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Add single node Neuron test to the e2e tester
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package nvidia | ||
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||
import ( | ||
"context" | ||
_ "embed" | ||
"flag" | ||
"log" | ||
"os" | ||
"slices" | ||
"testing" | ||
"time" | ||
|
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fwext "github.com/aws/aws-k8s-tester/e2e2/internal/framework_extensions" | ||
appsv1 "k8s.io/api/apps/v1" | ||
metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" | ||
"sigs.k8s.io/e2e-framework/klient/wait" | ||
"sigs.k8s.io/e2e-framework/pkg/env" | ||
"sigs.k8s.io/e2e-framework/pkg/envconf" | ||
) | ||
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var ( | ||
testenv env.Environment | ||
neuronTestImage *string | ||
) | ||
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var ( | ||
//go:embed manifests/k8s-neuron-device-plugin-rbac.yml | ||
neuronDevicePlugiRbacManifest []byte | ||
//go:embed manifests/k8s-neuron-device-plugin.yml | ||
neuronDevicePluginManifest []byte | ||
) | ||
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func TestMain(m *testing.M) { | ||
neuronTestImage = flag.String("neuronTestImage", "", "image for neuron single node test") | ||
cfg, err := envconf.NewFromFlags() | ||
if err != nil { | ||
log.Fatalf("failed to initialize test environment: %v", err) | ||
} | ||
testenv = env.NewWithConfig(cfg) | ||
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// all NVIDIA tests require the device plugin and MPI operator | ||
manifests := [][]byte{ | ||
neuronDevicePluginManifest, | ||
neuronDevicePlugiRbacManifest, | ||
} | ||
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testenv.Setup( | ||
func(ctx context.Context, config *envconf.Config) (context.Context, error) { | ||
err := fwext.ApplyManifests(config.Client().RESTConfig(), manifests...) | ||
if err != nil { | ||
return ctx, err | ||
} | ||
return ctx, nil | ||
}, | ||
func(ctx context.Context, config *envconf.Config) (context.Context, error) { | ||
ds := appsv1.DaemonSet{ | ||
ObjectMeta: metav1.ObjectMeta{Name: "neuron-device-plugin-daemonset", Namespace: "kube-system"}, | ||
} | ||
err := wait.For(fwext.NewConditionExtension(config.Client().Resources()).DaemonSetReady(&ds), | ||
wait.WithTimeout(time.Minute*5)) | ||
if err != nil { | ||
return ctx, err | ||
} | ||
return ctx, nil | ||
}, | ||
) | ||
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testenv.Finish( | ||
func(ctx context.Context, config *envconf.Config) (context.Context, error) { | ||
slices.Reverse(manifests) | ||
err = fwext.DeleteManifests(config.Client().RESTConfig(), manifests...) | ||
if err != nil { | ||
return ctx, err | ||
} | ||
return ctx, nil | ||
}, | ||
) | ||
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os.Exit(testenv.Run(m)) | ||
} |
58 changes: 58 additions & 0 deletions
58
e2e2/test/cases/neuron/manifests/k8s-neuron-device-plugin-rbac.yml
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--- | ||
kind: ClusterRole | ||
apiVersion: rbac.authorization.k8s.io/v1 | ||
metadata: | ||
name: neuron-device-plugin | ||
rules: | ||
- apiGroups: | ||
- "" | ||
resources: | ||
- nodes | ||
verbs: | ||
- get | ||
- list | ||
- watch | ||
- apiGroups: | ||
- "" | ||
resources: | ||
- events | ||
verbs: | ||
- create | ||
- patch | ||
- apiGroups: | ||
- "" | ||
resources: | ||
- pods | ||
verbs: | ||
- update | ||
- patch | ||
- get | ||
- list | ||
- watch | ||
- apiGroups: | ||
- "" | ||
resources: | ||
- nodes/status | ||
verbs: | ||
- patch | ||
- update | ||
--- | ||
apiVersion: v1 | ||
kind: ServiceAccount | ||
metadata: | ||
name: neuron-device-plugin | ||
namespace: kube-system | ||
--- | ||
