "Optional task node overrides that will be applied at task execution\
       \ time."
     example:
+      extended_resources:
+        gpu_accelerator:
+          partition_size: "partition_size"
+          unpartitioned: true
+          device: "device"
       resources:
         requests:
         - name: {}
@@ -94655,6 +95083,10 @@ definitions:
         description: "security_context encapsulates security attributes requested\
           \ to run this task."
         $ref: "#/definitions/coreSecurityContext"
+      extended_resources:
+        description: "Encapsulates all non-standard resources, not captured by\nv1.ResourceRequirements,\
+          \ to allocate to a task."
+        $ref: "#/definitions/coreExtendedResources"
       config:
         type: "object"
         title: "Metadata about the custom defined for this task. This is extensible\
@@ -94724,6 +95156,11 @@ definitions:
         tags:
           key: "tags"
       task_type_version: 7
+      extended_resources:
+        gpu_accelerator:
+          partition_size: "partition_size"
+          unpartitioned: true
+          device: "device"
       custom:
         fields:
           key:
@@ -96956,6 +97393,11 @@ definitions:
             project: "project"
             version: "version"
           overrides:
+            extended_resources:
+              gpu_accelerator:
+                partition_size: "partition_size"
+                unpartitioned: true
+                device: "device"
             resources:
               requests:
               - name: {}
@@ -98096,6 +98538,11 @@ definitions:
             project: "project"
             version: "version"
           overrides:
+            extended_resources:
+              gpu_accelerator:
+                partition_size: "partition_size"
+                unpartitioned: true
+                device: "device"
             resources:
               requests:
               - name: {}
@@ -99235,6 +99682,11 @@ definitions:
             project: "project"
             version: "version"
           overrides:
+            extended_resources:
+              gpu_accelerator:
+                partition_size: "partition_size"
+                unpartitioned: true
+                device: "device"
             resources:
               requests:
               - name: {}
@@ -101155,6 +101607,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -102295,6 +102752,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -103434,6 +103896,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -105054,6 +105521,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -106194,6 +106666,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -107333,6 +107810,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -107549,6 +108031,11 @@ definitions:
               tags:
                 key: "tags"
             task_type_version: 7
+            extended_resources:
+              gpu_accelerator:
+                partition_size: "partition_size"
+                unpartitioned: true
+                device: "device"
             custom:
               fields:
                 key:
@@ -107812,6 +108299,11 @@ definitions:
               tags:
                 key: "tags"
             task_type_version: 7
+            extended_resources:
+              gpu_accelerator:
+                partition_size: "partition_size"
+                unpartitioned: true
+                device: "device"
             custom:
               fields:
                 key:
@@ -109481,6 +109973,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -110621,6 +111118,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
@@ -111760,6 +112262,11 @@ definitions:
                   project: "project"
                   version: "version"
                 overrides:
+                  extended_resources:
+                    gpu_accelerator:
+                      partition_size: "partition_size"
+                      unpartitioned: true
+                      device: "device"
                   resources:
                     requests:
                     - name: {}
diff --git a/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_extended_resources.go b/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_extended_resources.go
new file mode 100644
index 00000000000..bb02119b08e
--- /dev/null
+++ b/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_extended_resources.go
@@ -0,0 +1,16 @@
+/*
+ * flyteidl/service/admin.proto
+ *
+ * No description provided (generated by Swagger Codegen https://github.com/swagger-api/swagger-codegen)
+ *
+ * API version: version not set
+ * Generated by: Swagger Codegen (https://github.com/swagger-api/swagger-codegen.git)
+ */
+
+package flyteadmin
+
+// Encapsulates all non-standard resources, not captured by v1.ResourceRequirements, to allocate to a task.
+type CoreExtendedResources struct {
+	// GPU accelerator to select for task. Contains information about device type, and for multi-instance GPUs, the partition size to use.
+	GpuAccelerator *CoreGpuAccelerator `json:"gpu_accelerator,omitempty"`
+}
diff --git a/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_gpu_accelerator.go b/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_gpu_accelerator.go
new file mode 100644
index 00000000000..6be738d59f5
--- /dev/null
+++ b/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_gpu_accelerator.go
@@ -0,0 +1,19 @@
+/*
+ * flyteidl/service/admin.proto
+ *
+ * No description provided (generated by Swagger Codegen https://github.com/swagger-api/swagger-codegen)
+ *
+ * API version: version not set
+ * Generated by: Swagger Codegen (https://github.com/swagger-api/swagger-codegen.git)
+ */
+
+package flyteadmin
+
+// Metadata associated with the GPU accelerator to allocate to a task. Contains information about device type, and for multi-instance GPUs, the partition size to use.
+type CoreGpuAccelerator struct {
+	// This can be any arbitrary string, and should be informed by the labels or taints associated with the nodes in question. Default cloud provider labels typically use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+	Device string `json:"device,omitempty"`
+	Unpartitioned bool `json:"unpartitioned,omitempty"`
+	// Like `device`, this can be any arbitrary string, and should be informed by the labels or taints associated with the nodes in question. Default cloud provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.
+	PartitionSize string `json:"partition_size,omitempty"`
+}
diff --git a/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_task_node_overrides.go b/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_task_node_overrides.go
index 241ad411974..7717000d4e1 100644
--- a/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_task_node_overrides.go
+++ b/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_task_node_overrides.go
@@ -13,4 +13,6 @@ package flyteadmin
 type CoreTaskNodeOverrides struct {
 	// A customizable interface to convey resources requested for a task container.
 	Resources *CoreResources `json:"resources,omitempty"`
+	// Overrides for all non-standard resources, not captured by v1.ResourceRequirements, to allocate to a task.
+	ExtendedResources *CoreExtendedResources `json:"extended_resources,omitempty"`
 }
diff --git a/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_task_template.go b/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_task_template.go
index 163a0eb7c8a..64a4a984a8d 100644
--- a/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_task_template.go
+++ b/flyteidl/gen/pb-go/flyteidl/service/flyteadmin/model_core_task_template.go
@@ -28,5 +28,7 @@ type CoreTaskTemplate struct {
 	TaskTypeVersion int32 `json:"task_type_version,omitempty"`
 	// security_context encapsulates security attributes requested to run this task.
 	SecurityContext *CoreSecurityContext `json:"security_context,omitempty"`
+	// Encapsulates all non-standard resources, not captured by v1.ResourceRequirements, to allocate to a task.
+	ExtendedResources *CoreExtendedResources `json:"extended_resources,omitempty"`
 	Config map[string]string `json:"config,omitempty"`
 }
diff --git a/flyteidl/gen/pb-go/flyteidl/service/openapi.go b/flyteidl/gen/pb-go/flyteidl/service/openapi.go
index 944147b4531..a19d4ff07ba 100644
--- a/flyteidl/gen/pb-go/flyteidl/service/openapi.go
+++ b/flyteidl/gen/pb-go/flyteidl/service/openapi.go
@@ -78,7 +78,7 @@ func (fi bindataFileInfo) Sys() interface{} {
 	return nil
 }
 
-var _adminSwaggerJson = 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+var _adminSwaggerJson = 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
 func adminSwaggerJsonBytes() ([]byte, error) {
 	return bindataRead(
@@ -93,7 +93,7 @@ func adminSwaggerJson() (*asset, error) {
 		return nil, err
 	}
 
-	info := bindataFileInfo{name: "admin.swagger.json", size: 306659, mode: os.FileMode(420), modTime: time.Unix(1562572800, 0)}
+	info := bindataFileInfo{name: "admin.swagger.json", size: 308618, mode: os.FileMode(420), modTime: time.Unix(1562572800, 0)}
 	a := &asset{bytes: bytes, info: info}
 	return a, nil
 }
diff --git a/flyteidl/gen/pb-java/flyteidl/core/Tasks.java b/flyteidl/gen/pb-java/flyteidl/core/Tasks.java
index 9a464e24c5b..d4416668c67 100644
--- a/flyteidl/gen/pb-java/flyteidl/core/Tasks.java
+++ b/flyteidl/gen/pb-java/flyteidl/core/Tasks.java
@@ -2302,6 +2302,1676 @@ public flyteidl.core.Tasks.Resources getDefaultInstanceForType() {
 
   }
 
+  public interface GPUAcceleratorOrBuilder extends
+      // @@protoc_insertion_point(interface_extends:flyteidl.core.GPUAccelerator)
+      com.google.protobuf.MessageOrBuilder {
+
+    /**
+     * 
+     * This can be any arbitrary string, and should be informed by the labels or taints
+     * associated with the nodes in question. Default cloud provider labels typically
+     * use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+     * 

+     *
+     * string device = 1;
+     */
+    java.lang.String getDevice();
+    /**
+     * 
+     * This can be any arbitrary string, and should be informed by the labels or taints
+     * associated with the nodes in question. Default cloud provider labels typically
+     * use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+     * 

+     *
+     * string device = 1;
+     */
+    com.google.protobuf.ByteString
+        getDeviceBytes();
+
+    /**
+     * bool unpartitioned = 2;
+     */
+    boolean getUnpartitioned();
+
+    /**
+     * 
+     * Like `device`, this can be any arbitrary string, and should be informed by
+     * the labels or taints associated with the nodes in question. Default cloud
+     * provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.
+     * 

+     *
+     * string partition_size = 3;
+     */
+    java.lang.String getPartitionSize();
+    /**
+     * 
+     * Like `device`, this can be any arbitrary string, and should be informed by
+     * the labels or taints associated with the nodes in question. Default cloud
+     * provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.
+     * 

+     *
+     * string partition_size = 3;
+     */
+    com.google.protobuf.ByteString
+        getPartitionSizeBytes();
+
+    public flyteidl.core.Tasks.GPUAccelerator.PartitionSizeValueCase getPartitionSizeValueCase();
+  }
+  /**
+   * 
+   * Metadata associated with the GPU accelerator to allocate to a task. Contains
+   * information about device type, and for multi-instance GPUs, the partition size to
+   * use.
+   * 

+   *
+   * Protobuf type {@code flyteidl.core.GPUAccelerator}
+   */
+  public  static final class GPUAccelerator extends
+      com.google.protobuf.GeneratedMessageV3 implements
+      // @@protoc_insertion_point(message_implements:flyteidl.core.GPUAccelerator)
+      GPUAcceleratorOrBuilder {
+  private static final long serialVersionUID = 0L;
+    // Use GPUAccelerator.newBuilder() to construct.
+    private GPUAccelerator(com.google.protobuf.GeneratedMessageV3.Builder builder) {
+      super(builder);
+    }
+    private GPUAccelerator() {
+      device_ = "";
+    }
+
+    @java.lang.Override
+    public final com.google.protobuf.UnknownFieldSet
+    getUnknownFields() {
+      return this.unknownFields;
+    }
+    private GPUAccelerator(
+        com.google.protobuf.CodedInputStream input,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      this();
+      if (extensionRegistry == null) {
+        throw new java.lang.NullPointerException();
+      }
+      int mutable_bitField0_ = 0;
+      com.google.protobuf.UnknownFieldSet.Builder unknownFields =
+          com.google.protobuf.UnknownFieldSet.newBuilder();
+      try {
+        boolean done = false;
+        while (!done) {
+          int tag = input.readTag();
+          switch (tag) {
+            case 0:
+              done = true;
+              break;
+            case 10: {
+              java.lang.String s = input.readStringRequireUtf8();
+
+              device_ = s;
+              break;
+            }
+            case 16: {
+              partitionSizeValueCase_ = 2;
+              partitionSizeValue_ = input.readBool();
+              break;
+            }
+            case 26: {
+              java.lang.String s = input.readStringRequireUtf8();
+              partitionSizeValueCase_ = 3;
+              partitionSizeValue_ = s;
+              break;
+            }
+            default: {
+              if (!parseUnknownField(
+                  input, unknownFields, extensionRegistry, tag)) {
+                done = true;
+              }
+              break;
+            }
+          }
+        }
+      } catch (com.google.protobuf.InvalidProtocolBufferException e) {
+        throw e.setUnfinishedMessage(this);
+      } catch (java.io.IOException e) {
+        throw new com.google.protobuf.InvalidProtocolBufferException(
+            e).setUnfinishedMessage(this);
+      } finally {
+        this.unknownFields = unknownFields.build();
+        makeExtensionsImmutable();
+      }
+    }
+    public static final com.google.protobuf.Descriptors.Descriptor
+        getDescriptor() {
+      return flyteidl.core.Tasks.internal_static_flyteidl_core_GPUAccelerator_descriptor;
+    }
+
+    @java.lang.Override
+    protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable
+        internalGetFieldAccessorTable() {
+      return flyteidl.core.Tasks.internal_static_flyteidl_core_GPUAccelerator_fieldAccessorTable
+          .ensureFieldAccessorsInitialized(
+              flyteidl.core.Tasks.GPUAccelerator.class, flyteidl.core.Tasks.GPUAccelerator.Builder.class);
+    }
+
+    private int partitionSizeValueCase_ = 0;
+    private java.lang.Object partitionSizeValue_;
+    public enum PartitionSizeValueCase
+        implements com.google.protobuf.Internal.EnumLite {
+      UNPARTITIONED(2),
+      PARTITION_SIZE(3),
+      PARTITIONSIZEVALUE_NOT_SET(0);
+      private final int value;
+      private PartitionSizeValueCase(int value) {
+        this.value = value;
+      }
+      /**
+       * @deprecated Use {@link #forNumber(int)} instead.
+       */
+      @java.lang.Deprecated
+      public static PartitionSizeValueCase valueOf(int value) {
+        return forNumber(value);
+      }
+
+      public static PartitionSizeValueCase forNumber(int value) {
+        switch (value) {
+          case 2: return UNPARTITIONED;
+          case 3: return PARTITION_SIZE;
+          case 0: return PARTITIONSIZEVALUE_NOT_SET;
+          default: return null;
+        }
+      }
+      public int getNumber() {
+        return this.value;
+      }
+    };
+
+    public PartitionSizeValueCase
+    getPartitionSizeValueCase() {
+      return PartitionSizeValueCase.forNumber(
+          partitionSizeValueCase_);
+    }
+
+    public static final int DEVICE_FIELD_NUMBER = 1;
+    private volatile java.lang.Object device_;
+    /**
+     * 
+     * This can be any arbitrary string, and should be informed by the labels or taints
+     * associated with the nodes in question. Default cloud provider labels typically
+     * use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+     * 

+     *
+     * string device = 1;
+     */
+    public java.lang.String getDevice() {
+      java.lang.Object ref = device_;
+      if (ref instanceof java.lang.String) {
+        return (java.lang.String) ref;
+      } else {
+        com.google.protobuf.ByteString bs = 
+            (com.google.protobuf.ByteString) ref;
+        java.lang.String s = bs.toStringUtf8();
+        device_ = s;
+        return s;
+      }
+    }
+    /**
+     * 
+     * This can be any arbitrary string, and should be informed by the labels or taints
+     * associated with the nodes in question. Default cloud provider labels typically
+     * use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+     * 

+     *
+     * string device = 1;
+     */
+    public com.google.protobuf.ByteString
+        getDeviceBytes() {
+      java.lang.Object ref = device_;
+      if (ref instanceof java.lang.String) {
+        com.google.protobuf.ByteString b = 
+            com.google.protobuf.ByteString.copyFromUtf8(
+                (java.lang.String) ref);
+        device_ = b;
+        return b;
+      } else {
+        return (com.google.protobuf.ByteString) ref;
+      }
+    }
+
+    public static final int UNPARTITIONED_FIELD_NUMBER = 2;
+    /**
+     * bool unpartitioned = 2;
+     */
+    public boolean getUnpartitioned() {
+      if (partitionSizeValueCase_ == 2) {
+        return (java.lang.Boolean) partitionSizeValue_;
+      }
+      return false;
+    }
+
+    public static final int PARTITION_SIZE_FIELD_NUMBER = 3;
+    /**
+     * 
+     * Like `device`, this can be any arbitrary string, and should be informed by
+     * the labels or taints associated with the nodes in question. Default cloud
+     * provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.
+     * 

+     *
+     * string partition_size = 3;
+     */
+    public java.lang.String getPartitionSize() {
+      java.lang.Object ref = "";
+      if (partitionSizeValueCase_ == 3) {
+        ref = partitionSizeValue_;
+      }
+      if (ref instanceof java.lang.String) {
+        return (java.lang.String) ref;
+      } else {
+        com.google.protobuf.ByteString bs = 
+            (com.google.protobuf.ByteString) ref;
+        java.lang.String s = bs.toStringUtf8();
+        if (partitionSizeValueCase_ == 3) {
+          partitionSizeValue_ = s;
+        }
+        return s;
+      }
+    }
+    /**
+     * 
+     * Like `device`, this can be any arbitrary string, and should be informed by
+     * the labels or taints associated with the nodes in question. Default cloud
+     * provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.
+     * 

+     *
+     * string partition_size = 3;
+     */
+    public com.google.protobuf.ByteString
+        getPartitionSizeBytes() {
+      java.lang.Object ref = "";
+      if (partitionSizeValueCase_ == 3) {
+        ref = partitionSizeValue_;
+      }
+      if (ref instanceof java.lang.String) {
+        com.google.protobuf.ByteString b = 
+            com.google.protobuf.ByteString.copyFromUtf8(
+                (java.lang.String) ref);
+        if (partitionSizeValueCase_ == 3) {
+          partitionSizeValue_ = b;
+        }
+        return b;
+      } else {
+        return (com.google.protobuf.ByteString) ref;
+      }
+    }
+
+    private byte memoizedIsInitialized = -1;
+    @java.lang.Override
+    public final boolean isInitialized() {
+      byte isInitialized = memoizedIsInitialized;
+      if (isInitialized == 1) return true;
+      if (isInitialized == 0) return false;
+
+      memoizedIsInitialized = 1;
+      return true;
+    }
+
+    @java.lang.Override
+    public void writeTo(com.google.protobuf.CodedOutputStream output)
+                        throws java.io.IOException {
+      if (!getDeviceBytes().isEmpty()) {
+        com.google.protobuf.GeneratedMessageV3.writeString(output, 1, device_);
+      }
+      if (partitionSizeValueCase_ == 2) {
+        output.writeBool(
+            2, (boolean)((java.lang.Boolean) partitionSizeValue_));
+      }
+      if (partitionSizeValueCase_ == 3) {
+        com.google.protobuf.GeneratedMessageV3.writeString(output, 3, partitionSizeValue_);
+      }
+      unknownFields.writeTo(output);
+    }
+
+    @java.lang.Override
+    public int getSerializedSize() {
+      int size = memoizedSize;
+      if (size != -1) return size;
+
+      size = 0;
+      if (!getDeviceBytes().isEmpty()) {
+        size += com.google.protobuf.GeneratedMessageV3.computeStringSize(1, device_);
+      }
+      if (partitionSizeValueCase_ == 2) {
+        size += com.google.protobuf.CodedOutputStream
+          .computeBoolSize(
+              2, (boolean)((java.lang.Boolean) partitionSizeValue_));
+      }
+      if (partitionSizeValueCase_ == 3) {
+        size += com.google.protobuf.GeneratedMessageV3.computeStringSize(3, partitionSizeValue_);
+      }
+      size += unknownFields.getSerializedSize();
+      memoizedSize = size;
+      return size;
+    }
+
+    @java.lang.Override
+    public boolean equals(final java.lang.Object obj) {
+      if (obj == this) {
+       return true;
+      }
+      if (!(obj instanceof flyteidl.core.Tasks.GPUAccelerator)) {
+        return super.equals(obj);
+      }
+      flyteidl.core.Tasks.GPUAccelerator other = (flyteidl.core.Tasks.GPUAccelerator) obj;
+
+      if (!getDevice()
+          .equals(other.getDevice())) return false;
+      if (!getPartitionSizeValueCase().equals(other.getPartitionSizeValueCase())) return false;
+      switch (partitionSizeValueCase_) {
+        case 2:
+          if (getUnpartitioned()
+              != other.getUnpartitioned()) return false;
+          break;
+        case 3:
+          if (!getPartitionSize()
+              .equals(other.getPartitionSize())) return false;
+          break;
+        case 0:
+        default:
+      }
+      if (!unknownFields.equals(other.unknownFields)) return false;
+      return true;
+    }
+
+    @java.lang.Override
+    public int hashCode() {
+      if (memoizedHashCode != 0) {
+        return memoizedHashCode;
+      }
+      int hash = 41;
+      hash = (19 * hash) + getDescriptor().hashCode();
+      hash = (37 * hash) + DEVICE_FIELD_NUMBER;
+      hash = (53 * hash) + getDevice().hashCode();
+      switch (partitionSizeValueCase_) {
+        case 2:
+          hash = (37 * hash) + UNPARTITIONED_FIELD_NUMBER;
+          hash = (53 * hash) + com.google.protobuf.Internal.hashBoolean(
+              getUnpartitioned());
+          break;
+        case 3:
+          hash = (37 * hash) + PARTITION_SIZE_FIELD_NUMBER;
+          hash = (53 * hash) + getPartitionSize().hashCode();
+          break;
+        case 0:
+        default:
+      }
+      hash = (29 * hash) + unknownFields.hashCode();
+      memoizedHashCode = hash;
+      return hash;
+    }
+
+    public static flyteidl.core.Tasks.GPUAccelerator parseFrom(
+        java.nio.ByteBuffer data)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      return PARSER.parseFrom(data);
+    }
+    public static flyteidl.core.Tasks.GPUAccelerator parseFrom(
+        java.nio.ByteBuffer data,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      return PARSER.parseFrom(data, extensionRegistry);
+    }
+    public static flyteidl.core.Tasks.GPUAccelerator parseFrom(
+        com.google.protobuf.ByteString data)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      return PARSER.parseFrom(data);
+    }
+    public static flyteidl.core.Tasks.GPUAccelerator parseFrom(
+        com.google.protobuf.ByteString data,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      return PARSER.parseFrom(data, extensionRegistry);
+    }
+    public static flyteidl.core.Tasks.GPUAccelerator parseFrom(byte[] data)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      return PARSER.parseFrom(data);
+    }
+    public static flyteidl.core.Tasks.GPUAccelerator parseFrom(
+        byte[] data,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      return PARSER.parseFrom(data, extensionRegistry);
+    }
+    public static flyteidl.core.Tasks.GPUAccelerator parseFrom(java.io.InputStream input)
+        throws java.io.IOException {
+      return com.google.protobuf.GeneratedMessageV3
+          .parseWithIOException(PARSER, input);
+    }
+    public static flyteidl.core.Tasks.GPUAccelerator parseFrom(
+        java.io.InputStream input,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws java.io.IOException {
+      return com.google.protobuf.GeneratedMessageV3
+          .parseWithIOException(PARSER, input, extensionRegistry);
+    }
+    public static flyteidl.core.Tasks.GPUAccelerator parseDelimitedFrom(java.io.InputStream input)
+        throws java.io.IOException {
+      return com.google.protobuf.GeneratedMessageV3
+          .parseDelimitedWithIOException(PARSER, input);
+    }
+    public static flyteidl.core.Tasks.GPUAccelerator parseDelimitedFrom(
+        java.io.InputStream input,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws java.io.IOException {
+      return com.google.protobuf.GeneratedMessageV3
+          .parseDelimitedWithIOException(PARSER, input, extensionRegistry);
+    }
+    public static flyteidl.core.Tasks.GPUAccelerator parseFrom(
+        com.google.protobuf.CodedInputStream input)
+        throws java.io.IOException {
+      return com.google.protobuf.GeneratedMessageV3
+          .parseWithIOException(PARSER, input);
+    }
+    public static flyteidl.core.Tasks.GPUAccelerator parseFrom(
+        com.google.protobuf.CodedInputStream input,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws java.io.IOException {
+      return com.google.protobuf.GeneratedMessageV3
+          .parseWithIOException(PARSER, input, extensionRegistry);
+    }
+
+    @java.lang.Override
+    public Builder newBuilderForType() { return newBuilder(); }
+    public static Builder newBuilder() {
+      return DEFAULT_INSTANCE.toBuilder();
+    }
+    public static Builder newBuilder(flyteidl.core.Tasks.GPUAccelerator prototype) {
+      return DEFAULT_INSTANCE.toBuilder().mergeFrom(prototype);
+    }
+    @java.lang.Override
+    public Builder toBuilder() {
+      return this == DEFAULT_INSTANCE
+          ? new Builder() : new Builder().mergeFrom(this);
+    }
+
+    @java.lang.Override
+    protected Builder newBuilderForType(
+        com.google.protobuf.GeneratedMessageV3.BuilderParent parent) {
+      Builder builder = new Builder(parent);
+      return builder;
+    }
+    /**
+     * 
+     * Metadata associated with the GPU accelerator to allocate to a task. Contains
+     * information about device type, and for multi-instance GPUs, the partition size to
+     * use.
+     * 

+     *
+     * Protobuf type {@code flyteidl.core.GPUAccelerator}
+     */
+    public static final class Builder extends
+        com.google.protobuf.GeneratedMessageV3.Builder implements
+        // @@protoc_insertion_point(builder_implements:flyteidl.core.GPUAccelerator)
+        flyteidl.core.Tasks.GPUAcceleratorOrBuilder {
+      public static final com.google.protobuf.Descriptors.Descriptor
+          getDescriptor() {
+        return flyteidl.core.Tasks.internal_static_flyteidl_core_GPUAccelerator_descriptor;
+      }
+
+      @java.lang.Override
+      protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable
+          internalGetFieldAccessorTable() {
+        return flyteidl.core.Tasks.internal_static_flyteidl_core_GPUAccelerator_fieldAccessorTable
+            .ensureFieldAccessorsInitialized(
+                flyteidl.core.Tasks.GPUAccelerator.class, flyteidl.core.Tasks.GPUAccelerator.Builder.class);
+      }
+
+      // Construct using flyteidl.core.Tasks.GPUAccelerator.newBuilder()
+      private Builder() {
+        maybeForceBuilderInitialization();
+      }
+
+      private Builder(
+          com.google.protobuf.GeneratedMessageV3.BuilderParent parent) {
+        super(parent);
+        maybeForceBuilderInitialization();
+      }
+      private void maybeForceBuilderInitialization() {
+        if (com.google.protobuf.GeneratedMessageV3
+                .alwaysUseFieldBuilders) {
+        }
+      }
+      @java.lang.Override
+      public Builder clear() {
+        super.clear();
+        device_ = "";
+
+        partitionSizeValueCase_ = 0;
+        partitionSizeValue_ = null;
+        return this;
+      }
+
+      @java.lang.Override
+      public com.google.protobuf.Descriptors.Descriptor
+          getDescriptorForType() {
+        return flyteidl.core.Tasks.internal_static_flyteidl_core_GPUAccelerator_descriptor;
+      }
+
+      @java.lang.Override
+      public flyteidl.core.Tasks.GPUAccelerator getDefaultInstanceForType() {
+        return flyteidl.core.Tasks.GPUAccelerator.getDefaultInstance();
+      }
+
+      @java.lang.Override
+      public flyteidl.core.Tasks.GPUAccelerator build() {
+        flyteidl.core.Tasks.GPUAccelerator result = buildPartial();
+        if (!result.isInitialized()) {
+          throw newUninitializedMessageException(result);
+        }
+        return result;
+      }
+
+      @java.lang.Override
+      public flyteidl.core.Tasks.GPUAccelerator buildPartial() {
+        flyteidl.core.Tasks.GPUAccelerator result = new flyteidl.core.Tasks.GPUAccelerator(this);
+        result.device_ = device_;
+        if (partitionSizeValueCase_ == 2) {
+          result.partitionSizeValue_ = partitionSizeValue_;
+        }
+        if (partitionSizeValueCase_ == 3) {
+          result.partitionSizeValue_ = partitionSizeValue_;
+        }
+        result.partitionSizeValueCase_ = partitionSizeValueCase_;
+        onBuilt();
+        return result;
+      }
+
+      @java.lang.Override
+      public Builder clone() {
+        return super.clone();
+      }
+      @java.lang.Override
+      public Builder setField(
+          com.google.protobuf.Descriptors.FieldDescriptor field,
+          java.lang.Object value) {
+        return super.setField(field, value);
+      }
+      @java.lang.Override
+      public Builder clearField(
+          com.google.protobuf.Descriptors.FieldDescriptor field) {
+        return super.clearField(field);
+      }
+      @java.lang.Override
+      public Builder clearOneof(
+          com.google.protobuf.Descriptors.OneofDescriptor oneof) {
+        return super.clearOneof(oneof);
+      }
+      @java.lang.Override
+      public Builder setRepeatedField(
+          com.google.protobuf.Descriptors.FieldDescriptor field,
+          int index, java.lang.Object value) {
+        return super.setRepeatedField(field, index, value);
+      }
+      @java.lang.Override
+      public Builder addRepeatedField(
+          com.google.protobuf.Descriptors.FieldDescriptor field,
+          java.lang.Object value) {
+        return super.addRepeatedField(field, value);
+      }
+      @java.lang.Override
+      public Builder mergeFrom(com.google.protobuf.Message other) {
+        if (other instanceof flyteidl.core.Tasks.GPUAccelerator) {
+          return mergeFrom((flyteidl.core.Tasks.GPUAccelerator)other);
+        } else {
+          super.mergeFrom(other);
+          return this;
+        }
+      }
+
+      public Builder mergeFrom(flyteidl.core.Tasks.GPUAccelerator other) {
+        if (other == flyteidl.core.Tasks.GPUAccelerator.getDefaultInstance()) return this;
+        if (!other.getDevice().isEmpty()) {
+          device_ = other.device_;
+          onChanged();
+        }
+        switch (other.getPartitionSizeValueCase()) {
+          case UNPARTITIONED: {
+            setUnpartitioned(other.getUnpartitioned());
+            break;
+          }
+          case PARTITION_SIZE: {
+            partitionSizeValueCase_ = 3;
+            partitionSizeValue_ = other.partitionSizeValue_;
+            onChanged();
+            break;
+          }
+          case PARTITIONSIZEVALUE_NOT_SET: {
+            break;
+          }
+        }
+        this.mergeUnknownFields(other.unknownFields);
+        onChanged();
+        return this;
+      }
+
+      @java.lang.Override
+      public final boolean isInitialized() {
+        return true;
+      }
+
+      @java.lang.Override
+      public Builder mergeFrom(
+          com.google.protobuf.CodedInputStream input,
+          com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+          throws java.io.IOException {
+        flyteidl.core.Tasks.GPUAccelerator parsedMessage = null;
+        try {
+          parsedMessage = PARSER.parsePartialFrom(input, extensionRegistry);
+        } catch (com.google.protobuf.InvalidProtocolBufferException e) {
+          parsedMessage = (flyteidl.core.Tasks.GPUAccelerator) e.getUnfinishedMessage();
+          throw e.unwrapIOException();
+        } finally {
+          if (parsedMessage != null) {
+            mergeFrom(parsedMessage);
+          }
+        }
+        return this;
+      }
+      private int partitionSizeValueCase_ = 0;
+      private java.lang.Object partitionSizeValue_;
+      public PartitionSizeValueCase
+          getPartitionSizeValueCase() {
+        return PartitionSizeValueCase.forNumber(
+            partitionSizeValueCase_);
+      }
+
+      public Builder clearPartitionSizeValue() {
+        partitionSizeValueCase_ = 0;
+        partitionSizeValue_ = null;
+        onChanged();
+        return this;
+      }
+
+
+      private java.lang.Object device_ = "";
+      /**
+       * 
+       * This can be any arbitrary string, and should be informed by the labels or taints
+       * associated with the nodes in question. Default cloud provider labels typically
+       * use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+       * 

+       *
+       * string device = 1;
+       */
+      public java.lang.String getDevice() {
+        java.lang.Object ref = device_;
+        if (!(ref instanceof java.lang.String)) {
+          com.google.protobuf.ByteString bs =
+              (com.google.protobuf.ByteString) ref;
+          java.lang.String s = bs.toStringUtf8();
+          device_ = s;
+          return s;
+        } else {
+          return (java.lang.String) ref;
+        }
+      }
+      /**
+       * 
+       * This can be any arbitrary string, and should be informed by the labels or taints
+       * associated with the nodes in question. Default cloud provider labels typically
+       * use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+       * 

+       *
+       * string device = 1;
+       */
+      public com.google.protobuf.ByteString
+          getDeviceBytes() {
+        java.lang.Object ref = device_;
+        if (ref instanceof String) {
+          com.google.protobuf.ByteString b = 
+              com.google.protobuf.ByteString.copyFromUtf8(
+                  (java.lang.String) ref);
+          device_ = b;
+          return b;
+        } else {
+          return (com.google.protobuf.ByteString) ref;
+        }
+      }
+      /**
+       * 
+       * This can be any arbitrary string, and should be informed by the labels or taints
+       * associated with the nodes in question. Default cloud provider labels typically
+       * use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+       * 

+       *
+       * string device = 1;
+       */
+      public Builder setDevice(
+          java.lang.String value) {
+        if (value == null) {
+    throw new NullPointerException();
+  }
+  
+        device_ = value;
+        onChanged();
+        return this;
+      }
+      /**
+       * 
+       * This can be any arbitrary string, and should be informed by the labels or taints
+       * associated with the nodes in question. Default cloud provider labels typically
+       * use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+       * 

+       *
+       * string device = 1;
+       */
+      public Builder clearDevice() {
+        
+        device_ = getDefaultInstance().getDevice();
+        onChanged();
+        return this;
+      }
+      /**
+       * 
+       * This can be any arbitrary string, and should be informed by the labels or taints
+       * associated with the nodes in question. Default cloud provider labels typically
+       * use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+       * 

+       *
+       * string device = 1;
+       */
+      public Builder setDeviceBytes(
+          com.google.protobuf.ByteString value) {
+        if (value == null) {
+    throw new NullPointerException();
+  }
+  checkByteStringIsUtf8(value);
+        
+        device_ = value;
+        onChanged();
+        return this;
+      }
+
+      /**
+       * bool unpartitioned = 2;
+       */
+      public boolean getUnpartitioned() {
+        if (partitionSizeValueCase_ == 2) {
+          return (java.lang.Boolean) partitionSizeValue_;
+        }
+        return false;
+      }
+      /**
+       * bool unpartitioned = 2;
+       */
+      public Builder setUnpartitioned(boolean value) {
+        partitionSizeValueCase_ = 2;
+        partitionSizeValue_ = value;
+        onChanged();
+        return this;
+      }
+      /**
+       * bool unpartitioned = 2;
+       */
+      public Builder clearUnpartitioned() {
+        if (partitionSizeValueCase_ == 2) {
+          partitionSizeValueCase_ = 0;
+          partitionSizeValue_ = null;
+          onChanged();
+        }
+        return this;
+      }
+
+      /**
+       * 
+       * Like `device`, this can be any arbitrary string, and should be informed by
+       * the labels or taints associated with the nodes in question. Default cloud
+       * provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.
+       * 

+       *
+       * string partition_size = 3;
+       */
+      public java.lang.String getPartitionSize() {
+        java.lang.Object ref = "";
+        if (partitionSizeValueCase_ == 3) {
+          ref = partitionSizeValue_;
+        }
+        if (!(ref instanceof java.lang.String)) {
+          com.google.protobuf.ByteString bs =
+              (com.google.protobuf.ByteString) ref;
+          java.lang.String s = bs.toStringUtf8();
+          if (partitionSizeValueCase_ == 3) {
+            partitionSizeValue_ = s;
+          }
+          return s;
+        } else {
+          return (java.lang.String) ref;
+        }
+      }
+      /**
+       * 
+       * Like `device`, this can be any arbitrary string, and should be informed by
+       * the labels or taints associated with the nodes in question. Default cloud
+       * provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.
+       * 

+       *
+       * string partition_size = 3;
+       */
+      public com.google.protobuf.ByteString
+          getPartitionSizeBytes() {
+        java.lang.Object ref = "";
+        if (partitionSizeValueCase_ == 3) {
+          ref = partitionSizeValue_;
+        }
+        if (ref instanceof String) {
+          com.google.protobuf.ByteString b = 
+              com.google.protobuf.ByteString.copyFromUtf8(
+                  (java.lang.String) ref);
+          if (partitionSizeValueCase_ == 3) {
+            partitionSizeValue_ = b;
+          }
+          return b;
+        } else {
+          return (com.google.protobuf.ByteString) ref;
+        }
+      }
+      /**
+       * 
+       * Like `device`, this can be any arbitrary string, and should be informed by
+       * the labels or taints associated with the nodes in question. Default cloud
+       * provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.
+       * 

+       *
+       * string partition_size = 3;
+       */
+      public Builder setPartitionSize(
+          java.lang.String value) {
+        if (value == null) {
+    throw new NullPointerException();
+  }
+  partitionSizeValueCase_ = 3;
+        partitionSizeValue_ = value;
+        onChanged();
+        return this;
+      }
+      /**
+       * 
+       * Like `device`, this can be any arbitrary string, and should be informed by
+       * the labels or taints associated with the nodes in question. Default cloud
+       * provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.
+       * 

+       *
+       * string partition_size = 3;
+       */
+      public Builder clearPartitionSize() {
+        if (partitionSizeValueCase_ == 3) {
+          partitionSizeValueCase_ = 0;
+          partitionSizeValue_ = null;
+          onChanged();
+        }
+        return this;
+      }
+      /**
+       * 
+       * Like `device`, this can be any arbitrary string, and should be informed by
+       * the labels or taints associated with the nodes in question. Default cloud
+       * provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.
+       * 

+       *
+       * string partition_size = 3;
+       */
+      public Builder setPartitionSizeBytes(
+          com.google.protobuf.ByteString value) {
+        if (value == null) {
+    throw new NullPointerException();
+  }
+  checkByteStringIsUtf8(value);
+        partitionSizeValueCase_ = 3;
+        partitionSizeValue_ = value;
+        onChanged();
+        return this;
+      }
+      @java.lang.Override
+      public final Builder setUnknownFields(
+          final com.google.protobuf.UnknownFieldSet unknownFields) {
+        return super.setUnknownFields(unknownFields);
+      }
+
+      @java.lang.Override
+      public final Builder mergeUnknownFields(
+          final com.google.protobuf.UnknownFieldSet unknownFields) {
+        return super.mergeUnknownFields(unknownFields);
+      }
+
+
+      // @@protoc_insertion_point(builder_scope:flyteidl.core.GPUAccelerator)
+    }
+
+    // @@protoc_insertion_point(class_scope:flyteidl.core.GPUAccelerator)
+    private static final flyteidl.core.Tasks.GPUAccelerator DEFAULT_INSTANCE;
+    static {
+      DEFAULT_INSTANCE = new flyteidl.core.Tasks.GPUAccelerator();
+    }
+
+    public static flyteidl.core.Tasks.GPUAccelerator getDefaultInstance() {
+      return DEFAULT_INSTANCE;
+    }
+
+    private static final com.google.protobuf.Parser
+        PARSER = new com.google.protobuf.AbstractParser() {
+      @java.lang.Override
+      public GPUAccelerator parsePartialFrom(
+          com.google.protobuf.CodedInputStream input,
+          com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+          throws com.google.protobuf.InvalidProtocolBufferException {
+        return new GPUAccelerator(input, extensionRegistry);
+      }
+    };
+
+    public static com.google.protobuf.Parser parser() {
+      return PARSER;
+    }
+
+    @java.lang.Override
+    public com.google.protobuf.Parser getParserForType() {
+      return PARSER;
+    }
+
+    @java.lang.Override
+    public flyteidl.core.Tasks.GPUAccelerator getDefaultInstanceForType() {
+      return DEFAULT_INSTANCE;
+    }
+
+  }
+
+  public interface ExtendedResourcesOrBuilder extends
+      // @@protoc_insertion_point(interface_extends:flyteidl.core.ExtendedResources)
+      com.google.protobuf.MessageOrBuilder {
+
+    /**
+     * 
+     * GPU accelerator to select for task. Contains information about device type, and
+     * for multi-instance GPUs, the partition size to use.
+     * 

+     *
+     * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+     */
+    boolean hasGpuAccelerator();
+    /**
+     * 
+     * GPU accelerator to select for task. Contains information about device type, and
+     * for multi-instance GPUs, the partition size to use.
+     * 

