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Convert MNIST PyTorch and MNIST Ray test cases to go
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sutaakar committed Sep 8, 2023
1 parent dcc99ce commit 1a8803d
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Showing 8 changed files with 793 additions and 7 deletions.
4 changes: 2 additions & 2 deletions tests/go.mod
Original file line number Diff line number Diff line change
Expand Up @@ -3,7 +3,8 @@ module github.com/opendatahub-io/distributed-workloads/tests/new-tests
require (
github.com/onsi/gomega v1.27.10
github.com/openshift/api v0.0.0-20230718161610-2a3e8b481cec
github.com/project-codeflare/codeflare-operator v0.2.2
github.com/project-codeflare/codeflare-operator v0.2.3-0.20230906080827-4ae9e8f9e640
github.com/project-codeflare/multi-cluster-app-dispatcher v1.34.1-0.20230831150053-05b1af83014c
github.com/ray-project/kuberay/ray-operator v0.0.0-20230830082034-e7fbf7d73576
k8s.io/api v0.27.2
k8s.io/apimachinery v0.27.2
Expand All @@ -30,7 +31,6 @@ require (
github.com/modern-go/reflect2 v1.0.2 // indirect
github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect
github.com/openshift/client-go v0.0.0-20230718165156-6014fb98e86a // indirect
github.com/project-codeflare/multi-cluster-app-dispatcher v1.34.0 // indirect
github.com/spf13/pflag v1.0.5 // indirect
github.com/stretchr/testify v1.8.4 // indirect
golang.org/x/net v0.12.0 // indirect
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8 changes: 4 additions & 4 deletions tests/go.sum
Original file line number Diff line number Diff line change
Expand Up @@ -107,10 +107,10 @@ github.com/openshift/client-go v0.0.0-20230718165156-6014fb98e86a h1:ZKewwwEIURD
github.com/openshift/client-go v0.0.0-20230718165156-6014fb98e86a/go.mod h1:EjhPQjEm8HM3GThz5ywNGLEec1P1IjTn08kwzdvupvA=
github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
github.com/project-codeflare/codeflare-operator v0.2.2 h1:7Vf1Hv+q0muzEGbTzPBdKjXOd903NbMu1bsdL02PCr0=
github.com/project-codeflare/codeflare-operator v0.2.2/go.mod h1:2oYGL1iF92OzEhw+FRd7S4kFAEF9dZZnDCJLsuYZ4r0=
github.com/project-codeflare/multi-cluster-app-dispatcher v1.34.0 h1:4J3vW+vuCBHyocd3huZy3FJhOw5acaBHFLYwutkTE/E=
github.com/project-codeflare/multi-cluster-app-dispatcher v1.34.0/go.mod h1:gtTl8Tsl+X+bGhqVudLoveINR6IkN+sVvH0J+VZIP40=
github.com/project-codeflare/codeflare-operator v0.2.3-0.20230906080827-4ae9e8f9e640 h1:D9oeAMirZcWTNzO7G8IDXy2IEKLnH8EBXjgiaufzGx8=
github.com/project-codeflare/codeflare-operator v0.2.3-0.20230906080827-4ae9e8f9e640/go.mod h1:q+Y/3BS/N3MDzljiD7XRaUae3yZvzzXvhegMJjAaasE=
github.com/project-codeflare/multi-cluster-app-dispatcher v1.34.1-0.20230831150053-05b1af83014c h1:LjCgRcjtkd9byePczvxGBLjdM22M2BCTB76FoEk2fkU=
github.com/project-codeflare/multi-cluster-app-dispatcher v1.34.1-0.20230831150053-05b1af83014c/go.mod h1:gtTl8Tsl+X+bGhqVudLoveINR6IkN+sVvH0J+VZIP40=
github.com/prometheus/client_model v0.0.0-20190812154241-14fe0d1b01d4/go.mod h1:xMI15A0UPsDsEKsMN9yxemIoYk6Tm2C1GtYGdfGttqA=
github.com/ray-project/kuberay/ray-operator v0.0.0-20230830082034-e7fbf7d73576 h1:NYt+ipGo+jMLYCFI5S04DzVFSXn8WCR0m6m3bFXPk+4=
github.com/ray-project/kuberay/ray-operator v0.0.0-20230830082034-e7fbf7d73576/go.mod h1:7PBzsR4L0b/f5tTxq1XGnzvudbrMyPadiLiNiP9pOl0=
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362 changes: 362 additions & 0 deletions tests/integration/mcad_test.go
Original file line number Diff line number Diff line change
@@ -0,0 +1,362 @@
/*
Copyright 2023.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
*/

