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tfjob.yaml
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tfjob.yaml
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{{- $gpuCount := .Values.gpuCount -}}
{{- $psGpuCount := .Values.psGPU -}}
{{- $syncMode := .Values.syncMode -}}
{{- $cleanPodPolicy := .Values.cleanPodPolicy -}}
{{- $dataDirs := .Values.dataDirs -}}
{{- $tfNodeSelectors :=.Values.tfNodeSelectors -}}
apiVersion: "kubeflow.org/v1"
kind: "TFJob"
metadata:
name: {{ .Release.Name }}
labels:
app: {{ template "tfjob.name" . }}
chart: {{ template "tfjob.chart" . }}
release: {{ .Release.Name }}
heritage: {{ .Release.Service }}
createdBy: "TFJob"
{{- range $key, $value := .Values.labels }}
{{ $key }}: {{ $value | quote }}
{{- end }}
annotations:
{{- range $key, $value := .Values.annotations }}
{{ $key }}: {{ $value | quote }}
{{- end }}
spec:
{{- if .Values.cleanPodPolicy }}
{{- if eq "None" $cleanPodPolicy }}
cleanPodPolicy: None
{{- end }}
{{- if eq "Running" $cleanPodPolicy }}
cleanPodPolicy: Running
{{- end }}
{{- end }}
{{- if .Values.activeDeadlineSeconds }}
activeDeadlineSeconds: {{ .Values.activeDeadlineSeconds }}
{{- end }}
{{- if .Values.startingDeadlineSeconds }}
startingDeadlineSeconds: {{ .Values.startingDeadlineSeconds }}
{{- end }}
{{- if .Values.ttlSecondsAfterFinished }}
ttlSecondsAfterFinished: {{ .Values.ttlSecondsAfterFinished }}
{{- end }}
tfReplicaSpecs:
{{- if .Values.ps }}
PS:
replicas: {{ .Values.ps }}
restartPolicy: Never
template:
metadata:
labels:
app: {{ template "tfjob.name" . }}
chart: {{ template "tfjob.chart" . }}
release: {{ .Release.Name }}
heritage: {{ .Release.Service }}
createdBy: "TFJob"
{{- if .Values.podGroupName }}
pod-group.scheduling.sigs.k8s.io/name: {{ .Values.podGroupName }}
pod-group.scheduling.sigs.k8s.io/min-available: "{{ .Values.podGroupMinAvailable }}"
{{- end }}
{{- range $key, $value := .Values.labels }}
{{ $key }}: {{ $value | quote }}
{{- end }}
annotations:
{{- range $key, $value := .Values.annotations }}
{{ $key }}: {{ $value | quote }}
{{- end }}
spec:
{{- if ne (len $tfNodeSelectors.PS) 0 }}
nodeSelector:
{{- range $nodeKey,$nodeVal := $tfNodeSelectors.PS }}
{{ $nodeKey }}: "{{ $nodeVal }}"
{{- end }}
{{- end }}
{{- if ne (len .Values.tolerations) 0 }}
tolerations:
{{- range $tolerationKey := .Values.tolerations }}
- {{- if $tolerationKey.key }}
key: "{{ $tolerationKey.key }}"
{{- end }}
{{- if $tolerationKey.value }}
value: "{{ $tolerationKey.value }}"
{{- end }}
{{- if $tolerationKey.effect }}
effect: "{{ $tolerationKey.effect }}"
{{- end }}
{{- if $tolerationKey.operator }}
operator: "{{ $tolerationKey.operator }}"
{{- end }}
{{- end }}
{{- end }}
{{- if .Values.priorityClassName }}
priorityClassName: {{ .Values.priorityClassName }}
{{- end }}
{{- if .Values.schedulerName }}
schedulerName: {{ .Values.schedulerName }}
{{- else if .Values.ps }}
{{- if .Values.hasGangScheduler }}
{{- if .Values.enableGangScheduler }}