+     *
+     * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+     */
+    flyteidl.core.Tasks.GPUAccelerator getGpuAccelerator();
+    /**
+     * 
+     * GPU accelerator to select for task. Contains information about device type, and
+     * for multi-instance GPUs, the partition size to use.
+     * 

+     *
+     * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+     */
+    flyteidl.core.Tasks.GPUAcceleratorOrBuilder getGpuAcceleratorOrBuilder();
+  }
+  /**
+   * 
+   * Encapsulates all non-standard resources, not captured by v1.ResourceRequirements, to
+   * allocate to a task.
+   * 

+   *
+   * Protobuf type {@code flyteidl.core.ExtendedResources}
+   */
+  public  static final class ExtendedResources extends
+      com.google.protobuf.GeneratedMessageV3 implements
+      // @@protoc_insertion_point(message_implements:flyteidl.core.ExtendedResources)
+      ExtendedResourcesOrBuilder {
+  private static final long serialVersionUID = 0L;
+    // Use ExtendedResources.newBuilder() to construct.
+    private ExtendedResources(com.google.protobuf.GeneratedMessageV3.Builder builder) {
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+    public final com.google.protobuf.UnknownFieldSet
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+      this();
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+              if (gpuAccelerator_ != null) {
+                subBuilder = gpuAccelerator_.toBuilder();
+              }
+              gpuAccelerator_ = input.readMessage(flyteidl.core.Tasks.GPUAccelerator.parser(), extensionRegistry);
+              if (subBuilder != null) {
+                subBuilder.mergeFrom(gpuAccelerator_);
+                gpuAccelerator_ = subBuilder.buildPartial();
+              }
+
+              break;
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+            default: {
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+        throw e.setUnfinishedMessage(this);
+      } catch (java.io.IOException e) {
+        throw new com.google.protobuf.InvalidProtocolBufferException(
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+      } finally {
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+        makeExtensionsImmutable();
+      }
+    }
+    public static final com.google.protobuf.Descriptors.Descriptor
+        getDescriptor() {
+      return flyteidl.core.Tasks.internal_static_flyteidl_core_ExtendedResources_descriptor;
+    }
+
+    @java.lang.Override
+    protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable
+        internalGetFieldAccessorTable() {
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+
+    public static final int GPU_ACCELERATOR_FIELD_NUMBER = 1;
+    private flyteidl.core.Tasks.GPUAccelerator gpuAccelerator_;
+    /**
+     * 
+     * GPU accelerator to select for task. Contains information about device type, and
+     * for multi-instance GPUs, the partition size to use.
+     * 

+     *
+     * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+     */
+    public boolean hasGpuAccelerator() {
+      return gpuAccelerator_ != null;
+    }
+    /**
+     * 
+     * GPU accelerator to select for task. Contains information about device type, and
+     * for multi-instance GPUs, the partition size to use.
+     * 

+     *
+     * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+     */
+    public flyteidl.core.Tasks.GPUAccelerator getGpuAccelerator() {
+      return gpuAccelerator_ == null ? flyteidl.core.Tasks.GPUAccelerator.getDefaultInstance() : gpuAccelerator_;
+    }
+    /**
+     * 
+     * GPU accelerator to select for task. Contains information about device type, and
+     * for multi-instance GPUs, the partition size to use.
+     * 

+     *
+     * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+     */
+    public flyteidl.core.Tasks.GPUAcceleratorOrBuilder getGpuAcceleratorOrBuilder() {
+      return getGpuAccelerator();
+    }
+
+    private byte memoizedIsInitialized = -1;
+    @java.lang.Override
+    public final boolean isInitialized() {
+      byte isInitialized = memoizedIsInitialized;
+      if (isInitialized == 1) return true;
+      if (isInitialized == 0) return false;
+
+      memoizedIsInitialized = 1;
+      return true;
+    }
+
+    @java.lang.Override
+    public void writeTo(com.google.protobuf.CodedOutputStream output)
+                        throws java.io.IOException {
+      if (gpuAccelerator_ != null) {
+        output.writeMessage(1, getGpuAccelerator());
+      }
+      unknownFields.writeTo(output);
+    }
+
+    @java.lang.Override
+    public int getSerializedSize() {
+      int size = memoizedSize;
+      if (size != -1) return size;
+
+      size = 0;
+      if (gpuAccelerator_ != null) {
+        size += com.google.protobuf.CodedOutputStream
+          .computeMessageSize(1, getGpuAccelerator());
+      }
+      size += unknownFields.getSerializedSize();
+      memoizedSize = size;
+      return size;
+    }
+
+    @java.lang.Override
+    public boolean equals(final java.lang.Object obj) {
+      if (obj == this) {
+       return true;
+      }
+      if (!(obj instanceof flyteidl.core.Tasks.ExtendedResources)) {
+        return super.equals(obj);
+      }
+      flyteidl.core.Tasks.ExtendedResources other = (flyteidl.core.Tasks.ExtendedResources) obj;
+
+      if (hasGpuAccelerator() != other.hasGpuAccelerator()) return false;
+      if (hasGpuAccelerator()) {
+        if (!getGpuAccelerator()
+            .equals(other.getGpuAccelerator())) return false;
+      }
+      if (!unknownFields.equals(other.unknownFields)) return false;
+      return true;
+    }
+
+    @java.lang.Override
+    public int hashCode() {
+      if (memoizedHashCode != 0) {
+        return memoizedHashCode;
+      }
+      int hash = 41;
+      hash = (19 * hash) + getDescriptor().hashCode();
+      if (hasGpuAccelerator()) {
+        hash = (37 * hash) + GPU_ACCELERATOR_FIELD_NUMBER;
+        hash = (53 * hash) + getGpuAccelerator().hashCode();
+      }
+      hash = (29 * hash) + unknownFields.hashCode();
+      memoizedHashCode = hash;
+      return hash;
+    }
+
+    public static flyteidl.core.Tasks.ExtendedResources parseFrom(
+        java.nio.ByteBuffer data)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      return PARSER.parseFrom(data);
+    }
+    public static flyteidl.core.Tasks.ExtendedResources parseFrom(
+        java.nio.ByteBuffer data,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      return PARSER.parseFrom(data, extensionRegistry);
+    }
+    public static flyteidl.core.Tasks.ExtendedResources parseFrom(
+        com.google.protobuf.ByteString data)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      return PARSER.parseFrom(data);
+    }
+    public static flyteidl.core.Tasks.ExtendedResources parseFrom(
+        com.google.protobuf.ByteString data,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      return PARSER.parseFrom(data, extensionRegistry);
+    }
+    public static flyteidl.core.Tasks.ExtendedResources parseFrom(byte[] data)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      return PARSER.parseFrom(data);
+    }
+    public static flyteidl.core.Tasks.ExtendedResources parseFrom(
+        byte[] data,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws com.google.protobuf.InvalidProtocolBufferException {
+      return PARSER.parseFrom(data, extensionRegistry);
+    }
+    public static flyteidl.core.Tasks.ExtendedResources parseFrom(java.io.InputStream input)
+        throws java.io.IOException {
+      return com.google.protobuf.GeneratedMessageV3
+          .parseWithIOException(PARSER, input);
+    }
+    public static flyteidl.core.Tasks.ExtendedResources parseFrom(
+        java.io.InputStream input,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws java.io.IOException {
+      return com.google.protobuf.GeneratedMessageV3
+          .parseWithIOException(PARSER, input, extensionRegistry);
+    }
+    public static flyteidl.core.Tasks.ExtendedResources parseDelimitedFrom(java.io.InputStream input)
+        throws java.io.IOException {
+      return com.google.protobuf.GeneratedMessageV3
+          .parseDelimitedWithIOException(PARSER, input);
+    }
+    public static flyteidl.core.Tasks.ExtendedResources parseDelimitedFrom(
+        java.io.InputStream input,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws java.io.IOException {
+      return com.google.protobuf.GeneratedMessageV3
+          .parseDelimitedWithIOException(PARSER, input, extensionRegistry);
+    }
+    public static flyteidl.core.Tasks.ExtendedResources parseFrom(
+        com.google.protobuf.CodedInputStream input)
+        throws java.io.IOException {
+      return com.google.protobuf.GeneratedMessageV3
+          .parseWithIOException(PARSER, input);
+    }
+    public static flyteidl.core.Tasks.ExtendedResources parseFrom(
+        com.google.protobuf.CodedInputStream input,
+        com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+        throws java.io.IOException {
+      return com.google.protobuf.GeneratedMessageV3
+          .parseWithIOException(PARSER, input, extensionRegistry);
+    }
+
+    @java.lang.Override
+    public Builder newBuilderForType() { return newBuilder(); }
+    public static Builder newBuilder() {
+      return DEFAULT_INSTANCE.toBuilder();
+    }
+    public static Builder newBuilder(flyteidl.core.Tasks.ExtendedResources prototype) {
+      return DEFAULT_INSTANCE.toBuilder().mergeFrom(prototype);
+    }
+    @java.lang.Override
+    public Builder toBuilder() {
+      return this == DEFAULT_INSTANCE
+          ? new Builder() : new Builder().mergeFrom(this);
+    }
+
+    @java.lang.Override
+    protected Builder newBuilderForType(
+        com.google.protobuf.GeneratedMessageV3.BuilderParent parent) {
+      Builder builder = new Builder(parent);
+      return builder;
+    }
+    /**
+     * 
+     * Encapsulates all non-standard resources, not captured by v1.ResourceRequirements, to
+     * allocate to a task.
+     * 

+     *
+     * Protobuf type {@code flyteidl.core.ExtendedResources}
+     */
+    public static final class Builder extends
+        com.google.protobuf.GeneratedMessageV3.Builder implements
+        // @@protoc_insertion_point(builder_implements:flyteidl.core.ExtendedResources)
+        flyteidl.core.Tasks.ExtendedResourcesOrBuilder {
+      public static final com.google.protobuf.Descriptors.Descriptor
+          getDescriptor() {
+        return flyteidl.core.Tasks.internal_static_flyteidl_core_ExtendedResources_descriptor;
+      }
+
+      @java.lang.Override
+      protected com.google.protobuf.GeneratedMessageV3.FieldAccessorTable
+          internalGetFieldAccessorTable() {
+        return flyteidl.core.Tasks.internal_static_flyteidl_core_ExtendedResources_fieldAccessorTable
+            .ensureFieldAccessorsInitialized(
+                flyteidl.core.Tasks.ExtendedResources.class, flyteidl.core.Tasks.ExtendedResources.Builder.class);
+      }
+
+      // Construct using flyteidl.core.Tasks.ExtendedResources.newBuilder()
+      private Builder() {
+        maybeForceBuilderInitialization();
+      }
+
+      private Builder(
+          com.google.protobuf.GeneratedMessageV3.BuilderParent parent) {
+        super(parent);
+        maybeForceBuilderInitialization();
+      }
+      private void maybeForceBuilderInitialization() {
+        if (com.google.protobuf.GeneratedMessageV3
+                .alwaysUseFieldBuilders) {
+        }
+      }
+      @java.lang.Override
+      public Builder clear() {
+        super.clear();
+        if (gpuAcceleratorBuilder_ == null) {
+          gpuAccelerator_ = null;
+        } else {
+          gpuAccelerator_ = null;
+          gpuAcceleratorBuilder_ = null;
+        }
+        return this;
+      }
+
+      @java.lang.Override
+      public com.google.protobuf.Descriptors.Descriptor
+          getDescriptorForType() {
+        return flyteidl.core.Tasks.internal_static_flyteidl_core_ExtendedResources_descriptor;
+      }
+
+      @java.lang.Override
+      public flyteidl.core.Tasks.ExtendedResources getDefaultInstanceForType() {
+        return flyteidl.core.Tasks.ExtendedResources.getDefaultInstance();
+      }
+
+      @java.lang.Override
+      public flyteidl.core.Tasks.ExtendedResources build() {
+        flyteidl.core.Tasks.ExtendedResources result = buildPartial();
+        if (!result.isInitialized()) {
+          throw newUninitializedMessageException(result);
+        }
+        return result;
+      }
+
+      @java.lang.Override
+      public flyteidl.core.Tasks.ExtendedResources buildPartial() {
+        flyteidl.core.Tasks.ExtendedResources result = new flyteidl.core.Tasks.ExtendedResources(this);
+        if (gpuAcceleratorBuilder_ == null) {
+          result.gpuAccelerator_ = gpuAccelerator_;
+        } else {
+          result.gpuAccelerator_ = gpuAcceleratorBuilder_.build();
+        }
+        onBuilt();
+        return result;
+      }
+
+      @java.lang.Override
+      public Builder clone() {
+        return super.clone();
+      }
+      @java.lang.Override
+      public Builder setField(
+          com.google.protobuf.Descriptors.FieldDescriptor field,
+          java.lang.Object value) {
+        return super.setField(field, value);
+      }
+      @java.lang.Override
+      public Builder clearField(
+          com.google.protobuf.Descriptors.FieldDescriptor field) {
+        return super.clearField(field);
+      }
+      @java.lang.Override
+      public Builder clearOneof(
+          com.google.protobuf.Descriptors.OneofDescriptor oneof) {
+        return super.clearOneof(oneof);
+      }
+      @java.lang.Override
+      public Builder setRepeatedField(
+          com.google.protobuf.Descriptors.FieldDescriptor field,
+          int index, java.lang.Object value) {
+        return super.setRepeatedField(field, index, value);
+      }
+      @java.lang.Override
+      public Builder addRepeatedField(
+          com.google.protobuf.Descriptors.FieldDescriptor field,
+          java.lang.Object value) {
+        return super.addRepeatedField(field, value);
+      }
+      @java.lang.Override
+      public Builder mergeFrom(com.google.protobuf.Message other) {
+        if (other instanceof flyteidl.core.Tasks.ExtendedResources) {
+          return mergeFrom((flyteidl.core.Tasks.ExtendedResources)other);
+        } else {
+          super.mergeFrom(other);
+          return this;
+        }
+      }
+
+      public Builder mergeFrom(flyteidl.core.Tasks.ExtendedResources other) {
+        if (other == flyteidl.core.Tasks.ExtendedResources.getDefaultInstance()) return this;
+        if (other.hasGpuAccelerator()) {
+          mergeGpuAccelerator(other.getGpuAccelerator());
+        }
+        this.mergeUnknownFields(other.unknownFields);
+        onChanged();
+        return this;
+      }
+
+      @java.lang.Override
+      public final boolean isInitialized() {
+        return true;
+      }
+
+      @java.lang.Override
+      public Builder mergeFrom(
+          com.google.protobuf.CodedInputStream input,
+          com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+          throws java.io.IOException {
+        flyteidl.core.Tasks.ExtendedResources parsedMessage = null;
+        try {
+          parsedMessage = PARSER.parsePartialFrom(input, extensionRegistry);
+        } catch (com.google.protobuf.InvalidProtocolBufferException e) {
+          parsedMessage = (flyteidl.core.Tasks.ExtendedResources) e.getUnfinishedMessage();
+          throw e.unwrapIOException();
+        } finally {
+          if (parsedMessage != null) {
+            mergeFrom(parsedMessage);
+          }
+        }
+        return this;
+      }
+
+      private flyteidl.core.Tasks.GPUAccelerator gpuAccelerator_;
+      private com.google.protobuf.SingleFieldBuilderV3<
+          flyteidl.core.Tasks.GPUAccelerator, flyteidl.core.Tasks.GPUAccelerator.Builder, flyteidl.core.Tasks.GPUAcceleratorOrBuilder> gpuAcceleratorBuilder_;
+      /**
+       * 
+       * GPU accelerator to select for task. Contains information about device type, and
+       * for multi-instance GPUs, the partition size to use.
+       * 

+       *
+       * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+       */
+      public boolean hasGpuAccelerator() {
+        return gpuAcceleratorBuilder_ != null || gpuAccelerator_ != null;
+      }
+      /**
+       * 
+       * GPU accelerator to select for task. Contains information about device type, and
+       * for multi-instance GPUs, the partition size to use.
+       * 

+       *
+       * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+       */
+      public flyteidl.core.Tasks.GPUAccelerator getGpuAccelerator() {
+        if (gpuAcceleratorBuilder_ == null) {
+          return gpuAccelerator_ == null ? flyteidl.core.Tasks.GPUAccelerator.getDefaultInstance() : gpuAccelerator_;
+        } else {
+          return gpuAcceleratorBuilder_.getMessage();
+        }
+      }
+      /**
+       * 
+       * GPU accelerator to select for task. Contains information about device type, and
+       * for multi-instance GPUs, the partition size to use.
+       * 

+       *
+       * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+       */
+      public Builder setGpuAccelerator(flyteidl.core.Tasks.GPUAccelerator value) {
+        if (gpuAcceleratorBuilder_ == null) {
+          if (value == null) {
+            throw new NullPointerException();
+          }
+          gpuAccelerator_ = value;
+          onChanged();
+        } else {
+          gpuAcceleratorBuilder_.setMessage(value);
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * GPU accelerator to select for task. Contains information about device type, and
+       * for multi-instance GPUs, the partition size to use.
+       * 

+       *
+       * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+       */
+      public Builder setGpuAccelerator(
+          flyteidl.core.Tasks.GPUAccelerator.Builder builderForValue) {
+        if (gpuAcceleratorBuilder_ == null) {
+          gpuAccelerator_ = builderForValue.build();
+          onChanged();
+        } else {
+          gpuAcceleratorBuilder_.setMessage(builderForValue.build());
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * GPU accelerator to select for task. Contains information about device type, and
+       * for multi-instance GPUs, the partition size to use.
+       * 

+       *
+       * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+       */
+      public Builder mergeGpuAccelerator(flyteidl.core.Tasks.GPUAccelerator value) {
+        if (gpuAcceleratorBuilder_ == null) {
+          if (gpuAccelerator_ != null) {
+            gpuAccelerator_ =
+              flyteidl.core.Tasks.GPUAccelerator.newBuilder(gpuAccelerator_).mergeFrom(value).buildPartial();
+          } else {
+            gpuAccelerator_ = value;
+          }
+          onChanged();
+        } else {
+          gpuAcceleratorBuilder_.mergeFrom(value);
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * GPU accelerator to select for task. Contains information about device type, and
+       * for multi-instance GPUs, the partition size to use.
+       * 

+       *
+       * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+       */
+      public Builder clearGpuAccelerator() {
+        if (gpuAcceleratorBuilder_ == null) {
+          gpuAccelerator_ = null;
+          onChanged();
+        } else {
+          gpuAccelerator_ = null;
+          gpuAcceleratorBuilder_ = null;
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * GPU accelerator to select for task. Contains information about device type, and
+       * for multi-instance GPUs, the partition size to use.
+       * 

+       *
+       * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+       */
+      public flyteidl.core.Tasks.GPUAccelerator.Builder getGpuAcceleratorBuilder() {
+        
+        onChanged();
+        return getGpuAcceleratorFieldBuilder().getBuilder();
+      }
+      /**
+       * 
+       * GPU accelerator to select for task. Contains information about device type, and
+       * for multi-instance GPUs, the partition size to use.
+       * 

+       *
+       * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+       */
+      public flyteidl.core.Tasks.GPUAcceleratorOrBuilder getGpuAcceleratorOrBuilder() {
+        if (gpuAcceleratorBuilder_ != null) {
+          return gpuAcceleratorBuilder_.getMessageOrBuilder();
+        } else {
+          return gpuAccelerator_ == null ?
+              flyteidl.core.Tasks.GPUAccelerator.getDefaultInstance() : gpuAccelerator_;
+        }
+      }
+      /**
+       * 
+       * GPU accelerator to select for task. Contains information about device type, and
+       * for multi-instance GPUs, the partition size to use.
+       * 

+       *
+       * .flyteidl.core.GPUAccelerator gpu_accelerator = 1;
+       */
+      private com.google.protobuf.SingleFieldBuilderV3<
+          flyteidl.core.Tasks.GPUAccelerator, flyteidl.core.Tasks.GPUAccelerator.Builder, flyteidl.core.Tasks.GPUAcceleratorOrBuilder> 
+          getGpuAcceleratorFieldBuilder() {
+        if (gpuAcceleratorBuilder_ == null) {
+          gpuAcceleratorBuilder_ = new com.google.protobuf.SingleFieldBuilderV3<
+              flyteidl.core.Tasks.GPUAccelerator, flyteidl.core.Tasks.GPUAccelerator.Builder, flyteidl.core.Tasks.GPUAcceleratorOrBuilder>(
+                  getGpuAccelerator(),
+                  getParentForChildren(),
+                  isClean());
+          gpuAccelerator_ = null;
+        }
+        return gpuAcceleratorBuilder_;
+      }
+      @java.lang.Override
+      public final Builder setUnknownFields(
+          final com.google.protobuf.UnknownFieldSet unknownFields) {
+        return super.setUnknownFields(unknownFields);
+      }
+
+      @java.lang.Override
+      public final Builder mergeUnknownFields(
+          final com.google.protobuf.UnknownFieldSet unknownFields) {
+        return super.mergeUnknownFields(unknownFields);
+      }
+
+
+      // @@protoc_insertion_point(builder_scope:flyteidl.core.ExtendedResources)
+    }
+
+    // @@protoc_insertion_point(class_scope:flyteidl.core.ExtendedResources)
+    private static final flyteidl.core.Tasks.ExtendedResources DEFAULT_INSTANCE;
+    static {
+      DEFAULT_INSTANCE = new flyteidl.core.Tasks.ExtendedResources();
+    }
+
+    public static flyteidl.core.Tasks.ExtendedResources getDefaultInstance() {
+      return DEFAULT_INSTANCE;
+    }
+
+    private static final com.google.protobuf.Parser
+        PARSER = new com.google.protobuf.AbstractParser() {
+      @java.lang.Override
+      public ExtendedResources parsePartialFrom(
+          com.google.protobuf.CodedInputStream input,
+          com.google.protobuf.ExtensionRegistryLite extensionRegistry)
+          throws com.google.protobuf.InvalidProtocolBufferException {
+        return new ExtendedResources(input, extensionRegistry);
+      }
+    };
+
+    public static com.google.protobuf.Parser parser() {
+      return PARSER;
+    }
+
+    @java.lang.Override
+    public com.google.protobuf.Parser getParserForType() {
+      return PARSER;
+    }
+
+    @java.lang.Override
+    public flyteidl.core.Tasks.ExtendedResources getDefaultInstanceForType() {
+      return DEFAULT_INSTANCE;
+    }
+
+  }
+
   public interface RuntimeMetadataOrBuilder extends
       // @@protoc_insertion_point(interface_extends:flyteidl.core.RuntimeMetadata)
       com.google.protobuf.MessageOrBuilder {
@@ -6006,6 +7676,34 @@ public interface TaskTemplateOrBuilder extends
      */
     flyteidl.core.Security.SecurityContextOrBuilder getSecurityContextOrBuilder();
 
+    /**
+     * 
+     * Encapsulates all non-standard resources, not captured by
+     * v1.ResourceRequirements, to allocate to a task.
+     * 

+     *
+     * .flyteidl.core.ExtendedResources extended_resources = 9;
+     */
+    boolean hasExtendedResources();
+    /**
+     * 
+     * Encapsulates all non-standard resources, not captured by
+     * v1.ResourceRequirements, to allocate to a task.
+     * 

+     *
+     * .flyteidl.core.ExtendedResources extended_resources = 9;
+     */
+    flyteidl.core.Tasks.ExtendedResources getExtendedResources();
+    /**
+     * 
+     * Encapsulates all non-standard resources, not captured by
+     * v1.ResourceRequirements, to allocate to a task.
+     * 

+     *
+     * .flyteidl.core.ExtendedResources extended_resources = 9;
+     */
+    flyteidl.core.Tasks.ExtendedResourcesOrBuilder getExtendedResourcesOrBuilder();
+
     /**
      * 
      * Metadata about the custom defined for this task. This is extensible to allow various plugins in the system
@@ -6207,11 +7905,24 @@ private TaskTemplate(
 
               break;
             }
+            case 74: {
+              flyteidl.core.Tasks.ExtendedResources.Builder subBuilder = null;
+              if (extendedResources_ != null) {
+                subBuilder = extendedResources_.toBuilder();
+              }
+              extendedResources_ = input.readMessage(flyteidl.core.Tasks.ExtendedResources.parser(), extensionRegistry);
+              if (subBuilder != null) {
+                subBuilder.mergeFrom(extendedResources_);
+                extendedResources_ = subBuilder.buildPartial();
+              }
+
+              break;
+            }
             case 130: {
-              if (!((mutable_bitField0_ & 0x00000400) != 0)) {
+              if (!((mutable_bitField0_ & 0x00000800) != 0)) {
                 config_ = com.google.protobuf.MapField.newMapField(
                     ConfigDefaultEntryHolder.defaultEntry);
-                mutable_bitField0_ |= 0x00000400;
+                mutable_bitField0_ |= 0x00000800;
               }
               com.google.protobuf.MapEntry
               config__ = input.readMessage(
@@ -6638,6 +8349,42 @@ public flyteidl.core.Security.SecurityContextOrBuilder getSecurityContextOrBuild
       return getSecurityContext();
     }
 
+    public static final int EXTENDED_RESOURCES_FIELD_NUMBER = 9;
+    private flyteidl.core.Tasks.ExtendedResources extendedResources_;
+    /**
+     * 
+     * Encapsulates all non-standard resources, not captured by
+     * v1.ResourceRequirements, to allocate to a task.
+     * 

+     *
+     * .flyteidl.core.ExtendedResources extended_resources = 9;
+     */
+    public boolean hasExtendedResources() {
+      return extendedResources_ != null;
+    }
+    /**
+     * 
+     * Encapsulates all non-standard resources, not captured by
+     * v1.ResourceRequirements, to allocate to a task.
+     * 

+     *
+     * .flyteidl.core.ExtendedResources extended_resources = 9;
+     */
+    public flyteidl.core.Tasks.ExtendedResources getExtendedResources() {
+      return extendedResources_ == null ? flyteidl.core.Tasks.ExtendedResources.getDefaultInstance() : extendedResources_;
+    }
+    /**
+     * 
+     * Encapsulates all non-standard resources, not captured by
+     * v1.ResourceRequirements, to allocate to a task.
+     * 

+     *
+     * .flyteidl.core.ExtendedResources extended_resources = 9;
+     */
+    public flyteidl.core.Tasks.ExtendedResourcesOrBuilder getExtendedResourcesOrBuilder() {
+      return getExtendedResources();
+    }
+
     public static final int CONFIG_FIELD_NUMBER = 16;
     private static final class ConfigDefaultEntryHolder {
       static final com.google.protobuf.MapEntry<
@@ -6776,6 +8523,9 @@ public void writeTo(com.google.protobuf.CodedOutputStream output)
       if (securityContext_ != null) {
         output.writeMessage(8, getSecurityContext());
       }
+      if (extendedResources_ != null) {
+        output.writeMessage(9, getExtendedResources());
+      }
       com.google.protobuf.GeneratedMessageV3
         .serializeStringMapTo(
           output,
@@ -6828,6 +8578,10 @@ public int getSerializedSize() {
         size += com.google.protobuf.CodedOutputStream
           .computeMessageSize(8, getSecurityContext());
       }
+      if (extendedResources_ != null) {
+        size += com.google.protobuf.CodedOutputStream
+          .computeMessageSize(9, getExtendedResources());
+      }
       for (java.util.Map.Entry entry
            : internalGetConfig().getMap().entrySet()) {
         com.google.protobuf.MapEntry
@@ -6890,6 +8644,11 @@ public boolean equals(final java.lang.Object obj) {
         if (!getSecurityContext()
             .equals(other.getSecurityContext())) return false;
       }
+      if (hasExtendedResources() != other.hasExtendedResources()) return false;
+      if (hasExtendedResources()) {
+        if (!getExtendedResources()
+            .equals(other.getExtendedResources())) return false;
+      }
       if (!internalGetConfig().equals(
           other.internalGetConfig())) return false;
       if (!getTargetCase().equals(other.getTargetCase())) return false;
@@ -6944,6 +8703,10 @@ public int hashCode() {
         hash = (37 * hash) + SECURITY_CONTEXT_FIELD_NUMBER;
         hash = (53 * hash) + getSecurityContext().hashCode();
       }
+      if (hasExtendedResources()) {
+        hash = (37 * hash) + EXTENDED_RESOURCES_FIELD_NUMBER;
+        hash = (53 * hash) + getExtendedResources().hashCode();
+      }
       if (!internalGetConfig().getMap().isEmpty()) {
         hash = (37 * hash) + CONFIG_FIELD_NUMBER;
         hash = (53 * hash) + internalGetConfig().hashCode();
@@ -7158,6 +8921,12 @@ public Builder clear() {
           securityContext_ = null;
           securityContextBuilder_ = null;
         }
+        if (extendedResourcesBuilder_ == null) {
+          extendedResources_ = null;
+        } else {
+          extendedResources_ = null;
+          extendedResourcesBuilder_ = null;
+        }
         internalGetMutableConfig().clear();
         targetCase_ = 0;
         target_ = null;
@@ -7237,6 +9006,11 @@ public flyteidl.core.Tasks.TaskTemplate buildPartial() {
         } else {
           result.securityContext_ = securityContextBuilder_.build();
         }
+        if (extendedResourcesBuilder_ == null) {
+          result.extendedResources_ = extendedResources_;
+        } else {
+          result.extendedResources_ = extendedResourcesBuilder_.build();
+        }
         result.config_ = internalGetConfig();
         result.config_.makeImmutable();
         result.bitField0_ = to_bitField0_;
@@ -7311,6 +9085,9 @@ public Builder mergeFrom(flyteidl.core.Tasks.TaskTemplate other) {
         if (other.hasSecurityContext()) {
           mergeSecurityContext(other.getSecurityContext());
         }
+        if (other.hasExtendedResources()) {
+          mergeExtendedResources(other.getExtendedResources());
+        }
         internalGetMutableConfig().mergeFrom(
             other.internalGetConfig());
         switch (other.getTargetCase()) {
@@ -8694,6 +10471,168 @@ public flyteidl.core.Security.SecurityContextOrBuilder getSecurityContextOrBuild
         return securityContextBuilder_;
       }
 
+      private flyteidl.core.Tasks.ExtendedResources extendedResources_;
+      private com.google.protobuf.SingleFieldBuilderV3<
+          flyteidl.core.Tasks.ExtendedResources, flyteidl.core.Tasks.ExtendedResources.Builder, flyteidl.core.Tasks.ExtendedResourcesOrBuilder> extendedResourcesBuilder_;
+      /**
+       * 
+       * Encapsulates all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 9;
+       */
+      public boolean hasExtendedResources() {
+        return extendedResourcesBuilder_ != null || extendedResources_ != null;
+      }
+      /**
+       * 
+       * Encapsulates all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 9;
+       */
+      public flyteidl.core.Tasks.ExtendedResources getExtendedResources() {
+        if (extendedResourcesBuilder_ == null) {
+          return extendedResources_ == null ? flyteidl.core.Tasks.ExtendedResources.getDefaultInstance() : extendedResources_;
+        } else {
+          return extendedResourcesBuilder_.getMessage();
+        }
+      }
+      /**
+       * 
+       * Encapsulates all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 9;
+       */
+      public Builder setExtendedResources(flyteidl.core.Tasks.ExtendedResources value) {
+        if (extendedResourcesBuilder_ == null) {
+          if (value == null) {
+            throw new NullPointerException();
+          }
+          extendedResources_ = value;
+          onChanged();
+        } else {
+          extendedResourcesBuilder_.setMessage(value);
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * Encapsulates all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 9;
+       */
+      public Builder setExtendedResources(
+          flyteidl.core.Tasks.ExtendedResources.Builder builderForValue) {
+        if (extendedResourcesBuilder_ == null) {
+          extendedResources_ = builderForValue.build();
+          onChanged();
+        } else {
+          extendedResourcesBuilder_.setMessage(builderForValue.build());
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * Encapsulates all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 9;
+       */
+      public Builder mergeExtendedResources(flyteidl.core.Tasks.ExtendedResources value) {
+        if (extendedResourcesBuilder_ == null) {
+          if (extendedResources_ != null) {
+            extendedResources_ =
+              flyteidl.core.Tasks.ExtendedResources.newBuilder(extendedResources_).mergeFrom(value).buildPartial();
+          } else {
+            extendedResources_ = value;
+          }
+          onChanged();
+        } else {
+          extendedResourcesBuilder_.mergeFrom(value);
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * Encapsulates all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 9;
+       */
+      public Builder clearExtendedResources() {
+        if (extendedResourcesBuilder_ == null) {
+          extendedResources_ = null;
+          onChanged();
+        } else {
+          extendedResources_ = null;
+          extendedResourcesBuilder_ = null;
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * Encapsulates all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 9;
+       */
+      public flyteidl.core.Tasks.ExtendedResources.Builder getExtendedResourcesBuilder() {
+        
+        onChanged();
+        return getExtendedResourcesFieldBuilder().getBuilder();
+      }
+      /**
+       * 
+       * Encapsulates all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 9;
+       */
+      public flyteidl.core.Tasks.ExtendedResourcesOrBuilder getExtendedResourcesOrBuilder() {
+        if (extendedResourcesBuilder_ != null) {
+          return extendedResourcesBuilder_.getMessageOrBuilder();
+        } else {
+          return extendedResources_ == null ?
+              flyteidl.core.Tasks.ExtendedResources.getDefaultInstance() : extendedResources_;
+        }
+      }
+      /**
+       * 
+       * Encapsulates all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 9;
+       */
+      private com.google.protobuf.SingleFieldBuilderV3<
+          flyteidl.core.Tasks.ExtendedResources, flyteidl.core.Tasks.ExtendedResources.Builder, flyteidl.core.Tasks.ExtendedResourcesOrBuilder> 
+          getExtendedResourcesFieldBuilder() {
+        if (extendedResourcesBuilder_ == null) {
+          extendedResourcesBuilder_ = new com.google.protobuf.SingleFieldBuilderV3<
+              flyteidl.core.Tasks.ExtendedResources, flyteidl.core.Tasks.ExtendedResources.Builder, flyteidl.core.Tasks.ExtendedResourcesOrBuilder>(
+                  getExtendedResources(),
+                  getParentForChildren(),
+                  isClean());
+          extendedResources_ = null;
+        }
+        return extendedResourcesBuilder_;
+      }
+
       private com.google.protobuf.MapField<
           java.lang.String, java.lang.String> config_;
       private com.google.protobuf.MapField
@@ -18590,6 +20529,16 @@ public flyteidl.core.Tasks.Sql getDefaultInstanceForType() {
   private static final 
     com.google.protobuf.GeneratedMessageV3.FieldAccessorTable
       internal_static_flyteidl_core_Resources_ResourceEntry_fieldAccessorTable;
+  private static final com.google.protobuf.Descriptors.Descriptor
+    internal_static_flyteidl_core_GPUAccelerator_descriptor;
+  private static final 
+    com.google.protobuf.GeneratedMessageV3.FieldAccessorTable
+      internal_static_flyteidl_core_GPUAccelerator_fieldAccessorTable;
+  private static final com.google.protobuf.Descriptors.Descriptor
+    internal_static_flyteidl_core_ExtendedResources_descriptor;
+  private static final 
+    com.google.protobuf.GeneratedMessageV3.FieldAccessorTable
+      internal_static_flyteidl_core_ExtendedResources_fieldAccessorTable;
   private static final com.google.protobuf.Descriptors.Descriptor
     internal_static_flyteidl_core_RuntimeMetadata_descriptor;
   private static final 
@@ -18682,76 +20631,82 @@ public flyteidl.core.Tasks.Sql getDefaultInstanceForType() {
       "re.Resources.ResourceName\022\r\n\005value\030\002 \001(\t" +
       "\"]\n\014ResourceName\022\013\n\007UNKNOWN\020\000\022\007\n\003CPU\020\001\022\007" +
       "\n\003GPU\020\002\022\n\n\006MEMORY\020\003\022\013\n\007STORAGE\020\004\022\025\n\021EPHE" +
-      "MERAL_STORAGE\020\005\"\225\001\n\017RuntimeMetadata\0228\n\004t" +
-      "ype\030\001 \001(\0162*.flyteidl.core.RuntimeMetadat" +
-      "a.RuntimeType\022\017\n\007version\030\002 \001(\t\022\016\n\006flavor" +
-      "\030\003 \001(\t\"\'\n\013RuntimeType\022\t\n\005OTHER\020\000\022\r\n\tFLYT" +
-      "E_SDK\020\001\"\316\003\n\014TaskMetadata\022\024\n\014discoverable" +
-      "\030\001 \001(\010\022/\n\007runtime\030\002 \001(\0132\036.flyteidl.core." +
-      "RuntimeMetadata\022*\n\007timeout\030\004 \001(\0132\031.googl" +
-      "e.protobuf.Duration\022-\n\007retries\030\005 \001(\0132\034.f" +
-      "lyteidl.core.RetryStrategy\022\031\n\021discovery_" +
-      "version\030\006 \001(\t\022 \n\030deprecated_error_messag" +
-      "e\030\007 \001(\t\022\027\n\rinterruptible\030\010 \001(\010H\000\022\032\n\022cach" +
-      "e_serializable\030\t \001(\010\022\026\n\016generates_deck\030\n" +
-      " \001(\010\0223\n\004tags\030\013 \003(\0132%.flyteidl.core.TaskM" +
-      "etadata.TagsEntry\022\031\n\021pod_template_name\030\014" +
-      " \001(\t\032+\n\tTagsEntry\022\013\n\003key\030\001 \001(\t\022\r\n\005value\030" +
-      "\002 \001(\t:\0028\001B\025\n\023interruptible_value\"\220\004\n\014Tas" +
-      "kTemplate\022%\n\002id\030\001 \001(\0132\031.flyteidl.core.Id" +
-      "entifier\022\014\n\004type\030\002 \001(\t\022-\n\010metadata\030\003 \001(\013" +
-      "2\033.flyteidl.core.TaskMetadata\0220\n\tinterfa" +
-      "ce\030\004 \001(\0132\035.flyteidl.core.TypedInterface\022" +
-      "\'\n\006custom\030\005 \001(\0132\027.google.protobuf.Struct" +
-      "\022-\n\tcontainer\030\006 \001(\0132\030.flyteidl.core.Cont" +
-      "ainerH\000\022(\n\007k8s_pod\030\021 \001(\0132\025.flyteidl.core" +
-      ".K8sPodH\000\022!\n\003sql\030\022 \001(\0132\022.flyteidl.core.S" +
-      "qlH\000\022\031\n\021task_type_version\030\007 \001(\005\0228\n\020secur" +
-      "ity_context\030\010 \001(\0132\036.flyteidl.core.Securi" +
-      "tyContext\0227\n\006config\030\020 \003(\0132\'.flyteidl.cor" +
-      "e.TaskTemplate.ConfigEntry\032-\n\013ConfigEntr" +
-      "y\022\013\n\003key\030\001 \001(\t\022\r\n\005value\030\002 \001(\t:\0028\001B\010\n\006tar" +
-      "get\"\'\n\rContainerPort\022\026\n\016container_port\030\001" +
-      " \001(\r\"\255\003\n\tContainer\022\r\n\005image\030\001 \001(\t\022\017\n\007com" +
-      "mand\030\002 \003(\t\022\014\n\004args\030\003 \003(\t\022+\n\tresources\030\004 " +
-      "\001(\0132\030.flyteidl.core.Resources\022(\n\003env\030\005 \003" +
-      "(\0132\033.flyteidl.core.KeyValuePair\022/\n\006confi" +
-      "g\030\006 \003(\0132\033.flyteidl.core.KeyValuePairB\002\030\001" +
-      "\022+\n\005ports\030\007 \003(\0132\034.flyteidl.core.Containe" +
-      "rPort\0225\n\013data_config\030\t \001(\0132 .flyteidl.co" +
-      "re.DataLoadingConfig\022;\n\014architecture\030\n \001" +
-      "(\0162%.flyteidl.core.Container.Architectur" +
-      "e\"I\n\014Architecture\022\013\n\007UNKNOWN\020\000\022\t\n\005AMD64\020" +
-      "\001\022\t\n\005ARM64\020\002\022\n\n\006ARM_V6\020\003\022\n\n\006ARM_V7\020\004\"\233\002\n" +
-      "\nIOStrategy\022=\n\rdownload_mode\030\001 \001(\0162&.fly" +
-      "teidl.core.IOStrategy.DownloadMode\0229\n\013up" +
-      "load_mode\030\002 \001(\0162$.flyteidl.core.IOStrate" +
-      "gy.UploadMode\"L\n\014DownloadMode\022\022\n\016DOWNLOA" +
-      "D_EAGER\020\000\022\023\n\017DOWNLOAD_STREAM\020\001\022\023\n\017DO_NOT" +
-      "_DOWNLOAD\020\002\"E\n\nUploadMode\022\022\n\016UPLOAD_ON_E" +
-      "XIT\020\000\022\020\n\014UPLOAD_EAGER\020\001\022\021\n\rDO_NOT_UPLOAD" +
-      "\020\002\"\363\001\n\021DataLoadingConfig\022\017\n\007enabled\030\001 \001(" +
-      "\010\022\022\n\ninput_path\030\002 \001(\t\022\023\n\013output_path\030\003 \001" +
-      "(\t\022A\n\006format\030\004 \001(\01621.flyteidl.core.DataL" +
-      "oadingConfig.LiteralMapFormat\022.\n\013io_stra" +
-      "tegy\030\005 \001(\0132\031.flyteidl.core.IOStrategy\"1\n" +
-      "\020LiteralMapFormat\022\010\n\004JSON\020\000\022\010\n\004YAML\020\001\022\t\n" +
-      "\005PROTO\020\002\"\236\001\n\006K8sPod\0222\n\010metadata\030\001 \001(\0132 ." +
-      "flyteidl.core.K8sObjectMetadata\022)\n\010pod_s" +
-      "pec\030\002 \001(\0132\027.google.protobuf.Struct\0225\n\013da" +
-      "ta_config\030\003 \001(\0132 .flyteidl.core.DataLoad" +
-      "ingConfig\"\374\001\n\021K8sObjectMetadata\022<\n\006label" +
-      "s\030\001 \003(\0132,.flyteidl.core.K8sObjectMetadat" +
-      "a.LabelsEntry\022F\n\013annotations\030\002 \003(\01321.fly" +
-      "teidl.core.K8sObjectMetadata.Annotations" +
-      "Entry\032-\n\013LabelsEntry\022\013\n\003key\030\001 \001(\t\022\r\n\005val" +
-      "ue\030\002 \001(\t:\0028\001\0322\n\020AnnotationsEntry\022\013\n\003key\030" +
-      "\001 \001(\t\022\r\n\005value\030\002 \001(\t:\0028\001\"~\n\003Sql\022\021\n\tstate" +
-      "ment\030\001 \001(\t\022+\n\007dialect\030\002 \001(\0162\032.flyteidl.c" +
-      "ore.Sql.Dialect\"7\n\007Dialect\022\r\n\tUNDEFINED\020" +
-      "\000\022\010\n\004ANSI\020\001\022\010\n\004HIVE\020\002\022\t\n\005OTHER\020\003B.flyteidl.core.Resources resources = 1;
      */
     flyteidl.core.Tasks.ResourcesOrBuilder getResourcesOrBuilder();
+
+    /**
+     * 
+     * Overrides for all non-standard resources, not captured by
+     * v1.ResourceRequirements, to allocate to a task.
+     * 