package integration

import (
"bytes"
"html/template"
"testing"

. "github.com/onsi/gomega"
support "github.com/project-codeflare/codeflare-operator/test/support"
mcadv1beta1 "github.com/project-codeflare/multi-cluster-app-dispatcher/pkg/apis/controller/v1beta1"
rayv1alpha1 "github.com/ray-project/kuberay/ray-operator/apis/ray/v1alpha1"

authenticationv1 "k8s.io/api/authentication/v1"
corev1 "k8s.io/api/core/v1"
rbacv1 "k8s.io/api/rbac/v1"
"k8s.io/apimachinery/pkg/api/resource"
metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
"k8s.io/apimachinery/pkg/apis/meta/v1/unstructured"
"k8s.io/apimachinery/pkg/runtime/schema"
"k8s.io/apimachinery/pkg/util/yaml"
)

var notebookResource = schema.GroupVersionResource{Group: "kubeflow.org", Version: "v1", Resource: "notebooks"}
var ingressConfigResource = schema.GroupVersionResource{Group: "config.openshift.io", Version: "v1", Resource: "ingresses"}
var infrastructureConfigResource = schema.GroupVersionResource{Group: "config.openshift.io", Version: "v1", Resource: "infrastructures"}

type NotebookProps struct {
IngressDomain string
OpenShiftApiUrl string
KubernetesBearerToken string
Namespace string
OpenDataHubNamespace string
CodeFlareImageStreamTag string
JobType string
NotebookPVC string
}

func TestMnistPyTorchMCAD(t *testing.T) {
test := support.With(t)

// Create a namespace
namespace := test.NewTestNamespace()

// Test configuration
config := &corev1.ConfigMap{
TypeMeta: metav1.TypeMeta{
APIVersion: corev1.SchemeGroupVersion.String(),
Kind: "ConfigMap",
},
ObjectMeta: metav1.ObjectMeta{
Name: "notebooks-mcad",
},
BinaryData: map[string][]byte{
// MNIST MCAD Notebook
"mnist_mcad_mini.ipynb": ReadFile(test, "resources/mnist_mcad_mini.ipynb"),
},
Immutable: support.Ptr(true),
}
config, err := test.Client().Core().CoreV1().ConfigMaps(namespace.Name).Create(test.Ctx(), config, metav1.CreateOptions{})
test.Expect(err).NotTo(HaveOccurred())
test.T().Logf("Created ConfigMap %s/%s successfully", config.Namespace, config.Name)

// Create PVC for Notebook
notebookPVC := &corev1.PersistentVolumeClaim{
TypeMeta: metav1.TypeMeta{
APIVersion: corev1.SchemeGroupVersion.String(),
Kind: "PersistentVolumeClaim",
},
ObjectMeta: metav1.ObjectMeta{
Name: "jupyterhub-nb-kube-3aadmin-pvc",
},
Spec: corev1.PersistentVolumeClaimSpec{
AccessModes: []corev1.PersistentVolumeAccessMode{
corev1.ReadWriteOnce,
},
Resources: corev1.ResourceRequirements{
Requests: corev1.ResourceList{
corev1.ResourceStorage: resource.MustParse("10Gi"),
},
},
},
}
notebookPVC, err = test.Client().Core().CoreV1().PersistentVolumeClaims(namespace.Name).Create(test.Ctx(), notebookPVC, metav1.CreateOptions{})
test.Expect(err).NotTo(HaveOccurred())
test.T().Logf("Created PersistentVolumeClaim %s/%s successfully", notebookPVC.Namespace, notebookPVC.Name)