schedulerName: {{ .Values.gangSchedulerName }}
{{- end }}
{{- end }}
{{- end }}
{{- if .Values.binpack }}
affinity:
podAffinity:
preferredDuringSchedulingIgnoredDuringExecution:
- weight: 100
podAffinityTerm:
topologyKey: kubernetes.io/hostname
labelSelector:
matchExpressions:
- key: release
operator: In
values:
- "{{ .Release.Name }}"
- key: group-name
operator: In
values:
- "kubeflow.org"
- weight: 60
podAffinityTerm:
topologyKey: kubernetes.io/hostname
labelSelector:
matchExpressions:
- key: tf-replica-type
operator: In
values:
- worker
- weight: 30
podAffinityTerm:
topologyKey: kubernetes.io/hostname
labelSelector:
matchExpressions:
- key: tf-replica-type
operator: In
values:
- ps
{{- end }}
{{- if .Values.useHostNetwork }}
{{- if not .Values.useENI }}
hostNetwork: {{ .Values.useHostNetwork }}
dnsPolicy: ClusterFirstWithHostNet
{{- end }}
{{- end }}
{{- if .Values.useHostPID }}
hostPID: {{ .Values.useHostPID }}
{{- end }}
{{- if .Values.useHostIPC }}
hostIPC: {{ .Values.useHostIPC }}
{{- end }}
{{- if .Values.enablePodSecurityContext }}
{{- if .Values.isNonRoot}}
securityContext:
runAsUser: {{ .Values.podSecurityContext.runAsUser }}
runAsGroup: {{ .Values.podSecurityContext.runAsGroup }}
runAsNonRoot: {{ .Values.podSecurityContext.runAsNonRoot }}
supplementalGroups:
{{- range $group := .Values.podSecurityContext.supplementalGroups }}
- {{ $group -}}
{{ end }}
{{- end }}
{{- end }}
volumes:
{{- if ne (len .Values.configFiles) 0 }}
{{- $releaseName := .Release.Name }}
{{- range $containerPathKey,$configFileInfos := .Values.configFiles }}
- name: {{ $containerPathKey }}
configMap:
name: {{ $releaseName }}-{{ $containerPathKey }}
{{- end }}
{{- end }}
{{- if .Values.syncMode }}
- name: code-sync
emptyDir: {}
{{- end}}
{{- if .Values.nvidiaPath }}
- hostPath:
path: "{{ .Values.nvidiaPath }}"
name: nvidia
{{- end }}
{{- if .Values.dataset }}
{{- range $pvcName, $destPath := .Values.dataset }}
- name: "{{ $pvcName }}"
persistentVolumeClaim:
claimName: "{{ $pvcName }}"
{{- end }}
{{- end }}
{{- if $dataDirs }}
{{- range $dataDirs }}
- hostPath:
path: {{ .hostPath }}
name: {{ .name }}
{{- end }}
{{- end }}
{{- if .Values.syncMode }}
initContainers:
- name: init-code
{{- if .Values.syncImage }}
image: "{{ .Values.syncImage }}"
{{- else }}
{{- if eq .Values.syncMode "rsync" }}
image: "{{ .Values.rsyncImage }}"
{{- end }}
{{- if eq .Values.syncMode "git" }}
image: "{{ .Values.gitImage }}"
{{- end }}
{{- end }}
imagePullPolicy: {{ .Values.imagePullPolicy }}
{{- if eq "rsync" $syncMode }}
command: ["rsync", "-avP", "{{ .Values.syncSource}}", "/code"]
{{- end }}
resources:
requests:
{{- if .Values.psCPU }}
cpu: {{ .Values.psCPU | quote }}
{{- end}}
{{- if .Values.psMemory }}
memory: {{ .Values.psMemory | quote }}
{{- end}}
limits:
{{- if .Values.psCPU }}
cpu: {{ .Values.psCPU | quote }}
{{- end}}
{{- if .Values.psMemory }}
memory: {{ .Values.psMemory | quote }}
{{- end}}
env:
{{- range $key, $value := .Values.envs }}