+     *
+     * .flyteidl.core.ExtendedResources extended_resources = 2;
+     */
+    boolean hasExtendedResources();
+    /**
+     * 
+     * Overrides for all non-standard resources, not captured by
+     * v1.ResourceRequirements, to allocate to a task.
+     * 

+     *
+     * .flyteidl.core.ExtendedResources extended_resources = 2;
+     */
+    flyteidl.core.Tasks.ExtendedResources getExtendedResources();
+    /**
+     * 
+     * Overrides for all non-standard resources, not captured by
+     * v1.ResourceRequirements, to allocate to a task.
+     * 

+     *
+     * .flyteidl.core.ExtendedResources extended_resources = 2;
+     */
+    flyteidl.core.Tasks.ExtendedResourcesOrBuilder getExtendedResourcesOrBuilder();
   }
   /**
    * 
@@ -20446,6 +20474,19 @@ private TaskNodeOverrides(
 
               break;
             }
+            case 18: {
+              flyteidl.core.Tasks.ExtendedResources.Builder subBuilder = null;
+              if (extendedResources_ != null) {
+                subBuilder = extendedResources_.toBuilder();
+              }
+              extendedResources_ = input.readMessage(flyteidl.core.Tasks.ExtendedResources.parser(), extensionRegistry);
+              if (subBuilder != null) {
+                subBuilder.mergeFrom(extendedResources_);
+                extendedResources_ = subBuilder.buildPartial();
+              }
+
+              break;
+            }
             default: {
               if (!parseUnknownField(
                   input, unknownFields, extensionRegistry, tag)) {
@@ -20511,6 +20552,42 @@ public flyteidl.core.Tasks.ResourcesOrBuilder getResourcesOrBuilder() {
       return getResources();
     }
 
+    public static final int EXTENDED_RESOURCES_FIELD_NUMBER = 2;
+    private flyteidl.core.Tasks.ExtendedResources extendedResources_;
+    /**
+     * 
+     * Overrides for all non-standard resources, not captured by
+     * v1.ResourceRequirements, to allocate to a task.
+     * 

+     *
+     * .flyteidl.core.ExtendedResources extended_resources = 2;
+     */
+    public boolean hasExtendedResources() {
+      return extendedResources_ != null;
+    }
+    /**
+     * 
+     * Overrides for all non-standard resources, not captured by
+     * v1.ResourceRequirements, to allocate to a task.
+     * 

+     *
+     * .flyteidl.core.ExtendedResources extended_resources = 2;
+     */
+    public flyteidl.core.Tasks.ExtendedResources getExtendedResources() {
+      return extendedResources_ == null ? flyteidl.core.Tasks.ExtendedResources.getDefaultInstance() : extendedResources_;
+    }
+    /**
+     * 
+     * Overrides for all non-standard resources, not captured by
+     * v1.ResourceRequirements, to allocate to a task.
+     * 

+     *
+     * .flyteidl.core.ExtendedResources extended_resources = 2;
+     */
+    public flyteidl.core.Tasks.ExtendedResourcesOrBuilder getExtendedResourcesOrBuilder() {
+      return getExtendedResources();
+    }
+
     private byte memoizedIsInitialized = -1;
     @java.lang.Override
     public final boolean isInitialized() {
@@ -20528,6 +20605,9 @@ public void writeTo(com.google.protobuf.CodedOutputStream output)
       if (resources_ != null) {
         output.writeMessage(1, getResources());
       }
+      if (extendedResources_ != null) {
+        output.writeMessage(2, getExtendedResources());
+      }
       unknownFields.writeTo(output);
     }
 
@@ -20541,6 +20621,10 @@ public int getSerializedSize() {
         size += com.google.protobuf.CodedOutputStream
           .computeMessageSize(1, getResources());
       }
+      if (extendedResources_ != null) {
+        size += com.google.protobuf.CodedOutputStream
+          .computeMessageSize(2, getExtendedResources());
+      }
       size += unknownFields.getSerializedSize();
       memoizedSize = size;
       return size;
@@ -20561,6 +20645,11 @@ public boolean equals(final java.lang.Object obj) {
         if (!getResources()
             .equals(other.getResources())) return false;
       }
+      if (hasExtendedResources() != other.hasExtendedResources()) return false;
+      if (hasExtendedResources()) {
+        if (!getExtendedResources()
+            .equals(other.getExtendedResources())) return false;
+      }
       if (!unknownFields.equals(other.unknownFields)) return false;
       return true;
     }
@@ -20576,6 +20665,10 @@ public int hashCode() {
         hash = (37 * hash) + RESOURCES_FIELD_NUMBER;
         hash = (53 * hash) + getResources().hashCode();
       }
+      if (hasExtendedResources()) {
+        hash = (37 * hash) + EXTENDED_RESOURCES_FIELD_NUMBER;
+        hash = (53 * hash) + getExtendedResources().hashCode();
+      }
       hash = (29 * hash) + unknownFields.hashCode();
       memoizedHashCode = hash;
       return hash;
@@ -20719,6 +20812,12 @@ public Builder clear() {
           resources_ = null;
           resourcesBuilder_ = null;
         }
+        if (extendedResourcesBuilder_ == null) {
+          extendedResources_ = null;
+        } else {
+          extendedResources_ = null;
+          extendedResourcesBuilder_ = null;
+        }
         return this;
       }
 
@@ -20750,6 +20849,11 @@ public flyteidl.core.Workflow.TaskNodeOverrides buildPartial() {
         } else {
           result.resources_ = resourcesBuilder_.build();
         }
+        if (extendedResourcesBuilder_ == null) {
+          result.extendedResources_ = extendedResources_;
+        } else {
+          result.extendedResources_ = extendedResourcesBuilder_.build();
+        }
         onBuilt();
         return result;
       }
@@ -20801,6 +20905,9 @@ public Builder mergeFrom(flyteidl.core.Workflow.TaskNodeOverrides other) {
         if (other.hasResources()) {
           mergeResources(other.getResources());
         }
+        if (other.hasExtendedResources()) {
+          mergeExtendedResources(other.getExtendedResources());
+        }
         this.mergeUnknownFields(other.unknownFields);
         onChanged();
         return this;
@@ -20982,6 +21089,168 @@ public flyteidl.core.Tasks.ResourcesOrBuilder getResourcesOrBuilder() {
         }
         return resourcesBuilder_;
       }
+
+      private flyteidl.core.Tasks.ExtendedResources extendedResources_;
+      private com.google.protobuf.SingleFieldBuilderV3<
+          flyteidl.core.Tasks.ExtendedResources, flyteidl.core.Tasks.ExtendedResources.Builder, flyteidl.core.Tasks.ExtendedResourcesOrBuilder> extendedResourcesBuilder_;
+      /**
+       * 
+       * Overrides for all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 2;
+       */
+      public boolean hasExtendedResources() {
+        return extendedResourcesBuilder_ != null || extendedResources_ != null;
+      }
+      /**
+       * 
+       * Overrides for all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 2;
+       */
+      public flyteidl.core.Tasks.ExtendedResources getExtendedResources() {
+        if (extendedResourcesBuilder_ == null) {
+          return extendedResources_ == null ? flyteidl.core.Tasks.ExtendedResources.getDefaultInstance() : extendedResources_;
+        } else {
+          return extendedResourcesBuilder_.getMessage();
+        }
+      }
+      /**
+       * 
+       * Overrides for all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 2;
+       */
+      public Builder setExtendedResources(flyteidl.core.Tasks.ExtendedResources value) {
+        if (extendedResourcesBuilder_ == null) {
+          if (value == null) {
+            throw new NullPointerException();
+          }
+          extendedResources_ = value;
+          onChanged();
+        } else {
+          extendedResourcesBuilder_.setMessage(value);
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * Overrides for all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 2;
+       */
+      public Builder setExtendedResources(
+          flyteidl.core.Tasks.ExtendedResources.Builder builderForValue) {
+        if (extendedResourcesBuilder_ == null) {
+          extendedResources_ = builderForValue.build();
+          onChanged();
+        } else {
+          extendedResourcesBuilder_.setMessage(builderForValue.build());
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * Overrides for all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 2;
+       */
+      public Builder mergeExtendedResources(flyteidl.core.Tasks.ExtendedResources value) {
+        if (extendedResourcesBuilder_ == null) {
+          if (extendedResources_ != null) {
+            extendedResources_ =
+              flyteidl.core.Tasks.ExtendedResources.newBuilder(extendedResources_).mergeFrom(value).buildPartial();
+          } else {
+            extendedResources_ = value;
+          }
+          onChanged();
+        } else {
+          extendedResourcesBuilder_.mergeFrom(value);
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * Overrides for all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 2;
+       */
+      public Builder clearExtendedResources() {
+        if (extendedResourcesBuilder_ == null) {
+          extendedResources_ = null;
+          onChanged();
+        } else {
+          extendedResources_ = null;
+          extendedResourcesBuilder_ = null;
+        }
+
+        return this;
+      }
+      /**
+       * 
+       * Overrides for all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 2;
+       */
+      public flyteidl.core.Tasks.ExtendedResources.Builder getExtendedResourcesBuilder() {
+        
+        onChanged();
+        return getExtendedResourcesFieldBuilder().getBuilder();
+      }
+      /**
+       * 
+       * Overrides for all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 2;
+       */
+      public flyteidl.core.Tasks.ExtendedResourcesOrBuilder getExtendedResourcesOrBuilder() {
+        if (extendedResourcesBuilder_ != null) {
+          return extendedResourcesBuilder_.getMessageOrBuilder();
+        } else {
+          return extendedResources_ == null ?
+              flyteidl.core.Tasks.ExtendedResources.getDefaultInstance() : extendedResources_;
+        }
+      }
+      /**
+       * 
+       * Overrides for all non-standard resources, not captured by
+       * v1.ResourceRequirements, to allocate to a task.
+       * 

+       *
+       * .flyteidl.core.ExtendedResources extended_resources = 2;
+       */
+      private com.google.protobuf.SingleFieldBuilderV3<
+          flyteidl.core.Tasks.ExtendedResources, flyteidl.core.Tasks.ExtendedResources.Builder, flyteidl.core.Tasks.ExtendedResourcesOrBuilder> 
+          getExtendedResourcesFieldBuilder() {
+        if (extendedResourcesBuilder_ == null) {
+          extendedResourcesBuilder_ = new com.google.protobuf.SingleFieldBuilderV3<
+              flyteidl.core.Tasks.ExtendedResources, flyteidl.core.Tasks.ExtendedResources.Builder, flyteidl.core.Tasks.ExtendedResourcesOrBuilder>(
+                  getExtendedResources(),
+                  getParentForChildren(),
+                  isClean());
+          extendedResources_ = null;
+        }
+        return extendedResourcesBuilder_;
+      }
       @java.lang.Override
       public final Builder setUnknownFields(
           final com.google.protobuf.UnknownFieldSet unknownFields) {
@@ -21205,10 +21474,11 @@ public flyteidl.core.Workflow.TaskNodeOverrides getDefaultInstanceForType() {
       "re.Binding\022)\n\014failure_node\030\006 \001(\0132\023.flyte" +
       "idl.core.Node\022B\n\021metadata_defaults\030\007 \001(\013" +
       "2\'.flyteidl.core.WorkflowMetadataDefault" +
-      "s\"@\n\021TaskNodeOverrides\022+\n\tresources\030\001 \001(" +
-      "\0132\030.flyteidl.core.ResourcesB>> 3) {
+                        case 1:
+                            message.device = reader.string();
+                            break;
+                        case 2:
+                            message.unpartitioned = reader.bool();
+                            break;
+                        case 3:
+                            message.partitionSize = reader.string();
+                            break;
+                        default:
+                            reader.skipType(tag & 7);
+                            break;
+                        }
+                    }
+                    return message;
+                };
+    
+                /**
+                 * Verifies a GPUAccelerator message.
+                 * @function verify
+                 * @memberof flyteidl.core.GPUAccelerator
+                 * @static
+                 * @param {Object.} message Plain object to verify
+                 * @returns {string|null} `null` if valid, otherwise the reason why it is not
+                 */
+                GPUAccelerator.verify = function verify(message) {
+                    if (typeof message !== "object" || message === null)
+                        return "object expected";
+                    var properties = {};
+                    if (message.device != null && message.hasOwnProperty("device"))
+                        if (!$util.isString(message.device))
+                            return "device: string expected";
+                    if (message.unpartitioned != null && message.hasOwnProperty("unpartitioned")) {
+                        properties.partitionSizeValue = 1;
+                        if (typeof message.unpartitioned !== "boolean")
+                            return "unpartitioned: boolean expected";
+                    }
+                    if (message.partitionSize != null && message.hasOwnProperty("partitionSize")) {
+                        if (properties.partitionSizeValue === 1)
+                            return "partitionSizeValue: multiple values";
+                        properties.partitionSizeValue = 1;
+                        if (!$util.isString(message.partitionSize))
+                            return "partitionSize: string expected";
+                    }
+                    return null;
+                };
+    
+                return GPUAccelerator;
+            })();
+    
+            core.ExtendedResources = (function() {
+    
+                /**
+                 * Properties of an ExtendedResources.
+                 * @memberof flyteidl.core
+                 * @interface IExtendedResources
+                 * @property {flyteidl.core.IGPUAccelerator|null} [gpuAccelerator] ExtendedResources gpuAccelerator
+                 */
+    
+                /**
+                 * Constructs a new ExtendedResources.
+                 * @memberof flyteidl.core
+                 * @classdesc Represents an ExtendedResources.
+                 * @implements IExtendedResources
+                 * @constructor
+                 * @param {flyteidl.core.IExtendedResources=} [properties] Properties to set
+                 */
+                function ExtendedResources(properties) {
+                    if (properties)
+                        for (var keys = Object.keys(properties), i = 0; i < keys.length; ++i)
+                            if (properties[keys[i]] != null)
+                                this[keys[i]] = properties[keys[i]];
+                }
+    
+                /**
+                 * ExtendedResources gpuAccelerator.
+                 * @member {flyteidl.core.IGPUAccelerator|null|undefined} gpuAccelerator
+                 * @memberof flyteidl.core.ExtendedResources
+                 * @instance
+                 */
+                ExtendedResources.prototype.gpuAccelerator = null;
+    
+                /**
+                 * Creates a new ExtendedResources instance using the specified properties.
+                 * @function create
+                 * @memberof flyteidl.core.ExtendedResources
+                 * @static
+                 * @param {flyteidl.core.IExtendedResources=} [properties] Properties to set
+                 * @returns {flyteidl.core.ExtendedResources} ExtendedResources instance
+                 */
+                ExtendedResources.create = function create(properties) {
+                    return new ExtendedResources(properties);
+                };
+    
+                /**
+                 * Encodes the specified ExtendedResources message. Does not implicitly {@link flyteidl.core.ExtendedResources.verify|verify} messages.
+                 * @function encode
+                 * @memberof flyteidl.core.ExtendedResources
+                 * @static
+                 * @param {flyteidl.core.IExtendedResources} message ExtendedResources message or plain object to encode
+                 * @param {$protobuf.Writer} [writer] Writer to encode to
+                 * @returns {$protobuf.Writer} Writer
+                 */
+                ExtendedResources.encode = function encode(message, writer) {
+                    if (!writer)
+                        writer = $Writer.create();
+                    if (message.gpuAccelerator != null && message.hasOwnProperty("gpuAccelerator"))
+                        $root.flyteidl.core.GPUAccelerator.encode(message.gpuAccelerator, writer.uint32(/* id 1, wireType 2 =*/10).fork()).ldelim();
+                    return writer;
+                };
+    
+                /**
+                 * Decodes an ExtendedResources message from the specified reader or buffer.
+                 * @function decode
+                 * @memberof flyteidl.core.ExtendedResources
+                 * @static
+                 * @param {$protobuf.Reader|Uint8Array} reader Reader or buffer to decode from
+                 * @param {number} [length] Message length if known beforehand
+                 * @returns {flyteidl.core.ExtendedResources} ExtendedResources
+                 * @throws {Error} If the payload is not a reader or valid buffer
+                 * @throws {$protobuf.util.ProtocolError} If required fields are missing
+                 */
+                ExtendedResources.decode = function decode(reader, length) {
+                    if (!(reader instanceof $Reader))
+                        reader = $Reader.create(reader);
+                    var end = length === undefined ? reader.len : reader.pos + length, message = new $root.flyteidl.core.ExtendedResources();
+                    while (reader.pos < end) {
+                        var tag = reader.uint32();
+                        switch (tag >>> 3) {
+                        case 1:
+                            message.gpuAccelerator = $root.flyteidl.core.GPUAccelerator.decode(reader, reader.uint32());
+                            break;
+                        default:
+                            reader.skipType(tag & 7);
+                            break;
+                        }
+                    }
+                    return message;
+                };
+    
+                /**
+                 * Verifies an ExtendedResources message.
+                 * @function verify
+                 * @memberof flyteidl.core.ExtendedResources
+                 * @static
+                 * @param {Object.} message Plain object to verify
+                 * @returns {string|null} `null` if valid, otherwise the reason why it is not
+                 */
+                ExtendedResources.verify = function verify(message) {
+                    if (typeof message !== "object" || message === null)
+                        return "object expected";
+                    if (message.gpuAccelerator != null && message.hasOwnProperty("gpuAccelerator")) {
+                        var error = $root.flyteidl.core.GPUAccelerator.verify(message.gpuAccelerator);
+                        if (error)
+                            return "gpuAccelerator." + error;
+                    }
+                    return null;
+                };
+    
+                return ExtendedResources;
+            })();
+    
             core.RuntimeMetadata = (function() {
     
                 /**
@@ -12770,6 +13066,7 @@
                  * @property {flyteidl.core.ISql|null} [sql] TaskTemplate sql
                  * @property {number|null} [taskTypeVersion] TaskTemplate taskTypeVersion
                  * @property {flyteidl.core.ISecurityContext|null} [securityContext] TaskTemplate securityContext
+                 * @property {flyteidl.core.IExtendedResources|null} [extendedResources] TaskTemplate extendedResources
                  * @property {Object.|null} [config] TaskTemplate config
                  */
     
@@ -12869,6 +13166,14 @@
                  */
                 TaskTemplate.prototype.securityContext = null;
     
+                /**
+                 * TaskTemplate extendedResources.
+                 * @member {flyteidl.core.IExtendedResources|null|undefined} extendedResources
+                 * @memberof flyteidl.core.TaskTemplate
+                 * @instance
+                 */
+                TaskTemplate.prototype.extendedResources = null;
+    
                 /**
                  * TaskTemplate config.
                  * @member {Object.} config
@@ -12931,6 +13236,8 @@
                         writer.uint32(/* id 7, wireType 0 =*/56).int32(message.taskTypeVersion);
                     if (message.securityContext != null && message.hasOwnProperty("securityContext"))
                         $root.flyteidl.core.SecurityContext.encode(message.securityContext, writer.uint32(/* id 8, wireType 2 =*/66).fork()).ldelim();
+                    if (message.extendedResources != null && message.hasOwnProperty("extendedResources"))
+                        $root.flyteidl.core.ExtendedResources.encode(message.extendedResources, writer.uint32(/* id 9, wireType 2 =*/74).fork()).ldelim();
                     if (message.config != null && message.hasOwnProperty("config"))
                         for (var keys = Object.keys(message.config), i = 0; i < keys.length; ++i)
                             writer.uint32(/* id 16, wireType 2 =*/130).fork().uint32(/* id 1, wireType 2 =*/10).string(keys[i]).uint32(/* id 2, wireType 2 =*/18).string(message.config[keys[i]]).ldelim();
@@ -12989,6 +13296,9 @@
                         case 8:
                             message.securityContext = $root.flyteidl.core.SecurityContext.decode(reader, reader.uint32());
                             break;
+                        case 9:
+                            message.extendedResources = $root.flyteidl.core.ExtendedResources.decode(reader, reader.uint32());
+                            break;
                         case 16:
                             reader.skip().pos++;
                             if (message.config === $util.emptyObject)
@@ -13076,6 +13386,11 @@
                         if (error)
                             return "securityContext." + error;
                     }
+                    if (message.extendedResources != null && message.hasOwnProperty("extendedResources")) {
+                        var error = $root.flyteidl.core.ExtendedResources.verify(message.extendedResources);
+                        if (error)
+                            return "extendedResources." + error;
+                    }
                     if (message.config != null && message.hasOwnProperty("config")) {
                         if (!$util.isObject(message.config))
                             return "config: object expected";
diff --git a/flyteidl/gen/pb_python/flyteidl/core/tasks_pb2.py b/flyteidl/gen/pb_python/flyteidl/core/tasks_pb2.py
index 2452ead45e7..ba28b4716f1 100644
--- a/flyteidl/gen/pb_python/flyteidl/core/tasks_pb2.py
+++ b/flyteidl/gen/pb_python/flyteidl/core/tasks_pb2.py
@@ -19,7 +19,7 @@
 from google.protobuf import struct_pb2 as google_dot_protobuf_dot_struct__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x19\x66lyteidl/core/tasks.proto\x12\rflyteidl.core\x1a\x1e\x66lyteidl/core/identifier.proto\x1a\x1d\x66lyteidl/core/interface.proto\x1a\x1c\x66lyteidl/core/literals.proto\x1a\x1c\x66lyteidl/core/security.proto\x1a\x1egoogle/protobuf/duration.proto\x1a\x1cgoogle/protobuf/struct.proto\"\xd0\x02\n\tResources\x12\x42\n\x08requests\x18\x01 \x03(\x0b\x32&.flyteidl.core.Resources.ResourceEntryR\x08requests\x12>\n\x06limits\x18\x02 \x03(\x0b\x32&.flyteidl.core.Resources.ResourceEntryR\x06limits\x1a`\n\rResourceEntry\x12\x39\n\x04name\x18\x01 \x01(\x0e\x32%.flyteidl.core.Resources.ResourceNameR\x04name\x12\x14\n\x05value\x18\x02 \x01(\tR\x05value\"]\n\x0cResourceName\x12\x0b\n\x07UNKNOWN\x10\x00\x12\x07\n\x03\x43PU\x10\x01\x12\x07\n\x03GPU\x10\x02\x12\n\n\x06MEMORY\x10\x03\x12\x0b\n\x07STORAGE\x10\x04\x12\x15\n\x11\x45PHEMERAL_STORAGE\x10\x05\"\xac\x01\n\x0fRuntimeMetadata\x12>\n\x04type\x18\x01 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 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -44,44 +44,48 @@
   _globals['_RESOURCES_RESOURCEENTRY']._serialized_end=471
   _globals['_RESOURCES_RESOURCENAME']._serialized_start=473
   _globals['_RESOURCES_RESOURCENAME']._serialized_end=566
-  _globals['_RUNTIMEMETADATA']._serialized_start=569
-  _globals['_RUNTIMEMETADATA']._serialized_end=741
-  _globals['_RUNTIMEMETADATA_RUNTIMETYPE']._serialized_start=702
-  _globals['_RUNTIMEMETADATA_RUNTIMETYPE']._serialized_end=741
-  _globals['_TASKMETADATA']._serialized_start=744
-  _globals['_TASKMETADATA']._serialized_end=1373
-  _globals['_TASKMETADATA_TAGSENTRY']._serialized_start=1295
-  _globals['_TASKMETADATA_TAGSENTRY']._serialized_end=1350
-  _globals['_TASKTEMPLATE']._serialized_start=1376
-  _globals['_TASKTEMPLATE']._serialized_end=2021
-  _globals['_TASKTEMPLATE_CONFIGENTRY']._serialized_start=1954
-  _globals['_TASKTEMPLATE_CONFIGENTRY']._serialized_end=2011
-  _globals['_CONTAINERPORT']._serialized_start=2023
-  _globals['_CONTAINERPORT']._serialized_end=2077
-  _globals['_CONTAINER']._serialized_start=2080
-  _globals['_CONTAINER']._serialized_end=2588
-  _globals['_CONTAINER_ARCHITECTURE']._serialized_start=2515
-  _globals['_CONTAINER_ARCHITECTURE']._serialized_end=2588
-  _globals['_IOSTRATEGY']._serialized_start=2591
-  _globals['_IOSTRATEGY']._serialized_end=2900
-  _globals['_IOSTRATEGY_DOWNLOADMODE']._serialized_start=2753
-  _globals['_IOSTRATEGY_DOWNLOADMODE']._serialized_end=2829
-  _globals['_IOSTRATEGY_UPLOADMODE']._serialized_start=2831
-  _globals['_IOSTRATEGY_UPLOADMODE']._serialized_end=2900
-  _globals['_DATALOADINGCONFIG']._serialized_start=2903
-  _globals['_DATALOADINGCONFIG']._serialized_end=3198
-  _globals['_DATALOADINGCONFIG_LITERALMAPFORMAT']._serialized_start=3149
-  _globals['_DATALOADINGCONFIG_LITERALMAPFORMAT']._serialized_end=3198
-  _globals['_K8SPOD']._serialized_start=3201
-  _globals['_K8SPOD']._serialized_end=3390
-  _globals['_K8SOBJECTMETADATA']._serialized_start=3393
-  _globals['_K8SOBJECTMETADATA']._serialized_end=3690
-  _globals['_K8SOBJECTMETADATA_LABELSENTRY']._serialized_start=3569
-  _globals['_K8SOBJECTMETADATA_LABELSENTRY']._serialized_end=3626
-  _globals['_K8SOBJECTMETADATA_ANNOTATIONSENTRY']._serialized_start=3628
-  _globals['_K8SOBJECTMETADATA_ANNOTATIONSENTRY']._serialized_end=3690
-  _globals['_SQL']._serialized_start=3693
-  _globals['_SQL']._serialized_end=3839
-  _globals['_SQL_DIALECT']._serialized_start=3784
-  _globals['_SQL_DIALECT']._serialized_end=3839
+  _globals['_GPUACCELERATOR']._serialized_start=569
+  _globals['_GPUACCELERATOR']._serialized_end=714
+  _globals['_EXTENDEDRESOURCES']._serialized_start=716
+  _globals['_EXTENDEDRESOURCES']._serialized_end=807
+  _globals['_RUNTIMEMETADATA']._serialized_start=810
+  _globals['_RUNTIMEMETADATA']._serialized_end=982
+  _globals['_RUNTIMEMETADATA_RUNTIMETYPE']._serialized_start=943
+  _globals['_RUNTIMEMETADATA_RUNTIMETYPE']._serialized_end=982
+  _globals['_TASKMETADATA']._serialized_start=985
+  _globals['_TASKMETADATA']._serialized_end=1614
+  _globals['_TASKMETADATA_TAGSENTRY']._serialized_start=1536
+  _globals['_TASKMETADATA_TAGSENTRY']._serialized_end=1591
+  _globals['_TASKTEMPLATE']._serialized_start=1617
+  _globals['_TASKTEMPLATE']._serialized_end=2343
+  _globals['_TASKTEMPLATE_CONFIGENTRY']._serialized_start=2276
+  _globals['_TASKTEMPLATE_CONFIGENTRY']._serialized_end=2333
+  _globals['_CONTAINERPORT']._serialized_start=2345
+  _globals['_CONTAINERPORT']._serialized_end=2399
+  _globals['_CONTAINER']._serialized_start=2402
+  _globals['_CONTAINER']._serialized_end=2910
+  _globals['_CONTAINER_ARCHITECTURE']._serialized_start=2837
+  _globals['_CONTAINER_ARCHITECTURE']._serialized_end=2910
+  _globals['_IOSTRATEGY']._serialized_start=2913
+  _globals['_IOSTRATEGY']._serialized_end=3222
+  _globals['_IOSTRATEGY_DOWNLOADMODE']._serialized_start=3075
+  _globals['_IOSTRATEGY_DOWNLOADMODE']._serialized_end=3151
+  _globals['_IOSTRATEGY_UPLOADMODE']._serialized_start=3153
+  _globals['_IOSTRATEGY_UPLOADMODE']._serialized_end=3222
+  _globals['_DATALOADINGCONFIG']._serialized_start=3225
+  _globals['_DATALOADINGCONFIG']._serialized_end=3520
+  _globals['_DATALOADINGCONFIG_LITERALMAPFORMAT']._serialized_start=3471
+  _globals['_DATALOADINGCONFIG_LITERALMAPFORMAT']._serialized_end=3520
+  _globals['_K8SPOD']._serialized_start=3523
+  _globals['_K8SPOD']._serialized_end=3712
+  _globals['_K8SOBJECTMETADATA']._serialized_start=3715
+  _globals['_K8SOBJECTMETADATA']._serialized_end=4012
+  _globals['_K8SOBJECTMETADATA_LABELSENTRY']._serialized_start=3891
+  _globals['_K8SOBJECTMETADATA_LABELSENTRY']._serialized_end=3948
+  _globals['_K8SOBJECTMETADATA_ANNOTATIONSENTRY']._serialized_start=3950
+  _globals['_K8SOBJECTMETADATA_ANNOTATIONSENTRY']._serialized_end=4012
+  _globals['_SQL']._serialized_start=4015
+  _globals['_SQL']._serialized_end=4161
+  _globals['_SQL_DIALECT']._serialized_start=4106
+  _globals['_SQL_DIALECT']._serialized_end=4161
 # @@protoc_insertion_point(module_scope)
diff --git a/flyteidl/gen/pb_python/flyteidl/core/tasks_pb2.pyi b/flyteidl/gen/pb_python/flyteidl/core/tasks_pb2.pyi
index e33453ecdeb..05452394439 100644
--- a/flyteidl/gen/pb_python/flyteidl/core/tasks_pb2.pyi
+++ b/flyteidl/gen/pb_python/flyteidl/core/tasks_pb2.pyi
@@ -41,6 +41,22 @@ class Resources(_message.Message):
     limits: _containers.RepeatedCompositeFieldContainer[Resources.ResourceEntry]
     def __init__(self, requests: _Optional[_Iterable[_Union[Resources.ResourceEntry, _Mapping]]] = ..., limits: _Optional[_Iterable[_Union[Resources.ResourceEntry, _Mapping]]] = ...) -> None: ...
 
+class GPUAccelerator(_message.Message):
+    __slots__ = ["device", "unpartitioned", "partition_size"]
+    DEVICE_FIELD_NUMBER: _ClassVar[int]
+    UNPARTITIONED_FIELD_NUMBER: _ClassVar[int]
+    PARTITION_SIZE_FIELD_NUMBER: _ClassVar[int]
+    device: str
+    unpartitioned: bool
+    partition_size: str
+    def __init__(self, device: _Optional[str] = ..., unpartitioned: bool = ..., partition_size: _Optional[str] = ...) -> None: ...
+
+class ExtendedResources(_message.Message):
+    __slots__ = ["gpu_accelerator"]
+    GPU_ACCELERATOR_FIELD_NUMBER: _ClassVar[int]
+    gpu_accelerator: GPUAccelerator
+    def __init__(self, gpu_accelerator: _Optional[_Union[GPUAccelerator, _Mapping]] = ...) -> None: ...
+
 class RuntimeMetadata(_message.Message):
     __slots__ = ["type", "version", "flavor"]
     class RuntimeType(int, metaclass=_enum_type_wrapper.EnumTypeWrapper):
@@ -91,7 +107,7 @@ class TaskMetadata(_message.Message):
     def __init__(self, discoverable: bool = ..., runtime: _Optional[_Union[RuntimeMetadata, _Mapping]] = ..., timeout: _Optional[_Union[_duration_pb2.Duration, _Mapping]] = ..., retries: _Optional[_Union[_literals_pb2.RetryStrategy, _Mapping]] = ..., discovery_version: _Optional[str] = ..., deprecated_error_message: _Optional[str] = ..., interruptible: bool = ..., cache_serializable: bool = ..., generates_deck: bool = ..., tags: _Optional[_Mapping[str, str]] = ..., pod_template_name: _Optional[str] = ...) -> None: ...
 
 class TaskTemplate(_message.Message):
-    __slots__ = ["id", "type", "metadata", "interface", "custom", "container", "k8s_pod", "sql", "task_type_version", "security_context", "config"]
+    __slots__ = ["id", "type", "metadata", "interface", "custom", "container", "k8s_pod", "sql", "task_type_version", "security_context", "extended_resources", "config"]
     class ConfigEntry(_message.Message):
         __slots__ = ["key", "value"]
         KEY_FIELD_NUMBER: _ClassVar[int]
@@ -109,6 +125,7 @@ class TaskTemplate(_message.Message):
     SQL_FIELD_NUMBER: _ClassVar[int]
     TASK_TYPE_VERSION_FIELD_NUMBER: _ClassVar[int]
     SECURITY_CONTEXT_FIELD_NUMBER: _ClassVar[int]
+    EXTENDED_RESOURCES_FIELD_NUMBER: _ClassVar[int]
     CONFIG_FIELD_NUMBER: _ClassVar[int]
     id: _identifier_pb2.Identifier
     type: str
@@ -120,8 +137,9 @@ class TaskTemplate(_message.Message):
     sql: Sql
     task_type_version: int
     security_context: _security_pb2.SecurityContext
+    extended_resources: ExtendedResources
     config: _containers.ScalarMap[str, str]
-    def __init__(self, id: _Optional[_Union[_identifier_pb2.Identifier, _Mapping]] = ..., type: _Optional[str] = ..., metadata: _Optional[_Union[TaskMetadata, _Mapping]] = ..., interface: _Optional[_Union[_interface_pb2.TypedInterface, _Mapping]] = ..., custom: _Optional[_Union[_struct_pb2.Struct, _Mapping]] = ..., container: _Optional[_Union[Container, _Mapping]] = ..., k8s_pod: _Optional[_Union[K8sPod, _Mapping]] = ..., sql: _Optional[_Union[Sql, _Mapping]] = ..., task_type_version: _Optional[int] = ..., security_context: _Optional[_Union[_security_pb2.SecurityContext, _Mapping]] = ..., config: _Optional[_Mapping[str, str]] = ...) -> None: ...
+    def __init__(self, id: _Optional[_Union[_identifier_pb2.Identifier, _Mapping]] = ..., type: _Optional[str] = ..., metadata: _Optional[_Union[TaskMetadata, _Mapping]] = ..., interface: _Optional[_Union[_interface_pb2.TypedInterface, _Mapping]] = ..., custom: _Optional[_Union[_struct_pb2.Struct, _Mapping]] = ..., container: _Optional[_Union[Container, _Mapping]] = ..., k8s_pod: _Optional[_Union[K8sPod, _Mapping]] = ..., sql: _Optional[_Union[Sql, _Mapping]] = ..., task_type_version: _Optional[int] = ..., security_context: _Optional[_Union[_security_pb2.SecurityContext, _Mapping]] = ..., extended_resources: _Optional[_Union[ExtendedResources, _Mapping]] = ..., config: _Optional[_Mapping[str, str]] = ...) -> None: ...
 
 class ContainerPort(_message.Message):
     __slots__ = ["container_port"]
diff --git a/flyteidl/gen/pb_python/flyteidl/core/workflow_pb2.py b/flyteidl/gen/pb_python/flyteidl/core/workflow_pb2.py
index df7570e9b36..8487a5170e3 100644
--- a/flyteidl/gen/pb_python/flyteidl/core/workflow_pb2.py
+++ b/flyteidl/gen/pb_python/flyteidl/core/workflow_pb2.py
@@ -22,7 +22,7 @@
 from google.protobuf import duration_pb2 as google_dot_protobuf_dot_duration__pb2
 
