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Convert MNIST PyTorch and MNIST Ray test cases to go
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/* | ||
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. | ||
*/ | ||
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package integration | ||
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import ( | ||
"bytes" | ||
"html/template" | ||
"testing" | ||
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. "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" | ||
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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" | ||
) | ||
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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"} | ||
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type NotebookProps struct { | ||
IngressDomain string | ||
OpenShiftApiUrl string | ||
KubernetesBearerToken string | ||
Namespace string | ||
OpenDataHubNamespace string | ||
CodeFlareImageStreamTag string | ||
JobType string | ||
NotebookPVC string | ||
} | ||
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func TestMnistPyTorchMCAD(t *testing.T) { | ||
test := support.With(t) | ||
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// Create a namespace | ||
namespace := test.NewTestNamespace() | ||
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// 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) | ||
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// 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) | ||
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// 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) | ||
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// 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()) | ||
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// Filter template and store results to the buffer | ||
notebookBuffer := new(bytes.Buffer) | ||
err = parsedNotebookTemplate.Execute(notebookBuffer, notebookProps) | ||
test.Expect(err).NotTo(HaveOccurred()) | ||
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// 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()) | ||
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// 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))), | ||
), | ||
) | ||
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// Make sure the AppWrapper finishes and is deleted | ||
test.Eventually(support.AppWrappers(test, namespace), support.TestTimeoutLong). | ||
Should(HaveLen(0)) | ||
} | ||
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func TestMCADRay(t *testing.T) { | ||
test := support.With(t) | ||
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// Create a namespace | ||
namespace := test.NewTestNamespace() | ||
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// 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) | ||
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// 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) | ||
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// 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) | ||
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// 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()) | ||
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// Filter template and store results to the buffer | ||
notebookBuffer := new(bytes.Buffer) | ||
err = parsedNotebookTemplate.Execute(notebookBuffer, notebookProps) | ||
test.Expect(err).NotTo(HaveOccurred()) | ||
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// 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()) | ||
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// 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))), | ||
), | ||
) | ||
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// Make sure the AppWrapper finishes and is deleted | ||
test.Eventually(support.AppWrappers(test, namespace), support.TestTimeoutLong). | ||
Should(HaveLen(0)) | ||
} | ||
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func getIngressDomain(test support.Test) string { | ||
cluster, err := test.Client().Dynamic().Resource(ingressConfigResource).Get(test.Ctx(), "cluster", metav1.GetOptions{}) | ||
test.Expect(err).NotTo(HaveOccurred()) | ||
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ingressDomain := cluster.UnstructuredContent()["spec"].(map[string]interface{})["domain"].(string) | ||
test.T().Logf("Ingress domain: %s", ingressDomain) | ||
return ingressDomain | ||
} | ||
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func getOpenShiftApiUrl(test support.Test) string { | ||
cluster, err := test.Client().Dynamic().Resource(infrastructureConfigResource).Get(test.Ctx(), "cluster", metav1.GetOptions{}) | ||
test.Expect(err).NotTo(HaveOccurred()) | ||
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openShiftApiUrl := cluster.UnstructuredContent()["status"].(map[string]interface{})["apiServerURL"].(string) | ||
test.T().Logf("OpenShift API URL: %s", openShiftApiUrl) | ||
return openShiftApiUrl | ||
} | ||
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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 | ||
} | ||
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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()) | ||
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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()) | ||
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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()) | ||
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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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