- name: "{{ $key }}"
value: "{{ $value }}"
{{- end }}
{{- if eq "git" $syncMode }}
- name: GIT_SYNC_REPO
value: {{ .Values.syncSource}}
- name: GIT_SYNC_DEST
value: {{ .Values.syncGitProjectName}}
- name: GIT_SYNC_ROOT
value: /code
- name: GIT_SYNC_ONE_TIME
value: "true"
{{- end }}
volumeMounts:
- name: code-sync
mountPath: /code
{{- end}}
{{- if ne (len .Values.imagePullSecrets) 0 }}
imagePullSecrets:
{{- range $imagePullSecret := .Values.imagePullSecrets }}
- name: "{{ $imagePullSecret }}"
{{- end }}
{{- end }}
containers:
- name: tensorflow
image: {{ .Values.psImage }}
imagePullPolicy: {{ .Values.imagePullPolicy }}
{{- if .Values.workingDir }}
workingDir: {{ .Values.workingDir }}
{{- end }}
{{- if .Values.privileged }}
securityContext:
privileged: true
{{- else if .Values.enableRDMA }}
securityContext:
capabilities:
add:
- IPC_LOCK
{{- end }}
resources:
requests:
{{- if gt (int $psGpuCount) 0}}
nvidia.com/gpu: {{ .Values.psGPU | quote }}
{{- end }}
{{- if .Values.psCPU }}
cpu: {{ .Values.psCPU | quote }}
{{- end}}
{{- if .Values.psMemory }}
memory: {{ .Values.psMemory | quote }}
{{- end}}
{{- if .Values.enableRDMA }}
rdma/hca: "1"
{{- end}}
limits:
{{- if gt (int $psGpuCount) 0}}
nvidia.com/gpu: {{ .Values.psGPU | quote }}
{{- end }}
{{- if .Values.psCPULimit }}
cpu: {{ .Values.psCPULimit | quote }}
{{- else if .Values.psCPU }}
cpu: {{ .Values.psCPU | quote }}
{{- end}}
{{- if .Values.psMemoryLimit }}
memory: {{ .Values.psMemoryLimit | quote }}
{{- else if .Values.psMemory }}
memory: {{ .Values.psMemory | quote }}
{{- end}}
{{- if .Values.enableRDMA }}
rdma/hca: "1"
{{- end}}
{{- if .Values.psPort }}
ports:
- containerPort: {{ .Values.psPort }}
name: tfjob-port
{{- end}}
command:
- "{{ .Values.shell }}"
- "-c"
- {{ .Values.command }}
env:
{{- if eq (int $psGpuCount) 0}}
- name: NVIDIA_VISIBLE_DEVICES
value: "void"
{{- end }}
{{- range $key, $value := .Values.envs }}
{{- if ne "NVIDIA_VISIBLE_DEVICES" $key }}
- name: "{{ $key }}"
value: "{{ $value }}"
{{- end }}
{{- end }}
volumeMounts:
{{- if ne (len .Values.configFiles) 0 }}
{{- $releaseName := .Release.Name }}
{{- range $containerPathKey,$configFileInfos := .Values.configFiles }}
{{- $visit := "false" }}
{{- range $cofigFileKey,$configFileInfo := $configFileInfos }}
{{- if eq "false" $visit }}
- mountPath: {{ $configFileInfo.containerFilePath }}
name: {{ $containerPathKey }}
{{- $visit = "true" }}
{{- end }}
{{- end }}
{{- end }}
{{- end }}
{{- if .Values.syncMode }}
{{- if .Values.workingDir }}
- name: code-sync
mountPath: {{ .Values.workingDir }}/code
{{- else }}
- name: code-sync
mountPath: /code
{{- end}}
{{- end}}
{{- if .Values.dataset }}
{{- range $pvcName, $destPath := .Values.dataset }}
- name: "{{ $pvcName }}"
mountPath: "{{ $destPath }}"
{{- end }}
{{- end }}
{{- if $dataDirs }}
{{- range $dataDirs }}
- mountPath: {{ .containerPath }}
name: {{ .name }}
{{- end }}
{{- end }}
{{- end }}
{{- if .Values.workers }}