 
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+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x1c\x66lyteidl/core/workflow.proto\x12\rflyteidl.core\x1a\x1d\x66lyteidl/core/condition.proto\x1a\x1d\x66lyteidl/core/execution.proto\x1a\x1e\x66lyteidl/core/identifier.proto\x1a\x1d\x66lyteidl/core/interface.proto\x1a\x1c\x66lyteidl/core/literals.proto\x1a\x19\x66lyteidl/core/tasks.proto\x1a\x19\x66lyteidl/core/types.proto\x1a\x1c\x66lyteidl/core/security.proto\x1a\x1egoogle/protobuf/duration.proto\"{\n\x07IfBlock\x12>\n\tcondition\x18\x01 \x01(\x0b\x32 .flyteidl.core.BooleanExpressionR\tcondition\x12\x30\n\tthen_node\x18\x02 \x01(\x0b\x32\x13.flyteidl.core.NodeR\x08thenNode\"\xd4\x01\n\x0bIfElseBlock\x12*\n\x04\x63\x61se\x18\x01 \x01(\x0b\x32\x16.flyteidl.core.IfBlockR\x04\x63\x61se\x12,\n\x05other\x18\x02 \x03(\x0b\x32\x16.flyteidl.core.IfBlockR\x05other\x12\x32\n\telse_node\x18\x03 \x01(\x0b\x32\x13.flyteidl.core.NodeH\x00R\x08\x65lseNode\x12,\n\x05\x65rror\x18\x04 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\x01(\tR\x12outputVariableName\"G\n\x0eSleepCondition\x12\x35\n\x08\x64uration\x18\x01 \x01(\x0b\x32\x19.google.protobuf.DurationR\x08\x64uration\"\xc5\x01\n\x08GateNode\x12;\n\x07\x61pprove\x18\x01 \x01(\x0b\x32\x1f.flyteidl.core.ApproveConditionH\x00R\x07\x61pprove\x12\x38\n\x06signal\x18\x02 \x01(\x0b\x32\x1e.flyteidl.core.SignalConditionH\x00R\x06signal\x12\x35\n\x05sleep\x18\x03 \x01(\x0b\x32\x1d.flyteidl.core.SleepConditionH\x00R\x05sleepB\x0b\n\tcondition\"\xbf\x01\n\tArrayNode\x12\'\n\x04node\x18\x01 \x01(\x0b\x32\x13.flyteidl.core.NodeR\x04node\x12 \n\x0bparallelism\x18\x02 \x01(\rR\x0bparallelism\x12%\n\rmin_successes\x18\x03 \x01(\rH\x00R\x0cminSuccesses\x12,\n\x11min_success_ratio\x18\x04 \x01(\x02H\x00R\x0fminSuccessRatioB\x12\n\x10success_criteria\"\xce\x01\n\x0cNodeMetadata\x12\x12\n\x04name\x18\x01 \x01(\tR\x04name\x12\x33\n\x07timeout\x18\x04 \x01(\x0b\x32\x19.google.protobuf.DurationR\x07timeout\x12\x36\n\x07retries\x18\x05 \x01(\x0b\x32\x1c.flyteidl.core.RetryStrategyR\x07retries\x12&\n\rinterruptible\x18\x06 \x01(\x08H\x00R\rinterruptibleB\x15\n\x13interruptible_value\"/\n\x05\x41lias\x12\x10\n\x03var\x18\x01 \x01(\tR\x03var\x12\x14\n\x05\x61lias\x18\x02 \x01(\tR\x05\x61lias\"\x9f\x04\n\x04Node\x12\x0e\n\x02id\x18\x01 \x01(\tR\x02id\x12\x37\n\x08metadata\x18\x02 \x01(\x0b\x32\x1b.flyteidl.core.NodeMetadataR\x08metadata\x12.\n\x06inputs\x18\x03 \x03(\x0b\x32\x16.flyteidl.core.BindingR\x06inputs\x12*\n\x11upstream_node_ids\x18\x04 \x03(\tR\x0fupstreamNodeIds\x12;\n\x0eoutput_aliases\x18\x05 \x03(\x0b\x32\x14.flyteidl.core.AliasR\routputAliases\x12\x36\n\ttask_node\x18\x06 \x01(\x0b\x32\x17.flyteidl.core.TaskNodeH\x00R\x08taskNode\x12\x42\n\rworkflow_node\x18\x07 \x01(\x0b\x32\x1b.flyteidl.core.WorkflowNodeH\x00R\x0cworkflowNode\x12<\n\x0b\x62ranch_node\x18\x08 \x01(\x0b\x32\x19.flyteidl.core.BranchNodeH\x00R\nbranchNode\x12\x36\n\tgate_node\x18\t \x01(\x0b\x32\x17.flyteidl.core.GateNodeH\x00R\x08gateNode\x12\x39\n\narray_node\x18\n \x01(\x0b\x32\x18.flyteidl.core.ArrayNodeH\x00R\tarrayNodeB\x08\n\x06target\"\xfc\x02\n\x10WorkflowMetadata\x12M\n\x12quality_of_service\x18\x01 \x01(\x0b\x32\x1f.flyteidl.core.QualityOfServiceR\x10qualityOfService\x12N\n\non_failure\x18\x02 \x01(\x0e\x32/.flyteidl.core.WorkflowMetadata.OnFailurePolicyR\tonFailure\x12=\n\x04tags\x18\x03 \x03(\x0b\x32).flyteidl.core.WorkflowMetadata.TagsEntryR\x04tags\x1a\x37\n\tTagsEntry\x12\x10\n\x03key\x18\x01 \x01(\tR\x03key\x12\x14\n\x05value\x18\x02 \x01(\tR\x05value:\x02\x38\x01\"Q\n\x0fOnFailurePolicy\x12\x14\n\x10\x46\x41IL_IMMEDIATELY\x10\x00\x12(\n$FAIL_AFTER_EXECUTABLE_NODES_COMPLETE\x10\x01\"@\n\x18WorkflowMetadataDefaults\x12$\n\rinterruptible\x18\x01 \x01(\x08R\rinterruptible\"\xa2\x03\n\x10WorkflowTemplate\x12)\n\x02id\x18\x01 \x01(\x0b\x32\x19.flyteidl.core.IdentifierR\x02id\x12;\n\x08metadata\x18\x02 \x01(\x0b\x32\x1f.flyteidl.core.WorkflowMetadataR\x08metadata\x12;\n\tinterface\x18\x03 \x01(\x0b\x32\x1d.flyteidl.core.TypedInterfaceR\tinterface\x12)\n\x05nodes\x18\x04 \x03(\x0b\x32\x13.flyteidl.core.NodeR\x05nodes\x12\x30\n\x07outputs\x18\x05 \x03(\x0b\x32\x16.flyteidl.core.BindingR\x07outputs\x12\x36\n\x0c\x66\x61ilure_node\x18\x06 \x01(\x0b\x32\x13.flyteidl.core.NodeR\x0b\x66\x61ilureNode\x12T\n\x11metadata_defaults\x18\x07 \x01(\x0b\x32\'.flyteidl.core.WorkflowMetadataDefaultsR\x10metadataDefaults\"\x9c\x01\n\x11TaskNodeOverrides\x12\x36\n\tresources\x18\x01 \x01(\x0b\x32\x18.flyteidl.core.ResourcesR\tresources\x12O\n\x12\x65xtended_resources\x18\x02 \x01(\x0b\x32 .flyteidl.core.ExtendedResourcesR\x11\x65xtendedResourcesB\xb3\x01\n\x11\x63om.flyteidl.coreB\rWorkflowProtoP\x01Z:github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/core\xa2\x02\x03\x46\x43X\xaa\x02\rFlyteidl.Core\xca\x02\rFlyteidl\\Core\xe2\x02\x19\x46lyteidl\\Core\\GPBMetadata\xea\x02\x0e\x46lyteidl::Coreb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -69,6 +69,6 @@
   _globals['_WORKFLOWMETADATADEFAULTS']._serialized_end=2962
   _globals['_WORKFLOWTEMPLATE']._serialized_start=2965
   _globals['_WORKFLOWTEMPLATE']._serialized_end=3383
-  _globals['_TASKNODEOVERRIDES']._serialized_start=3385
-  _globals['_TASKNODEOVERRIDES']._serialized_end=3460
+  _globals['_TASKNODEOVERRIDES']._serialized_start=3386
+  _globals['_TASKNODEOVERRIDES']._serialized_end=3542
 # @@protoc_insertion_point(module_scope)
diff --git a/flyteidl/gen/pb_python/flyteidl/core/workflow_pb2.pyi b/flyteidl/gen/pb_python/flyteidl/core/workflow_pb2.pyi
index 95a108abcdc..daf8082c7b4 100644
--- a/flyteidl/gen/pb_python/flyteidl/core/workflow_pb2.pyi
+++ b/flyteidl/gen/pb_python/flyteidl/core/workflow_pb2.pyi
@@ -193,7 +193,9 @@ class WorkflowTemplate(_message.Message):
     def __init__(self, id: _Optional[_Union[_identifier_pb2.Identifier, _Mapping]] = ..., metadata: _Optional[_Union[WorkflowMetadata, _Mapping]] = ..., interface: _Optional[_Union[_interface_pb2.TypedInterface, _Mapping]] = ..., nodes: _Optional[_Iterable[_Union[Node, _Mapping]]] = ..., outputs: _Optional[_Iterable[_Union[_literals_pb2.Binding, _Mapping]]] = ..., failure_node: _Optional[_Union[Node, _Mapping]] = ..., metadata_defaults: _Optional[_Union[WorkflowMetadataDefaults, _Mapping]] = ...) -> None: ...
 
 class TaskNodeOverrides(_message.Message):
-    __slots__ = ["resources"]
+    __slots__ = ["resources", "extended_resources"]
     RESOURCES_FIELD_NUMBER: _ClassVar[int]
+    EXTENDED_RESOURCES_FIELD_NUMBER: _ClassVar[int]
     resources: _tasks_pb2.Resources
-    def __init__(self, resources: _Optional[_Union[_tasks_pb2.Resources, _Mapping]] = ...) -> None: ...
+    extended_resources: _tasks_pb2.ExtendedResources
+    def __init__(self, resources: _Optional[_Union[_tasks_pb2.Resources, _Mapping]] = ..., extended_resources: _Optional[_Union[_tasks_pb2.ExtendedResources, _Mapping]] = ...) -> None: ...
diff --git a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/README.md b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/README.md
index 3f98e5376a0..e255b6e3082 100644
--- a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/README.md
+++ b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/README.md
@@ -289,6 +289,8 @@ Class | Method | HTTP request | Description
  - [CoreEnumType](docs/CoreEnumType.md)
  - [CoreError](docs/CoreError.md)
  - [CoreExecutionError](docs/CoreExecutionError.md)
+ - [CoreExtendedResources](docs/CoreExtendedResources.md)
+ - [CoreGPUAccelerator](docs/CoreGPUAccelerator.md)
  - [CoreGateNode](docs/CoreGateNode.md)
  - [CoreIOStrategy](docs/CoreIOStrategy.md)
  - [CoreIdentifier](docs/CoreIdentifier.md)
diff --git a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/__init__.py b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/__init__.py
index 5db75c705d3..18f679a7f0f 100644
--- a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/__init__.py
+++ b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/__init__.py
@@ -180,6 +180,8 @@
 from flyteadmin.models.core_enum_type import CoreEnumType
 from flyteadmin.models.core_error import CoreError
 from flyteadmin.models.core_execution_error import CoreExecutionError
+from flyteadmin.models.core_extended_resources import CoreExtendedResources
+from flyteadmin.models.core_gpu_accelerator import CoreGPUAccelerator
 from flyteadmin.models.core_gate_node import CoreGateNode
 from flyteadmin.models.core_io_strategy import CoreIOStrategy
 from flyteadmin.models.core_identifier import CoreIdentifier
diff --git a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/__init__.py b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/__init__.py
index 8ff7d20249f..457a507c4f9 100644
--- a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/__init__.py
+++ b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/__init__.py
@@ -173,6 +173,8 @@
 from flyteadmin.models.core_enum_type import CoreEnumType
 from flyteadmin.models.core_error import CoreError
 from flyteadmin.models.core_execution_error import CoreExecutionError
+from flyteadmin.models.core_extended_resources import CoreExtendedResources
+from flyteadmin.models.core_gpu_accelerator import CoreGPUAccelerator
 from flyteadmin.models.core_gate_node import CoreGateNode
 from flyteadmin.models.core_io_strategy import CoreIOStrategy
 from flyteadmin.models.core_identifier import CoreIdentifier
diff --git a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_extended_resources.py b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_extended_resources.py
new file mode 100644
index 00000000000..94a58bcd4f3
--- /dev/null
+++ b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_extended_resources.py
@@ -0,0 +1,119 @@
+# coding: utf-8
+
+"""
+    flyteidl/service/admin.proto
+
+    No description provided (generated by Swagger Codegen https://github.com/swagger-api/swagger-codegen)  # noqa: E501
+
+    OpenAPI spec version: version not set
+    
+    Generated by: https://github.com/swagger-api/swagger-codegen.git
+"""
+
+
+import pprint
+import re  # noqa: F401
+
+import six
+
+from flyteadmin.models.core_gpu_accelerator import CoreGPUAccelerator  # noqa: F401,E501
+
+
+class CoreExtendedResources(object):
+    """NOTE: This class is auto generated by the swagger code generator program.
+
+    Do not edit the class manually.
+    """
+
+    """
+    Attributes:
+      swagger_types (dict): The key is attribute name
+                            and the value is attribute type.
+      attribute_map (dict): The key is attribute name
+                            and the value is json key in definition.
+    """
+    swagger_types = {
+        'gpu_accelerator': 'CoreGPUAccelerator'
+    }
+
+    attribute_map = {
+        'gpu_accelerator': 'gpu_accelerator'
+    }
+
+    def __init__(self, gpu_accelerator=None):  # noqa: E501
+        """CoreExtendedResources - a model defined in Swagger"""  # noqa: E501
+
+        self._gpu_accelerator = None
+        self.discriminator = None
+
+        if gpu_accelerator is not None:
+            self.gpu_accelerator = gpu_accelerator
+
+    @property
+    def gpu_accelerator(self):
+        """Gets the gpu_accelerator of this CoreExtendedResources.  # noqa: E501
+
+        GPU accelerator to select for task. Contains information about device type, and for multi-instance GPUs, the partition size to use.  # noqa: E501
+
+        :return: The gpu_accelerator of this CoreExtendedResources.  # noqa: E501
+        :rtype: CoreGPUAccelerator
+        """
+        return self._gpu_accelerator
+
+    @gpu_accelerator.setter
+    def gpu_accelerator(self, gpu_accelerator):
+        """Sets the gpu_accelerator of this CoreExtendedResources.
+
+        GPU accelerator to select for task. Contains information about device type, and for multi-instance GPUs, the partition size to use.  # noqa: E501
+
+        :param gpu_accelerator: The gpu_accelerator of this CoreExtendedResources.  # noqa: E501
+        :type: CoreGPUAccelerator
+        """
+
+        self._gpu_accelerator = gpu_accelerator
+
+    def to_dict(self):
+        """Returns the model properties as a dict"""
+        result = {}
+
+        for attr, _ in six.iteritems(self.swagger_types):
+            value = getattr(self, attr)
+            if isinstance(value, list):
+                result[attr] = list(map(
+                    lambda x: x.to_dict() if hasattr(x, "to_dict") else x,
+                    value
+                ))
+            elif hasattr(value, "to_dict"):
+                result[attr] = value.to_dict()
+            elif isinstance(value, dict):
+                result[attr] = dict(map(
+                    lambda item: (item[0], item[1].to_dict())
+                    if hasattr(item[1], "to_dict") else item,
+                    value.items()
+                ))
+            else:
+                result[attr] = value
+        if issubclass(CoreExtendedResources, dict):
+            for key, value in self.items():
+                result[key] = value
+
+        return result
+
+    def to_str(self):
+        """Returns the string representation of the model"""
+        return pprint.pformat(self.to_dict())
+
+    def __repr__(self):
+        """For `print` and `pprint`"""
+        return self.to_str()
+
+    def __eq__(self, other):
+        """Returns true if both objects are equal"""
+        if not isinstance(other, CoreExtendedResources):
+            return False
+
+        return self.__dict__ == other.__dict__
+
+    def __ne__(self, other):
+        """Returns true if both objects are not equal"""
+        return not self == other
diff --git a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_gpu_accelerator.py b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_gpu_accelerator.py
new file mode 100644
index 00000000000..760ff432672
--- /dev/null
+++ b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_gpu_accelerator.py
@@ -0,0 +1,171 @@
+# coding: utf-8
+
+"""
+    flyteidl/service/admin.proto
+
+    No description provided (generated by Swagger Codegen https://github.com/swagger-api/swagger-codegen)  # noqa: E501
+
+    OpenAPI spec version: version not set
+    
+    Generated by: https://github.com/swagger-api/swagger-codegen.git
+"""
+
+
+import pprint
+import re  # noqa: F401
+
+import six
+
+
+class CoreGPUAccelerator(object):
+    """NOTE: This class is auto generated by the swagger code generator program.
+
+    Do not edit the class manually.
+    """
+
+    """
+    Attributes:
+      swagger_types (dict): The key is attribute name
+                            and the value is attribute type.
+      attribute_map (dict): The key is attribute name
+                            and the value is json key in definition.
+    """
+    swagger_types = {
+        'device': 'str',
+        'unpartitioned': 'bool',
+        'partition_size': 'str'
+    }
+
+    attribute_map = {
+        'device': 'device',
+        'unpartitioned': 'unpartitioned',
+        'partition_size': 'partition_size'
+    }
+
+    def __init__(self, device=None, unpartitioned=None, partition_size=None):  # noqa: E501
+        """CoreGPUAccelerator - a model defined in Swagger"""  # noqa: E501
+
+        self._device = None
+        self._unpartitioned = None
+        self._partition_size = None
+        self.discriminator = None
+
+        if device is not None:
+            self.device = device
+        if unpartitioned is not None:
+            self.unpartitioned = unpartitioned
+        if partition_size is not None:
+            self.partition_size = partition_size
+
+    @property
+    def device(self):
+        """Gets the device of this CoreGPUAccelerator.  # noqa: E501
+
+        This can be any arbitrary string, and should be informed by the labels or taints associated with the nodes in question. Default cloud provider labels typically use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.  # noqa: E501
+
+        :return: The device of this CoreGPUAccelerator.  # noqa: E501
+        :rtype: str
+        """
+        return self._device
+
+    @device.setter
+    def device(self, device):
+        """Sets the device of this CoreGPUAccelerator.
+
+        This can be any arbitrary string, and should be informed by the labels or taints associated with the nodes in question. Default cloud provider labels typically use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.  # noqa: E501
+
+        :param device: The device of this CoreGPUAccelerator.  # noqa: E501
+        :type: str
+        """
+
+        self._device = device
+
+    @property
+    def unpartitioned(self):
+        """Gets the unpartitioned of this CoreGPUAccelerator.  # noqa: E501
+
+
+        :return: The unpartitioned of this CoreGPUAccelerator.  # noqa: E501
+        :rtype: bool
+        """
+        return self._unpartitioned
+
+    @unpartitioned.setter
+    def unpartitioned(self, unpartitioned):
+        """Sets the unpartitioned of this CoreGPUAccelerator.
+
+
+        :param unpartitioned: The unpartitioned of this CoreGPUAccelerator.  # noqa: E501
+        :type: bool
+        """
+
+        self._unpartitioned = unpartitioned
+
+    @property
+    def partition_size(self):
+        """Gets the partition_size of this CoreGPUAccelerator.  # noqa: E501
+
+        Like `device`, this can be any arbitrary string, and should be informed by the labels or taints associated with the nodes in question. Default cloud provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.  # noqa: E501
+
+        :return: The partition_size of this CoreGPUAccelerator.  # noqa: E501
+        :rtype: str
+        """
+        return self._partition_size
+
+    @partition_size.setter
+    def partition_size(self, partition_size):
+        """Sets the partition_size of this CoreGPUAccelerator.
+
+        Like `device`, this can be any arbitrary string, and should be informed by the labels or taints associated with the nodes in question. Default cloud provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.  # noqa: E501
+
+        :param partition_size: The partition_size of this CoreGPUAccelerator.  # noqa: E501
+        :type: str
+        """
+
+        self._partition_size = partition_size
+
+    def to_dict(self):
+        """Returns the model properties as a dict"""
+        result = {}
+
+        for attr, _ in six.iteritems(self.swagger_types):
+            value = getattr(self, attr)
+            if isinstance(value, list):
+                result[attr] = list(map(
+                    lambda x: x.to_dict() if hasattr(x, "to_dict") else x,
+                    value
+                ))
+            elif hasattr(value, "to_dict"):
+                result[attr] = value.to_dict()
+            elif isinstance(value, dict):
+                result[attr] = dict(map(
+                    lambda item: (item[0], item[1].to_dict())
+                    if hasattr(item[1], "to_dict") else item,
+                    value.items()
+                ))
+            else:
+                result[attr] = value
+        if issubclass(CoreGPUAccelerator, dict):
+            for key, value in self.items():
+                result[key] = value
+
+        return result
+
+    def to_str(self):
+        """Returns the string representation of the model"""
+        return pprint.pformat(self.to_dict())
+
+    def __repr__(self):
+        """For `print` and `pprint`"""
+        return self.to_str()
+
+    def __eq__(self, other):
+        """Returns true if both objects are equal"""
+        if not isinstance(other, CoreGPUAccelerator):
+            return False
+
+        return self.__dict__ == other.__dict__
+
+    def __ne__(self, other):
+        """Returns true if both objects are not equal"""
+        return not self == other
diff --git a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_task_node_overrides.py b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_task_node_overrides.py
index 7320a6d6e8a..54617984db8 100644
--- a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_task_node_overrides.py
+++ b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_task_node_overrides.py
@@ -16,6 +16,7 @@
 
 import six
 
+from flyteadmin.models.core_extended_resources import CoreExtendedResources  # noqa: F401,E501
 from flyteadmin.models.core_resources import CoreResources  # noqa: F401,E501
 
 
@@ -33,21 +34,26 @@ class CoreTaskNodeOverrides(object):
                             and the value is json key in definition.
     """
     swagger_types = {
-        'resources': 'CoreResources'
+        'resources': 'CoreResources',
+        'extended_resources': 'CoreExtendedResources'
     }
 
     attribute_map = {
-        'resources': 'resources'
+        'resources': 'resources',
+        'extended_resources': 'extended_resources'
     }
 
-    def __init__(self, resources=None):  # noqa: E501
+    def __init__(self, resources=None, extended_resources=None):  # noqa: E501
         """CoreTaskNodeOverrides - a model defined in Swagger"""  # noqa: E501
 
         self._resources = None
+        self._extended_resources = None
         self.discriminator = None
 
         if resources is not None:
             self.resources = resources
+        if extended_resources is not None:
+            self.extended_resources = extended_resources
 
     @property
     def resources(self):
@@ -72,6 +78,29 @@ def resources(self, resources):
 
         self._resources = resources
 
+    @property
+    def extended_resources(self):
+        """Gets the extended_resources of this CoreTaskNodeOverrides.  # noqa: E501
+
+        Overrides for all non-standard resources, not captured by v1.ResourceRequirements, to allocate to a task.  # noqa: E501
+
+        :return: The extended_resources of this CoreTaskNodeOverrides.  # noqa: E501
+        :rtype: CoreExtendedResources
+        """
+        return self._extended_resources
+
+    @extended_resources.setter
+    def extended_resources(self, extended_resources):
+        """Sets the extended_resources of this CoreTaskNodeOverrides.
+
+        Overrides for all non-standard resources, not captured by v1.ResourceRequirements, to allocate to a task.  # noqa: E501
+
+        :param extended_resources: The extended_resources of this CoreTaskNodeOverrides.  # noqa: E501
+        :type: CoreExtendedResources
+        """
+
+        self._extended_resources = extended_resources
+
     def to_dict(self):
         """Returns the model properties as a dict"""
         result = {}
diff --git a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_task_template.py b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_task_template.py
index 870777f995a..df06a8db04b 100644
--- a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_task_template.py
+++ b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/flyteadmin/models/core_task_template.py
@@ -17,6 +17,7 @@
 import six
 
 from flyteadmin.models.core_container import CoreContainer  # noqa: F401,E501
+from flyteadmin.models.core_extended_resources import CoreExtendedResources  # noqa: F401,E501
 from flyteadmin.models.core_identifier import CoreIdentifier  # noqa: F401,E501
 from flyteadmin.models.core_k8s_pod import CoreK8sPod  # noqa: F401,E501
 from flyteadmin.models.core_security_context import CoreSecurityContext  # noqa: F401,E501
@@ -50,6 +51,7 @@ class CoreTaskTemplate(object):
         'sql': 'CoreSql',
         'task_type_version': 'int',
         'security_context': 'CoreSecurityContext',
+        'extended_resources': 'CoreExtendedResources',
         'config': 'dict(str, str)'
     }
 
@@ -64,10 +66,11 @@ class CoreTaskTemplate(object):
         'sql': 'sql',
         'task_type_version': 'task_type_version',
         'security_context': 'security_context',
+        'extended_resources': 'extended_resources',
         'config': 'config'
     }
 
-    def __init__(self, id=None, type=None, metadata=None, interface=None, custom=None, container=None, k8s_pod=None, sql=None, task_type_version=None, security_context=None, config=None):  # noqa: E501
+    def __init__(self, id=None, type=None, metadata=None, interface=None, custom=None, container=None, k8s_pod=None, sql=None, task_type_version=None, security_context=None, extended_resources=None, config=None):  # noqa: E501
         """CoreTaskTemplate - a model defined in Swagger"""  # noqa: E501
 
         self._id = None
@@ -80,6 +83,7 @@ def __init__(self, id=None, type=None, metadata=None, interface=None, custom=Non
         self._sql = None
         self._task_type_version = None
         self._security_context = None
+        self._extended_resources = None
         self._config = None
         self.discriminator = None
 
@@ -103,6 +107,8 @@ def __init__(self, id=None, type=None, metadata=None, interface=None, custom=Non
             self.task_type_version = task_type_version
         if security_context is not None:
             self.security_context = security_context
+        if extended_resources is not None:
+            self.extended_resources = extended_resources
         if config is not None:
             self.config = config
 
@@ -330,6 +336,29 @@ def security_context(self, security_context):
 
         self._security_context = security_context
 
+    @property
+    def extended_resources(self):
+        """Gets the extended_resources of this CoreTaskTemplate.  # noqa: E501
+
+        Encapsulates all non-standard resources, not captured by v1.ResourceRequirements, to allocate to a task.  # noqa: E501
+
+        :return: The extended_resources of this CoreTaskTemplate.  # noqa: E501
+        :rtype: CoreExtendedResources
+        """
+        return self._extended_resources
+
+    @extended_resources.setter
+    def extended_resources(self, extended_resources):
+        """Sets the extended_resources of this CoreTaskTemplate.
+
+        Encapsulates all non-standard resources, not captured by v1.ResourceRequirements, to allocate to a task.  # noqa: E501
+
+        :param extended_resources: The extended_resources of this CoreTaskTemplate.  # noqa: E501
+        :type: CoreExtendedResources
+        """
+
+        self._extended_resources = extended_resources
+
     @property
     def config(self):
         """Gets the config of this CoreTaskTemplate.  # noqa: E501
diff --git a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/test/test_core_extended_resources.py b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/test/test_core_extended_resources.py
new file mode 100644
index 00000000000..ec6edecb757
--- /dev/null
+++ b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/test/test_core_extended_resources.py
@@ -0,0 +1,40 @@
+# coding: utf-8
+
+"""
+    flyteidl/service/admin.proto
+
+    No description provided (generated by Swagger Codegen https://github.com/swagger-api/swagger-codegen)  # noqa: E501
+
+    OpenAPI spec version: version not set
+    
+    Generated by: https://github.com/swagger-api/swagger-codegen.git
+"""
+
+
+from __future__ import absolute_import
+
+import unittest
+
+import flyteadmin
+from flyteadmin.models.core_extended_resources import CoreExtendedResources  # noqa: E501
+from flyteadmin.rest import ApiException
+
+
+class TestCoreExtendedResources(unittest.TestCase):
+    """CoreExtendedResources unit test stubs"""
+
+    def setUp(self):
+        pass
+
+    def tearDown(self):
+        pass
+
+    def testCoreExtendedResources(self):
+        """Test CoreExtendedResources"""
+        # FIXME: construct object with mandatory attributes with example values
+        # model = flyteadmin.models.core_extended_resources.CoreExtendedResources()  # noqa: E501
+        pass
+
+
+if __name__ == '__main__':
+    unittest.main()
diff --git a/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/test/test_core_gpu_accelerator.py b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/test/test_core_gpu_accelerator.py
new file mode 100644
index 00000000000..aa99885e5f8
--- /dev/null
+++ b/flyteidl/gen/pb_python/flyteidl/service/flyteadmin/test/test_core_gpu_accelerator.py
@@ -0,0 +1,40 @@
+# coding: utf-8
+
+"""
+    flyteidl/service/admin.proto
+
+    No description provided (generated by Swagger Codegen https://github.com/swagger-api/swagger-codegen)  # noqa: E501
+
+    OpenAPI spec version: version not set
+    
+    Generated by: https://github.com/swagger-api/swagger-codegen.git
+"""
+
+
+from __future__ import absolute_import
+
+import unittest
+
+import flyteadmin
+from flyteadmin.models.core_gpu_accelerator import CoreGPUAccelerator  # noqa: E501
+from flyteadmin.rest import ApiException
+
+
+class TestCoreGPUAccelerator(unittest.TestCase):
+    """CoreGPUAccelerator unit test stubs"""
+
+    def setUp(self):
+        pass
+
+    def tearDown(self):
+        pass
+
+    def testCoreGPUAccelerator(self):
+        """Test CoreGPUAccelerator"""
+        # FIXME: construct object with mandatory attributes with example values
+        # model = flyteadmin.models.core_gpu_accelerator.CoreGPUAccelerator()  # noqa: E501
+        pass
+
+
+if __name__ == '__main__':
+    unittest.main()
diff --git a/flyteidl/gen/pb_rust/flyteidl.core.rs b/flyteidl/gen/pb_rust/flyteidl.core.rs
index e3328f81d3c..b0c99fbfcbe 100644
--- a/flyteidl/gen/pb_rust/flyteidl.core.rs
+++ b/flyteidl/gen/pb_rust/flyteidl.core.rs
@@ -1008,6 +1008,44 @@ pub mod resources {
         }
     }
 }
+/// Metadata associated with the GPU accelerator to allocate to a task. Contains
+/// information about device type, and for multi-instance GPUs, the partition size to
+/// use.
+#[allow(clippy::derive_partial_eq_without_eq)]
+#[derive(Clone, PartialEq, ::prost::Message)]
+pub struct GpuAccelerator {
+    /// This can be any arbitrary string, and should be informed by the labels or taints
+    /// associated with the nodes in question. Default cloud provider labels typically
+    /// use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+    #[prost(string, tag="1")]
+    pub device: ::prost::alloc::string::String,
+    #[prost(oneof="gpu_accelerator::PartitionSizeValue", tags="2, 3")]
+    pub partition_size_value: ::core::option::Option,
+}
+/// Nested message and enum types in `GPUAccelerator`.
+pub mod gpu_accelerator {
+    #[allow(clippy::derive_partial_eq_without_eq)]
+#[derive(Clone, PartialEq, ::prost::Oneof)]
+    pub enum PartitionSizeValue {
+        #[prost(bool, tag="2")]
+        Unpartitioned(bool),
+        /// Like `device`, this can be any arbitrary string, and should be informed by
+        /// the labels or taints associated with the nodes in question. Default cloud
+        /// provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.
+        #[prost(string, tag="3")]
+        PartitionSize(::prost::alloc::string::String),
+    }
+}
+/// Encapsulates all non-standard resources, not captured by v1.ResourceRequirements, to
+/// allocate to a task.
+#[allow(clippy::derive_partial_eq_without_eq)]
+#[derive(Clone, PartialEq, ::prost::Message)]
+pub struct ExtendedResources {
+    /// GPU accelerator to select for task. Contains information about device type, and
+    /// for multi-instance GPUs, the partition size to use.
+    #[prost(message, optional, tag="1")]
+    pub gpu_accelerator: ::core::option::Option,
+}
 /// Runtime information. This is loosely defined to allow for extensibility.
 #[allow(clippy::derive_partial_eq_without_eq)]
 #[derive(Clone, PartialEq, ::prost::Message)]
@@ -1144,6 +1182,10 @@ pub struct TaskTemplate {
     /// security_context encapsulates security attributes requested to run this task.
     #[prost(message, optional, tag="8")]
     pub security_context: ::core::option::Option,
+    /// Encapsulates all non-standard resources, not captured by
+    /// v1.ResourceRequirements, to allocate to a task.
+    #[prost(message, optional, tag="9")]
+    pub extended_resources: ::core::option::Option,
     /// Metadata about the custom defined for this task. This is extensible to allow various plugins in the system
     /// to use as required.
     /// reserve the field numbers 1 through 15 for very frequently occurring message elements
@@ -2345,6 +2387,10 @@ pub struct TaskNodeOverrides {
     /// A customizable interface to convey resources requested for a task container. 
     #[prost(message, optional, tag="1")]
     pub resources: ::core::option::Option,
+    /// Overrides for all non-standard resources, not captured by
+    /// v1.ResourceRequirements, to allocate to a task.
+    #[prost(message, optional, tag="2")]
+    pub extended_resources: ::core::option::Option,
 }
 /// Adjacency list for the workflow. This is created as part of the compilation process. Every process after the compilation
 /// step uses this created ConnectionSet
diff --git a/flyteidl/protos/flyteidl/core/tasks.proto b/flyteidl/protos/flyteidl/core/tasks.proto
index f648a2c93fe..3d3f4b6abfe 100644
--- a/flyteidl/protos/flyteidl/core/tasks.proto
+++ b/flyteidl/protos/flyteidl/core/tasks.proto
@@ -43,6 +43,31 @@ message Resources {
     repeated ResourceEntry limits = 2;
 }
 
+// Metadata associated with the GPU accelerator to allocate to a task. Contains
+// information about device type, and for multi-instance GPUs, the partition size to
+// use.
+message GPUAccelerator {
+    // This can be any arbitrary string, and should be informed by the labels or taints
+    // associated with the nodes in question. Default cloud provider labels typically
+    // use the following values: `nvidia-tesla-t4`, `nvidia-tesla-a100`, etc.
+    string device = 1;
+    oneof partition_size_value {
+        bool unpartitioned = 2;
+        // Like `device`, this can be any arbitrary string, and should be informed by
+        // the labels or taints associated with the nodes in question. Default cloud
+        // provider labels typically use the following values: `1g.5gb`, `2g.10gb`, etc.
+        string partition_size = 3;
+    }
+}
+
+// Encapsulates all non-standard resources, not captured by v1.ResourceRequirements, to
+// allocate to a task.
+message ExtendedResources {
+    // GPU accelerator to select for task. Contains information about device type, and
+    // for multi-instance GPUs, the partition size to use.
+    GPUAccelerator gpu_accelerator = 1;
+}
+
 // Runtime information. This is loosely defined to allow for extensibility.
 message RuntimeMetadata {
     enum RuntimeType {
@@ -144,6 +169,10 @@ message TaskTemplate {
     // security_context encapsulates security attributes requested to run this task.
     SecurityContext security_context = 8;
 
+    // Encapsulates all non-standard resources, not captured by
+    // v1.ResourceRequirements, to allocate to a task.
+    ExtendedResources extended_resources = 9;
+
     // Metadata about the custom defined for this task. This is extensible to allow various plugins in the system
     // to use as required.
     // reserve the field numbers 1 through 15 for very frequently occurring message elements
diff --git a/flyteidl/protos/flyteidl/core/workflow.proto b/flyteidl/protos/flyteidl/core/workflow.proto
index 7f5a2fb15d6..8c74094b5b1 100644
--- a/flyteidl/protos/flyteidl/core/workflow.proto
+++ b/flyteidl/protos/flyteidl/core/workflow.proto
@@ -279,4 +279,8 @@ message WorkflowTemplate {
 message TaskNodeOverrides {
     // A customizable interface to convey resources requested for a task container. 
     Resources resources = 1;
+
+    // Overrides for all non-standard resources, not captured by
+    // v1.ResourceRequirements, to allocate to a task.
+    ExtendedResources extended_resources = 2;
 }
diff --git a/flyteplugins/go/tasks/pluginmachinery/core/exec_metadata.go b/flyteplugins/go/tasks/pluginmachinery/core/exec_metadata.go
index 18138006cea..7dc5ece5df3 100644
--- a/flyteplugins/go/tasks/pluginmachinery/core/exec_metadata.go
+++ b/flyteplugins/go/tasks/pluginmachinery/core/exec_metadata.go
@@ -10,6 +10,7 @@ import (
 // TaskOverrides interface to expose any overrides that have been set for this task (like resource overrides etc)
 type TaskOverrides interface {
 	GetResources() *v1.ResourceRequirements
+	GetExtendedResources() *core.ExtendedResources
 	GetConfig() *v1.ConfigMap
 }
 
diff --git a/flyteplugins/go/tasks/pluginmachinery/core/mocks/task_overrides.go b/flyteplugins/go/tasks/pluginmachinery/core/mocks/task_overrides.go
index d40f1461d71..d00973c1145 100644
--- a/flyteplugins/go/tasks/pluginmachinery/core/mocks/task_overrides.go
+++ b/flyteplugins/go/tasks/pluginmachinery/core/mocks/task_overrides.go
@@ -3,7 +3,9 @@
 package mocks
 
 import (
+	flyteidlcore "github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/core"
 	mock "github.com/stretchr/testify/mock"
+
 	v1 "k8s.io/api/core/v1"
 )
 
@@ -46,6 +48,40 @@ func (_m *TaskOverrides) GetConfig() *v1.ConfigMap {
 	return r0
 }
 
+type TaskOverrides_GetExtendedResources struct {
+	*mock.Call
+}
+
+func (_m TaskOverrides_GetExtendedResources) Return(_a0 *flyteidlcore.ExtendedResources) *TaskOverrides_GetExtendedResources {
+	return &TaskOverrides_GetExtendedResources{Call: _m.Call.Return(_a0)}
+}
+
+func (_m *TaskOverrides) OnGetExtendedResources() *TaskOverrides_GetExtendedResources {
+	c_call := _m.On("GetExtendedResources")
+	return &TaskOverrides_GetExtendedResources{Call: c_call}
+}
+
+func (_m *TaskOverrides) OnGetExtendedResourcesMatch(matchers ...interface{}) *TaskOverrides_GetExtendedResources {
+	c_call := _m.On("GetExtendedResources", matchers...)
+	return &TaskOverrides_GetExtendedResources{Call: c_call}
+}
+
+// GetExtendedResources provides a mock function with given fields:
+func (_m *TaskOverrides) GetExtendedResources() *flyteidlcore.ExtendedResources {
+	ret := _m.Called()
+
+	var r0 *flyteidlcore.ExtendedResources
+	if rf, ok := ret.Get(0).(func() *flyteidlcore.ExtendedResources); ok {
+		r0 = rf()
+	} else {
+		if ret.Get(0) != nil {
+			r0 = ret.Get(0).(*flyteidlcore.ExtendedResources)
+		}
+	}
+
+	return r0
+}
+
 type TaskOverrides_GetResources struct {
 	*mock.Call
 }
diff --git a/flyteplugins/go/tasks/pluginmachinery/flytek8s/config/config.go b/flyteplugins/go/tasks/pluginmachinery/flytek8s/config/config.go
index 67547f82569..a58fbfe55c9 100644
--- a/flyteplugins/go/tasks/pluginmachinery/flytek8s/config/config.go
+++ b/flyteplugins/go/tasks/pluginmachinery/flytek8s/config/config.go
@@ -53,7 +53,9 @@ var (
 		ImagePullBackoffGracePeriod: config2.Duration{
 			Duration: time.Minute * 3,
 		},
-		GpuResourceName: ResourceNvidiaGPU,
+		GpuDeviceNodeLabel:        "k8s.amazonaws.com/accelerator",
+		GpuPartitionSizeNodeLabel: "k8s.amazonaws.com/gpu-partition-size",
+		GpuResourceName:           ResourceNvidiaGPU,
 		DefaultPodTemplateResync: config2.Duration{
 			Duration: 30 * time.Second,
 		},
@@ -140,6 +142,18 @@ type K8sPluginConfig struct {
 	// one, and the corresponding task marked as failed
 	ImagePullBackoffGracePeriod config2.Duration `json:"image-pull-backoff-grace-period" pflag:"-,Time to wait for transient ImagePullBackoff errors to be resolved."`
 
+	// The node label that specifies the attached GPU device.
+	GpuDeviceNodeLabel string `json:"gpu-device-node-label" pflag:"-,The node label that specifies the attached GPU device."`
+
+	// The node label that specifies the attached GPU partition size.
+	GpuPartitionSizeNodeLabel string `json:"gpu-partition-size-node-label" pflag:"-,The node label that specifies the attached GPU partition size."`
+
+	// Override for node selector requirement added to pods intended for unpartitioned GPU nodes.
+	GpuUnpartitionedNodeSelectorRequirement *v1.NodeSelectorRequirement `json:"gpu-unpartitioned-node-selector-requirement" pflag:"-,Override for node selector requirement added to pods intended for unpartitioned GPU nodes."`
+
+	// Toleration added to pods intended for unpartitioned GPU nodes.
+	GpuUnpartitionedToleration *v1.Toleration `json:"gpu-unpartitioned-toleration" pflag:"-,Toleration added to pods intended for unpartitioned GPU nodes."`
+
 	// The name of the GPU resource to use when the task resource requests GPUs.
 	GpuResourceName v1.ResourceName `json:"gpu-resource-name" pflag:"-,The name of the GPU resource to use when the task resource requests GPUs."`
 
diff --git a/flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper.go b/flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper.go
index 93de6a0f390..6c80fbd09d8 100644
--- a/flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper.go
+++ b/flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper.go
@@ -14,6 +14,7 @@ import (
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core/template"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s/config"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/utils"
+	"github.com/golang/protobuf/proto"
 
