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first draft of queuing/borrowing demo script
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‎setup.KubeConEU25/README.md‎

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@@ -537,12 +537,131 @@ kubectl label servicemonitors.monitoring.coreos.com -n nvidia-GPU-operator nvidi
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## Workload Management
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We will now demonstrate the queueing, quota management, and fault recovery
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capabilities of MLBatch using synthetic workloads.
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We will now demonstrate the queuing, quota management, and fault recovery capabilities of MLBatch
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using synthetic workloads.
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<details>
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For this portion of the tutorial, we will use variations on the simple batch/v1 Job shown below.
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All variations will create multiple pods, each requesting some number of GPUs, and sleep for
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a specified interval before completing successfully.
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```yaml
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apiVersion: workload.codeflare.dev/v1beta2
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kind: AppWrapper
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metadata:
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generateName: <jobtype>
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labels:
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kueue.x-k8s.io/queue-name: default-queue
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spec:
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components:
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- template:
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apiVersion: batch/v1
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kind: Job
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metadata:
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generateName: <jobtype>
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spec:
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completions: <number of pods>
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parallelism: <number of pods>
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template:
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spec:
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restartPolicy: Never
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terminationGracePeriodSeconds: 0
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priorityClassName: <priority class>
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containers:
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- name: busybox
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image: quay.io/project-codeflare/busybox:1.36
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command: ["sh", "-c", "sleep 600"]
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resources:
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limits:
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nvidia.com/gpu: 4
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```
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We will use four types of jobs:
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| Job Type | Priority | Duration | Number of Pods | GPU Usage |
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---------------------------------------------------------------
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| short | normal | 30s | 2 | 2 X 4 = 8 |
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| normal | normal | 600s | 2 | 2 X 4 = 8 |
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| important| high | 600s | 2 | 2 x 4 = 8 |
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| large | normal | 600s | 4 | 4 x 4 = 16|
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### Queuing
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First, Alice will submit a burst of short running jobs that exceeds
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the number of available GPUs in the cluster. The excess jobs will
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suspended by Kueue and admitted in turn as resources become available.
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TODO
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```sh
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kubectl create -f ./setup.KubeConEU25/sample-jobs/short.yaml -n blue --as alice
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kubectl create -f ./setup.KubeConEU25/sample-jobs/short.yaml -n blue --as alice
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kubectl create -f ./setup.KubeConEU25/sample-jobs/short.yaml -n blue --as alice
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kubectl create -f ./setup.KubeConEU25/sample-jobs/short.yaml -n blue --as alice
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kubectl create -f ./setup.KubeConEU25/sample-jobs/short.yaml -n blue --as alice
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kubectl create -f ./setup.KubeConEU25/sample-jobs/short.yaml -n blue --as alice
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kubectl create -f ./setup.KubeConEU25/sample-jobs/short.yaml -n blue --as alice
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```
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Since no one else is using the cluster, Alice is able to utilize
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both her blue team's quota of 8 GPUs and to borrow all 8 GPUs from the red team's quota
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and the 8 GPUs allocated to the slack cluster queue. During this part of the demo,
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we will start with 3 admitted jobs and 5 pending jobs on the blue cluster queue. Over
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the next two minutes, the queue will drain as the short running jobs complete and the
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next pending job is admitted.
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### Borrowing and Preemption
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Alice will now submit 4 normal jobs. Again, with borrowing three of these jobs
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will be able to run immediately and the 4th job will be queued.
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```sh
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kubectl create -f ./setup.KubeConEU25/sample-jobs/normal.yaml -n blue --as alice
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kubectl create -f ./setup.KubeConEU25/sample-jobs/normal.yaml -n blue --as alice
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kubectl create -f ./setup.KubeConEU25/sample-jobs/normal.yaml -n blue --as alice
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kubectl create -f ./setup.KubeConEU25/sample-jobs/normal.yaml -n blue --as alice
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```
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Alice can use priorities to ensure important jobs run quickly.
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```sh
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kubectl create -f ./setup.KubeConEU25/sample-jobs/important.yaml -n blue --as alice
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```
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One of Alice's normal jobs is automatically suspended and put back on the queue of
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waiting jobs to make resource available for her high priority job.
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Bob on the red team arrives at work and submits two jobs.
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```sh
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kubectl create -f ./setup.KubeConEU25/sample-jobs/normal.yaml -n red --as bob
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kubectl create -f ./setup.KubeConEU25/sample-jobs/normal.yaml -n red --as bob
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```
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To allow Bob to utilize his quota, which Alice's jobs had been borrowing, one of Alice's
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jobs is quickly preempted returned it to the queue of pending jobs.
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### Fault Tolerance
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In this scenario, we will start fresh with an empty cluster. Alice will submit
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a single large job:
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```sh
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kubectl create -f ./setup.KubeConEU25/sample-jobs/large.yaml -n blue --as alice
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```
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After the job is running, we will simulate Autopilot detecting a serious GPU failure
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on by labeling a Node:
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```sh
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kubectl label node <node-name> autopilot.ibm.com/gpuhealth=EVICT --overwrite
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```
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MLBatch will automatically trigger a reset of all running jobs with Pods on
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the impacted node. This reset first does a clean removal of all of the job's
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Pods and then creates fresh versions of them. Since MLBatch automatically injects
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the Kubernetes affinities shown below into all Pods it creates for user workloads,
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the Kubernetes scheduler will avoid scheduling the new Pods on the impacted Node.
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```yaml
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affinity:
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nodeAffinity:
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requiredDuringSchedulingIgnoredDuringExecution:
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nodeSelectorTerms:
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- matchExpressions:
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- key: autopilot.ibm.com/gpuhealth
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operator: NotIn
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values:
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- ERR
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- TESTING
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- EVICT
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```
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</details>
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‎setup.KubeConEU25/sample-jobs/important.yaml‎