Worker:
replicas: {{ .Values.workers }}
{{- if .Values.chief }}
restartPolicy: OnFailure
{{- else }}
restartPolicy: Never
{{- end }}
template:
metadata:
labels:
app: {{ template "tfjob.name" . }}
chart: {{ template "tfjob.chart" . }}
release: {{ .Release.Name }}
heritage: {{ .Release.Service }}
createdBy: "TFJob"
{{- if .Values.podGroupName }}
pod-group.scheduling.sigs.k8s.io/name: {{ .Values.podGroupName }}
pod-group.scheduling.sigs.k8s.io/min-available: "{{ .Values.podGroupMinAvailable }}"
{{- end }}
{{- range $key, $value := .Values.labels }}
{{ $key }}: {{ $value | quote }}
{{- end }}
annotations:
{{- range $key, $value := .Values.annotations }}
{{ $key }}: {{ $value | quote }}
{{- end }}
spec:
{{- if ne (len $tfNodeSelectors.Worker) 0 }}
nodeSelector:
{{- range $nodeKey,$nodeVal := $tfNodeSelectors.Worker }}
{{ $nodeKey }}: "{{ $nodeVal }}"
{{- end }}
{{- end }}
{{- if ne (len .Values.tolerations) 0 }}
tolerations:
{{- range $tolerationKey := .Values.tolerations }}
- {{- if $tolerationKey.key }}
key: "{{ $tolerationKey.key }}"
{{- end }}
{{- if $tolerationKey.value }}
value: "{{ $tolerationKey.value }}"
{{- end }}
{{- if $tolerationKey.effect }}
effect: "{{ $tolerationKey.effect }}"
{{- end }}
{{- if $tolerationKey.operator }}
operator: "{{ $tolerationKey.operator }}"
{{- end }}
{{- end }}
{{- end }}
{{- if .Values.priorityClassName }}
priorityClassName: {{ .Values.priorityClassName }}
{{- end }}
{{- if .Values.schedulerName }}
schedulerName: {{ .Values.schedulerName }}
{{- else if .Values.ps }}
{{- if .Values.hasGangScheduler }}
{{- if .Values.enableGangScheduler }}
schedulerName: {{ .Values.gangSchedulerName }}
{{- end }}
{{- end }}
{{- end }}
{{- if .Values.ps }}
{{- if .Values.binpack }}
affinity:
podAffinity:
preferredDuringSchedulingIgnoredDuringExecution:
- weight: 100
podAffinityTerm:
topologyKey: kubernetes.io/hostname
labelSelector:
matchExpressions:
- key: release
operator: In
values:
- "{{ .Release.Name }}"
- key: group-name
operator: In
values:
- "kubeflow.org"
- weight: 60
podAffinityTerm:
topologyKey: kubernetes.io/hostname
labelSelector:
matchExpressions:
- key: tf-replica-type
operator: In
values:
- ps
- weight: 30
podAffinityTerm:
topologyKey: kubernetes.io/hostname
labelSelector:
matchExpressions:
- key: tf-replica-type
operator: In
values:
- worker
{{- end }}
{{- end }}
{{- if .Values.useHostNetwork }}
{{- if not .Values.useENI }}
hostNetwork: {{ .Values.useHostNetwork }}
dnsPolicy: ClusterFirstWithHostNet
{{- end }}
{{- end }}
{{- if .Values.useHostPID }}
hostPID: {{ .Values.useHostPID }}
{{- end }}
{{- if .Values.useHostIPC }}
hostIPC: {{ .Values.useHostIPC }}
{{- end }}
{{- if .Values.enablePodSecurityContext }}
{{- if .Values.isNonRoot}}
securityContext:
runAsUser: {{ .Values.podSecurityContext.runAsUser }}
runAsGroup: {{ .Values.podSecurityContext.runAsGroup }}
runAsNonRoot: {{ .Values.podSecurityContext.runAsNonRoot }}
supplementalGroups:
{{- range $group := .Values.podSecurityContext.supplementalGroups }}
- {{ $group -}}
{{ end }}
{{- end }}
{{- end }}
volumes:
{{- if ne (len .Values.configFiles) 0 }}
{{- $releaseName := .Release.Name }}
{{- range $containerPathKey,$configFileInfos := .Values.configFiles }}
- name: {{ $containerPathKey }}
configMap:
name: {{ $releaseName }}-{{ $containerPathKey }}
{{- end }}
{{- end }}
{{- if .Values.useTensorboard }}
{{- if .Values.isLocalLogging }}
- hostPath:
path: "{{ .Values.hostLogPath }}"
name: training-logs-volume
{{- end}}
{{- end}}
{{- if .Values.syncMode }}
- name: code-sync
emptyDir: {}
{{- end}}
{{- if gt (int $gpuCount) 0}}
{{- if .Values.nvidiaPath }}
- hostPath:
path: "{{ .Values.nvidiaPath }}"
name: nvidia
{{- end }}
{{- end }}
{{- if .Values.dataset }}
{{- range $pvcName, $destPath := .Values.dataset }}
- name: "{{ $pvcName }}"
persistentVolumeClaim:
claimName: "{{ $pvcName }}"
{{- end }}
{{- end }}
{{- if $dataDirs }}
{{- range $dataDirs }}
- hostPath:
path: {{ .hostPath }}
name: {{ .name }}
{{- end }}
{{- end }}
{{- if .Values.syncMode }}
initContainers:
- name: init-code
{{- if .Values.syncImage }}
image: "{{ .Values.syncImage }}"
{{- else }}
{{- if eq .Values.syncMode "rsync" }}
image: "{{ .Values.rsyncImage }}"
{{- end }}
{{- if eq .Values.syncMode "git" }}
image: "{{ .Values.gitImage }}"
{{- end }}
{{- end }}
imagePullPolicy: {{ .Values.imagePullPolicy }}
{{- if eq "rsync" $syncMode }}
command: ["rsync", "-avP", "{{ .Values.syncSource}}", "/code"]
{{- end }}
resources:
requests:
{{- if .Values.workerCPU }}
cpu: {{ .Values.workerCPU | quote }}
{{- end}}
{{- if .Values.workerMemory }}
memory: {{ .Values.workerMemory | quote }}
{{- end}}
limits:
{{- if .Values.workerCPULimit }}
cpu: {{ .Values.workerCPULimit | quote }}
{{- else if .Values.workerCPU }}
cpu: {{ .Values.workerCPU | quote }}
{{- end}}
{{- if .Values.workerMemoryLimit }}
memory: {{ .Values.workerMemoryLimit | quote }}
{{- else if .Values.workerMemory }}
memory: {{ .Values.workerMemory | quote }}
{{- end}}
env:
{{- range $key, $value := .Values.envs }}
- name: "{{ $key }}"
value: "{{ $value }}"
{{- end }}
{{- if eq "git" $syncMode }}
- name: GIT_SYNC_REPO
value: {{ .Values.syncSource}}
- name: GIT_SYNC_DEST
value: {{ .Values.syncGitProjectName}}
- name: GIT_SYNC_ROOT
value: /code
- name: GIT_SYNC_ONE_TIME
value: "true"
{{- end }}
volumeMounts:
- name: code-sync
mountPath: /code
{{- end}}
{{- if ne (len .Values.imagePullSecrets) 0 }}
imagePullSecrets:
{{- range $imagePullSecret := .Values.imagePullSecrets }}
- name: "{{ $imagePullSecret }}"
{{- end }}
{{- end }}
containers:
- name: tensorflow
image: {{ .Values.workerImage }}
imagePullPolicy: {{ .Values.imagePullPolicy }}
{{- if .Values.workingDir }}
workingDir: {{ .Values.workingDir }}
{{- end }}
{{- if .Values.privileged }}
securityContext:
privileged: true
{{- else if .Values.enableRDMA }}
securityContext:
capabilities:
add:
- IPC_LOCK
{{- end }}
resources:
requests:
{{- if gt (int $gpuCount) 0}}
{{- if .Values.nvidiaPath }}
alpha.kubernetes.io/nvidia-gpu: {{ $gpuCount | quote }}
{{- else}}
nvidia.com/gpu: {{ $gpuCount | quote }}
{{- end}}
{{- end}}
{{- if .Values.workerCPU }}
cpu: {{ .Values.workerCPU | quote }}
{{- end}}
{{- if .Values.workerMemory }}
memory: {{ .Values.workerMemory | quote }}
{{- end}}
{{- if .Values.enableRDMA }}
rdma/hca: "1"
{{- end}}
limits:
{{- if gt (int $gpuCount) 0}}
{{- if .Values.nvidiaPath }}
alpha.kubernetes.io/nvidia-gpu: {{ $gpuCount | quote }}
{{- else}}
nvidia.com/gpu: {{ $gpuCount | quote }}
{{- end}}
{{- end}}
{{- if .Values.workerCPULimit }}
cpu: {{ .Values.workerCPULimit | quote }}
{{- else if .Values.workerCPU }}
cpu: {{ .Values.workerCPU | quote }}
{{- end}}
{{- if .Values.workerMemoryLimit }}
memory: {{ .Values.workerMemoryLimit | quote }}
{{- else if .Values.workerMemory }}
memory: {{ .Values.workerMemory | quote }}
{{- end}}
{{- if .Values.enableRDMA }}
rdma/hca: "1"
{{- end}}
{{- if .Values.workerPort }}
ports:
- containerPort: {{ .Values.workerPort }}
name: tfjob-port
{{- end}}
command:
- "{{ .Values.shell }}"
- "-c"
- {{ .Values.command }}
env:
{{- range $key, $value := .Values.envs }}
- name: "{{ $key }}"
value: "{{ $value }}"
{{- end }}
volumeMounts:
{{- if ne (len .Values.configFiles) 0 }}
{{- $releaseName := .Release.Name }}
{{- range $containerPathKey,$configFileInfos := .Values.configFiles }}
{{- $visit := "false" }}
{{- range $cofigFileKey,$configFileInfo := $configFileInfos }}
{{- if eq "false" $visit }}
- mountPath: {{ $configFileInfo.containerFilePath }}
name: {{ $containerPathKey }}
{{- $visit = "true" }}
{{- end }}
{{- end }}
{{- end }}
{{- end }}
{{- if (not .Values.chief) }}
{{- if .Values.useTensorboard }}
{{- if .Values.isLocalLogging }}
- mountPath: {{ .Values.trainingLogdir }}
name: training-logs-volume
{{- end}}
{{- end}}
{{- end}}
{{- if .Values.syncMode }}
{{- if .Values.workingDir }}
- name: code-sync
mountPath: {{ .Values.workingDir }}/code
{{- else }}
- name: code-sync
mountPath: /code
{{- end}}
{{- end}}
{{- if .Values.dataset }}
{{- range $pvcName, $destPath := .Values.dataset }}
- name: "{{ $pvcName }}"
mountPath: "{{ $destPath }}"
{{- end }}
{{- end }}
{{- if gt (int $gpuCount) 0}}
{{- if .Values.nvidiaPath }}
- mountPath: /usr/local/nvidia
name: nvidia
{{- end }}
{{- end }}
{{- if $dataDirs }}
{{- range $dataDirs }}
- mountPath: {{ .containerPath }}
name: {{ .name }}
{{- end }}
{{- end }}
{{- end }}
{{- if .Values.chief }}
{{ .Values.chiefName | indent 4}}:
restartPolicy: Never
replicas: 1
template:
metadata:
labels:
app: {{ template "tfjob.name" . }}
chart: {{ template "tfjob.chart" . }}
release: {{ .Release.Name }}
heritage: {{ .Release.Service }}
createdBy: "TFJob"
{{- if .Values.podGroupName }}
pod-group.scheduling.sigs.k8s.io/name: {{ .Values.podGroupName }}
pod-group.scheduling.sigs.k8s.io/min-available: "{{ .Values.podGroupMinAvailable }}"
{{- end }}
{{- range $key, $value := .Values.labels }}