 	"github.com/flyteorg/flyte/flytestdlib/logger"
 
@@ -32,6 +33,51 @@ const defaultContainerTemplateName = "default"
 const primaryContainerTemplateName = "primary"
 const PrimaryContainerKey = "primary_container_name"
 
+// AddRequiredNodeSelectorRequirements adds the provided v1.NodeSelectorRequirement
+// objects to an existing v1.Affinity object. If there are no existing required
+// node selectors, the new v1.NodeSelectorRequirement will be added as-is.
+// However, if there are existing required node selectors, we iterate over all existing
+// node selector terms and append the node selector requirement. Note that multiple node
+// selector terms are OR'd, and match expressions within a single node selector term
+// are AND'd during scheduling.
+// See: https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node/#node-affinity
+func AddRequiredNodeSelectorRequirements(base *v1.Affinity, new ...v1.NodeSelectorRequirement) {
+	if base.NodeAffinity == nil {
+		base.NodeAffinity = &v1.NodeAffinity{}
+	}
+	if base.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution == nil {
+		base.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution = &v1.NodeSelector{}
+	}
+	if len(base.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms) > 0 {
+		nodeSelectorTerms := base.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms
+		for i := range nodeSelectorTerms {
+			nst := &nodeSelectorTerms[i]
+			nst.MatchExpressions = append(nst.MatchExpressions, new...)
+		}
+	} else {
+		base.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms = []v1.NodeSelectorTerm{v1.NodeSelectorTerm{MatchExpressions: new}}
+	}
+}
+
+// AddPreferredNodeSelectorRequirements appends the provided v1.NodeSelectorRequirement
+// objects to an existing v1.Affinity object's list of preferred scheduling terms.
+// See: https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node/#node-affinity-weight
+// for how weights are used during scheduling.
+func AddPreferredNodeSelectorRequirements(base *v1.Affinity, weight int32, new ...v1.NodeSelectorRequirement) {
+	if base.NodeAffinity == nil {
+		base.NodeAffinity = &v1.NodeAffinity{}
+	}
+	base.NodeAffinity.PreferredDuringSchedulingIgnoredDuringExecution = append(
+		base.NodeAffinity.PreferredDuringSchedulingIgnoredDuringExecution,
+		v1.PreferredSchedulingTerm{
+			Weight: weight,
+			Preference: v1.NodeSelectorTerm{
+				MatchExpressions: new,
+			},
+		},
+	)
+}
+
 // ApplyInterruptibleNodeSelectorRequirement configures the node selector requirement of the node-affinity using the configuration specified.
 func ApplyInterruptibleNodeSelectorRequirement(interruptible bool, affinity *v1.Affinity) {
 	// Determine node selector terms to add to node affinity
@@ -48,31 +94,125 @@ func ApplyInterruptibleNodeSelectorRequirement(interruptible bool, affinity *v1.
 		nodeSelectorRequirement = *config.GetK8sPluginConfig().NonInterruptibleNodeSelectorRequirement
 	}
 
-	if affinity.NodeAffinity == nil {
-		affinity.NodeAffinity = &v1.NodeAffinity{}
-	}
-	if affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution == nil {
-		affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution = &v1.NodeSelector{}
+	AddRequiredNodeSelectorRequirements(affinity, nodeSelectorRequirement)
+}
+
+// ApplyInterruptibleNodeAffinity configures the node-affinity for the pod using the configuration specified.
+func ApplyInterruptibleNodeAffinity(interruptible bool, podSpec *v1.PodSpec) {
+	if podSpec.Affinity == nil {
+		podSpec.Affinity = &v1.Affinity{}
 	}
-	if len(affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms) > 0 {
-		nodeSelectorTerms := affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms
-		for i := range nodeSelectorTerms {
-			nst := &nodeSelectorTerms[i]
-			nst.MatchExpressions = append(nst.MatchExpressions, nodeSelectorRequirement)
-		}
+
+	ApplyInterruptibleNodeSelectorRequirement(interruptible, podSpec.Affinity)
+}
+
+// Specialized merging of overrides into a base *core.ExtendedResources object. Note
+// that doing a nested merge may not be the intended behavior all the time, so we
+// handle each field separately here.
+func applyExtendedResourcesOverrides(base, overrides *core.ExtendedResources) *core.ExtendedResources {
+	// Handle case where base might be nil
+	var new *core.ExtendedResources
+	if base == nil {
+		new = &core.ExtendedResources{}
 	} else {
-		affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms = []v1.NodeSelectorTerm{{MatchExpressions: []v1.NodeSelectorRequirement{nodeSelectorRequirement}}}
+		new = proto.Clone(base).(*core.ExtendedResources)
 	}
 
+	// No overrides found
+	if overrides == nil {
+		return new
+	}
+
+	// GPU Accelerator
+	if overrides.GetGpuAccelerator() != nil {
+		new.GpuAccelerator = overrides.GetGpuAccelerator()
+	}
+
+	return new
 }
 
-// ApplyInterruptibleNodeAffinity configures the node-affinity for the pod using the configuration specified.
-func ApplyInterruptibleNodeAffinity(interruptible bool, podSpec *v1.PodSpec) {
+func ApplyGPUNodeSelectors(podSpec *v1.PodSpec, gpuAccelerator *core.GPUAccelerator) {
+	// Short circuit if pod spec does not contain any containers that use GPUs
+	gpuResourceName := config.GetK8sPluginConfig().GpuResourceName
+	requiresGPUs := false
+	for _, cnt := range podSpec.Containers {
+		if _, ok := cnt.Resources.Limits[gpuResourceName]; ok {
+			requiresGPUs = true
+			break
+		}
+	}
+	if !requiresGPUs {
+		return
+	}
+
 	if podSpec.Affinity == nil {
 		podSpec.Affinity = &v1.Affinity{}
 	}
 
-	ApplyInterruptibleNodeSelectorRequirement(interruptible, podSpec.Affinity)
+	// Apply changes for GPU device
+	device := gpuAccelerator.GetDevice()
+	if len(device) > 0 {
+		// Add node selector requirement for GPU device
+		deviceNsr := v1.NodeSelectorRequirement{
+			Key:      config.GetK8sPluginConfig().GpuDeviceNodeLabel,
+			Operator: v1.NodeSelectorOpIn,
+			Values:   []string{device},
+		}
+		AddRequiredNodeSelectorRequirements(podSpec.Affinity, deviceNsr)
+		// Add toleration for GPU device
+		deviceTol := v1.Toleration{
+			Key:      config.GetK8sPluginConfig().GpuDeviceNodeLabel,
+			Value:    device,
+			Operator: v1.TolerationOpEqual,
+			Effect:   v1.TaintEffectNoSchedule,
+		}
+		podSpec.Tolerations = append(podSpec.Tolerations, deviceTol)
+	}
+
+	// Short circuit if a partition size preference is not specified
+	partitionSizeValue := gpuAccelerator.GetPartitionSizeValue()
+	if partitionSizeValue == nil {
+		return
+	}
+
+	// Apply changes for GPU partition size, if applicable
+	var partitionSizeNsr *v1.NodeSelectorRequirement
+	var partitionSizeTol *v1.Toleration
+	switch p := partitionSizeValue.(type) {
+	case *core.GPUAccelerator_Unpartitioned:
+		if !p.Unpartitioned {
+			break
+		}
+		if config.GetK8sPluginConfig().GpuUnpartitionedNodeSelectorRequirement != nil {
+			partitionSizeNsr = config.GetK8sPluginConfig().GpuUnpartitionedNodeSelectorRequirement
+		} else {
+			partitionSizeNsr = &v1.NodeSelectorRequirement{
+				Key:      config.GetK8sPluginConfig().GpuPartitionSizeNodeLabel,
+				Operator: v1.NodeSelectorOpDoesNotExist,
+			}
+		}
+		if config.GetK8sPluginConfig().GpuUnpartitionedToleration != nil {
+			partitionSizeTol = config.GetK8sPluginConfig().GpuUnpartitionedToleration
+		}
+	case *core.GPUAccelerator_PartitionSize:
+		partitionSizeNsr = &v1.NodeSelectorRequirement{
+			Key:      config.GetK8sPluginConfig().GpuPartitionSizeNodeLabel,
+			Operator: v1.NodeSelectorOpIn,
+			Values:   []string{p.PartitionSize},
+		}
+		partitionSizeTol = &v1.Toleration{
+			Key:      config.GetK8sPluginConfig().GpuPartitionSizeNodeLabel,
+			Value:    p.PartitionSize,
+			Operator: v1.TolerationOpEqual,
+			Effect:   v1.TaintEffectNoSchedule,
+		}
+	}
+	if partitionSizeNsr != nil {
+		AddRequiredNodeSelectorRequirements(podSpec.Affinity, *partitionSizeNsr)
+	}
+	if partitionSizeTol != nil {
+		podSpec.Tolerations = append(podSpec.Tolerations, *partitionSizeTol)
+	}
 }
 
 // UpdatePod updates the base pod spec used to execute tasks. This is configured with plugins and task metadata-specific options
@@ -250,6 +390,18 @@ func ApplyFlytePodConfiguration(ctx context.Context, tCtx pluginsCore.TaskExecut
 		return nil, nil, err
 	}
 
+	// handling for extended resources
+	// Merge overrides with base extended resources
+	extendedResources := applyExtendedResourcesOverrides(
+		taskTemplate.GetExtendedResources(),
+		tCtx.TaskExecutionMetadata().GetOverrides().GetExtendedResources(),
+	)
+
+	// GPU accelerator
+	if extendedResources.GetGpuAccelerator() != nil {
+		ApplyGPUNodeSelectors(podSpec, extendedResources.GetGpuAccelerator())
+	}
+
 	return podSpec, objectMeta, nil
 }
 
diff --git a/flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper_test.go b/flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper_test.go
index 63d3b767878..5c503239d0f 100644
--- a/flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper_test.go
+++ b/flyteplugins/go/tasks/pluginmachinery/flytek8s/pod_helper_test.go
@@ -29,7 +29,7 @@ import (
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
 )
 
-func dummyTaskExecutionMetadata(resources *v1.ResourceRequirements) pluginsCore.TaskExecutionMetadata {
+func dummyTaskExecutionMetadata(resources *v1.ResourceRequirements, extendedResources *core.ExtendedResources) pluginsCore.TaskExecutionMetadata {
 	taskExecutionMetadata := &pluginsCoreMock.TaskExecutionMetadata{}
 	taskExecutionMetadata.On("GetNamespace").Return("test-namespace")
 	taskExecutionMetadata.On("GetAnnotations").Return(map[string]string{"annotation-1": "val1"})
@@ -54,6 +54,7 @@ func dummyTaskExecutionMetadata(resources *v1.ResourceRequirements) pluginsCore.
 
 	to := &pluginsCoreMock.TaskOverrides{}
 	to.On("GetResources").Return(resources)
+	to.On("GetExtendedResources").Return(extendedResources)
 	taskExecutionMetadata.On("GetOverrides").Return(to)
 	taskExecutionMetadata.On("IsInterruptible").Return(true)
 	taskExecutionMetadata.OnGetPlatformResources().Return(&v1.ResourceRequirements{})
@@ -61,9 +62,8 @@ func dummyTaskExecutionMetadata(resources *v1.ResourceRequirements) pluginsCore.
 	return taskExecutionMetadata
 }
 
-func dummyTaskReader() pluginsCore.TaskReader {
-	taskReader := &pluginsCoreMock.TaskReader{}
-	task := &core.TaskTemplate{
+func dummyTaskTemplate() *core.TaskTemplate {
+	return &core.TaskTemplate{
 		Type: "test",
 		Target: &core.TaskTemplate_Container{
 			Container: &core.Container{
@@ -72,8 +72,6 @@ func dummyTaskReader() pluginsCore.TaskReader {
 			},
 		},
 	}
-	taskReader.On("Read", mock.Anything).Return(task, nil)
-	return taskReader
 }
 
 func dummyInputReader() io.InputReader {
@@ -84,7 +82,7 @@ func dummyInputReader() io.InputReader {
 	return inputReader
 }
 
-func dummyExecContext(r *v1.ResourceRequirements) pluginsCore.TaskExecutionContext {
+func dummyExecContext(taskTemplate *core.TaskTemplate, r *v1.ResourceRequirements, rm *core.ExtendedResources) pluginsCore.TaskExecutionContext {
 	ow := &pluginsIOMock.OutputWriter{}
 	ow.OnGetOutputPrefixPath().Return("")
 	ow.OnGetRawOutputPrefix().Return("")
@@ -92,10 +90,13 @@ func dummyExecContext(r *v1.ResourceRequirements) pluginsCore.TaskExecutionConte
 	ow.OnGetPreviousCheckpointsPrefix().Return("/prev")
 
 	tCtx := &pluginsCoreMock.TaskExecutionContext{}
-	tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(r))
+	tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(r, rm))
 	tCtx.OnInputReader().Return(dummyInputReader())
-	tCtx.OnTaskReader().Return(dummyTaskReader())
 	tCtx.OnOutputWriter().Return(ow)
+
+	taskReader := &pluginsCoreMock.TaskReader{}
+	taskReader.On("Read", mock.Anything).Return(taskTemplate, nil)
+	tCtx.OnTaskReader().Return(taskReader)
 	return tCtx
 }
 
@@ -112,6 +113,226 @@ func TestPodSetup(t *testing.T) {
 	t.Run("ToK8sPodInterruptible", toK8sPodInterruptible)
 }
 
+func TestAddRequiredNodeSelectorRequirements(t *testing.T) {
+	t.Run("with empty node affinity", func(t *testing.T) {
+		affinity := v1.Affinity{}
+		nst := v1.NodeSelectorRequirement{
+			Key:      "new",
+			Operator: v1.NodeSelectorOpIn,
+			Values:   []string{"new"},
+		}
+		AddRequiredNodeSelectorRequirements(&affinity, nst)
+		assert.EqualValues(
+			t,
+			[]v1.NodeSelectorTerm{
+				v1.NodeSelectorTerm{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "new",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"new"},
+						},
+					},
+				},
+			},
+			affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+		)
+	})
+
+	t.Run("with existing node affinity", func(t *testing.T) {
+		affinity := v1.Affinity{
+			NodeAffinity: &v1.NodeAffinity{
+				RequiredDuringSchedulingIgnoredDuringExecution: &v1.NodeSelector{
+					NodeSelectorTerms: []v1.NodeSelectorTerm{
+						v1.NodeSelectorTerm{
+							MatchExpressions: []v1.NodeSelectorRequirement{
+								v1.NodeSelectorRequirement{
+									Key:      "required",
+									Operator: v1.NodeSelectorOpIn,
+									Values:   []string{"required"},
+								},
+							},
+						},
+					},
+				},
+				PreferredDuringSchedulingIgnoredDuringExecution: []v1.PreferredSchedulingTerm{
+					v1.PreferredSchedulingTerm{
+						Weight: 1,
+						Preference: v1.NodeSelectorTerm{
+							MatchExpressions: []v1.NodeSelectorRequirement{
+								v1.NodeSelectorRequirement{
+									Key:      "preferred",
+									Operator: v1.NodeSelectorOpIn,
+									Values:   []string{"preferred"},
+								},
+							},
+						},
+					},
+				},
+			},
+		}
+		nst := v1.NodeSelectorRequirement{
+			Key:      "new",
+			Operator: v1.NodeSelectorOpIn,
+			Values:   []string{"new"},
+		}
+		AddRequiredNodeSelectorRequirements(&affinity, nst)
+		assert.EqualValues(
+			t,
+			[]v1.NodeSelectorTerm{
+				v1.NodeSelectorTerm{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "required",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"required"},
+						},
+						v1.NodeSelectorRequirement{
+							Key:      "new",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"new"},
+						},
+					},
+				},
+			},
+			affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+		)
+		assert.EqualValues(
+			t,
+			[]v1.PreferredSchedulingTerm{
+				v1.PreferredSchedulingTerm{
+					Weight: 1,
+					Preference: v1.NodeSelectorTerm{
+						MatchExpressions: []v1.NodeSelectorRequirement{
+							v1.NodeSelectorRequirement{
+								Key:      "preferred",
+								Operator: v1.NodeSelectorOpIn,
+								Values:   []string{"preferred"},
+							},
+						},
+					},
+				},
+			},
+			affinity.NodeAffinity.PreferredDuringSchedulingIgnoredDuringExecution,
+		)
+	})
+}
+
+func TestAddPreferredNodeSelectorRequirements(t *testing.T) {
+	t.Run("with empty node affinity", func(t *testing.T) {
+		affinity := v1.Affinity{}
+		nst := v1.NodeSelectorRequirement{
+			Key:      "new",
+			Operator: v1.NodeSelectorOpIn,
+			Values:   []string{"new"},
+		}
+		AddPreferredNodeSelectorRequirements(&affinity, 10, nst)
+		assert.EqualValues(
+			t,
+			[]v1.PreferredSchedulingTerm{
+				v1.PreferredSchedulingTerm{
+					Weight: 10,
+					Preference: v1.NodeSelectorTerm{
+						MatchExpressions: []v1.NodeSelectorRequirement{
+							v1.NodeSelectorRequirement{
+								Key:      "new",
+								Operator: v1.NodeSelectorOpIn,
+								Values:   []string{"new"},
+							},
+						},
+					},
+				},
+			},
+			affinity.NodeAffinity.PreferredDuringSchedulingIgnoredDuringExecution,
+		)
+	})
+
+	t.Run("with existing node affinity", func(t *testing.T) {
+		affinity := v1.Affinity{
+			NodeAffinity: &v1.NodeAffinity{
+				RequiredDuringSchedulingIgnoredDuringExecution: &v1.NodeSelector{
+					NodeSelectorTerms: []v1.NodeSelectorTerm{
+						v1.NodeSelectorTerm{
+							MatchExpressions: []v1.NodeSelectorRequirement{
+								v1.NodeSelectorRequirement{
+									Key:      "required",
+									Operator: v1.NodeSelectorOpIn,
+									Values:   []string{"required"},
+								},
+							},
+						},
+					},
+				},
+				PreferredDuringSchedulingIgnoredDuringExecution: []v1.PreferredSchedulingTerm{
+					v1.PreferredSchedulingTerm{
+						Weight: 1,
+						Preference: v1.NodeSelectorTerm{
+							MatchExpressions: []v1.NodeSelectorRequirement{
+								v1.NodeSelectorRequirement{
+									Key:      "preferred",
+									Operator: v1.NodeSelectorOpIn,
+									Values:   []string{"preferred"},
+								},
+							},
+						},
+					},
+				},
+			},
+		}
+		nst := v1.NodeSelectorRequirement{
+			Key:      "new",
+			Operator: v1.NodeSelectorOpIn,
+			Values:   []string{"new"},
+		}
+		AddPreferredNodeSelectorRequirements(&affinity, 10, nst)
+		assert.EqualValues(
+			t,
+			[]v1.NodeSelectorTerm{
+				v1.NodeSelectorTerm{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "required",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"required"},
+						},
+					},
+				},
+			},
+			affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+		)
+		assert.EqualValues(
+			t,
+			[]v1.PreferredSchedulingTerm{
+				v1.PreferredSchedulingTerm{
+					Weight: 1,
+					Preference: v1.NodeSelectorTerm{
+						MatchExpressions: []v1.NodeSelectorRequirement{
+							v1.NodeSelectorRequirement{
+								Key:      "preferred",
+								Operator: v1.NodeSelectorOpIn,
+								Values:   []string{"preferred"},
+							},
+						},
+					},
+				},
+				v1.PreferredSchedulingTerm{
+					Weight: 10,
+					Preference: v1.NodeSelectorTerm{
+						MatchExpressions: []v1.NodeSelectorRequirement{
+							v1.NodeSelectorRequirement{
+								Key:      "new",
+								Operator: v1.NodeSelectorOpIn,
+								Values:   []string{"new"},
+							},
+						},
+					},
+				},
+			},
+			affinity.NodeAffinity.PreferredDuringSchedulingIgnoredDuringExecution,
+		)
+	})
+}
+
 func TestApplyInterruptibleNodeAffinity(t *testing.T) {
 	t.Run("WithInterruptibleNodeSelectorRequirement", func(t *testing.T) {
 		podSpec := v1.PodSpec{}
@@ -196,6 +417,282 @@ func TestApplyInterruptibleNodeAffinity(t *testing.T) {
 	})
 }
 
+func TestApplyExtendedResourcesOverrides(t *testing.T) {
+	t4 := &core.ExtendedResources{
+		GpuAccelerator: &core.GPUAccelerator{
+			Device: "nvidia-tesla-t4",
+		},
+	}
+	partitionedA100 := &core.ExtendedResources{
+		GpuAccelerator: &core.GPUAccelerator{
+			Device: "nvidia-tesla-a100",
+			PartitionSizeValue: &core.GPUAccelerator_PartitionSize{
+				PartitionSize: "1g.5gb",
+			},
+		},
+	}
+	unpartitionedA100 := &core.ExtendedResources{
+		GpuAccelerator: &core.GPUAccelerator{
+			Device: "nvidia-tesla-a100",
+			PartitionSizeValue: &core.GPUAccelerator_Unpartitioned{
+				Unpartitioned: true,
+			},
+		},
+	}
+
+	t.Run("base and overrides are nil", func(t *testing.T) {
+		final := applyExtendedResourcesOverrides(nil, nil)
+		assert.NotNil(t, final)
+	})
+
+	t.Run("base is nil", func(t *testing.T) {
+		final := applyExtendedResourcesOverrides(nil, t4)
+		assert.EqualValues(
+			t,
+			t4.GetGpuAccelerator(),
+			final.GetGpuAccelerator(),
+		)
+	})
+
+	t.Run("overrides is nil", func(t *testing.T) {
+		final := applyExtendedResourcesOverrides(t4, nil)
+		assert.EqualValues(
+			t,
+			t4.GetGpuAccelerator(),
+			final.GetGpuAccelerator(),
+		)
+	})
+
+	t.Run("merging", func(t *testing.T) {
+		final := applyExtendedResourcesOverrides(partitionedA100, unpartitionedA100)
+		assert.EqualValues(
+			t,
+			unpartitionedA100.GetGpuAccelerator(),
+			final.GetGpuAccelerator(),
+		)
+	})
+}
+
+func TestApplyGPUNodeSelectors(t *testing.T) {
+	assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{
+		GpuResourceName:           "nvidia.com/gpu",
+		GpuDeviceNodeLabel:        "gpu-device",
+		GpuPartitionSizeNodeLabel: "gpu-partition-size",
+	}))
+
+	basePodSpec := &v1.PodSpec{
+		Containers: []v1.Container{
+			{
+				Resources: v1.ResourceRequirements{
+					Limits: v1.ResourceList{
+						"nvidia.com/gpu": resource.MustParse("1"),
+					},
+				},
+			},
+		},
+	}
+
+	t.Run("without gpu resource", func(t *testing.T) {
+		podSpec := &v1.PodSpec{}
+		ApplyGPUNodeSelectors(
+			podSpec,
+			&core.GPUAccelerator{Device: "nvidia-tesla-a100"},
+		)
+		assert.Nil(t, podSpec.Affinity)
+	})
+
+	t.Run("with gpu device spec only", func(t *testing.T) {
+		podSpec := basePodSpec.DeepCopy()
+		ApplyGPUNodeSelectors(
+			podSpec,
+			&core.GPUAccelerator{Device: "nvidia-tesla-a100"},
+		)
+		assert.EqualValues(
+			t,
+			[]v1.NodeSelectorTerm{
+				v1.NodeSelectorTerm{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-device",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-a100"},
+						},
+					},
+				},
+			},
+			podSpec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+		)
+		assert.EqualValues(
+			t,
+			[]v1.Toleration{
+				{
+					Key:      "gpu-device",
+					Value:    "nvidia-tesla-a100",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+			},
+			podSpec.Tolerations,
+		)
+	})
+
+	t.Run("with gpu device and partition size spec", func(t *testing.T) {
+		podSpec := basePodSpec.DeepCopy()
+		ApplyGPUNodeSelectors(
+			podSpec,
+			&core.GPUAccelerator{
+				Device: "nvidia-tesla-a100",
+				PartitionSizeValue: &core.GPUAccelerator_PartitionSize{
+					PartitionSize: "1g.5gb",
+				},
+			},
+		)
+		assert.EqualValues(
+			t,
+			[]v1.NodeSelectorTerm{
+				v1.NodeSelectorTerm{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-device",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-a100"},
+						},
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-partition-size",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"1g.5gb"},
+						},
+					},
+				},
+			},
+			podSpec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+		)
+		assert.EqualValues(
+			t,
+			[]v1.Toleration{
+				{
+					Key:      "gpu-device",
+					Value:    "nvidia-tesla-a100",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+				{
+					Key:      "gpu-partition-size",
+					Value:    "1g.5gb",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+			},
+			podSpec.Tolerations,
+		)
+	})
+
+	t.Run("with unpartitioned gpu device spec", func(t *testing.T) {
+		podSpec := basePodSpec.DeepCopy()
+		ApplyGPUNodeSelectors(
+			podSpec,
+			&core.GPUAccelerator{
+				Device: "nvidia-tesla-a100",
+				PartitionSizeValue: &core.GPUAccelerator_Unpartitioned{
+					Unpartitioned: true,
+				},
+			},
+		)
+		assert.EqualValues(
+			t,
+			[]v1.NodeSelectorTerm{
+				v1.NodeSelectorTerm{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-device",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-a100"},
+						},
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-partition-size",
+							Operator: v1.NodeSelectorOpDoesNotExist,
+						},
+					},
+				},
+			},
+			podSpec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+		)
+		assert.EqualValues(
+			t,
+			[]v1.Toleration{
+				{
+					Key:      "gpu-device",
+					Value:    "nvidia-tesla-a100",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+			},
+			podSpec.Tolerations,
+		)
+	})
+
+	t.Run("with unpartitioned gpu device spec with custom node selector and toleration", func(t *testing.T) {
+		gpuUnpartitionedNodeSelectorRequirement := v1.NodeSelectorRequirement{
+			Key:      "gpu-unpartitioned",
+			Operator: v1.NodeSelectorOpIn,
+			Values:   []string{"true"},
+		}
+		gpuUnpartitionedToleration := v1.Toleration{
+			Key:      "gpu-unpartitioned",
+			Value:    "true",
+			Operator: v1.TolerationOpEqual,
+			Effect:   v1.TaintEffectNoSchedule,
+		}
+		assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{
+			GpuResourceName:                         "nvidia.com/gpu",
+			GpuDeviceNodeLabel:                      "gpu-device",
+			GpuPartitionSizeNodeLabel:               "gpu-partition-size",
+			GpuUnpartitionedNodeSelectorRequirement: &gpuUnpartitionedNodeSelectorRequirement,
+			GpuUnpartitionedToleration:              &gpuUnpartitionedToleration,
+		}))
+
+		podSpec := basePodSpec.DeepCopy()
+		ApplyGPUNodeSelectors(
+			podSpec,
+			&core.GPUAccelerator{
+				Device: "nvidia-tesla-a100",
+				PartitionSizeValue: &core.GPUAccelerator_Unpartitioned{
+					Unpartitioned: true,
+				},
+			},
+		)
+		assert.EqualValues(
+			t,
+			[]v1.NodeSelectorTerm{
+				v1.NodeSelectorTerm{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-device",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-a100"},
+						},
+						gpuUnpartitionedNodeSelectorRequirement,
+					},
+				},
+			},
+			podSpec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+		)
+		assert.EqualValues(
+			t,
+			[]v1.Toleration{
+				{
+					Key:      "gpu-device",
+					Value:    "nvidia-tesla-a100",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+				gpuUnpartitionedToleration,
+			},
+			podSpec.Tolerations,
+		)
+	})
+}
+
 func updatePod(t *testing.T) {
 	taskExecutionMetadata := dummyTaskExecutionMetadata(&v1.ResourceRequirements{
 		Limits: v1.ResourceList{
@@ -206,7 +703,7 @@ func updatePod(t *testing.T) {
 			v1.ResourceCPU:     resource.MustParse("1024m"),
 			v1.ResourceStorage: resource.MustParse("100M"),
 		},
-	})
+	}, nil)
 
 	pod := &v1.Pod{
 		Spec: v1.PodSpec{
@@ -259,7 +756,7 @@ func updatePod(t *testing.T) {
 }
 
 func TestUpdatePodWithDefaultAffinityAndInterruptibleNodeSelectorRequirement(t *testing.T) {
-	taskExecutionMetadata := dummyTaskExecutionMetadata(&v1.ResourceRequirements{})
+	taskExecutionMetadata := dummyTaskExecutionMetadata(&v1.ResourceRequirements{}, nil)
 	assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{
 		DefaultAffinity: &v1.Affinity{
 			NodeAffinity: &v1.NodeAffinity{
@@ -313,7 +810,7 @@ func TestUpdatePodWithDefaultAffinityAndInterruptibleNodeSelectorRequirement(t *
 func toK8sPodInterruptible(t *testing.T) {
 	ctx := context.TODO()
 
-	x := dummyExecContext(&v1.ResourceRequirements{
+	x := dummyExecContext(dummyTaskTemplate(), &v1.ResourceRequirements{
 		Limits: v1.ResourceList{
 			v1.ResourceCPU:     resource.MustParse("1024m"),
 			v1.ResourceStorage: resource.MustParse("100M"),
@@ -323,7 +820,7 @@ func toK8sPodInterruptible(t *testing.T) {
 			v1.ResourceCPU:     resource.MustParse("1024m"),
 			v1.ResourceStorage: resource.MustParse("100M"),
 		},
-	})
+	}, nil)
 
 	p, _, _, err := ToK8sPodSpec(ctx, x)
 	assert.NoError(t, err)
@@ -380,7 +877,7 @@ func TestToK8sPod(t *testing.T) {
 	op.On("GetRawOutputPrefix").Return(storage.DataReference(""))
 
 	t.Run("WithGPU", func(t *testing.T) {
-		x := dummyExecContext(&v1.ResourceRequirements{
+		x := dummyExecContext(dummyTaskTemplate(), &v1.ResourceRequirements{
 			Limits: v1.ResourceList{
 				v1.ResourceCPU:     resource.MustParse("1024m"),
 				v1.ResourceStorage: resource.MustParse("100M"),
@@ -390,7 +887,7 @@ func TestToK8sPod(t *testing.T) {
 				v1.ResourceCPU:     resource.MustParse("1024m"),
 				v1.ResourceStorage: resource.MustParse("100M"),
 			},
-		})
+		}, nil)
 
 		p, _, _, err := ToK8sPodSpec(ctx, x)
 		assert.NoError(t, err)
@@ -398,7 +895,7 @@ func TestToK8sPod(t *testing.T) {
 	})
 
 	t.Run("NoGPU", func(t *testing.T) {
-		x := dummyExecContext(&v1.ResourceRequirements{
+		x := dummyExecContext(dummyTaskTemplate(), &v1.ResourceRequirements{
 			Limits: v1.ResourceList{
 				v1.ResourceCPU:     resource.MustParse("1024m"),
 				v1.ResourceStorage: resource.MustParse("100M"),
@@ -407,7 +904,7 @@ func TestToK8sPod(t *testing.T) {
 				v1.ResourceCPU:     resource.MustParse("1024m"),
 				v1.ResourceStorage: resource.MustParse("100M"),
 			},
-		})
+		}, nil)
 
 		p, _, _, err := ToK8sPodSpec(ctx, x)
 		assert.NoError(t, err)
@@ -416,7 +913,7 @@ func TestToK8sPod(t *testing.T) {
 	})
 
 	t.Run("Default toleration, selector, scheduler", func(t *testing.T) {
-		x := dummyExecContext(&v1.ResourceRequirements{
+		x := dummyExecContext(dummyTaskTemplate(), &v1.ResourceRequirements{
 			Limits: v1.ResourceList{
 				v1.ResourceCPU:     resource.MustParse("1024m"),
 				v1.ResourceStorage: resource.MustParse("100M"),
@@ -425,7 +922,7 @@ func TestToK8sPod(t *testing.T) {
 				v1.ResourceCPU:     resource.MustParse("1024m"),
 				v1.ResourceStorage: resource.MustParse("100M"),
 			},
-		})
+		}, nil)
 
 		assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{
 			DefaultNodeSelector: map[string]string{
@@ -452,7 +949,7 @@ func TestToK8sPod(t *testing.T) {
 			},
 		}))
 
-		x := dummyExecContext(&v1.ResourceRequirements{})
+		x := dummyExecContext(dummyTaskTemplate(), &v1.ResourceRequirements{}, nil)
 		p, _, _, err := ToK8sPodSpec(ctx, x)
 		assert.NoError(t, err)
 		assert.NotNil(t, p.SecurityContext)
@@ -464,7 +961,7 @@ func TestToK8sPod(t *testing.T) {
 		assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{
 			EnableHostNetworkingPod: &enabled,
 		}))
-		x := dummyExecContext(&v1.ResourceRequirements{})
+		x := dummyExecContext(dummyTaskTemplate(), &v1.ResourceRequirements{}, nil)
 		p, _, _, err := ToK8sPodSpec(ctx, x)
 		assert.NoError(t, err)
 		assert.True(t, p.HostNetwork)
@@ -475,7 +972,7 @@ func TestToK8sPod(t *testing.T) {
 		assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{
 			EnableHostNetworkingPod: &enabled,
 		}))
-		x := dummyExecContext(&v1.ResourceRequirements{})
+		x := dummyExecContext(dummyTaskTemplate(), &v1.ResourceRequirements{}, nil)
 		p, _, _, err := ToK8sPodSpec(ctx, x)
 		assert.NoError(t, err)
 		assert.False(t, p.HostNetwork)
@@ -483,7 +980,7 @@ func TestToK8sPod(t *testing.T) {
 
 	t.Run("skipSettingHostNetwork", func(t *testing.T) {
 		assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{}))
-		x := dummyExecContext(&v1.ResourceRequirements{})
+		x := dummyExecContext(dummyTaskTemplate(), &v1.ResourceRequirements{}, nil)
 		p, _, _, err := ToK8sPodSpec(ctx, x)
 		assert.NoError(t, err)
 		assert.False(t, p.HostNetwork)
@@ -517,7 +1014,7 @@ func TestToK8sPod(t *testing.T) {
 			},
 		}))
 
-		x := dummyExecContext(&v1.ResourceRequirements{})
+		x := dummyExecContext(dummyTaskTemplate(), &v1.ResourceRequirements{}, nil)
 		p, _, _, err := ToK8sPodSpec(ctx, x)
 		assert.NoError(t, err)
 		assert.NotNil(t, p.DNSConfig)
@@ -538,7 +1035,7 @@ func TestToK8sPod(t *testing.T) {
 				"foo": "bar",
 			},
 		}))
-		x := dummyExecContext(&v1.ResourceRequirements{})
+		x := dummyExecContext(dummyTaskTemplate(), &v1.ResourceRequirements{}, nil)
 		p, _, _, err := ToK8sPodSpec(ctx, x)
 		assert.NoError(t, err)
 		for _, c := range p.Containers {
@@ -553,6 +1050,129 @@ func TestToK8sPod(t *testing.T) {
 	})
 }
 
+func TestToK8sPodExtendedResources(t *testing.T) {
+	assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{
+		GpuDeviceNodeLabel:        "gpu-node-label",
+		GpuPartitionSizeNodeLabel: "gpu-partition-size",
+		GpuResourceName:           ResourceNvidiaGPU,
+	}))
+
+	fixtures := []struct {
+		name                      string
+		resources                 *v1.ResourceRequirements
+		extendedResourcesBase     *core.ExtendedResources
+		extendedResourcesOverride *core.ExtendedResources
+		expectedNsr               []v1.NodeSelectorTerm
+		expectedTol               []v1.Toleration
+	}{
+		{
+			"without overrides",
+			&v1.ResourceRequirements{
+				Limits: v1.ResourceList{
+					ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			nil,
+			[]v1.NodeSelectorTerm{
+				{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-t4"},
+						},
+					},
+				},
+			},
+			[]v1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-t4",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+			},
+		},
+		{
+			"with overrides",
+			&v1.ResourceRequirements{
+				Limits: v1.ResourceList{
+					ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-a100",
+					PartitionSizeValue: &core.GPUAccelerator_PartitionSize{
+						PartitionSize: "1g.5gb",
+					},
+				},
+			},
+			[]v1.NodeSelectorTerm{
+				{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-a100"},
+						},
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-partition-size",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"1g.5gb"},
+						},
+					},
+				},
+			},
+			[]v1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-a100",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+				{
+					Key:      "gpu-partition-size",
+					Value:    "1g.5gb",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+			},
+		},
+	}
+
+	for _, f := range fixtures {
+		t.Run(f.name, func(t *testing.T) {
+			taskTemplate := dummyTaskTemplate()
+			taskTemplate.ExtendedResources = f.extendedResourcesBase
+			taskContext := dummyExecContext(taskTemplate, f.resources, f.extendedResourcesOverride)
+			p, _, _, err := ToK8sPodSpec(context.TODO(), taskContext)
+			assert.NoError(t, err)
+
+			assert.EqualValues(
+				t,
+				f.expectedNsr,
+				p.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+			)
+			assert.EqualValues(
+				t,
+				f.expectedTol,
+				p.Tolerations,
+			)
+		})
+	}
+}
+
 func TestDemystifyPending(t *testing.T) {
 	assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{
 		CreateContainerErrorGracePeriod: config1.Duration{
@@ -1089,7 +1709,7 @@ func TestGetPodTemplate(t *testing.T) {
 		taskReader.On("Read", mock.Anything).Return(task, nil)
 
 		tCtx := &pluginsCoreMock.TaskExecutionContext{}
-		tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(&v1.ResourceRequirements{}))
+		tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(&v1.ResourceRequirements{}, nil))
 		tCtx.OnTaskReader().Return(taskReader)
 
 		// initialize PodTemplateStore
@@ -1115,7 +1735,7 @@ func TestGetPodTemplate(t *testing.T) {
 		taskReader.On("Read", mock.Anything).Return(task, nil)
 
 		tCtx := &pluginsCoreMock.TaskExecutionContext{}
-		tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(&v1.ResourceRequirements{}))
+		tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(&v1.ResourceRequirements{}, nil))
 		tCtx.OnTaskReader().Return(taskReader)
 
 		// initialize PodTemplateStore
@@ -1142,7 +1762,7 @@ func TestGetPodTemplate(t *testing.T) {
 		taskReader.On("Read", mock.Anything).Return(task, nil)
 
 		tCtx := &pluginsCoreMock.TaskExecutionContext{}
-		tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(&v1.ResourceRequirements{}))
+		tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(&v1.ResourceRequirements{}, nil))
 		tCtx.OnTaskReader().Return(taskReader)
 
 		// initialize PodTemplateStore
@@ -1170,7 +1790,7 @@ func TestGetPodTemplate(t *testing.T) {
 		taskReader.On("Read", mock.Anything).Return(task, nil)
 
 		tCtx := &pluginsCoreMock.TaskExecutionContext{}
-		tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(&v1.ResourceRequirements{}))
+		tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(&v1.ResourceRequirements{}, nil))
 		tCtx.OnTaskReader().Return(taskReader)
 