// Create RBAC, retrieve token for user with limited rights
policyRules := []rbacv1.PolicyRule{
{
Verbs: []string{"get", "create", "delete", "list", "patch", "update"},
// APIGroups: []string{mcadv1beta1.GroupName},
APIGroups: []string{"mcad.ibm.com"},
Resources: []string{"appwrappers"},
},
// Needed for job.logs()
{
Verbs: []string{"get"},
APIGroups: []string{""},
Resources: []string{"pods/log"},
},
}
token := createTestMnistPyTorchMCADRBAC(test, namespace, policyRules)

// Read the Notebook CR from resources and perform replacements for custom values using go template
notebookProps := NotebookProps{
IngressDomain: getIngressDomain(test),
OpenShiftApiUrl: getOpenShiftApiUrl(test),
KubernetesBearerToken: token,
Namespace: namespace.Name,
OpenDataHubNamespace: GetOpenDataHubNamespace(),
CodeFlareImageStreamTag: getCodeFlareImageStreamTag(test),
JobType: "mcad",
NotebookPVC: "jupyterhub-nb-kube-3aadmin-pvc",
}
notebookTemplate := string(ReadFile(test, "resources/custom-nb-small.yaml"))
parsedNotebookTemplate, err := template.New("notebook").Parse(notebookTemplate)
test.Expect(err).NotTo(HaveOccurred())

// Filter template and store results to the buffer
notebookBuffer := new(bytes.Buffer)
err = parsedNotebookTemplate.Execute(notebookBuffer, notebookProps)
test.Expect(err).NotTo(HaveOccurred())

// Create Notebook CR
notebookCR := &unstructured.Unstructured{}
err = yaml.NewYAMLOrJSONDecoder(notebookBuffer, 8192).Decode(notebookCR)
test.Expect(err).NotTo(HaveOccurred())
_, err = test.Client().Dynamic().Resource(notebookResource).Namespace(namespace.Name).Create(test.Ctx(), notebookCR, metav1.CreateOptions{})
test.Expect(err).NotTo(HaveOccurred())

// Make sure the AppWrapper is created and running
test.Eventually(support.AppWrappers(test, namespace), support.TestTimeoutLong).
Should(
And(
HaveLen(1),
ContainElement(WithTransform(support.AppWrapperName, HavePrefix("mnistjob"))),
ContainElement(WithTransform(support.AppWrapperState, Equal(mcadv1beta1.AppWrapperStateActive))),
),
)

// Make sure the AppWrapper finishes and is deleted
test.Eventually(support.AppWrappers(test, namespace), support.TestTimeoutLong).
Should(HaveLen(0))
}

func TestMCADRay(t *testing.T) {
test := support.With(t)

// Create a namespace
namespace := test.NewTestNamespace()

// Test configuration
config := &corev1.ConfigMap{
TypeMeta: metav1.TypeMeta{
APIVersion: corev1.SchemeGroupVersion.String(),
Kind: "ConfigMap",
},
ObjectMeta: metav1.ObjectMeta{
Name: "notebooks-ray",
},
BinaryData: map[string][]byte{
// MNIST MCAD Notebook
"mnist_ray_mini.ipynb": ReadFile(test, "resources/mnist_ray_mini.ipynb"),
"mnist.py": ReadFile(test, "resources/mnist.py"),
"requirements.txt": ReadFile(test, "resources/requirements.txt"),
},
Immutable: support.Ptr(true),
}
config, err := test.Client().Core().CoreV1().ConfigMaps(namespace.Name).Create(test.Ctx(), config, metav1.CreateOptions{})
test.Expect(err).NotTo(HaveOccurred())
test.T().Logf("Created ConfigMap %s/%s successfully", config.Namespace, config.Name)