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apiVersion: workload.codeflare.dev/v1beta2
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kind: AppWrapper
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metadata:
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generateName: important
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labels:
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kueue.x-k8s.io/queue-name: default-queue
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spec:
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components:
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- template:
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apiVersion: batch/v1
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kind: Job
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metadata:
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generateName: important
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spec:
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completions: 2
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parallelism: 2
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template:
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spec:
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restartPolicy: Never
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terminationGracePeriodSeconds: 0
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priorityClassName: high-priority
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containers:
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- name: busybox
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image: quay.io/project-codeflare/busybox:1.36
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command: ["sh", "-c", "sleep 600"]
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resources:
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limits:
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nvidia.com/gpu: 4

‎setup.KubeConEU25/sample-jobs/large.yaml‎

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apiVersion: workload.codeflare.dev/v1beta2
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kind: AppWrapper
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metadata:
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generateName: large
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labels:
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kueue.x-k8s.io/queue-name: default-queue
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annotations:
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workload.codeflare.dev.appwrapper/retryPausePeriodDuration: 5s
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spec:
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components:
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- template:
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apiVersion: batch/v1
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kind: Job
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metadata:
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generateName: large
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spec:
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completions: 4
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parallelism: 4
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template:
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spec:
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restartPolicy: Never
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terminationGracePeriodSeconds: 0
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containers:
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- name: busybox
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image: quay.io/project-codeflare/busybox:1.36
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command: ["sh", "-c", "sleep 600"]
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resources:
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limits:
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nvidia.com/gpu: 4

‎setup.KubeConEU25/sample-jobs/normal.yaml‎

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apiVersion: workload.codeflare.dev/v1beta2
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kind: AppWrapper
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metadata:
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generateName: normal
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labels:
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kueue.x-k8s.io/queue-name: default-queue
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spec:
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components:
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- template:
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apiVersion: batch/v1
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kind: Job
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metadata:
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generateName: normal
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spec:
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completions: 2
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parallelism: 2
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template:
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spec:
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restartPolicy: Never
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terminationGracePeriodSeconds: 0
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containers:
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- name: busybox
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image: quay.io/project-codeflare/busybox:1.36
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command: ["sh", "-c", "sleep 600"]
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resources:
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limits:
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nvidia.com/gpu: 4

‎setup.KubeConEU25/sample-jobs/short.yaml‎

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apiVersion: workload.codeflare.dev/v1beta2
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kind: AppWrapper
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metadata:
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generateName: short
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labels:
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kueue.x-k8s.io/queue-name: default-queue
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spec:
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components:
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- template:
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apiVersion: batch/v1
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kind: Job
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metadata:
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generateName: short
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spec:
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completions: 2
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parallelism: 2
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template:
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spec:
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restartPolicy: Never
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terminationGracePeriodSeconds: 0
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containers:
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- name: busybox
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image: quay.io/project-codeflare/busybox:1.36
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command: ["sh", "-c", "sleep 30"]
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resources:
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limits:
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nvidia.com/gpu: 4

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