 		// initialize PodTemplateStore
@@ -1212,7 +1832,7 @@ func TestMergeWithBasePodTemplate(t *testing.T) {
 		taskReader.On("Read", mock.Anything).Return(task, nil)
 
 		tCtx := &pluginsCoreMock.TaskExecutionContext{}
-		tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(&v1.ResourceRequirements{}))
+		tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(&v1.ResourceRequirements{}, nil))
 		tCtx.OnTaskReader().Return(taskReader)
 
 		resultPodSpec, resultObjectMeta, err := MergeWithBasePodTemplate(context.TODO(), tCtx, &podSpec, &objectMeta, "foo")
@@ -1266,7 +1886,7 @@ func TestMergeWithBasePodTemplate(t *testing.T) {
 		taskReader.On("Read", mock.Anything).Return(task, nil)
 
 		tCtx := &pluginsCoreMock.TaskExecutionContext{}
-		tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(&v1.ResourceRequirements{}))
+		tCtx.OnTaskExecutionMetadata().Return(dummyTaskExecutionMetadata(&v1.ResourceRequirements{}, nil))
 		tCtx.OnTaskReader().Return(taskReader)
 
 		resultPodSpec, resultObjectMeta, err := MergeWithBasePodTemplate(context.TODO(), tCtx, &podSpec, &objectMeta, "foo")
diff --git a/flyteplugins/go/tasks/plugins/array/k8s/management_test.go b/flyteplugins/go/tasks/plugins/array/k8s/management_test.go
index 6eafc26bbe5..5e1d37e0666 100644
--- a/flyteplugins/go/tasks/plugins/array/k8s/management_test.go
+++ b/flyteplugins/go/tasks/plugins/array/k8s/management_test.go
@@ -97,6 +97,7 @@ func getMockTaskExecutionContext(ctx context.Context, parallelism int) *mocks.Ta
 			v1.ResourceCPU: resource.MustParse("10"),
 		},
 	})
+	overrides.OnGetExtendedResources().Return(nil)
 
 	tMeta := &mocks.TaskExecutionMetadata{}
 	tMeta.OnGetTaskExecutionID().Return(tID)
diff --git a/flyteplugins/go/tasks/plugins/k8s/dask/dask_test.go b/flyteplugins/go/tasks/plugins/k8s/dask/dask_test.go
index 4eff02279af..cfec0d3af45 100644
--- a/flyteplugins/go/tasks/plugins/k8s/dask/dask_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/dask/dask_test.go
@@ -147,7 +147,7 @@ func dummyDaskTaskTemplate(customImage string, resources *core.Resources, podTem
 	}
 }
 
-func dummyDaskTaskContext(taskTemplate *core.TaskTemplate, resources *v1.ResourceRequirements, isInterruptible bool) pluginsCore.TaskExecutionContext {
+func dummyDaskTaskContext(taskTemplate *core.TaskTemplate, resources *v1.ResourceRequirements, extendedResources *core.ExtendedResources, isInterruptible bool) pluginsCore.TaskExecutionContext {
 	taskCtx := &mocks.TaskExecutionContext{}
 
 	inputReader := &pluginIOMocks.InputReader{}
@@ -192,6 +192,7 @@ func dummyDaskTaskContext(taskTemplate *core.TaskTemplate, resources *v1.Resourc
 	taskExecutionMetadata.OnGetNamespace().Return(defaultNamespace)
 	overrides := &mocks.TaskOverrides{}
 	overrides.OnGetResources().Return(resources)
+	overrides.OnGetExtendedResources().Return(extendedResources)
 	taskExecutionMetadata.OnGetOverrides().Return(overrides)
 	taskCtx.On("TaskExecutionMetadata").Return(taskExecutionMetadata)
 	return taskCtx
@@ -201,7 +202,7 @@ func TestBuildResourceDaskHappyPath(t *testing.T) {
 	daskResourceHandler := daskResourceHandler{}
 
 	taskTemplate := dummyDaskTaskTemplate("", nil, "")
-	taskContext := dummyDaskTaskContext(taskTemplate, &defaultResources, false)
+	taskContext := dummyDaskTaskContext(taskTemplate, &defaultResources, nil, false)
 	r, err := daskResourceHandler.BuildResource(context.TODO(), taskContext)
 	assert.Nil(t, err)
 	assert.NotNil(t, r)
@@ -312,7 +313,7 @@ func TestBuildResourceDaskCustomImages(t *testing.T) {
 
 	daskResourceHandler := daskResourceHandler{}
 	taskTemplate := dummyDaskTaskTemplate(customImage, nil, "")
-	taskContext := dummyDaskTaskContext(taskTemplate, &v1.ResourceRequirements{}, false)
+	taskContext := dummyDaskTaskContext(taskTemplate, &v1.ResourceRequirements{}, nil, false)
 	r, err := daskResourceHandler.BuildResource(context.TODO(), taskContext)
 	assert.Nil(t, err)
 	assert.NotNil(t, r)
@@ -345,7 +346,7 @@ func TestBuildResourceDaskDefaultResoureRequirements(t *testing.T) {
 
 	daskResourceHandler := daskResourceHandler{}
 	taskTemplate := dummyDaskTaskTemplate("", nil, "")
-	taskContext := dummyDaskTaskContext(taskTemplate, &flyteWorkflowResources, false)
+	taskContext := dummyDaskTaskContext(taskTemplate, &flyteWorkflowResources, nil, false)
 	r, err := daskResourceHandler.BuildResource(context.TODO(), taskContext)
 	assert.Nil(t, err)
 	assert.NotNil(t, r)
@@ -402,7 +403,7 @@ func TestBuildResourcesDaskCustomResoureRequirements(t *testing.T) {
 
 	daskResourceHandler := daskResourceHandler{}
 	taskTemplate := dummyDaskTaskTemplate("", &protobufResources, "")
-	taskContext := dummyDaskTaskContext(taskTemplate, &flyteWorkflowResources, false)
+	taskContext := dummyDaskTaskContext(taskTemplate, &flyteWorkflowResources, nil, false)
 	r, err := daskResourceHandler.BuildResource(context.TODO(), taskContext)
 	assert.Nil(t, err)
 	assert.NotNil(t, r)
@@ -457,7 +458,7 @@ func TestBuildResourceDaskInterruptible(t *testing.T) {
 	daskResourceHandler := daskResourceHandler{}
 
 	taskTemplate := dummyDaskTaskTemplate("", nil, "")
-	taskContext := dummyDaskTaskContext(taskTemplate, &defaultResources, true)
+	taskContext := dummyDaskTaskContext(taskTemplate, &defaultResources, nil, true)
 	r, err := daskResourceHandler.BuildResource(context.TODO(), taskContext)
 	assert.Nil(t, err)
 	assert.NotNil(t, r)
@@ -491,7 +492,7 @@ func TestBuildResouceDaskUsePodTemplate(t *testing.T) {
 	flytek8s.DefaultPodTemplateStore.Store(podTemplate)
 	daskResourceHandler := daskResourceHandler{}
 	taskTemplate := dummyDaskTaskTemplate("", nil, podTemplateName)
-	taskContext := dummyDaskTaskContext(taskTemplate, &defaultResources, false)
+	taskContext := dummyDaskTaskContext(taskTemplate, &defaultResources, nil, false)
 	r, err := daskResourceHandler.BuildResource(context.TODO(), taskContext)
 	assert.Nil(t, err)
 	assert.NotNil(t, r)
@@ -506,6 +507,161 @@ func TestBuildResouceDaskUsePodTemplate(t *testing.T) {
 	flytek8s.DefaultPodTemplateStore.Delete(podTemplate)
 }
 
+func TestBuildResourceDaskExtendedResources(t *testing.T) {
+	assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{
+		GpuDeviceNodeLabel:        "gpu-node-label",
+		GpuPartitionSizeNodeLabel: "gpu-partition-size",
+		GpuResourceName:           flytek8s.ResourceNvidiaGPU,
+	}))
+
+	fixtures := []struct {
+		name                      string
+		resources                 *v1.ResourceRequirements
+		extendedResourcesBase     *core.ExtendedResources
+		extendedResourcesOverride *core.ExtendedResources
+		expectedNsr               []v1.NodeSelectorTerm
+		expectedTol               []v1.Toleration
+	}{
+		{
+			"without overrides",
+			&v1.ResourceRequirements{
+				Limits: v1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			nil,
+			[]v1.NodeSelectorTerm{
+				{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-t4"},
+						},
+					},
+				},
+			},
+			[]v1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-t4",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+			},
+		},
+		{
+			"with overrides",
+			&v1.ResourceRequirements{
+				Limits: v1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-a100",
+					PartitionSizeValue: &core.GPUAccelerator_PartitionSize{
+						PartitionSize: "1g.5gb",
+					},
+				},
+			},
+			[]v1.NodeSelectorTerm{
+				{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-a100"},
+						},
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-partition-size",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"1g.5gb"},
+						},
+					},
+				},
+			},
+			[]v1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-a100",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+				{
+					Key:      "gpu-partition-size",
+					Value:    "1g.5gb",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+			},
+		},
+	}
+
+	for _, f := range fixtures {
+		t.Run(f.name, func(t *testing.T) {
+			taskTemplate := dummyDaskTaskTemplate("", nil, "")
+			taskTemplate.ExtendedResources = f.extendedResourcesBase
+			taskContext := dummyDaskTaskContext(taskTemplate, f.resources, f.extendedResourcesOverride, false)
+			daskResourceHandler := daskResourceHandler{}
+			r, err := daskResourceHandler.BuildResource(context.TODO(), taskContext)
+			assert.Nil(t, err)
+			assert.NotNil(t, r)
+			daskJob, ok := r.(*daskAPI.DaskJob)
+			assert.True(t, ok)
+
+			// Job pod
+			jobSpec := daskJob.Spec.Job.Spec
+			assert.EqualValues(
+				t,
+				f.expectedNsr,
+				jobSpec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+			)
+			assert.EqualValues(
+				t,
+				f.expectedTol,
+				jobSpec.Tolerations,
+			)
+
+			// Scheduler
+			schedulerSpec := daskJob.Spec.Cluster.Spec.Scheduler.Spec
+			assert.EqualValues(
+				t,
+				f.expectedNsr,
+				schedulerSpec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+			)
+			assert.EqualValues(
+				t,
+				f.expectedTol,
+				schedulerSpec.Tolerations,
+			)
+
+			// Default Workers
+			workerSpec := daskJob.Spec.Cluster.Spec.Worker.Spec
+			assert.EqualValues(
+				t,
+				f.expectedNsr,
+				workerSpec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+			)
+			assert.EqualValues(
+				t,
+				f.expectedTol,
+				workerSpec.Tolerations,
+			)
+		})
+	}
+}
+
 func TestGetPropertiesDask(t *testing.T) {
 	daskResourceHandler := daskResourceHandler{}
 	expected := k8s.PluginProperties{}
@@ -522,7 +678,7 @@ func TestBuildIdentityResourceDask(t *testing.T) {
 	}
 
 	taskTemplate := dummyDaskTaskTemplate("", nil, "")
-	taskContext := dummyDaskTaskContext(taskTemplate, &v1.ResourceRequirements{}, false)
+	taskContext := dummyDaskTaskContext(taskTemplate, &v1.ResourceRequirements{}, nil, false)
 	identityResources, err := daskResourceHandler.BuildIdentityResource(context.TODO(), taskContext.TaskExecutionMetadata())
 	if err != nil {
 		panic(err)
@@ -535,7 +691,7 @@ func TestGetTaskPhaseDask(t *testing.T) {
 	ctx := context.TODO()
 
 	taskTemplate := dummyDaskTaskTemplate("", nil, "")
-	taskCtx := dummyDaskTaskContext(taskTemplate, &v1.ResourceRequirements{}, false)
+	taskCtx := dummyDaskTaskContext(taskTemplate, &v1.ResourceRequirements{}, nil, false)
 
 	taskPhase, err := daskResourceHandler.GetTaskPhase(ctx, taskCtx, dummyDaskJob(""))
 	assert.NoError(t, err)
diff --git a/flyteplugins/go/tasks/plugins/k8s/kfoperators/mpi/mpi_test.go b/flyteplugins/go/tasks/plugins/k8s/kfoperators/mpi/mpi_test.go
index b7c66b08f60..bda0faff75e 100644
--- a/flyteplugins/go/tasks/plugins/k8s/kfoperators/mpi/mpi_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/kfoperators/mpi/mpi_test.go
@@ -13,6 +13,8 @@ import (
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/logs"
 	pluginsCore "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core/mocks"
+	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s"
+	flytek8sConfig "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s/config"
 	pluginIOMocks "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/io/mocks"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/k8s"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/utils"
@@ -119,7 +121,7 @@ func dummyMPITaskTemplate(id string, args ...interface{}) *core.TaskTemplate {
 	}
 }
 
-func dummyMPITaskContext(taskTemplate *core.TaskTemplate) pluginsCore.TaskExecutionContext {
+func dummyMPITaskContext(taskTemplate *core.TaskTemplate, resources *corev1.ResourceRequirements, extendedResources *core.ExtendedResources) pluginsCore.TaskExecutionContext {
 	taskCtx := &mocks.TaskExecutionContext{}
 	inputReader := &pluginIOMocks.InputReader{}
 	inputReader.OnGetInputPrefixPath().Return("/input/prefix")
@@ -151,8 +153,9 @@ func dummyMPITaskContext(taskTemplate *core.TaskTemplate) pluginsCore.TaskExecut
 	})
 	tID.OnGetGeneratedName().Return("some-acceptable-name")
 
-	resources := &mocks.TaskOverrides{}
-	resources.OnGetResources().Return(resourceRequirements)
+	overrides := &mocks.TaskOverrides{}
+	overrides.OnGetResources().Return(resources)
+	overrides.OnGetExtendedResources().Return(extendedResources)
 
 	taskExecutionMetadata := &mocks.TaskExecutionMetadata{}
 	taskExecutionMetadata.OnGetTaskExecutionID().Return(tID)
@@ -164,7 +167,7 @@ func dummyMPITaskContext(taskTemplate *core.TaskTemplate) pluginsCore.TaskExecut
 		Name: "blah",
 	})
 	taskExecutionMetadata.OnIsInterruptible().Return(true)
-	taskExecutionMetadata.OnGetOverrides().Return(resources)
+	taskExecutionMetadata.OnGetOverrides().Return(overrides)
 	taskExecutionMetadata.OnGetK8sServiceAccount().Return(serviceAccount)
 	taskExecutionMetadata.OnGetPlatformResources().Return(&corev1.ResourceRequirements{})
 	taskExecutionMetadata.OnGetEnvironmentVariables().Return(nil)
@@ -274,7 +277,7 @@ func dummyMPIJobResource(mpiResourceHandler mpiOperatorResourceHandler,
 
 	mpiObj := dummyMPICustomObj(workers, launcher, slots)
 	taskTemplate := dummyMPITaskTemplate(mpiID, mpiObj)
-	resource, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate))
+	resource, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate, resourceRequirements, nil))
 	if err != nil {
 		panic(err)
 	}
@@ -301,7 +304,7 @@ func TestBuildResourceMPI(t *testing.T) {
 	mpiObj := dummyMPICustomObj(100, 50, 1)
 	taskTemplate := dummyMPITaskTemplate(mpiID2, mpiObj)
 
-	resource, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate))
+	resource, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate, resourceRequirements, nil))
 	assert.NoError(t, err)
 	assert.NotNil(t, resource)
 
@@ -337,19 +340,19 @@ func TestBuildResourceMPIForWrongInput(t *testing.T) {
 	mpiObj := dummyMPICustomObj(0, 0, 1)
 	taskTemplate := dummyMPITaskTemplate(mpiID, mpiObj)
 
-	_, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate))
+	_, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate, resourceRequirements, nil))
 	assert.Error(t, err)
 
 	mpiObj = dummyMPICustomObj(1, 0, 1)
 	taskTemplate = dummyMPITaskTemplate(mpiID2, mpiObj)
 
-	_, err = mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate))
+	_, err = mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate, resourceRequirements, nil))
 	assert.Error(t, err)
 
 	mpiObj = dummyMPICustomObj(1, 1, 1)
 	taskTemplate = dummyMPITaskTemplate(mpiID2, mpiObj)
 
-	resource, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate))
+	resource, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate, resourceRequirements, nil))
 	app, ok := resource.(*kubeflowv1.MPIJob)
 	assert.Nil(t, err)
 	assert.Equal(t, true, ok)
@@ -357,6 +360,136 @@ func TestBuildResourceMPIForWrongInput(t *testing.T) {
 	assert.Equal(t, []string{}, app.Spec.MPIReplicaSpecs[kubeflowv1.MPIJobReplicaTypeWorker].Template.Spec.Containers[0].Args)
 }
 
+func TestBuildResourceMPIExtendedResources(t *testing.T) {
+	assert.NoError(t, flytek8sConfig.SetK8sPluginConfig(&flytek8sConfig.K8sPluginConfig{
+		GpuDeviceNodeLabel:        "gpu-node-label",
+		GpuPartitionSizeNodeLabel: "gpu-partition-size",
+		GpuResourceName:           flytek8s.ResourceNvidiaGPU,
+	}))
+
+	fixtures := []struct {
+		name                      string
+		resources                 *corev1.ResourceRequirements
+		extendedResourcesBase     *core.ExtendedResources
+		extendedResourcesOverride *core.ExtendedResources
+		expectedNsr               []corev1.NodeSelectorTerm
+		expectedTol               []corev1.Toleration
+	}{
+		{
+			"without overrides",
+			&corev1.ResourceRequirements{
+				Limits: corev1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			nil,
+			[]corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						corev1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: corev1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-t4"},
+						},
+					},
+				},
+			},
+			[]corev1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-t4",
+					Operator: corev1.TolerationOpEqual,
+					Effect:   corev1.TaintEffectNoSchedule,
+				},
+			},
+		},
+		{
+			"with overrides",
+			&corev1.ResourceRequirements{
+				Limits: corev1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-a100",
+					PartitionSizeValue: &core.GPUAccelerator_PartitionSize{
+						PartitionSize: "1g.5gb",
+					},
+				},
+			},
+			[]corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						corev1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: corev1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-a100"},
+						},
+						corev1.NodeSelectorRequirement{
+							Key:      "gpu-partition-size",
+							Operator: corev1.NodeSelectorOpIn,
+							Values:   []string{"1g.5gb"},
+						},
+					},
+				},
+			},
+			[]corev1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-a100",
+					Operator: corev1.TolerationOpEqual,
+					Effect:   corev1.TaintEffectNoSchedule,
+				},
+				{
+					Key:      "gpu-partition-size",
+					Value:    "1g.5gb",
+					Operator: corev1.TolerationOpEqual,
+					Effect:   corev1.TaintEffectNoSchedule,
+				},
+			},
+		},
+	}
+
+	for _, f := range fixtures {
+		t.Run(f.name, func(t *testing.T) {
+			mpiObj := dummyMPICustomObj(100, 50, 1)
+			taskTemplate := dummyMPITaskTemplate(mpiID2, mpiObj)
+			taskTemplate.ExtendedResources = f.extendedResourcesBase
+			taskContext := dummyMPITaskContext(taskTemplate, f.resources, f.extendedResourcesOverride)
+			mpiResourceHandler := mpiOperatorResourceHandler{}
+			r, err := mpiResourceHandler.BuildResource(context.TODO(), taskContext)
+			assert.Nil(t, err)
+			assert.NotNil(t, r)
+			mpiJob, ok := r.(*kubeflowv1.MPIJob)
+			assert.True(t, ok)
+
+			for _, replicaSpec := range mpiJob.Spec.MPIReplicaSpecs {
+				assert.EqualValues(
+					t,
+					f.expectedNsr,
+					replicaSpec.Template.Spec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+				)
+				assert.EqualValues(
+					t,
+					f.expectedTol,
+					replicaSpec.Template.Spec.Tolerations,
+				)
+			}
+		})
+	}
+}
+
 func TestGetTaskPhase(t *testing.T) {
 	mpiResourceHandler := mpiOperatorResourceHandler{}
 	ctx := context.TODO()
@@ -365,7 +498,7 @@ func TestGetTaskPhase(t *testing.T) {
 		return dummyMPIJobResource(mpiResourceHandler, 2, 1, 1, conditionType)
 	}
 
-	taskCtx := dummyMPITaskContext(dummyMPITaskTemplate("", dummyMPICustomObj(2, 1, 1)))
+	taskCtx := dummyMPITaskContext(dummyMPITaskTemplate("", dummyMPICustomObj(2, 1, 1)), resourceRequirements, nil)
 	taskPhase, err := mpiResourceHandler.GetTaskPhase(ctx, taskCtx, dummyMPIJobResourceCreator(mpiOp.JobCreated))
 	assert.NoError(t, err)
 	assert.Equal(t, pluginsCore.PhaseQueued, taskPhase.Phase())
@@ -409,7 +542,7 @@ func TestGetLogs(t *testing.T) {
 
 	mpiResourceHandler := mpiOperatorResourceHandler{}
 	mpiJob := dummyMPIJobResource(mpiResourceHandler, workers, launcher, slots, mpiOp.JobRunning)
-	taskCtx := dummyMPITaskContext(dummyMPITaskTemplate("", dummyMPICustomObj(workers, launcher, slots)))
+	taskCtx := dummyMPITaskContext(dummyMPITaskTemplate("", dummyMPICustomObj(workers, launcher, slots)), resourceRequirements, nil)
 	jobLogs, err := common.GetLogs(taskCtx, common.MPITaskType, mpiJob.ObjectMeta, false, workers, launcher, 0, 0)
 	assert.NoError(t, err)
 	assert.Equal(t, 2, len(jobLogs))
@@ -442,7 +575,7 @@ func TestReplicaCounts(t *testing.T) {
 			mpiObj := dummyMPICustomObj(test.workerReplicaCount, test.launcherReplicaCount, 1)
 			taskTemplate := dummyMPITaskTemplate(mpiID2, mpiObj)
 
-			resource, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate))
+			resource, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate, resourceRequirements, nil))
 			if test.expectError {
 				assert.Error(t, err)
 				assert.Nil(t, resource)
@@ -520,7 +653,7 @@ func TestBuildResourceMPIV1(t *testing.T) {
 	taskTemplate := dummyMPITaskTemplate(mpiID2, taskConfig)
 	taskTemplate.TaskTypeVersion = 1
 
-	resource, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate))
+	resource, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate, resourceRequirements, nil))
 	assert.NoError(t, err)
 	assert.NotNil(t, resource)
 
@@ -568,7 +701,7 @@ func TestBuildResourceMPIV1WithOnlyWorkerReplica(t *testing.T) {
 	taskTemplate := dummyMPITaskTemplate(mpiID2, taskConfig)
 	taskTemplate.TaskTypeVersion = 1
 
-	resource, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate))
+	resource, err := mpiResourceHandler.BuildResource(context.TODO(), dummyMPITaskContext(taskTemplate, resourceRequirements, nil))
 	assert.NoError(t, err)
 	assert.NotNil(t, resource)
 
diff --git a/flyteplugins/go/tasks/plugins/k8s/kfoperators/pytorch/pytorch_test.go b/flyteplugins/go/tasks/plugins/k8s/kfoperators/pytorch/pytorch_test.go
index 9407294971d..f980c897417 100644
--- a/flyteplugins/go/tasks/plugins/k8s/kfoperators/pytorch/pytorch_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/kfoperators/pytorch/pytorch_test.go
@@ -10,6 +10,7 @@ import (
 
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/logs"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s"
+	flytek8sConfig "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s/config"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/k8s"
 	commonOp "github.com/kubeflow/common/pkg/apis/common/v1"
 	corev1 "k8s.io/api/core/v1"
@@ -128,7 +129,7 @@ func dummyPytorchTaskTemplate(id string, args ...interface{}) *core.TaskTemplate
 	}
 }
 
-func dummyPytorchTaskContext(taskTemplate *core.TaskTemplate) pluginsCore.TaskExecutionContext {
+func dummyPytorchTaskContext(taskTemplate *core.TaskTemplate, resources *corev1.ResourceRequirements, extendedResources *core.ExtendedResources) pluginsCore.TaskExecutionContext {
 	taskCtx := &mocks.TaskExecutionContext{}
 	inputReader := &pluginIOMocks.InputReader{}
 	inputReader.OnGetInputPrefixPath().Return("/input/prefix")
@@ -160,19 +161,9 @@ func dummyPytorchTaskContext(taskTemplate *core.TaskTemplate) pluginsCore.TaskEx
 	})
 	tID.OnGetGeneratedName().Return("some-acceptable-name")
 
-	resources := &mocks.TaskOverrides{}
-	resources.OnGetResources().Return(&corev1.ResourceRequirements{
-		Limits: corev1.ResourceList{
-			corev1.ResourceCPU:         resource.MustParse("1000m"),
-			corev1.ResourceMemory:      resource.MustParse("1Gi"),
-			flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
-		},
-		Requests: corev1.ResourceList{
-			corev1.ResourceCPU:         resource.MustParse("100m"),
-			corev1.ResourceMemory:      resource.MustParse("512Mi"),
-			flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
-		},
-	})
+	overrides := &mocks.TaskOverrides{}
+	overrides.OnGetResources().Return(resources)
+	overrides.OnGetExtendedResources().Return(extendedResources)
 
 	taskExecutionMetadata := &mocks.TaskExecutionMetadata{}
 	taskExecutionMetadata.OnGetTaskExecutionID().Return(tID)
@@ -184,7 +175,7 @@ func dummyPytorchTaskContext(taskTemplate *core.TaskTemplate) pluginsCore.TaskEx
 		Name: "blah",
 	})
 	taskExecutionMetadata.OnIsInterruptible().Return(true)
-	taskExecutionMetadata.OnGetOverrides().Return(resources)
+	taskExecutionMetadata.OnGetOverrides().Return(overrides)
 	taskExecutionMetadata.OnGetK8sServiceAccount().Return(serviceAccount)
 	taskExecutionMetadata.OnGetPlatformResources().Return(&corev1.ResourceRequirements{})
 	taskExecutionMetadata.OnGetEnvironmentVariables().Return(nil)
@@ -293,7 +284,7 @@ func dummyPytorchJobResource(pytorchResourceHandler pytorchOperatorResourceHandl
 
 	ptObj := dummyPytorchCustomObj(workers)
 	taskTemplate := dummyPytorchTaskTemplate("job1", ptObj)
-	resource, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate))
+	resource, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate, resourceRequirements, nil))
 	if err != nil {
 		panic(err)
 	}
@@ -321,7 +312,7 @@ func TestBuildResourcePytorchElastic(t *testing.T) {
 	ptObj := dummyElasticPytorchCustomObj(2, plugins.ElasticConfig{MinReplicas: 1, MaxReplicas: 2, NprocPerNode: 4, RdzvBackend: "c10d"})
 	taskTemplate := dummyPytorchTaskTemplate("job2", ptObj)
 
-	resource, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate))
+	resource, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate, resourceRequirements, nil))
 	assert.NoError(t, err)
 	assert.NotNil(t, resource)
 
@@ -337,24 +328,22 @@ func TestBuildResourcePytorchElastic(t *testing.T) {
 	assert.Equal(t, 1, len(pytorchJob.Spec.PyTorchReplicaSpecs))
 	assert.Contains(t, pytorchJob.Spec.PyTorchReplicaSpecs, kubeflowv1.PyTorchJobReplicaTypeWorker)
 
-	var hasContainerWithDefaultPytorchName = false
-
-	for _, container := range pytorchJob.Spec.PyTorchReplicaSpecs[kubeflowv1.PyTorchJobReplicaTypeWorker].Template.Spec.Containers {
-		if container.Name == kubeflowv1.PytorchJobDefaultContainerName {
-			hasContainerWithDefaultPytorchName = true
+	for _, replicaSpec := range pytorchJob.Spec.PyTorchReplicaSpecs {
+		var hasContainerWithDefaultPytorchName = false
+		podSpec := replicaSpec.Template.Spec
+		for _, container := range podSpec.Containers {
+			if container.Name == kubeflowv1.PytorchJobDefaultContainerName {
+				hasContainerWithDefaultPytorchName = true
+			}
 		}
-	}
 
-	assert.True(t, hasContainerWithDefaultPytorchName)
+		assert.True(t, hasContainerWithDefaultPytorchName)
 
-	// verify TaskExecutionMetadata labels and annotations are copied to the PyTorchJob
-	for k, v := range dummyAnnotations {
-		for _, replicaSpec := range pytorchJob.Spec.PyTorchReplicaSpecs {
+		// verify TaskExecutionMetadata labels and annotations are copied to the PyTorchJob
+		for k, v := range dummyAnnotations {
 			assert.Equal(t, v, replicaSpec.Template.ObjectMeta.Annotations[k])
 		}
-	}
-	for k, v := range dummyLabels {
-		for _, replicaSpec := range pytorchJob.Spec.PyTorchReplicaSpecs {
+		for k, v := range dummyLabels {
 			assert.Equal(t, v, replicaSpec.Template.ObjectMeta.Labels[k])
 		}
 	}
@@ -366,7 +355,7 @@ func TestBuildResourcePytorch(t *testing.T) {
 	ptObj := dummyPytorchCustomObj(100)
 	taskTemplate := dummyPytorchTaskTemplate("job3", ptObj)
 
-	res, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate))
+	res, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate, resourceRequirements, nil))
 	assert.NoError(t, err)
 	assert.NotNil(t, res)
 
@@ -389,7 +378,6 @@ func TestBuildResourcePytorch(t *testing.T) {
 
 	for _, replicaSpec := range pytorchJob.Spec.PyTorchReplicaSpecs {
 		var hasContainerWithDefaultPytorchName = false
-
 		for _, container := range replicaSpec.Template.Spec.Containers {
 			if container.Name == kubeflowv1.PytorchJobDefaultContainerName {
 				hasContainerWithDefaultPytorchName = true
@@ -403,6 +391,151 @@ func TestBuildResourcePytorch(t *testing.T) {
 	}
 }
 
+func TestBuildResourcePytorchExtendedResources(t *testing.T) {
+	assert.NoError(t, flytek8sConfig.SetK8sPluginConfig(&flytek8sConfig.K8sPluginConfig{
+		GpuDeviceNodeLabel:        "gpu-node-label",
+		GpuPartitionSizeNodeLabel: "gpu-partition-size",
+		GpuResourceName:           flytek8s.ResourceNvidiaGPU,
+	}))
+
+	fixtures := []struct {
+		name                      string
+		resources                 *corev1.ResourceRequirements
+		extendedResourcesBase     *core.ExtendedResources
+		extendedResourcesOverride *core.ExtendedResources
+		expectedNsr               []corev1.NodeSelectorTerm
+		expectedTol               []corev1.Toleration
+	}{
+		{
+			"without overrides",
+			&corev1.ResourceRequirements{
+				Limits: corev1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			nil,
+			[]corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						corev1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: corev1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-t4"},
+						},
+					},
+				},
+			},
+			[]corev1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-t4",
+					Operator: corev1.TolerationOpEqual,
+					Effect:   corev1.TaintEffectNoSchedule,
+				},
+			},
+		},
+		{
+			"with overrides",
+			&corev1.ResourceRequirements{
+				Limits: corev1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-a100",
+					PartitionSizeValue: &core.GPUAccelerator_PartitionSize{
+						PartitionSize: "1g.5gb",
+					},
+				},
+			},
+			[]corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						corev1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: corev1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-a100"},
+						},
+						corev1.NodeSelectorRequirement{
+							Key:      "gpu-partition-size",
+							Operator: corev1.NodeSelectorOpIn,
+							Values:   []string{"1g.5gb"},
+						},
+					},
+				},
+			},
+			[]corev1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-a100",
+					Operator: corev1.TolerationOpEqual,
+					Effect:   corev1.TaintEffectNoSchedule,
+				},
+				{
+					Key:      "gpu-partition-size",
+					Value:    "1g.5gb",
+					Operator: corev1.TolerationOpEqual,
+					Effect:   corev1.TaintEffectNoSchedule,
+				},
+			},
+		},
+	}
+
+	testConfigs := []struct {
+		name   string
+		plugin *plugins.DistributedPyTorchTrainingTask
+	}{
+		{
+			"pytorch",
+			dummyPytorchCustomObj(100),
+		},
+		{
+			"elastic pytorch",
+			dummyElasticPytorchCustomObj(2, plugins.ElasticConfig{MinReplicas: 1, MaxReplicas: 2, NprocPerNode: 4, RdzvBackend: "c10d"}),
+		},
+	}
+
+	for _, tCfg := range testConfigs {
+		for _, f := range fixtures {
+			t.Run(tCfg.name+" "+f.name, func(t *testing.T) {
+				taskTemplate := dummyPytorchTaskTemplate("job", tCfg.plugin)
+				taskTemplate.ExtendedResources = f.extendedResourcesBase
+				taskContext := dummyPytorchTaskContext(taskTemplate, f.resources, f.extendedResourcesOverride)
+				pytorchResourceHandler := pytorchOperatorResourceHandler{}
+				r, err := pytorchResourceHandler.BuildResource(context.TODO(), taskContext)
+				assert.NoError(t, err)
+				assert.NotNil(t, r)
+				pytorchJob, ok := r.(*kubeflowv1.PyTorchJob)
+				assert.True(t, ok)
+
+				for _, replicaSpec := range pytorchJob.Spec.PyTorchReplicaSpecs {
+					assert.EqualValues(
+						t,
+						f.expectedNsr,
+						replicaSpec.Template.Spec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+					)
+					assert.EqualValues(
+						t,
+						f.expectedTol,
+						replicaSpec.Template.Spec.Tolerations,
+					)
+				}
+			})
+		}
+	}
+}
+
 func TestGetTaskPhase(t *testing.T) {
 	pytorchResourceHandler := pytorchOperatorResourceHandler{}
 	ctx := context.TODO()
@@ -411,7 +544,7 @@ func TestGetTaskPhase(t *testing.T) {
 		return dummyPytorchJobResource(pytorchResourceHandler, 2, conditionType)
 	}
 
-	taskCtx := dummyPytorchTaskContext(dummyPytorchTaskTemplate("", dummyPytorchCustomObj(2)))
+	taskCtx := dummyPytorchTaskContext(dummyPytorchTaskTemplate("", dummyPytorchCustomObj(2)), resourceRequirements, nil)
 	taskPhase, err := pytorchResourceHandler.GetTaskPhase(ctx, taskCtx, dummyPytorchJobResourceCreator(commonOp.JobCreated))
 	assert.NoError(t, err)
 	assert.Equal(t, pluginsCore.PhaseQueued, taskPhase.Phase())
@@ -454,7 +587,7 @@ func TestGetLogs(t *testing.T) {
 
 	pytorchResourceHandler := pytorchOperatorResourceHandler{}
 	pytorchJob := dummyPytorchJobResource(pytorchResourceHandler, workers, commonOp.JobRunning)
-	taskCtx := dummyPytorchTaskContext(dummyPytorchTaskTemplate("", dummyPytorchCustomObj(workers)))
+	taskCtx := dummyPytorchTaskContext(dummyPytorchTaskTemplate("", dummyPytorchCustomObj(workers)), resourceRequirements, nil)
 	jobLogs, err := common.GetLogs(taskCtx, common.PytorchTaskType, pytorchJob.ObjectMeta, hasMaster, workers, 0, 0, 0)
 	assert.NoError(t, err)
 	assert.Equal(t, 3, len(jobLogs))
@@ -474,7 +607,7 @@ func TestGetLogsElastic(t *testing.T) {
 
 	pytorchResourceHandler := pytorchOperatorResourceHandler{}
 	pytorchJob := dummyPytorchJobResource(pytorchResourceHandler, workers, commonOp.JobRunning)
-	taskCtx := dummyPytorchTaskContext(dummyPytorchTaskTemplate("", dummyPytorchCustomObj(workers)))
+	taskCtx := dummyPytorchTaskContext(dummyPytorchTaskTemplate("", dummyPytorchCustomObj(workers)), resourceRequirements, nil)
 	jobLogs, err := common.GetLogs(taskCtx, common.PytorchTaskType, pytorchJob.ObjectMeta, hasMaster, workers, 0, 0, 0)
 	assert.NoError(t, err)
 	assert.Equal(t, 2, len(jobLogs))
@@ -505,7 +638,7 @@ func TestReplicaCounts(t *testing.T) {
 			ptObj := dummyPytorchCustomObj(test.workerReplicaCount)
 			taskTemplate := dummyPytorchTaskTemplate("the job", ptObj)
 
-			res, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate))
+			res, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate, resourceRequirements, nil))
 			if test.expectError {
 				assert.Error(t, err)
 				assert.Nil(t, res)
@@ -579,7 +712,7 @@ func TestBuildResourcePytorchV1(t *testing.T) {
 	taskTemplate := dummyPytorchTaskTemplate("job4", taskConfig)
 	taskTemplate.TaskTypeVersion = 1
 
-	res, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate))
+	res, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate, resourceRequirements, nil))
 	assert.NoError(t, err)
 	assert.NotNil(t, res)
 
@@ -623,7 +756,7 @@ func TestBuildResourcePytorchV1WithRunPolicy(t *testing.T) {
 	taskTemplate := dummyPytorchTaskTemplate("job5", taskConfig)
 	taskTemplate.TaskTypeVersion = 1
 
-	res, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate))
+	res, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate, resourceRequirements, nil))
 	assert.NoError(t, err)
 	assert.NotNil(t, res)
 
@@ -679,7 +812,7 @@ func TestBuildResourcePytorchV1WithOnlyWorkerSpec(t *testing.T) {
 	taskTemplate := dummyPytorchTaskTemplate("job5", taskConfig)
 	taskTemplate.TaskTypeVersion = 1
 
-	res, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate))
+	res, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate, resourceRequirements, nil))
 	assert.NoError(t, err)
 	assert.NotNil(t, res)
 
@@ -712,7 +845,7 @@ func TestBuildResourcePytorchV1WithElastic(t *testing.T) {
 	taskTemplate.TaskTypeVersion = 1
 
 	pytorchResourceHandler := pytorchOperatorResourceHandler{}
-	resource, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate))
+	resource, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate, resourceRequirements, nil))
 	assert.NoError(t, err)
 	assert.NotNil(t, resource)
 
@@ -748,7 +881,7 @@ func TestBuildResourcePytorchV1WithZeroWorker(t *testing.T) {
 	pytorchResourceHandler := pytorchOperatorResourceHandler{}
 	taskTemplate := dummyPytorchTaskTemplate("job5", taskConfig)
 	taskTemplate.TaskTypeVersion = 1
-	_, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate))
+	_, err := pytorchResourceHandler.BuildResource(context.TODO(), dummyPytorchTaskContext(taskTemplate, resourceRequirements, nil))
 	assert.Error(t, err)
 }
 
diff --git a/flyteplugins/go/tasks/plugins/k8s/kfoperators/tensorflow/tensorflow_test.go b/flyteplugins/go/tasks/plugins/k8s/kfoperators/tensorflow/tensorflow_test.go
index 764be381811..ee5e97db16a 100644
--- a/flyteplugins/go/tasks/plugins/k8s/kfoperators/tensorflow/tensorflow_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/kfoperators/tensorflow/tensorflow_test.go
@@ -18,6 +18,7 @@ import (
 	"github.com/stretchr/testify/mock"
 
 	pluginsCore "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core"
+	flytek8sConfig "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s/config"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/utils"
 
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core/mocks"
@@ -122,7 +123,7 @@ func dummyTensorFlowTaskTemplate(id string, args ...interface{}) *core.TaskTempl
 	}
 }
 
-func dummyTensorFlowTaskContext(taskTemplate *core.TaskTemplate) pluginsCore.TaskExecutionContext {
+func dummyTensorFlowTaskContext(taskTemplate *core.TaskTemplate, resources *corev1.ResourceRequirements, extendedResources *core.ExtendedResources) pluginsCore.TaskExecutionContext {
 	taskCtx := &mocks.TaskExecutionContext{}
 	inputReader := &pluginIOMocks.InputReader{}
 	inputReader.OnGetInputPrefixPath().Return("/input/prefix")
@@ -154,8 +155,9 @@ func dummyTensorFlowTaskContext(taskTemplate *core.TaskTemplate) pluginsCore.Tas
 	})
 	tID.OnGetGeneratedName().Return("some-acceptable-name")
 