// Create PVC for Notebook
notebookPVC := &corev1.PersistentVolumeClaim{
TypeMeta: metav1.TypeMeta{
APIVersion: corev1.SchemeGroupVersion.String(),
Kind: "PersistentVolumeClaim",
},
ObjectMeta: metav1.ObjectMeta{
Name: "jupyterhub-nb-kube-3aadmin-pvc",
},
Spec: corev1.PersistentVolumeClaimSpec{
AccessModes: []corev1.PersistentVolumeAccessMode{
corev1.ReadWriteOnce,
},
Resources: corev1.ResourceRequirements{
Requests: corev1.ResourceList{
corev1.ResourceStorage: resource.MustParse("10Gi"),
},
},
},
}
notebookPVC, err = test.Client().Core().CoreV1().PersistentVolumeClaims(namespace.Name).Create(test.Ctx(), notebookPVC, metav1.CreateOptions{})
test.Expect(err).NotTo(HaveOccurred())
test.T().Logf("Created PersistentVolumeClaim %s/%s successfully", notebookPVC.Namespace, notebookPVC.Name)

// Create RBAC, retrieve token for user with limited rights
policyRules := []rbacv1.PolicyRule{
{
Verbs: []string{"get", "create", "delete", "list", "patch", "update"},
// APIGroups: []string{mcadv1beta1.GroupName},
APIGroups: []string{"mcad.ibm.com"},
Resources: []string{"appwrappers"},
},
{
Verbs: []string{"get", "list"},
APIGroups: []string{rayv1alpha1.GroupVersion.Group},
Resources: []string{"rayclusters", "rayclusters/status"},
},
{
Verbs: []string{"get", "list"},
APIGroups: []string{"route.openshift.io"},
Resources: []string{"routes"},
},
}
token := createTestMnistPyTorchMCADRBAC(test, namespace, policyRules)

// Read the Notebook CR from resources and perform replacements for custom values using go template
notebookProps := NotebookProps{
IngressDomain: getIngressDomain(test),
OpenShiftApiUrl: getOpenShiftApiUrl(test),
KubernetesBearerToken: token,
Namespace: namespace.Name,
OpenDataHubNamespace: GetOpenDataHubNamespace(),
CodeFlareImageStreamTag: getCodeFlareImageStreamTag(test),
JobType: "ray",
NotebookPVC: "jupyterhub-nb-kube-3aadmin-pvc",
}
notebookTemplate := string(ReadFile(test, "resources/custom-nb-small.yaml"))
parsedNotebookTemplate, err := template.New("notebook").Parse(notebookTemplate)
test.Expect(err).NotTo(HaveOccurred())

// Filter template and store results to the buffer
notebookBuffer := new(bytes.Buffer)
err = parsedNotebookTemplate.Execute(notebookBuffer, notebookProps)
test.Expect(err).NotTo(HaveOccurred())

// Create Notebook CR
notebookCR := &unstructured.Unstructured{}
err = yaml.NewYAMLOrJSONDecoder(notebookBuffer, 8192).Decode(notebookCR)
test.Expect(err).NotTo(HaveOccurred())
_, err = test.Client().Dynamic().Resource(notebookResource).Namespace(namespace.Name).Create(test.Ctx(), notebookCR, metav1.CreateOptions{})
test.Expect(err).NotTo(HaveOccurred())

// Make sure the AppWrapper is created and running
test.Eventually(support.AppWrappers(test, namespace), support.TestTimeoutLong).
Should(
And(
HaveLen(1),
ContainElement(WithTransform(support.AppWrapperName, HavePrefix("mnistjob"))),
ContainElement(WithTransform(support.AppWrapperState, Equal(mcadv1beta1.AppWrapperStateActive))),
),
)