kind: ClusterRoleBinding | ||
apiVersion: rbac.authorization.k8s.io/v1 | ||
metadata: | ||
name: neuron-device-plugin | ||
namespace: kube-system | ||
roleRef: | ||
apiGroup: rbac.authorization.k8s.io | ||
kind: ClusterRole | ||
name: neuron-device-plugin | ||
subjects: | ||
- kind: ServiceAccount | ||
name: neuron-device-plugin | ||
namespace: kube-system |
97 changes: 97 additions & 0 deletions
97
e2e2/test/cases/neuron/manifests/k8s-neuron-device-plugin.yml
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apiVersion: apps/v1 | ||
kind: DaemonSet | ||
metadata: | ||
name: neuron-device-plugin-daemonset | ||
namespace: kube-system | ||
spec: | ||
selector: | ||
matchLabels: | ||
name: neuron-device-plugin-ds | ||
updateStrategy: | ||
type: RollingUpdate | ||
template: | ||
metadata: | ||
# Uncomment the annotation below if k8s version is 1.13 or lower | ||
# annotations: | ||
# scheduler.alpha.kubernetes.io/critical-pod: "" | ||
labels: | ||
name: neuron-device-plugin-ds | ||
spec: | ||
serviceAccount: neuron-device-plugin | ||
tolerations: | ||
- key: CriticalAddonsOnly | ||
operator: Exists | ||
- key: aws.amazon.com/neuron | ||
operator: Exists | ||
effect: NoSchedule | ||
# Mark this pod as a critical add-on; when enabled, the critical add-on | ||
# scheduler reserves resources for critical add-on pods so that they can | ||
# be rescheduled after a failure. | ||
# See https://kubernetes.io/docs/tasks/administer-cluster/guaranteed-scheduling-critical-addon-pods/ | ||
priorityClassName: "system-node-critical" | ||
affinity: | ||
nodeAffinity: | ||
requiredDuringSchedulingIgnoredDuringExecution: | ||
nodeSelectorTerms: | ||
# Uncomment following matchExpressions if using k8s 1.16 or lower | ||
#- matchExpressions: | ||
# - key: "beta.kubernetes.io/instance-type" | ||
# operator: In | ||
# values: | ||
# - inf1.xlarge | ||
# - inf1.2xlarge | ||
# - inf1.6xlarge | ||
# - inf1.24xlarge | ||
# - inf2.xlarge | ||
# - inf2.8xlarge | ||
# - inf2.24xlarge | ||
# - inf2.48xlarge | ||
# - trn1.2xlarge | ||
# - trn1.32xlarge | ||
# - trn1n.32xlarge | ||
- matchExpressions: | ||
- key: "node.kubernetes.io/instance-type" | ||
operator: In | ||
values: | ||
- inf1.xlarge | ||
- inf1.2xlarge | ||
- inf1.6xlarge | ||
- inf1.24xlarge | ||
- inf2.xlarge | ||
- inf2.8xlarge | ||
- inf2.24xlarge | ||
- inf2.48xlarge | ||
- trn1.2xlarge | ||
- trn1.32xlarge | ||
- trn1n.32xlarge | ||
containers: | ||
# Find all neuron-device-plugin images at https://gallery.ecr.aws/neuron/neuron-device-plugin | ||
- image: public.ecr.aws/neuron/neuron-device-plugin:2.19.16.0 | ||
imagePullPolicy: Always | ||
name: neuron-device-plugin | ||
env: | ||
- name: KUBECONFIG | ||
value: /etc/kubernetes/kubelet.conf | ||
- name: NODE_NAME | ||
valueFrom: | ||
fieldRef: | ||
fieldPath: spec.nodeName | ||
securityContext: | ||
allowPrivilegeEscalation: false | ||
capabilities: | ||
drop: ["ALL"] | ||
volumeMounts: | ||
- name: device-plugin | ||
mountPath: /var/lib/kubelet/device-plugins | ||
- name: infa-map | ||
mountPath: /run | ||
volumes: | ||
- name: device-plugin | ||
hostPath: | ||
path: /var/lib/kubelet/device-plugins | ||
- name: infa-map | ||
hostPath: | ||
path: /run | ||
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30 changes: 30 additions & 0 deletions
30
e2e2/test/cases/neuron/manifests/single-node-test-neuronx.yaml
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kind: Job | ||
apiVersion: batch/v1 | ||
metadata: | ||
name: neuronx-single-node | ||
labels: | ||
app: neuronx-single-node | ||
spec: | ||
template: | ||
metadata: | ||
labels: | ||
app: neuronx-single-node | ||
spec: | ||
containers: | ||
- name: neuronx-single-node-test | ||
image: {{.NeuronTestImage}} | ||
command: | ||
- /bin/bash | ||
- ./pytorch_tests/singleNodeTest.sh | ||