-	resources := &mocks.TaskOverrides{}
-	resources.OnGetResources().Return(resourceRequirements)
+	overrides := &mocks.TaskOverrides{}
+	overrides.OnGetResources().Return(resources)
+	overrides.OnGetExtendedResources().Return(extendedResources)
 
 	taskExecutionMetadata := &mocks.TaskExecutionMetadata{}
 	taskExecutionMetadata.OnGetTaskExecutionID().Return(tID)
@@ -167,7 +169,7 @@ func dummyTensorFlowTaskContext(taskTemplate *core.TaskTemplate) pluginsCore.Tas
 		Name: "blah",
 	})
 	taskExecutionMetadata.OnIsInterruptible().Return(true)
-	taskExecutionMetadata.OnGetOverrides().Return(resources)
+	taskExecutionMetadata.OnGetOverrides().Return(overrides)
 	taskExecutionMetadata.OnGetK8sServiceAccount().Return(serviceAccount)
 	taskExecutionMetadata.OnGetPlatformResources().Return(&corev1.ResourceRequirements{})
 	taskExecutionMetadata.OnGetEnvironmentVariables().Return(nil)
@@ -277,7 +279,7 @@ func dummyTensorFlowJobResource(tensorflowResourceHandler tensorflowOperatorReso
 
 	tfObj := dummyTensorFlowCustomObj(workers, psReplicas, chiefReplicas, evaluatorReplicas)
 	taskTemplate := dummyTensorFlowTaskTemplate("the job", tfObj)
-	resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate))
+	resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate, resourceRequirements, nil))
 	if err != nil {
 		panic(err)
 	}
@@ -304,7 +306,7 @@ func TestBuildResourceTensorFlow(t *testing.T) {
 	tfObj := dummyTensorFlowCustomObj(100, 50, 1, 1)
 	taskTemplate := dummyTensorFlowTaskTemplate("the job", tfObj)
 
-	resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate))
+	resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate, resourceRequirements, nil))
 	assert.NoError(t, err)
 	assert.NotNil(t, resource)
 
@@ -329,8 +331,8 @@ func TestBuildResourceTensorFlow(t *testing.T) {
 
 	for _, replicaSpec := range tensorflowJob.Spec.TFReplicaSpecs {
 		var hasContainerWithDefaultTensorFlowName = false
-
-		for _, container := range replicaSpec.Template.Spec.Containers {
+		podSpec := replicaSpec.Template.Spec
+		for _, container := range podSpec.Containers {
 			if container.Name == kubeflowv1.TFJobDefaultContainerName {
 				hasContainerWithDefaultTensorFlowName = true
 			}
@@ -343,6 +345,161 @@ func TestBuildResourceTensorFlow(t *testing.T) {
 	}
 }
 
+func TestBuildResourceTensorFlowExtendedResources(t *testing.T) {
+	assert.NoError(t, flytek8sConfig.SetK8sPluginConfig(&flytek8sConfig.K8sPluginConfig{
+		GpuDeviceNodeLabel:        "gpu-node-label",
+		GpuPartitionSizeNodeLabel: "gpu-partition-size",
+		GpuResourceName:           flytek8s.ResourceNvidiaGPU,
+	}))
+
+	fixtures := []struct {
+		name                      string
+		resources                 *corev1.ResourceRequirements
+		extendedResourcesBase     *core.ExtendedResources
+		extendedResourcesOverride *core.ExtendedResources
+		expectedNsr               []corev1.NodeSelectorTerm
+		expectedTol               []corev1.Toleration
+	}{
+		{
+			"without overrides",
+			&corev1.ResourceRequirements{
+				Limits: corev1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			nil,
+			[]corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						corev1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: corev1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-t4"},
+						},
+					},
+				},
+			},
+			[]corev1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-t4",
+					Operator: corev1.TolerationOpEqual,
+					Effect:   corev1.TaintEffectNoSchedule,
+				},
+			},
+		},
+		{
+			"with overrides",
+			&corev1.ResourceRequirements{
+				Limits: corev1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-a100",
+					PartitionSizeValue: &core.GPUAccelerator_PartitionSize{
+						PartitionSize: "1g.5gb",
+					},
+				},
+			},
+			[]corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						corev1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: corev1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-a100"},
+						},
+						corev1.NodeSelectorRequirement{
+							Key:      "gpu-partition-size",
+							Operator: corev1.NodeSelectorOpIn,
+							Values:   []string{"1g.5gb"},
+						},
+					},
+				},
+			},
+			[]corev1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-a100",
+					Operator: corev1.TolerationOpEqual,
+					Effect:   corev1.TaintEffectNoSchedule,
+				},
+				{
+					Key:      "gpu-partition-size",
+					Value:    "1g.5gb",
+					Operator: corev1.TolerationOpEqual,
+					Effect:   corev1.TaintEffectNoSchedule,
+				},
+			},
+		},
+	}
+
+	v0TaskTemplate := dummyTensorFlowTaskTemplate("v0", dummyTensorFlowCustomObj(100, 50, 1, 1))
+	v1TaskTemplate := dummyTensorFlowTaskTemplate("v1", &kfplugins.DistributedTensorflowTrainingTask{
+		ChiefReplicas: &kfplugins.DistributedTensorflowTrainingReplicaSpec{
+			Replicas: 1,
+		},
+		WorkerReplicas: &kfplugins.DistributedTensorflowTrainingReplicaSpec{
+			Replicas: 100,
+		},
+		PsReplicas: &kfplugins.DistributedTensorflowTrainingReplicaSpec{
+			Replicas: 50,
+		},
+		EvaluatorReplicas: &kfplugins.DistributedTensorflowTrainingReplicaSpec{
+			Replicas: 1,
+		},
+	})
+	v1TaskTemplate.TaskTypeVersion = 1
+	testConfigs := []struct {
+		name         string
+		taskTemplate *core.TaskTemplate
+	}{
+		{"v0", v0TaskTemplate},
+		{"v1", v1TaskTemplate},
+	}
+
+	for _, tCfg := range testConfigs {
+		for _, f := range fixtures {
+			t.Run(tCfg.name+" "+f.name, func(t *testing.T) {
+				taskTemplate := *tCfg.taskTemplate
+				taskTemplate.ExtendedResources = f.extendedResourcesBase
+				tensorflowResourceHandler := tensorflowOperatorResourceHandler{}
+				taskContext := dummyTensorFlowTaskContext(&taskTemplate, f.resources, f.extendedResourcesOverride)
+				r, err := tensorflowResourceHandler.BuildResource(context.TODO(), taskContext)
+				assert.NoError(t, err)
+				assert.NotNil(t, r)
+				tensorflowJob, ok := r.(*kubeflowv1.TFJob)
+				assert.True(t, ok)
+
+				for _, replicaSpec := range tensorflowJob.Spec.TFReplicaSpecs {
+					assert.EqualValues(
+						t,
+						f.expectedNsr,
+						replicaSpec.Template.Spec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+					)
+					assert.EqualValues(
+						t,
+						f.expectedTol,
+						replicaSpec.Template.Spec.Tolerations,
+					)
+				}
+			})
+		}
+	}
+}
+
 func TestGetTaskPhase(t *testing.T) {
 	tensorflowResourceHandler := tensorflowOperatorResourceHandler{}
 	ctx := context.TODO()
@@ -351,7 +508,7 @@ func TestGetTaskPhase(t *testing.T) {
 		return dummyTensorFlowJobResource(tensorflowResourceHandler, 2, 1, 1, 1, conditionType)
 	}
 
-	taskCtx := dummyTensorFlowTaskContext(dummyTensorFlowTaskTemplate("", dummyTensorFlowCustomObj(2, 1, 1, 1)))
+	taskCtx := dummyTensorFlowTaskContext(dummyTensorFlowTaskTemplate("", dummyTensorFlowCustomObj(2, 1, 1, 1)), resourceRequirements, nil)
 	taskPhase, err := tensorflowResourceHandler.GetTaskPhase(ctx, taskCtx, dummyTensorFlowJobResourceCreator(commonOp.JobCreated))
 	assert.NoError(t, err)
 	assert.Equal(t, pluginsCore.PhaseQueued, taskPhase.Phase())
@@ -396,7 +553,7 @@ func TestGetLogs(t *testing.T) {
 
 	tensorflowResourceHandler := tensorflowOperatorResourceHandler{}
 	tensorFlowJob := dummyTensorFlowJobResource(tensorflowResourceHandler, workers, psReplicas, chiefReplicas, evaluatorReplicas, commonOp.JobRunning)
-	taskCtx := dummyTensorFlowTaskContext(dummyTensorFlowTaskTemplate("", dummyTensorFlowCustomObj(workers, psReplicas, chiefReplicas, evaluatorReplicas)))
+	taskCtx := dummyTensorFlowTaskContext(dummyTensorFlowTaskTemplate("", dummyTensorFlowCustomObj(workers, psReplicas, chiefReplicas, evaluatorReplicas)), resourceRequirements, nil)
 	jobLogs, err := common.GetLogs(taskCtx, common.TensorflowTaskType, tensorFlowJob.ObjectMeta, false,
 		workers, psReplicas, chiefReplicas, evaluatorReplicas)
 	assert.NoError(t, err)
@@ -443,7 +600,7 @@ func TestReplicaCounts(t *testing.T) {
 			tfObj := dummyTensorFlowCustomObj(test.workerReplicaCount, test.psReplicaCount, test.chiefReplicaCount, test.evaluatorReplicaCount)
 			taskTemplate := dummyTensorFlowTaskTemplate("the job", tfObj)
 
-			resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate))
+			resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate, resourceRequirements, nil))
 			if test.expectError {
 				assert.Error(t, err)
 				assert.Nil(t, resource)
@@ -575,7 +732,7 @@ func TestBuildResourceTensorFlowV1(t *testing.T) {
 	taskTemplate := dummyTensorFlowTaskTemplate("v1", taskConfig)
 	taskTemplate.TaskTypeVersion = 1
 
-	resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate))
+	resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate, resourceRequirements, nil))
 	assert.NoError(t, err)
 	assert.NotNil(t, resource)
 
@@ -637,7 +794,7 @@ func TestBuildResourceTensorFlowV1WithOnlyWorker(t *testing.T) {
 	taskTemplate := dummyTensorFlowTaskTemplate("v1 with only worker replica", taskConfig)
 	taskTemplate.TaskTypeVersion = 1
 
-	resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate))
+	resource, err := tensorflowResourceHandler.BuildResource(context.TODO(), dummyTensorFlowTaskContext(taskTemplate, resourceRequirements, nil))
 	assert.NoError(t, err)
 	assert.NotNil(t, resource)
 
diff --git a/flyteplugins/go/tasks/plugins/k8s/pod/container_test.go b/flyteplugins/go/tasks/plugins/k8s/pod/container_test.go
index 0e1a2876da3..286c2673d71 100644
--- a/flyteplugins/go/tasks/plugins/k8s/pod/container_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/pod/container_test.go
@@ -10,6 +10,7 @@ import (
 	pluginsCore "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core"
 	pluginsCoreMock "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/core/mocks"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s"
+	flytek8sConfig "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/flytek8s/config"
 	pluginsIOMock "github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/io/mocks"
 	"github.com/flyteorg/flyte/flyteplugins/go/tasks/pluginmachinery/k8s"
 
@@ -30,7 +31,19 @@ var containerResourceRequirements = &v1.ResourceRequirements{
 	},
 }
 
-func dummyContainerTaskMetadata(resources *v1.ResourceRequirements) pluginsCore.TaskExecutionMetadata {
+func dummyContainerTaskTemplate(command []string, args []string) *core.TaskTemplate {
+	return &core.TaskTemplate{
+		Type: "test",
+		Target: &core.TaskTemplate_Container{
+			Container: &core.Container{
+				Command: command,
+				Args:    args,
+			},
+		},
+	}
+}
+
+func dummyContainerTaskMetadata(resources *v1.ResourceRequirements, extendedResources *core.ExtendedResources) pluginsCore.TaskExecutionMetadata {
 	taskMetadata := &pluginsCoreMock.TaskExecutionMetadata{}
 	taskMetadata.On("GetNamespace").Return("test-namespace")
 	taskMetadata.On("GetAnnotations").Return(map[string]string{"annotation-1": "val1"})
@@ -64,24 +77,15 @@ func dummyContainerTaskMetadata(resources *v1.ResourceRequirements) pluginsCore.
 
 	to := &pluginsCoreMock.TaskOverrides{}
 	to.On("GetResources").Return(resources)
+	to.On("GetExtendedResources").Return(extendedResources)
 	taskMetadata.On("GetOverrides").Return(to)
 	taskMetadata.On("IsInterruptible").Return(true)
 	taskMetadata.On("GetEnvironmentVariables").Return(nil)
 	return taskMetadata
 }
 
-func dummyContainerTaskContext(resources *v1.ResourceRequirements, command []string, args []string) pluginsCore.TaskExecutionContext {
-	task := &core.TaskTemplate{
-		Type: "test",
-		Target: &core.TaskTemplate_Container{
-			Container: &core.Container{
-				Command: command,
-				Args:    args,
-			},
-		},
-	}
-
-	dummyTaskMetadata := dummyContainerTaskMetadata(resources)
+func dummyContainerTaskContext(taskTemplate *core.TaskTemplate, resources *v1.ResourceRequirements, extendedResources *core.ExtendedResources) pluginsCore.TaskExecutionContext {
+	dummyTaskMetadata := dummyContainerTaskMetadata(resources, extendedResources)
 	taskCtx := &pluginsCoreMock.TaskExecutionContext{}
 	inputReader := &pluginsIOMock.InputReader{}
 	inputReader.OnGetInputPrefixPath().Return("test-data-reference")
@@ -99,7 +103,7 @@ func dummyContainerTaskContext(resources *v1.ResourceRequirements, command []str
 	taskCtx.OnOutputWriter().Return(outputReader)
 
 	taskReader := &pluginsCoreMock.TaskReader{}
-	taskReader.OnReadMatch(mock.Anything).Return(task, nil)
+	taskReader.OnReadMatch(mock.Anything).Return(taskTemplate, nil)
 	taskCtx.OnTaskReader().Return(taskReader)
 
 	taskCtx.OnTaskExecutionMetadata().Return(dummyTaskMetadata)
@@ -124,7 +128,8 @@ func TestContainerTaskExecutor_BuildIdentityResource(t *testing.T) {
 func TestContainerTaskExecutor_BuildResource(t *testing.T) {
 	command := []string{"command"}
 	args := []string{"{{.Input}}"}
-	taskCtx := dummyContainerTaskContext(containerResourceRequirements, command, args)
+	taskTemplate := dummyContainerTaskTemplate(command, args)
+	taskCtx := dummyContainerTaskContext(taskTemplate, containerResourceRequirements, nil)
 
 	r, err := DefaultPodPlugin.BuildResource(context.TODO(), taskCtx)
 	assert.NoError(t, err)
@@ -145,10 +150,137 @@ func TestContainerTaskExecutor_BuildResource(t *testing.T) {
 	assert.Equal(t, "service-account", j.Spec.ServiceAccountName)
 }
 
+func TestContainerTaskExecutor_BuildResource_ExtendedResources(t *testing.T) {
+	assert.NoError(t, flytek8sConfig.SetK8sPluginConfig(&flytek8sConfig.K8sPluginConfig{
+		GpuDeviceNodeLabel:        "gpu-node-label",
+		GpuPartitionSizeNodeLabel: "gpu-partition-size",
+		GpuResourceName:           flytek8s.ResourceNvidiaGPU,
+	}))
+
+	fixtures := []struct {
+		name                      string
+		resources                 *v1.ResourceRequirements
+		extendedResourcesBase     *core.ExtendedResources
+		extendedResourcesOverride *core.ExtendedResources
+		expectedNsr               []v1.NodeSelectorTerm
+		expectedTol               []v1.Toleration
+	}{
+		{
+			"without overrides",
+			&v1.ResourceRequirements{
+				Limits: v1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			nil,
+			[]v1.NodeSelectorTerm{
+				{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-t4"},
+						},
+					},
+				},
+			},
+			[]v1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-t4",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+			},
+		},
+		{
+			"with overrides",
+			&v1.ResourceRequirements{
+				Limits: v1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-a100",
+					PartitionSizeValue: &core.GPUAccelerator_PartitionSize{
+						PartitionSize: "1g.5gb",
+					},
+				},
+			},
+			[]v1.NodeSelectorTerm{
+				{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-a100"},
+						},
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-partition-size",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"1g.5gb"},
+						},
+					},
+				},
+			},
+			[]v1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-a100",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+				{
+					Key:      "gpu-partition-size",
+					Value:    "1g.5gb",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+			},
+		},
+	}
+
+	for _, f := range fixtures {
+		t.Run(f.name, func(t *testing.T) {
+			taskTemplate := dummyContainerTaskTemplate([]string{"command"}, []string{"{{.Input}}"})
+			taskTemplate.ExtendedResources = f.extendedResourcesBase
+			taskContext := dummyContainerTaskContext(taskTemplate, f.resources, f.extendedResourcesOverride)
+			r, err := DefaultPodPlugin.BuildResource(context.TODO(), taskContext)
+			assert.Nil(t, err)
+			assert.NotNil(t, r)
+			pod, ok := r.(*v1.Pod)
+			assert.True(t, ok)
+
+			assert.EqualValues(
+				t,
+				f.expectedNsr,
+				pod.Spec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+			)
+			assert.EqualValues(
+				t,
+				f.expectedTol,
+				pod.Spec.Tolerations,
+			)
+		})
+	}
+}
+
 func TestContainerTaskExecutor_GetTaskStatus(t *testing.T) {
 	command := []string{"command"}
 	args := []string{"{{.Input}}"}
-	taskCtx := dummyContainerTaskContext(containerResourceRequirements, command, args)
+	taskTemplate := dummyContainerTaskTemplate(command, args)
+	taskCtx := dummyContainerTaskContext(taskTemplate, containerResourceRequirements, nil)
 
 	j := &v1.Pod{
 		Status: v1.PodStatus{},
@@ -236,7 +368,8 @@ func TestContainerTaskExecutor_GetProperties(t *testing.T) {
 func TestContainerTaskExecutor_GetTaskStatus_InvalidImageName(t *testing.T) {
 	command := []string{"command"}
 	args := []string{"{{.Input}}"}
-	taskCtx := dummyContainerTaskContext(containerResourceRequirements, command, args)
+	taskTemplate := dummyContainerTaskTemplate(command, args)
+	taskCtx := dummyContainerTaskContext(taskTemplate, containerResourceRequirements, nil)
 
 	ctx := context.TODO()
 	reason := "InvalidImageName"
diff --git a/flyteplugins/go/tasks/plugins/k8s/pod/sidecar_test.go b/flyteplugins/go/tasks/plugins/k8s/pod/sidecar_test.go
index bf389de09a4..bbc797065ce 100644
--- a/flyteplugins/go/tasks/plugins/k8s/pod/sidecar_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/pod/sidecar_test.go
@@ -58,7 +58,7 @@ func getSidecarTaskTemplateForTest(sideCarJob sidecarJob) *core.TaskTemplate {
 	}
 }
 
-func dummySidecarTaskMetadata(resources *v1.ResourceRequirements) pluginsCore.TaskExecutionMetadata {
+func dummySidecarTaskMetadata(resources *v1.ResourceRequirements, extendedResources *core.ExtendedResources) pluginsCore.TaskExecutionMetadata {
 	taskMetadata := &pluginsCoreMock.TaskExecutionMetadata{}
 	taskMetadata.On("GetNamespace").Return("test-namespace")
 	taskMetadata.On("GetAnnotations").Return(map[string]string{"annotation-1": "val1"})
@@ -92,15 +92,16 @@ func dummySidecarTaskMetadata(resources *v1.ResourceRequirements) pluginsCore.Ta
 
 	to := &pluginsCoreMock.TaskOverrides{}
 	to.On("GetResources").Return(resources)
+	to.On("GetExtendedResources").Return(extendedResources)
 	taskMetadata.On("GetOverrides").Return(to)
 	taskMetadata.On("GetEnvironmentVariables").Return(nil)
 
 	return taskMetadata
 }
 
-func getDummySidecarTaskContext(taskTemplate *core.TaskTemplate, resources *v1.ResourceRequirements) pluginsCore.TaskExecutionContext {
+func getDummySidecarTaskContext(taskTemplate *core.TaskTemplate, resources *v1.ResourceRequirements, extendedResources *core.ExtendedResources) pluginsCore.TaskExecutionContext {
 	taskCtx := &pluginsCoreMock.TaskExecutionContext{}
-	dummyTaskMetadata := dummySidecarTaskMetadata(resources)
+	dummyTaskMetadata := dummySidecarTaskMetadata(resources, extendedResources)
 	inputReader := &pluginsIOMock.InputReader{}
 	inputReader.OnGetInputPrefixPath().Return("test-data-prefix")
 	inputReader.OnGetInputPath().Return("test-data-reference")
@@ -248,7 +249,7 @@ func TestBuildSidecarResource_TaskType2(t *testing.T) {
 		DefaultMemoryRequest: resource.MustParse("1024Mi"),
 		GpuResourceName:      ResourceNvidiaGPU,
 	}))
-	taskCtx := getDummySidecarTaskContext(&task, sidecarResourceRequirements)
+	taskCtx := getDummySidecarTaskContext(&task, sidecarResourceRequirements, nil)
 	res, err := DefaultPodPlugin.BuildResource(context.TODO(), taskCtx)
 	assert.Nil(t, err)
 	assert.EqualValues(t, map[string]string{
@@ -309,7 +310,7 @@ func TestBuildSidecarResource_TaskType2_Invalid_Spec(t *testing.T) {
 		},
 	}
 
-	taskCtx := getDummySidecarTaskContext(&task, sidecarResourceRequirements)
+	taskCtx := getDummySidecarTaskContext(&task, sidecarResourceRequirements, nil)
 	_, err := DefaultPodPlugin.BuildResource(context.TODO(), taskCtx)
 	assert.EqualError(t, err, "[BadTaskSpecification] Pod tasks with task type version > 1 should specify their target as a K8sPod with a defined pod spec")
 }
@@ -357,7 +358,7 @@ func TestBuildSidecarResource_TaskType1(t *testing.T) {
 		DefaultCPURequest:    resource.MustParse("1024m"),
 		DefaultMemoryRequest: resource.MustParse("1024Mi"),
 	}))
-	taskCtx := getDummySidecarTaskContext(&task, sidecarResourceRequirements)
+	taskCtx := getDummySidecarTaskContext(&task, sidecarResourceRequirements, nil)
 	res, err := DefaultPodPlugin.BuildResource(context.TODO(), taskCtx)
 	assert.Nil(t, err)
 	assert.EqualValues(t, map[string]string{
@@ -422,14 +423,14 @@ func TestBuildSideResource_TaskType1_InvalidSpec(t *testing.T) {
 		DefaultCPURequest:    resource.MustParse("1024m"),
 		DefaultMemoryRequest: resource.MustParse("1024Mi"),
 	}))
-	taskCtx := getDummySidecarTaskContext(&task, sidecarResourceRequirements)
+	taskCtx := getDummySidecarTaskContext(&task, sidecarResourceRequirements, nil)
 	_, err = DefaultPodPlugin.BuildResource(context.TODO(), taskCtx)
 	assert.EqualError(t, err, "[BadTaskSpecification] invalid TaskSpecification, config needs to be non-empty and include missing [primary_container_name] key")
 
 	task.Config = map[string]string{
 		"foo": "bar",
 	}
-	taskCtx = getDummySidecarTaskContext(&task, sidecarResourceRequirements)
+	taskCtx = getDummySidecarTaskContext(&task, sidecarResourceRequirements, nil)
 	_, err = DefaultPodPlugin.BuildResource(context.TODO(), taskCtx)
 	assert.EqualError(t, err, "[BadTaskSpecification] invalid TaskSpecification, config missing [primary_container_name] key in [map[foo:bar]]")
 
@@ -474,7 +475,7 @@ func TestBuildSidecarResource(t *testing.T) {
 		DefaultCPURequest:    resource.MustParse("1024m"),
 		DefaultMemoryRequest: resource.MustParse("1024Mi"),
 	}))
-	taskCtx := getDummySidecarTaskContext(&task, sidecarResourceRequirements)
+	taskCtx := getDummySidecarTaskContext(&task, sidecarResourceRequirements, nil)
 	res, err := DefaultPodPlugin.BuildResource(context.TODO(), taskCtx)
 	assert.Nil(t, err)
 	assert.EqualValues(t, map[string]string{
@@ -524,7 +525,7 @@ func TestBuildSidecarReosurceMissingAnnotationsAndLabels(t *testing.T) {
 
 	task := getSidecarTaskTemplateForTest(sideCarJob)
 
-	taskCtx := getDummySidecarTaskContext(task, sidecarResourceRequirements)
+	taskCtx := getDummySidecarTaskContext(task, sidecarResourceRequirements, nil)
 	resp, err := DefaultPodPlugin.BuildResource(context.TODO(), taskCtx)
 	assert.NoError(t, err)
 	assert.EqualValues(t, map[string]string{}, resp.GetLabels())
@@ -545,11 +546,193 @@ func TestBuildSidecarResourceMissingPrimary(t *testing.T) {
 
 	task := getSidecarTaskTemplateForTest(sideCarJob)
 
-	taskCtx := getDummySidecarTaskContext(task, sidecarResourceRequirements)
+	taskCtx := getDummySidecarTaskContext(task, sidecarResourceRequirements, nil)
 	_, err := DefaultPodPlugin.BuildResource(context.TODO(), taskCtx)
 	assert.True(t, errors.Is(err, errors2.Errorf("BadTaskSpecification", "")))
 }
 
+func TestBuildSidecarResource_ExtendedResources(t *testing.T) {
+	assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{
+		GpuDeviceNodeLabel:        "gpu-node-label",
+		GpuPartitionSizeNodeLabel: "gpu-partition-size",
+		GpuResourceName:           flytek8s.ResourceNvidiaGPU,
+	}))
+
+	fixtures := []struct {
+		name                      string
+		resources                 *v1.ResourceRequirements
+		extendedResourcesBase     *core.ExtendedResources
+		extendedResourcesOverride *core.ExtendedResources
+		expectedNsr               []v1.NodeSelectorTerm
+		expectedTol               []v1.Toleration
+	}{
+		{
+			"without overrides",
+			&v1.ResourceRequirements{
+				Limits: v1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			nil,
+			[]v1.NodeSelectorTerm{
+				{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-t4"},
+						},
+					},
+				},
+			},
+			[]v1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-t4",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+			},
+		},
+		{
+			"with overrides",
+			&v1.ResourceRequirements{
+				Limits: v1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-a100",
+					PartitionSizeValue: &core.GPUAccelerator_PartitionSize{
+						PartitionSize: "1g.5gb",
+					},
+				},
+			},
+			[]v1.NodeSelectorTerm{
+				{
+					MatchExpressions: []v1.NodeSelectorRequirement{
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-a100"},
+						},
+						v1.NodeSelectorRequirement{
+							Key:      "gpu-partition-size",
+							Operator: v1.NodeSelectorOpIn,
+							Values:   []string{"1g.5gb"},
+						},
+					},
+				},
+			},
+			[]v1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-a100",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+				{
+					Key:      "gpu-partition-size",
+					Value:    "1g.5gb",
+					Operator: v1.TolerationOpEqual,
+					Effect:   v1.TaintEffectNoSchedule,
+				},
+			},
+		},
+	}
+
+	podSpec := v1.PodSpec{
+		Containers: []v1.Container{
+			{
+				Name: "primary container",
+			},
+		},
+	}
+	b, err := json.Marshal(podSpec)
+	if err != nil {
+		t.Fatal(err)
+	}
+	structObj := &structpb.Struct{}
+	if err := json.Unmarshal(b, structObj); err != nil {
+		t.Fatal(err)
+	}
+	testConfigs := []struct {
+		name         string
+		taskTemplate core.TaskTemplate
+	}{
+		{
+			"v0",
+			*getSidecarTaskTemplateForTest(sidecarJob{
+				PrimaryContainerName: podSpec.Containers[0].Name,
+				PodSpec:              &podSpec,
+			}),
+		},
+		{
+			"v1",
+			core.TaskTemplate{
+				Type:            SidecarTaskType,
+				Custom:          structObj,
+				TaskTypeVersion: 1,
+				Config: map[string]string{
+					flytek8s.PrimaryContainerKey: podSpec.Containers[0].Name,
+				},
+			},
+		},
+		{
+			"v2",
+			core.TaskTemplate{
+				Type:            SidecarTaskType,
+				TaskTypeVersion: 2,
+				Config: map[string]string{
+					flytek8s.PrimaryContainerKey: podSpec.Containers[0].Name,
+				},
+				Target: &core.TaskTemplate_K8SPod{
+					K8SPod: &core.K8SPod{
+						PodSpec: structObj,
+					},
+				},
+			},
+		},
+	}
+
+	for _, tCfg := range testConfigs {
+		for _, f := range fixtures {
+			t.Run(tCfg.name+" "+f.name, func(t *testing.T) {
+				taskTemplate := tCfg.taskTemplate
+				taskTemplate.ExtendedResources = f.extendedResourcesBase
+				taskContext := getDummySidecarTaskContext(&taskTemplate, f.resources, f.extendedResourcesOverride)
+				r, err := DefaultPodPlugin.BuildResource(context.TODO(), taskContext)
+				assert.Nil(t, err)
+				assert.NotNil(t, r)
+				pod, ok := r.(*v1.Pod)
+				assert.True(t, ok)
+
+				assert.EqualValues(
+					t,
+					f.expectedNsr,
+					pod.Spec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+				)
+				assert.EqualValues(
+					t,
+					f.expectedTol,
+					pod.Spec.Tolerations,
+				)
+			})
+		}
+	}
+}
+
 func TestGetTaskSidecarStatus(t *testing.T) {
 	sideCarJob := sidecarJob{
 		PrimaryContainerName: "PrimaryContainer",
@@ -580,7 +763,7 @@ func TestGetTaskSidecarStatus(t *testing.T) {
 		res.SetAnnotations(map[string]string{
 			flytek8s.PrimaryContainerKey: "PrimaryContainer",
 		})
-		taskCtx := getDummySidecarTaskContext(task, sidecarResourceRequirements)
+		taskCtx := getDummySidecarTaskContext(task, sidecarResourceRequirements, nil)
 		phaseInfo, err := DefaultPodPlugin.GetTaskPhase(context.TODO(), taskCtx, res)
 		assert.Nil(t, err)
 		assert.Equal(t, expectedTaskPhase, phaseInfo.Phase(),
@@ -607,7 +790,7 @@ func TestDemystifiedSidecarStatus_PrimaryFailed(t *testing.T) {
 	res.SetAnnotations(map[string]string{
 		flytek8s.PrimaryContainerKey: "Primary",
 	})
-	taskCtx := getDummySidecarTaskContext(&core.TaskTemplate{}, sidecarResourceRequirements)
+	taskCtx := getDummySidecarTaskContext(&core.TaskTemplate{}, sidecarResourceRequirements, nil)
 	phaseInfo, err := DefaultPodPlugin.GetTaskPhase(context.TODO(), taskCtx, res)
 	assert.Nil(t, err)
 	assert.Equal(t, pluginsCore.PhaseRetryableFailure, phaseInfo.Phase())
@@ -632,7 +815,7 @@ func TestDemystifiedSidecarStatus_PrimarySucceeded(t *testing.T) {
 	res.SetAnnotations(map[string]string{
 		flytek8s.PrimaryContainerKey: "Primary",
 	})
-	taskCtx := getDummySidecarTaskContext(&core.TaskTemplate{}, sidecarResourceRequirements)
+	taskCtx := getDummySidecarTaskContext(&core.TaskTemplate{}, sidecarResourceRequirements, nil)
 	phaseInfo, err := DefaultPodPlugin.GetTaskPhase(context.TODO(), taskCtx, res)
 	assert.Nil(t, err)
 	assert.Equal(t, pluginsCore.PhaseSuccess, phaseInfo.Phase())
@@ -657,7 +840,7 @@ func TestDemystifiedSidecarStatus_PrimaryRunning(t *testing.T) {
 	res.SetAnnotations(map[string]string{
 		flytek8s.PrimaryContainerKey: "Primary",
 	})
-	taskCtx := getDummySidecarTaskContext(&core.TaskTemplate{}, sidecarResourceRequirements)
+	taskCtx := getDummySidecarTaskContext(&core.TaskTemplate{}, sidecarResourceRequirements, nil)
 	phaseInfo, err := DefaultPodPlugin.GetTaskPhase(context.TODO(), taskCtx, res)
 	assert.Nil(t, err)
 	assert.Equal(t, pluginsCore.PhaseRunning, phaseInfo.Phase())
@@ -677,7 +860,7 @@ func TestDemystifiedSidecarStatus_PrimaryMissing(t *testing.T) {
 	res.SetAnnotations(map[string]string{
 		flytek8s.PrimaryContainerKey: "Primary",
 	})
-	taskCtx := getDummySidecarTaskContext(&core.TaskTemplate{}, sidecarResourceRequirements)
+	taskCtx := getDummySidecarTaskContext(&core.TaskTemplate{}, sidecarResourceRequirements, nil)
 	phaseInfo, err := DefaultPodPlugin.GetTaskPhase(context.TODO(), taskCtx, res)
 	assert.Nil(t, err)
 	assert.Equal(t, pluginsCore.PhasePermanentFailure, phaseInfo.Phase())
diff --git a/flyteplugins/go/tasks/plugins/k8s/ray/ray_test.go b/flyteplugins/go/tasks/plugins/k8s/ray/ray_test.go
index 9556b0242c1..40513e0ffaf 100644
--- a/flyteplugins/go/tasks/plugins/k8s/ray/ray_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/ray/ray_test.go
@@ -69,7 +69,6 @@ func dummyRayCustomObj() *plugins.RayJob {
 }
 
 func dummyRayTaskTemplate(id string, rayJobObj *plugins.RayJob) *core.TaskTemplate {
-
 	ptObjJSON, err := utils.MarshalToString(rayJobObj)
 	if err != nil {
 		panic(err)
@@ -96,7 +95,7 @@ func dummyRayTaskTemplate(id string, rayJobObj *plugins.RayJob) *core.TaskTempla
 	}
 }
 
-func dummyRayTaskContext(taskTemplate *core.TaskTemplate) pluginsCore.TaskExecutionContext {
+func dummyRayTaskContext(taskTemplate *core.TaskTemplate, resources *corev1.ResourceRequirements, extendedResources *core.ExtendedResources) pluginsCore.TaskExecutionContext {
 	taskCtx := &mocks.TaskExecutionContext{}
 	inputReader := &pluginIOMocks.InputReader{}
 	inputReader.OnGetInputPrefixPath().Return("/input/prefix")
@@ -128,8 +127,9 @@ func dummyRayTaskContext(taskTemplate *core.TaskTemplate) pluginsCore.TaskExecut
 	})
 	tID.OnGetGeneratedName().Return("some-acceptable-name")
 
-	resources := &mocks.TaskOverrides{}
-	resources.OnGetResources().Return(resourceRequirements)
+	overrides := &mocks.TaskOverrides{}
+	overrides.OnGetResources().Return(resources)
+	overrides.OnGetExtendedResources().Return(extendedResources)
 
 	taskExecutionMetadata := &mocks.TaskExecutionMetadata{}
 	taskExecutionMetadata.OnGetTaskExecutionID().Return(tID)
@@ -141,7 +141,7 @@ func dummyRayTaskContext(taskTemplate *core.TaskTemplate) pluginsCore.TaskExecut
 		Name: "blah",
 	})
 	taskExecutionMetadata.OnIsInterruptible().Return(true)
-	taskExecutionMetadata.OnGetOverrides().Return(resources)
+	taskExecutionMetadata.OnGetOverrides().Return(overrides)
 	taskExecutionMetadata.OnGetK8sServiceAccount().Return(serviceAccount)
 	taskExecutionMetadata.OnGetPlatformResources().Return(&corev1.ResourceRequirements{})
 	taskExecutionMetadata.OnGetSecurityContext().Return(core.SecurityContext{
@@ -164,7 +164,7 @@ func TestBuildResourceRay(t *testing.T) {
 	err := config.SetK8sPluginConfig(&config.K8sPluginConfig{DefaultTolerations: toleration})
 	assert.Nil(t, err)
 
-	RayResource, err := rayJobResourceHandler.BuildResource(context.TODO(), dummyRayTaskContext(taskTemplate))
+	RayResource, err := rayJobResourceHandler.BuildResource(context.TODO(), dummyRayTaskContext(taskTemplate, resourceRequirements, nil))
 	assert.Nil(t, err)
 
 	assert.NotNil(t, RayResource)
@@ -194,6 +194,148 @@ func TestBuildResourceRay(t *testing.T) {
 	assert.Equal(t, ray.Spec.RayClusterSpec.WorkerGroupSpecs[0].Template.Spec.Tolerations, toleration)
 }
 
+func TestBuildResourceRayExtendedResources(t *testing.T) {
+	assert.NoError(t, config.SetK8sPluginConfig(&config.K8sPluginConfig{
+		GpuDeviceNodeLabel:        "gpu-node-label",
+		GpuPartitionSizeNodeLabel: "gpu-partition-size",
+		GpuResourceName:           flytek8s.ResourceNvidiaGPU,
+	}))
+
+	fixtures := []struct {
+		name                      string
+		resources                 *corev1.ResourceRequirements
+		extendedResourcesBase     *core.ExtendedResources
+		extendedResourcesOverride *core.ExtendedResources
+		expectedNsr               []corev1.NodeSelectorTerm
+		expectedTol               []corev1.Toleration
+	}{
+		{
+			"without overrides",
+			&corev1.ResourceRequirements{
+				Limits: corev1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			nil,
+			[]corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						corev1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: corev1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-t4"},
+						},
+					},
+				},
+			},
+			[]corev1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-t4",
+					Operator: corev1.TolerationOpEqual,
+					Effect:   corev1.TaintEffectNoSchedule,
+				},
+			},
+		},
+		{
+			"with overrides",
+			&corev1.ResourceRequirements{
+				Limits: corev1.ResourceList{
+					flytek8s.ResourceNvidiaGPU: resource.MustParse("1"),
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-t4",
+				},
+			},
+			&core.ExtendedResources{
+				GpuAccelerator: &core.GPUAccelerator{
+					Device: "nvidia-tesla-a100",
+					PartitionSizeValue: &core.GPUAccelerator_PartitionSize{
+						PartitionSize: "1g.5gb",
+					},
+				},
+			},
+			[]corev1.NodeSelectorTerm{
+				{
+					MatchExpressions: []corev1.NodeSelectorRequirement{
+						corev1.NodeSelectorRequirement{
+							Key:      "gpu-node-label",
+							Operator: corev1.NodeSelectorOpIn,
+							Values:   []string{"nvidia-tesla-a100"},
+						},
+						corev1.NodeSelectorRequirement{
+							Key:      "gpu-partition-size",
+							Operator: corev1.NodeSelectorOpIn,
+							Values:   []string{"1g.5gb"},
+						},
+					},
+				},
+			},
+			[]corev1.Toleration{
+				{
+					Key:      "gpu-node-label",
+					Value:    "nvidia-tesla-a100",
+					Operator: corev1.TolerationOpEqual,
+					Effect:   corev1.TaintEffectNoSchedule,
+				},
+				{
+					Key:      "gpu-partition-size",
+					Value:    "1g.5gb",
+					Operator: corev1.TolerationOpEqual,
+					Effect:   corev1.TaintEffectNoSchedule,
+				},
+			},
+		},
+	}
+
+	for _, f := range fixtures {
+		t.Run(f.name, func(t *testing.T) {
+			taskTemplate := dummyRayTaskTemplate("ray-id", dummyRayCustomObj())
+			taskTemplate.ExtendedResources = f.extendedResourcesBase
+			taskContext := dummyRayTaskContext(taskTemplate, f.resources, f.extendedResourcesOverride)
+			rayJobResourceHandler := rayJobResourceHandler{}
+			r, err := rayJobResourceHandler.BuildResource(context.TODO(), taskContext)
+			assert.Nil(t, err)
+			assert.NotNil(t, r)
+			rayJob, ok := r.(*rayv1alpha1.RayJob)
+			assert.True(t, ok)
+
+			// Head node
+			headNodeSpec := rayJob.Spec.RayClusterSpec.HeadGroupSpec.Template.Spec
+			assert.EqualValues(
+				t,
+				f.expectedNsr,
+				headNodeSpec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+			)
+			assert.EqualValues(
+				t,
+				f.expectedTol,
+				headNodeSpec.Tolerations,
+			)
+
+			// Worker node
+			workerNodeSpec := rayJob.Spec.RayClusterSpec.WorkerGroupSpecs[0].Template.Spec
+			assert.EqualValues(
+				t,
+				f.expectedNsr,
+				workerNodeSpec.Affinity.NodeAffinity.RequiredDuringSchedulingIgnoredDuringExecution.NodeSelectorTerms,
+			)
+			assert.EqualValues(
+				t,
+				f.expectedTol,
+				workerNodeSpec.Tolerations,
+			)
+		})
+	}
+}
+
 func TestDefaultStartParameters(t *testing.T) {
 	rayJobResourceHandler := rayJobResourceHandler{}
 	rayJob := &plugins.RayJob{
@@ -213,7 +355,7 @@ func TestDefaultStartParameters(t *testing.T) {
 	err := config.SetK8sPluginConfig(&config.K8sPluginConfig{DefaultTolerations: toleration})
 	assert.Nil(t, err)
 