// Make sure the AppWrapper finishes and is deleted
test.Eventually(support.AppWrappers(test, namespace), support.TestTimeoutLong).
Should(HaveLen(0))
}

func getIngressDomain(test support.Test) string {
cluster, err := test.Client().Dynamic().Resource(ingressConfigResource).Get(test.Ctx(), "cluster", metav1.GetOptions{})
test.Expect(err).NotTo(HaveOccurred())

ingressDomain := cluster.UnstructuredContent()["spec"].(map[string]interface{})["domain"].(string)
test.T().Logf("Ingress domain: %s", ingressDomain)
return ingressDomain
}

func getOpenShiftApiUrl(test support.Test) string {
cluster, err := test.Client().Dynamic().Resource(infrastructureConfigResource).Get(test.Ctx(), "cluster", metav1.GetOptions{})
test.Expect(err).NotTo(HaveOccurred())

openShiftApiUrl := cluster.UnstructuredContent()["status"].(map[string]interface{})["apiServerURL"].(string)
test.T().Logf("OpenShift API URL: %s", openShiftApiUrl)
return openShiftApiUrl
}

func getCodeFlareImageStreamTag(test support.Test) string {
cfis, err := test.Client().Image().ImageV1().ImageStreams(GetOpenDataHubNamespace()).Get(test.Ctx(), "codeflare-notebook", metav1.GetOptions{})
test.Expect(err).NotTo(HaveOccurred())
test.Expect(cfis.Spec.Tags).To(HaveLen(1))
return cfis.Spec.Tags[0].Name
}

func createTestMnistPyTorchMCADRBAC(test support.Test, namespace *corev1.Namespace, policyRules []rbacv1.PolicyRule) (token string) {
serviceAccount := &corev1.ServiceAccount{
TypeMeta: metav1.TypeMeta{
APIVersion: corev1.SchemeGroupVersion.String(),
Kind: "ServiceAccount",
},
ObjectMeta: metav1.ObjectMeta{
Name: "odh-dw-test-user",
Namespace: namespace.Name,
},
}
serviceAccount, err := test.Client().Core().CoreV1().ServiceAccounts(namespace.Name).Create(test.Ctx(), serviceAccount, metav1.CreateOptions{})
test.Expect(err).NotTo(HaveOccurred())

role := &rbacv1.Role{
TypeMeta: metav1.TypeMeta{
APIVersion: rbacv1.SchemeGroupVersion.String(),
Kind: "Role",
},
ObjectMeta: metav1.ObjectMeta{
Name: "odh-dw-test-role",
Namespace: namespace.Name,
},
Rules: policyRules,
}
role, err = test.Client().Core().RbacV1().Roles(namespace.Name).Create(test.Ctx(), role, metav1.CreateOptions{})
test.Expect(err).NotTo(HaveOccurred())

roleBinding := &rbacv1.RoleBinding{
TypeMeta: metav1.TypeMeta{
APIVersion: rbacv1.SchemeGroupVersion.String(),
Kind: "RoleBinding",
},
ObjectMeta: metav1.ObjectMeta{
Name: "odh-dw-test",
},
RoleRef: rbacv1.RoleRef{
APIGroup: rbacv1.SchemeGroupVersion.Group,
Kind: "Role",
Name: role.Name,
},
Subjects: []rbacv1.Subject{
{
Kind: "ServiceAccount",
APIGroup: corev1.SchemeGroupVersion.Group,
Name: serviceAccount.Name,
Namespace: serviceAccount.Namespace,
},
},
}
_, err = test.Client().Core().RbacV1().RoleBindings(namespace.Name).Create(test.Ctx(), roleBinding, metav1.CreateOptions{})
test.Expect(err).NotTo(HaveOccurred())

treq := &authenticationv1.TokenRequest{
Spec: authenticationv1.TokenRequestSpec{
ExpirationSeconds: support.Ptr(int64(3600)),
},
}
treq, err = test.Client().Core().CoreV1().ServiceAccounts(namespace.Name).CreateToken(test.Ctx(), "odh-dw-test-user", treq, metav1.CreateOptions{})
test.Expect(err).NotTo(HaveOccurred())
return treq.Status.Token
}
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