imagePullPolicy: Always | ||
resources: | ||
limits: | ||
cpu: "4" | ||
memory: 4Gi | ||
aws.amazon.com/neuron: "1" | ||
requests: | ||
cpu: "1" | ||
memory: 1Gi | ||
aws.amazon.com/neuron: "1" | ||
restartPolicy: Never | ||
backoffLimit: 4 |
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package nvidia | ||
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import ( | ||
"context" | ||
_ "embed" | ||
"fmt" | ||
"testing" | ||
"time" | ||
|
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fwext "github.com/aws/aws-k8s-tester/e2e2/internal/framework_extensions" | ||
"sigs.k8s.io/e2e-framework/klient/wait" | ||
"sigs.k8s.io/e2e-framework/pkg/envconf" | ||
"sigs.k8s.io/e2e-framework/pkg/features" | ||
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batchv1 "k8s.io/api/batch/v1" | ||
metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" | ||
) | ||
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var ( | ||
//go:embed manifests/single-node-test-neuronx.yaml | ||
neuronSingleNodeManifest []byte | ||
renderedNeuronSingleNodeManifest []byte | ||
) | ||
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type neuronSingleNodeManifestTplVars struct { | ||
NeuronTestImage string | ||
} | ||
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func TestMPIJobPytorchTraining(t *testing.T) { | ||
singleNode := features.New("single-node"). | ||
WithLabel("suite", "neuron"). | ||
WithLabel("hardware", "gpu"). | ||
Setup(func(ctx context.Context, t *testing.T, cfg *envconf.Config) context.Context { | ||
if *neuronTestImage == "" { | ||
t.Fatal(fmt.Errorf("neuronTestImage must be set to run neuron single node test, use https://github.com/aws/aws-k8s-tester/blob/main/e2e2/test/images/Dockerfile.neuronx-tests to build the image and -neuronTestImage to set the image url")) | ||
} | ||
renderedNeuronSingleNodeManifest, err := fwext.RenderManifests(neuronSingleNodeManifest, neuronSingleNodeManifestTplVars{ | ||
NeuronTestImage: *neuronTestImage, | ||
}) | ||
if err != nil { | ||
t.Fatal(err) | ||
} | ||
err = fwext.ApplyManifests(cfg.Client().RESTConfig(), renderedNeuronSingleNodeManifest) | ||
if err != nil { | ||
t.Fatal(err) | ||
} | ||
return ctx | ||
}). | ||
Assess("Single node test Job succeeds", func(ctx context.Context, t *testing.T, cfg *envconf.Config) context.Context { | ||
job := &batchv1.Job{ | ||
ObjectMeta: metav1.ObjectMeta{Name: "neuronx-single-node", Namespace: "default"}, | ||
} | ||
err := wait.For(fwext.NewConditionExtension(cfg.Client().Resources()).JobSucceeded(job), | ||
wait.WithTimeout(time.Minute*20)) | ||
if err != nil { | ||
t.Fatal(err) | ||
} | ||
return ctx | ||
}). | ||
Teardown(func(ctx context.Context, t *testing.T, cfg *envconf.Config) context.Context { | ||
err := fwext.DeleteManifests(cfg.Client().RESTConfig(), renderedNeuronSingleNodeManifest) | ||
if err != nil { | ||
t.Fatal(err) | ||
} | ||
return ctx | ||
}). | ||
Feature() | ||
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testenv.Test(t, singleNode) | ||
} |
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# Start with the Neuron base image | ||
FROM public.ecr.aws/neuron/pytorch-training-neuronx:2.1.2-neuronx-py310-sdk2.18.2-ubuntu20.04 | ||
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WORKDIR / | ||
COPY pytorch_tests/ ./pytorch_tests |
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#!/usr/bin/env bash | ||
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torchrun --nproc_per_node=2 --nnodes=1 pytorch_tests/testNeuronSingleAllReduce.py | ||
torchrun --nproc_per_node=2 --nnodes=1 pytorch_tests/testNeuronParallelState.py | ||
torchrun --nproc_per_node=2 --nnodes=1 pytorch_tests/testNeuronMlp.py |
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