-	RayResource, err := rayJobResourceHandler.BuildResource(context.TODO(), dummyRayTaskContext(taskTemplate))
+	RayResource, err := rayJobResourceHandler.BuildResource(context.TODO(), dummyRayTaskContext(taskTemplate, resourceRequirements, nil))
 	assert.Nil(t, err)
 
 	assert.NotNil(t, RayResource)
diff --git a/flyteplugins/go/tasks/plugins/k8s/spark/spark_test.go b/flyteplugins/go/tasks/plugins/k8s/spark/spark_test.go
index 18565fc0a48..be2f9477b67 100644
--- a/flyteplugins/go/tasks/plugins/k8s/spark/spark_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/spark/spark_test.go
@@ -370,6 +370,8 @@ func dummySparkTaskContext(taskTemplate *core.TaskTemplate, interruptible bool)
 
 	overrides := &mocks.TaskOverrides{}
 	overrides.On("GetResources").Return(&corev1.ResourceRequirements{})
+	// No support for GPUs, and consequently, ExtendedResources on Spark plugin.
+	overrides.On("GetExtendedResources").Return(nil)
 
 	taskExecutionMetadata := &mocks.TaskExecutionMetadata{}
 	taskExecutionMetadata.On("GetTaskExecutionID").Return(tID)
diff --git a/flyteplugins/tests/end_to_end.go b/flyteplugins/tests/end_to_end.go
index 6043ec88fd1..77522ab1d1b 100644
--- a/flyteplugins/tests/end_to_end.go
+++ b/flyteplugins/tests/end_to_end.go
@@ -156,6 +156,7 @@ func RunPluginEndToEndTest(t *testing.T, executor pluginCore.Plugin, template *i
 		Requests: map[v1.ResourceName]resource.Quantity{},
 		Limits:   map[v1.ResourceName]resource.Quantity{},
 	})
+	overrides.OnGetExtendedResources().Return(&idlCore.ExtendedResources{})
 
 	tMeta := &coreMocks.TaskExecutionMetadata{}
 	tMeta.OnGetTaskExecutionID().Return(tID)
diff --git a/flytepropeller/pkg/apis/flyteworkflow/v1alpha1/iface.go b/flytepropeller/pkg/apis/flyteworkflow/v1alpha1/iface.go
index 19fa0ec5edc..ab9562e4a3b 100644
--- a/flytepropeller/pkg/apis/flyteworkflow/v1alpha1/iface.go
+++ b/flytepropeller/pkg/apis/flyteworkflow/v1alpha1/iface.go
@@ -436,6 +436,7 @@ type ExecutableNode interface {
 	GetOutputAlias() []Alias
 	GetInputBindings() []*Binding
 	GetResources() *v1.ResourceRequirements
+	GetExtendedResources() *core.ExtendedResources
 	GetConfig() *v1.ConfigMap
 	GetRetryStrategy() *RetryStrategy
 	GetExecutionDeadline() *time.Duration
diff --git a/flytepropeller/pkg/apis/flyteworkflow/v1alpha1/mocks/ExecutableNode.go b/flytepropeller/pkg/apis/flyteworkflow/v1alpha1/mocks/ExecutableNode.go
index 901148e8207..ae1663bba1f 100644
--- a/flytepropeller/pkg/apis/flyteworkflow/v1alpha1/mocks/ExecutableNode.go
+++ b/flytepropeller/pkg/apis/flyteworkflow/v1alpha1/mocks/ExecutableNode.go
@@ -3,10 +3,11 @@
 package mocks
 
 import (
-	time "time"
-
+	core "github.com/flyteorg/flyte/flyteidl/gen/pb-go/flyteidl/core"
 	mock "github.com/stretchr/testify/mock"
 
+	time "time"
+
 	v1 "k8s.io/api/core/v1"
 
 	v1alpha1 "github.com/flyteorg/flyte/flytepropeller/pkg/apis/flyteworkflow/v1alpha1"
@@ -187,6 +188,40 @@ func (_m *ExecutableNode) GetExecutionDeadline() *time.Duration {
 	return r0
 }
 
+type ExecutableNode_GetExtendedResources struct {
+	*mock.Call
+}
+
+func (_m ExecutableNode_GetExtendedResources) Return(_a0 *core.ExtendedResources) *ExecutableNode_GetExtendedResources {
+	return &ExecutableNode_GetExtendedResources{Call: _m.Call.Return(_a0)}
+}
+
+func (_m *ExecutableNode) OnGetExtendedResources() *ExecutableNode_GetExtendedResources {
+	c_call := _m.On("GetExtendedResources")
+	return &ExecutableNode_GetExtendedResources{Call: c_call}
+}
+
+func (_m *ExecutableNode) OnGetExtendedResourcesMatch(matchers ...interface{}) *ExecutableNode_GetExtendedResources {
+	c_call := _m.On("GetExtendedResources", matchers...)
+	return &ExecutableNode_GetExtendedResources{Call: c_call}
+}
+
+// GetExtendedResources provides a mock function with given fields:
+func (_m *ExecutableNode) GetExtendedResources() *core.ExtendedResources {
+	ret := _m.Called()
+
+	var r0 *core.ExtendedResources
+	if rf, ok := ret.Get(0).(func() *core.ExtendedResources); ok {
+		r0 = rf()
+	} else {
+		if ret.Get(0) != nil {
+			r0 = ret.Get(0).(*core.ExtendedResources)
+		}
+	}
+
+	return r0
+}
+
 type ExecutableNode_GetGateNode struct {
 	*mock.Call
 }
diff --git a/flytepropeller/pkg/apis/flyteworkflow/v1alpha1/nodes.go b/flytepropeller/pkg/apis/flyteworkflow/v1alpha1/nodes.go
index 4f6df3f87b6..d061408d766 100644
--- a/flytepropeller/pkg/apis/flyteworkflow/v1alpha1/nodes.go
+++ b/flytepropeller/pkg/apis/flyteworkflow/v1alpha1/nodes.go
@@ -92,6 +92,30 @@ func (in *NodeMetadata) DeepCopyInto(out *NodeMetadata) {
 	// Once we figure out the autogenerate story we can replace this
 }
 
+type ExtendedResources struct {
+	*core.ExtendedResources
+}
+
+func (in *ExtendedResources) MarshalJSON() ([]byte, error) {
+	var buf bytes.Buffer
+	if err := marshaler.Marshal(&buf, in.ExtendedResources); err != nil {
+		return nil, err
+	}
+
+	return buf.Bytes(), nil
+}
+
+func (in *ExtendedResources) UnmarshalJSON(b []byte) error {
+	in.ExtendedResources = &core.ExtendedResources{}
+	return jsonpb.Unmarshal(bytes.NewReader(b), in.ExtendedResources)
+}
+
+func (in *ExtendedResources) DeepCopyInto(out *ExtendedResources) {
+	*out = *in
+	// We do not manipulate the object, so its ok
+	// Once we figure out the autogenerate story we can replace this
+}
+
 type NodeSpec struct {
 	ID            NodeID                        `json:"id"`
 	Name          string                        `json:"name,omitempty"`
@@ -134,6 +158,10 @@ type NodeSpec struct {
 	// If not specified, the pod will be dispatched by default scheduler.
 	// +optional
 	SchedulerName string `json:"schedulerName,omitempty" protobuf:"bytes,19,opt,name=schedulerName"`
+	// If specified, includes overrides for extended resources to allocate to the
+	// node.
+	// +optional
+	ExtendedResources *ExtendedResources `json:"extendedResources,omitempty" protobuf:"bytes,20,opt,name=extendedResources"`
 	// If specified, the pod's tolerations.
 	// +optional
 	Tolerations []typesv1.Toleration `json:"tolerations,omitempty" protobuf:"bytes,22,opt,name=tolerations"`
@@ -182,6 +210,13 @@ func (in *NodeSpec) GetResources() *typesv1.ResourceRequirements {
 	return in.Resources
 }
 
+func (in *NodeSpec) GetExtendedResources() *core.ExtendedResources {
+	if in.ExtendedResources == nil {
+		return nil
+	}
+	return in.ExtendedResources.ExtendedResources
+}
+
 func (in *NodeSpec) GetOutputAlias() []Alias {
 	return in.OutputAliases
 }
diff --git a/flytepropeller/pkg/compiler/transformers/k8s/node.go b/flytepropeller/pkg/compiler/transformers/k8s/node.go
index 55f45c8a9bf..7ab65029464 100644
--- a/flytepropeller/pkg/compiler/transformers/k8s/node.go
+++ b/flytepropeller/pkg/compiler/transformers/k8s/node.go
@@ -28,6 +28,7 @@ func buildNodeSpec(n *core.Node, tasks []*core.CompiledTask, errs errors.Compile
 
 	var task *core.TaskTemplate
 	var resources *core.Resources
+	var extendedResources *v1alpha1.ExtendedResources
 	if n.GetTaskNode() != nil {
 		taskID := n.GetTaskNode().GetReferenceId().String()
 		// TODO: Use task index for quick lookup
@@ -43,8 +44,16 @@ func buildNodeSpec(n *core.Node, tasks []*core.CompiledTask, errs errors.Compile
 			return nil, !errs.HasErrors()
 		}
 
-		if n.GetTaskNode().Overrides != nil && n.GetTaskNode().Overrides.Resources != nil {
-			resources = n.GetTaskNode().Overrides.Resources
+		if overrides := n.GetTaskNode().Overrides; overrides != nil {
+			if overrides.GetResources() != nil {
+				resources = overrides.GetResources()
+			}
+
+			if overrides.GetExtendedResources() != nil {
+				extendedResources = &v1alpha1.ExtendedResources{
+					ExtendedResources: overrides.GetExtendedResources(),
+				}
+			}
 		}
 	}
 
@@ -81,6 +90,7 @@ func buildNodeSpec(n *core.Node, tasks []*core.CompiledTask, errs errors.Compile
 		RetryStrategy:     computeRetryStrategy(n, task),
 		ExecutionDeadline: timeout,
 		Resources:         res,
+		ExtendedResources: extendedResources,
 		OutputAliases:     toAliasValueArray(n.GetOutputAliases()),
 		InputBindings:     toBindingValueArray(n.GetInputs()),
 		ActiveDeadline:    activeDeadline,
diff --git a/flytepropeller/pkg/compiler/transformers/k8s/node_test.go b/flytepropeller/pkg/compiler/transformers/k8s/node_test.go
index 8e312756ee6..4ba9010c96f 100644
--- a/flytepropeller/pkg/compiler/transformers/k8s/node_test.go
+++ b/flytepropeller/pkg/compiler/transformers/k8s/node_test.go
@@ -117,6 +117,30 @@ func TestBuildNodeSpec(t *testing.T) {
 		assert.NotNil(t, spec.Resources)
 		assert.NotNil(t, spec.Resources.Requests.Cpu())
 		assert.Equal(t, expectedCPU.Value(), spec.Resources.Requests.Cpu().Value())
+		assert.Nil(t, spec.GetExtendedResources())
+	})
+
+	t.Run("node with resource extensions overrides", func(t *testing.T) {
+		expectedGpuDevice := "nvidia-tesla-t4"
+		n.Node.Target = &core.Node_TaskNode{
+			TaskNode: &core.TaskNode{
+				Reference: &core.TaskNode_ReferenceId{
+					ReferenceId: &core.Identifier{Name: "ref_2"},
+				},
+				Overrides: &core.TaskNodeOverrides{
+					ExtendedResources: &core.ExtendedResources{
+						GpuAccelerator: &core.GPUAccelerator{
+							Device: "nvidia-tesla-t4",
+						},
+					},
+				},
+			},
+		}
+
+		spec := mustBuild(t, n, 1, errs.NewScope())
+		assert.NotNil(t, spec.GetExtendedResources())
+		assert.NotNil(t, spec.GetExtendedResources().GetGpuAccelerator())
+		assert.Equal(t, expectedGpuDevice, spec.GetExtendedResources().GetGpuAccelerator().GetDevice())
 	})
 
 	t.Run("LaunchPlanRef", func(t *testing.T) {

From ba10ac0ae23a335dea0c289a2c313ff7950381c7 Mon Sep 17 00:00:00 2001
From: Katrina Rogan 
Date: Thu, 12 Oct 2023 11:01:24 -0700
Subject: [PATCH 10/18] Allow specifying default cluster pool assignments in
 admin config (#4208)

---
 charts/flyte-core/templates/admin/configmap.yaml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/charts/flyte-core/templates/admin/configmap.yaml b/charts/flyte-core/templates/admin/configmap.yaml
index fb5820c8420..53af659e8b5 100644
--- a/charts/flyte-core/templates/admin/configmap.yaml
+++ b/charts/flyte-core/templates/admin/configmap.yaml
@@ -36,6 +36,9 @@ data:
 {{- end }}
 {{- with .Values.configmap.namespace_config }}
   namespace_config.yaml: | {{ toYaml . | nindent 4 }}
+{{- end }}
+{{- with .Values.configmap.clusterpool_config }}
+  clusterpool_config.yaml: | {{ toYaml . | nindent 4 }}
 {{- end }}
   storage.yaml: | {{ tpl (include "storage" .) $ | nindent 4 }}
 {{- with .Values.configmap.task_resource_defaults }}

From db3a7ff0ec6f04ac4cd7f454bfea82ac68574c80 Mon Sep 17 00:00:00 2001
From: Iaroslav Ciupin 
Date: Thu, 12 Oct 2023 22:57:33 +0300
Subject: [PATCH 11/18] allow passing cluster pool to run-tests.py (#4210)

Signed-off-by: Iaroslav Ciupin 
---
 boilerplate/flyte/end2end/run-tests.py | 16 ++++++++++------
 1 file changed, 10 insertions(+), 6 deletions(-)

diff --git a/boilerplate/flyte/end2end/run-tests.py b/boilerplate/flyte/end2end/run-tests.py
index 5365da006e7..58b2a5dc74b 100644
--- a/boilerplate/flyte/end2end/run-tests.py
+++ b/boilerplate/flyte/end2end/run-tests.py
@@ -5,7 +5,7 @@
 import sys
 import time
 import traceback
-from typing import Dict, List, Mapping, Tuple
+from typing import Dict, List, Mapping, Tuple, Optional
 
 import click
 import requests
@@ -89,10 +89,10 @@
 }
 
 
-def execute_workflow(remote, version, workflow_name, inputs):
+def execute_workflow(remote: FlyteRemote, version, workflow_name, inputs, cluster_pool_name: Optional[str] = None):
     print(f"Fetching workflow={workflow_name} and version={version}")
     wf = remote.fetch_workflow(name=workflow_name, version=version)
-    return remote.execute(wf, inputs=inputs, wait=False)
+    return remote.execute(wf, inputs=inputs, wait=False, cluster_pool=cluster_pool_name)
 
 
 def executions_finished(executions_by_wfgroup: Dict[str, List[FlyteWorkflowExecution]]) -> bool:
@@ -125,6 +125,7 @@ def schedule_workflow_groups(
     workflow_groups: List[str],
     remote: FlyteRemote,
     terminate_workflow_on_failure: bool,
+    cluster_pool_name: Optional[str] = None,
 ) -> Dict[str, bool]:
     """
     Schedule workflows executions for all workflow groups and return True if all executions succeed, otherwise
@@ -135,7 +136,7 @@ def schedule_workflow_groups(
     for wf_group in workflow_groups:
         workflows = FLYTESNACKS_WORKFLOW_GROUPS.get(wf_group, [])
         executions_by_wfgroup[wf_group] = [
-            execute_workflow(remote, tag, workflow[0], workflow[1]) for workflow in workflows
+            execute_workflow(remote, tag, workflow[0], workflow[1], cluster_pool_name) for workflow in workflows
         ]
 
     # Wait for all executions to finish
@@ -179,6 +180,7 @@ def run(
     priorities: List[str],
     config_file_path,
     terminate_workflow_on_failure: bool,
+    cluster_pool_name: Optional[str] = None,
 ) -> List[Dict[str, str]]:
     remote = FlyteRemote(
         Config.auto(config_file=config_file_path),
@@ -215,7 +217,7 @@ def run(
         valid_workgroups.append(workflow_group)
 
     results_by_wfgroup = schedule_workflow_groups(
-        flytesnacks_release_tag, valid_workgroups, remote, terminate_workflow_on_failure
+        flytesnacks_release_tag, valid_workgroups, remote, terminate_workflow_on_failure, cluster_pool_name
     )
 
     for workflow_group, succeeded in results_by_wfgroup.items():
@@ -261,15 +263,17 @@ def run(
 @click.argument("flytesnacks_release_tag")
 @click.argument("priorities")
 @click.argument("config_file")
+@click.argument("cluster_pool_name")
 def cli(
     flytesnacks_release_tag,
     priorities,
     config_file,
     return_non_zero_on_failure,
     terminate_workflow_on_failure,
+    cluster_pool_name,
 ):
     print(f"return_non_zero_on_failure={return_non_zero_on_failure}")
-    results = run(flytesnacks_release_tag, priorities, config_file, terminate_workflow_on_failure)
+    results = run(flytesnacks_release_tag, priorities, config_file, terminate_workflow_on_failure, cluster_pool_name)
 
     # Write a json object in its own line describing the result of this run to stdout
     print(f"Result of run:\n{json.dumps(results)}")

From 8d7b3869ee629b1e18723589a4458256ccd0dda3 Mon Sep 17 00:00:00 2001
From: Kevin Su 
Date: Thu, 12 Oct 2023 13:34:25 -0700
Subject: [PATCH 12/18] Skip spell check on .pb files (#4207)

Signed-off-by: Kevin Su 
---
 .github/workflows/codespell.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/codespell.yml b/.github/workflows/codespell.yml
index 7373affc383..a123509488e 100644
--- a/.github/workflows/codespell.yml
+++ b/.github/workflows/codespell.yml
@@ -20,3 +20,5 @@ jobs:
         uses: actions/checkout@v3
       - name: Codespell
         uses: codespell-project/actions-codespell@v2
+        with:
+          skip: "*.pb"

From b932cf1179b263b7c4404d9ea30b7138b0d00862 Mon Sep 17 00:00:00 2001
From: Eduardo Apolinario <653394+eapolinario@users.noreply.github.com>
Date: Thu, 12 Oct 2023 14:07:15 -0700
Subject: [PATCH 13/18] Add gh workflow to publish flyteidl release to PyPI and
 npm (#4211)

Signed-off-by: Eduardo Apolinario 
Co-authored-by: Eduardo Apolinario 
---
 .github/workflows/flyteidl-release.yml | 51 ++++++++++++++++++++++++++
 script/release.sh                      |  2 +-
 2 files changed, 52 insertions(+), 1 deletion(-)
 create mode 100644 .github/workflows/flyteidl-release.yml

diff --git a/.github/workflows/flyteidl-release.yml b/.github/workflows/flyteidl-release.yml
new file mode 100644
index 00000000000..ea8a7899fa2
--- /dev/null
+++ b/.github/workflows/flyteidl-release.yml
@@ -0,0 +1,51 @@
+name: Upload flyteidl to PyPI and npm
+
+on:
+  release:
+    types: [created]
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    defaults:
+      run:
+        working-directory: flyteidl
+    steps:
+      - uses: actions/checkout@v2
+      - name: Set up Python
+        uses: actions/setup-python@v1
+        with:
+          python-version: "3.x"
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install setuptools wheel twine
+      - name: Autobump version
+        run: |
+          # from refs/tags/v1.2.3 get 1.2.3
+          VERSION=$(echo $GITHUB_REF | sed 's#.*/v##')
+          VERSION=$VERSION make -C flyteidl update_pyversion
+        shell: bash
+      - name: Build and publish
+        env:
+          TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }}
+          TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
+        run: |
+          python setup.py sdist bdist_wheel
+          twine upload dist/*
+      - uses: actions/setup-node@v1
+        with:
+          node-version: "12.x"
+          registry-url: "https://registry.npmjs.org"
+      - name: Autobump version
+        run: |
+          # from refs/tags/v1.2.3 get 1.2.3
+          VERSION=$(echo $GITHUB_REF | sed 's#.*/v##')
+          VERSION=$VERSION make update_npmversion
+        shell: bash
+      - run: |
+          npm install
+      - run: |
+          npm publish --access=public
+        env:
+          NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }}
diff --git a/script/release.sh b/script/release.sh
index 14bec2a54ff..190ecbc8f18 100755
--- a/script/release.sh
+++ b/script/release.sh
@@ -6,7 +6,7 @@ set -ex
 # TODO(monorepo): This only works if we have at least one component tag per release.
 #                 In other words, if we have two consecutive releases the latest tag in the second release is going to point to an invalid
 #                 tag (because there will not be images tagged with the previous release tag).
-LATEST_TAG=$(git tag | sed 's#[^/]*/##' | sort | tail -n 1)
+LATEST_TAG=$(git tag | sed 's#[^/]*/##' | sort --version-sort | tail -n1)
 FLYTEKIT_TAG=$(curl --silent "https://api.github.com/repos/flyteorg/flytekit/releases/latest" | jq -r .tag_name | sed 's/^v//')
 FLYTECONSOLE_TAG=$(curl --silent "https://api.github.com/repos/flyteorg/flyteconsole/releases/latest" | jq -r .tag_name)
 

From da77476ecbb8b183612405e9f3e3f7117d67d2a8 Mon Sep 17 00:00:00 2001
From: Kevin Su 
Date: Thu, 12 Oct 2023 15:22:51 -0700
Subject: [PATCH 14/18] Update the item only if it exists in the cache (#4117)

* Add item ID to the workqueue instead

Signed-off-by: Kevin Su 

* nit

Signed-off-by: Kevin Su 

* Update the item only if it exists in the cache

Signed-off-by: Kevin Su 

* Update tests

Signed-off-by: Kevin Su 

* nit

Signed-off-by: Kevin Su 

* address comment

Signed-off-by: Kevin Su 

* fixed tests

Signed-off-by: Kevin Su 

* address comment

Signed-off-by: Kevin Su 

---------

Signed-off-by: Kevin Su 
---
 .../internal/webapi/monitor_test.go           |  2 +-
 flytestdlib/cache/auto_refresh.go             | 62 +++++++++++++++----
 flytestdlib/cache/auto_refresh_test.go        | 30 ++++++++-
 3 files changed, 80 insertions(+), 14 deletions(-)

diff --git a/flyteplugins/go/tasks/pluginmachinery/internal/webapi/monitor_test.go b/flyteplugins/go/tasks/pluginmachinery/internal/webapi/monitor_test.go
index f916a938006..bb6f0b089c6 100644
--- a/flyteplugins/go/tasks/pluginmachinery/internal/webapi/monitor_test.go
+++ b/flyteplugins/go/tasks/pluginmachinery/internal/webapi/monitor_test.go
@@ -37,7 +37,7 @@ func Test_monitor(t *testing.T) {
 	client.OnStatusMatch(ctx, mock.Anything).Return(core2.PhaseInfoSuccess(nil), nil)
 
 	wg := sync.WaitGroup{}
-	wg.Add(4)
+	wg.Add(8)
 	cacheObj, err := cache.NewAutoRefreshCache(rand.String(5), func(ctx context.Context, batch cache.Batch) (updatedBatch []cache.ItemSyncResponse, err error) {
 		wg.Done()
 		t.Logf("Syncing Item [%+v]", batch[0])
diff --git a/flytestdlib/cache/auto_refresh.go b/flytestdlib/cache/auto_refresh.go
index 13a787b03f1..d0a609dc3b1 100644
--- a/flytestdlib/cache/auto_refresh.go
+++ b/flytestdlib/cache/auto_refresh.go
@@ -3,6 +3,7 @@ package cache
 import (
 	"context"
 	"fmt"
+	"sync"
 	"time"
 
 	"github.com/flyteorg/flyte/flytestdlib/contextutils"
@@ -122,6 +123,7 @@ type autoRefresh struct {
 	syncPeriod      time.Duration
 	workqueue       workqueue.RateLimitingInterface
 	parallelizm     int
+	lock            sync.RWMutex
 }
 
 func getEvictionFunction(counter prometheus.Counter) func(key interface{}, value interface{}) {
@@ -173,6 +175,25 @@ func (w *autoRefresh) Start(ctx context.Context) error {
 	return nil
 }
 
+// Update updates the item only if it exists in the cache, return true if we updated the item.
+func (w *autoRefresh) Update(id ItemID, item Item) (ok bool) {
+	w.lock.Lock()
+	defer w.lock.Unlock()
+	ok = w.lruMap.Contains(id)
+	if ok {
+		w.lruMap.Add(id, item)
+	}
+	return ok
+}
+
+// Delete deletes the item from the cache if it exists.
+func (w *autoRefresh) Delete(key interface{}) {
+	w.lock.Lock()
+	defer w.lock.Unlock()
+	w.toDelete.Remove(key)
+	w.lruMap.Remove(key)
+}
+
 func (w *autoRefresh) Get(id ItemID) (Item, error) {
 	if val, ok := w.lruMap.Get(id); ok {
 		w.metrics.CacheHit.Inc()
@@ -212,8 +233,7 @@ func (w *autoRefresh) enqueueBatches(ctx context.Context) error {
 	snapshot := make([]ItemWrapper, 0, len(keys))
 	for _, k := range keys {
 		if w.toDelete.Contains(k) {
-			w.lruMap.Remove(k)
-			w.toDelete.Remove(k)
+			w.Delete(k)
 			continue
 		}
 		// If not ok, it means evicted between the item was evicted between getting the keys and this update loop
@@ -273,18 +293,37 @@ func (w *autoRefresh) sync(ctx context.Context) (err error) {
 		case <-ctx.Done():
 			return nil
 		default:
-			item, shutdown := w.workqueue.Get()
+			batch, shutdown := w.workqueue.Get()
 			if shutdown {
+				logger.Debugf(ctx, "Shutting down worker")
 				return nil
 			}
 
-			t := w.metrics.SyncLatency.Start()
-			updatedBatch, err := w.syncCb(ctx, *item.(*Batch))
-
 			// Since we create batches every time we sync, we will just remove the item from the queue here
 			// regardless of whether it succeeded the sync or not.
-			w.workqueue.Forget(item)
-			w.workqueue.Done(item)
+			w.workqueue.Forget(batch)
+			w.workqueue.Done(batch)
+
+			newBatch := make(Batch, 0, len(*batch.(*Batch)))
+			for _, b := range *batch.(*Batch) {
+				itemID := b.GetID()
+				item, ok := w.lruMap.Get(itemID)
+				if !ok {
+					logger.Debugf(ctx, "item with id [%v] not found in cache", itemID)
+					continue
+				}
+				if item.(Item).IsTerminal() {
+					logger.Debugf(ctx, "item with id [%v] is terminal", itemID)
+					continue
+				}
+				newBatch = append(newBatch, b)
+			}
+			if len(newBatch) == 0 {
+				continue
+			}
+
+			t := w.metrics.SyncLatency.Start()
+			updatedBatch, err := w.syncCb(ctx, newBatch)
 
 			if err != nil {
 				w.metrics.SyncErrors.Inc()
@@ -295,14 +334,13 @@ func (w *autoRefresh) sync(ctx context.Context) (err error) {
 
 			for _, item := range updatedBatch {
 				if item.Action == Update {
-					// Add adds the item if it has been evicted or updates an existing one.
-					w.lruMap.Add(item.ID, item.Item)
+					// Updates an existing item.
+					w.Update(item.ID, item.Item)
 				}
 			}
 
 			w.toDelete.Range(func(key interface{}) bool {
-				w.lruMap.Remove(key)
-				w.toDelete.Remove(key)
+				w.Delete(key)
 				return true
 			})
 
diff --git a/flytestdlib/cache/auto_refresh_test.go b/flytestdlib/cache/auto_refresh_test.go
index e1250afd68b..ccd2da6a191 100644
--- a/flytestdlib/cache/auto_refresh_test.go
+++ b/flytestdlib/cache/auto_refresh_test.go
@@ -62,7 +62,7 @@ func syncTerminalItem(_ context.Context, batch Batch) ([]ItemSyncResponse, error
 	panic("This should never be called")
 }
 
-func TestCacheThree(t *testing.T) {
+func TestCacheFour(t *testing.T) {
 	testResyncPeriod := time.Millisecond
 	rateLimiter := workqueue.DefaultControllerRateLimiter()
 
@@ -142,6 +142,34 @@ func TestCacheThree(t *testing.T) {
 
 		cancel()
 	})
+
+	t.Run("Test update and delete cache", func(t *testing.T) {
+		cache, err := NewAutoRefreshCache("fake3", syncTerminalItem, rateLimiter, testResyncPeriod, 10, 2, promutils.NewTestScope())
+		assert.NoError(t, err)
+
+		ctx, cancel := context.WithCancel(context.Background())
+		assert.NoError(t, cache.Start(ctx))
+
+		itemID := "dummy_id"
+		_, err = cache.GetOrCreate(itemID, terminalCacheItem{
+			val: 0,
+		})
+		assert.NoError(t, err)
+
+		// Wait half a second for all resync periods to complete
+		// If the cache tries to enqueue the item, a panic will be thrown.
+		time.Sleep(500 * time.Millisecond)
+
+		err = cache.DeleteDelayed(itemID)
+		assert.NoError(t, err)
+
+		time.Sleep(500 * time.Millisecond)
+		item, err := cache.Get(itemID)
+		assert.Nil(t, item)
+		assert.Error(t, err)
+
+		cancel()
+	})
 }
 
 func TestQueueBuildUp(t *testing.T) {

From 68c055b7b51eebc4cf009b5caf488026328cfcc0 Mon Sep 17 00:00:00 2001
From: Eduardo Apolinario <653394+eapolinario@users.noreply.github.com>
Date: Thu, 12 Oct 2023 17:07:13 -0700
Subject: [PATCH 15/18] Revert "allow passing cluster pool to run-tests.py
 (#4210)" (#4212)

This reverts commit db3a7ff0ec6f04ac4cd7f454bfea82ac68574c80.

Signed-off-by: Eduardo Apolinario 
Co-authored-by: Eduardo Apolinario 
---
 boilerplate/flyte/end2end/run-tests.py | 16 ++++++----------
 1 file changed, 6 insertions(+), 10 deletions(-)

diff --git a/boilerplate/flyte/end2end/run-tests.py b/boilerplate/flyte/end2end/run-tests.py
index 58b2a5dc74b..5365da006e7 100644
--- a/boilerplate/flyte/end2end/run-tests.py
+++ b/boilerplate/flyte/end2end/run-tests.py
@@ -5,7 +5,7 @@
 import sys
 import time
 import traceback
-from typing import Dict, List, Mapping, Tuple, Optional
+from typing import Dict, List, Mapping, Tuple
 
 import click
 import requests
@@ -89,10 +89,10 @@
 }
 
 
-def execute_workflow(remote: FlyteRemote, version, workflow_name, inputs, cluster_pool_name: Optional[str] = None):
+def execute_workflow(remote, version, workflow_name, inputs):
     print(f"Fetching workflow={workflow_name} and version={version}")
     wf = remote.fetch_workflow(name=workflow_name, version=version)
-    return remote.execute(wf, inputs=inputs, wait=False, cluster_pool=cluster_pool_name)
+    return remote.execute(wf, inputs=inputs, wait=False)
 
 
 def executions_finished(executions_by_wfgroup: Dict[str, List[FlyteWorkflowExecution]]) -> bool:
@@ -125,7 +125,6 @@ def schedule_workflow_groups(
     workflow_groups: List[str],
     remote: FlyteRemote,
     terminate_workflow_on_failure: bool,
-    cluster_pool_name: Optional[str] = None,
 ) -> Dict[str, bool]:
     """
     Schedule workflows executions for all workflow groups and return True if all executions succeed, otherwise
@@ -136,7 +135,7 @@ def schedule_workflow_groups(
     for wf_group in workflow_groups:
         workflows = FLYTESNACKS_WORKFLOW_GROUPS.get(wf_group, [])
         executions_by_wfgroup[wf_group] = [
-            execute_workflow(remote, tag, workflow[0], workflow[1], cluster_pool_name) for workflow in workflows
+            execute_workflow(remote, tag, workflow[0], workflow[1]) for workflow in workflows
         ]
 
     # Wait for all executions to finish
@@ -180,7 +179,6 @@ def run(
     priorities: List[str],
     config_file_path,
     terminate_workflow_on_failure: bool,
-    cluster_pool_name: Optional[str] = None,
 ) -> List[Dict[str, str]]:
     remote = FlyteRemote(
         Config.auto(config_file=config_file_path),
@@ -217,7 +215,7 @@ def run(
         valid_workgroups.append(workflow_group)
 
     results_by_wfgroup = schedule_workflow_groups(
-        flytesnacks_release_tag, valid_workgroups, remote, terminate_workflow_on_failure, cluster_pool_name
+        flytesnacks_release_tag, valid_workgroups, remote, terminate_workflow_on_failure
     )
 
     for workflow_group, succeeded in results_by_wfgroup.items():
@@ -263,17 +261,15 @@ def run(
 @click.argument("flytesnacks_release_tag")
 @click.argument("priorities")
 @click.argument("config_file")
-@click.argument("cluster_pool_name")
 def cli(
     flytesnacks_release_tag,
     priorities,
     config_file,
     return_non_zero_on_failure,
     terminate_workflow_on_failure,
-    cluster_pool_name,
 ):
     print(f"return_non_zero_on_failure={return_non_zero_on_failure}")
-    results = run(flytesnacks_release_tag, priorities, config_file, terminate_workflow_on_failure, cluster_pool_name)
+    results = run(flytesnacks_release_tag, priorities, config_file, terminate_workflow_on_failure)
 
     # Write a json object in its own line describing the result of this run to stdout
     print(f"Result of run:\n{json.dumps(results)}")

From 2edc3bd552b559d250bfff77987506da586a1759 Mon Sep 17 00:00:00 2001
From: "Fabio M. Graetz, Ph.D" 
Date: Thu, 12 Oct 2023 23:52:44 -0500
Subject: [PATCH 16/18] Fix: Prevent unintended use of proxy authorization when
 no command is provided (#4217)

* Don't check for cfg.ProxyCommand != nil but for empty slice

Signed-off-by: Fabio Graetz 

* Check for proxy command != nil and len > 0

Signed-off-by: Fabio Graetz 

---------

Signed-off-by: Fabio Graetz 
---
 flyteidl/clients/go/admin/auth_interceptor.go | 2 +-
 flyteidl/clients/go/admin/client.go           | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/flyteidl/clients/go/admin/auth_interceptor.go b/flyteidl/clients/go/admin/auth_interceptor.go
index ef94d857567..09391df67ae 100644
--- a/flyteidl/clients/go/admin/auth_interceptor.go
+++ b/flyteidl/clients/go/admin/auth_interceptor.go
@@ -109,7 +109,7 @@ func setHTTPClientContext(ctx context.Context, cfg *Config, proxyCredentialsFutu
 		transport.Proxy = http.ProxyURL(&cfg.HTTPProxyURL.URL)
 	}
 
-	if cfg.ProxyCommand != nil {
+	if cfg.ProxyCommand != nil && len(cfg.ProxyCommand) > 0 {
 		httpClient.Transport = &proxyAuthTransport{
 			transport:              transport,
 			proxyCredentialsFuture: proxyCredentialsFuture,
diff --git a/flyteidl/clients/go/admin/client.go b/flyteidl/clients/go/admin/client.go
index 7555f64045a..69c3542367b 100644
--- a/flyteidl/clients/go/admin/client.go
+++ b/flyteidl/clients/go/admin/client.go
@@ -153,7 +153,7 @@ func NewAdminConnection(ctx context.Context, cfg *Config, proxyCredentialsFuture
 
 	opts = append(opts, GetAdditionalAdminClientConfigOptions(cfg)...)
 
-	if cfg.ProxyCommand != nil {
+	if cfg.ProxyCommand != nil && len(cfg.ProxyCommand) > 0 {
 		opts = append(opts, grpc.WithChainUnaryInterceptor(NewProxyAuthInterceptor(cfg, proxyCredentialsFuture)))
 		opts = append(opts, grpc.WithPerRPCCredentials(proxyCredentialsFuture))
 	}

From abfbb24c85bd10303a1263781240195c817274f0 Mon Sep 17 00:00:00 2001
From: Surav Shrestha 
Date: Fri, 13 Oct 2023 23:26:58 +0545
Subject: [PATCH 17/18] docs: fix typo in
 rfc/system/3749-sane-overridable-defaults.md (#4219)

Signed-off-by: Surav Shrestha 
---
 rfc/system/3749-sane-overridable-defaults.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/rfc/system/3749-sane-overridable-defaults.md b/rfc/system/3749-sane-overridable-defaults.md
index eff22063242..f7288763ab9 100644
--- a/rfc/system/3749-sane-overridable-defaults.md
+++ b/rfc/system/3749-sane-overridable-defaults.md
@@ -174,7 +174,7 @@ metadata:
 ```
 This can work the same way cluster resource templates are mounted as ConfigMaps in the FlyteAdmin deployment but are [fully customizable](https://github.com/flyteorg/flyte/blob/5ab8cb887a5a7051070cb93fca603ed1f22f2f74/charts/flyte-core/values.yaml#L752-L810).
 
-This does require restarting the FlyteAdmin deployment for individual overrides changes but allows for declaratively defining the complete set of overrides in a reproducible manner. See more discusison on the trade-offs [here](https://github.com/flyteorg/flyte/discussions/3731#discussioncomment-6053743).
+This does require restarting the FlyteAdmin deployment for individual overrides changes but allows for declaratively defining the complete set of overrides in a reproducible manner. See more discussion on the trade-offs [here](https://github.com/flyteorg/flyte/discussions/3731#discussioncomment-6053743).
 
 #### FlyteAdmin changes
 

From c6476cc178e576a4b7853d5d2adcb54081848974 Mon Sep 17 00:00:00 2001
From: Surav Shrestha 
Date: Sat, 14 Oct 2023 03:46:20 +0545
Subject: [PATCH 18/18] docs: fix typo in ./kustomize/README.md (#4218)

Signed-off-by: Surav Shrestha 
---
 kustomize/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/kustomize/README.md b/kustomize/README.md
index 94f0f6ec568..69a9c10d0ce 100644
--- a/kustomize/README.md
+++ b/kustomize/README.md
@@ -6,7 +6,7 @@ In brief, Kustomize allows composing a deployment yaml using multiple components
 a composed set of components that can be deployed to a [Single Kubernetes cluster](./base/single_cluster). This deployment configures various components using [Flyte Configuration
 system](todo).
 
-The *Single Cluster* configuration on its own is not deployable. But indiviudal [overlays](./overlays) are deployable. 
+The *Single Cluster* configuration on its own is not deployable. But individual [overlays](./overlays) are deployable. 
 
 Refer to
 1. [Base Components](./base): If you want to build your own overlay start here