{{ $key }}: {{ $value | quote }}
{{- end }}
annotations:
{{- range $key, $value := .Values.annotations }}
{{ $key }}: {{ $value | quote }}
{{- end }}
spec:
{{- if ne (len $tfNodeSelectors.Chief) 0 }}
nodeSelector:
{{- range $nodeKey,$nodeVal := $tfNodeSelectors.Chief }}
{{ $nodeKey }}: "{{ $nodeVal }}"
{{- end }}
{{- end }}
{{- if ne (len .Values.tolerations) 0 }}
tolerations:
{{- range $tolerationKey := .Values.tolerations }}
- {{- if $tolerationKey.key }}
key: "{{ $tolerationKey.key }}"
{{- end }}
{{- if $tolerationKey.value }}
value: "{{ $tolerationKey.value }}"
{{- end }}
{{- if $tolerationKey.effect }}
effect: "{{ $tolerationKey.effect }}"
{{- end }}
{{- if $tolerationKey.operator }}
operator: "{{ $tolerationKey.operator }}"
{{- end }}
{{- end }}
{{- end }}
{{- if .Values.priorityClassName }}
priorityClassName: {{ .Values.priorityClassName }}
{{- end }}
{{- if .Values.schedulerName }}
schedulerName: {{ .Values.schedulerName }}
{{- else if .Values.ps }}
{{- if .Values.hasGangScheduler }}
{{- if .Values.enableGangScheduler }}
schedulerName: {{ .Values.gangSchedulerName }}
{{- end }}
{{- end }}
{{- end }}
{{- if .Values.ps }}
{{- if .Values.binpack }}
affinity:
podAffinity:
preferredDuringSchedulingIgnoredDuringExecution:
- weight: 100
podAffinityTerm:
topologyKey: kubernetes.io/hostname
labelSelector:
matchExpressions:
- key: release
operator: In
values:
- "{{ .Release.Name }}"
- key: group-name
operator: In
values:
- "kubeflow.org"
- weight: 60
podAffinityTerm:
topologyKey: kubernetes.io/hostname
labelSelector:
matchExpressions:
- key: tf-replica-type
operator: In
values:
- ps
- weight: 30
podAffinityTerm:
topologyKey: kubernetes.io/hostname
labelSelector:
matchExpressions:
- key: tf-replica-type
operator: In
values:
- worker
{{- end }}
{{- end }}
{{- if .Values.useHostNetwork }}
{{- if not .Values.useENI }}
hostNetwork: {{ .Values.useHostNetwork }}
dnsPolicy: ClusterFirstWithHostNet
{{- end }}
{{- end }}
{{- if .Values.useHostPID }}
hostPID: {{ .Values.useHostPID }}
{{- end }}
{{- if .Values.useHostIPC }}
hostIPC: {{ .Values.useHostIPC }}
{{- end }}
{{- if .Values.enablePodSecurityContext }}
{{- if .Values.isNonRoot}}
securityContext:
runAsUser: {{ .Values.podSecurityContext.runAsUser }}
runAsGroup: {{ .Values.podSecurityContext.runAsGroup }}
runAsNonRoot: {{ .Values.podSecurityContext.runAsNonRoot }}
supplementalGroups:
{{- range $group := .Values.podSecurityContext.supplementalGroups }}
- {{ $group -}}
{{ end }}
{{- end }}
{{- end }}
volumes:
{{- if ne (len .Values.configFiles) 0 }}
{{- $releaseName := .Release.Name }}
{{- range $containerPathKey,$configFileInfos := .Values.configFiles }}
- name: {{ $containerPathKey }}
configMap:
name: {{ $releaseName }}-{{ $containerPathKey }}
{{- end }}
{{- end }}
{{- if .Values.useTensorboard }}
{{- if .Values.isLocalLogging }}
- hostPath:
path: "{{ .Values.hostLogPath }}"
name: training-logs-volume
{{- end}}
{{- end}}
{{- if .Values.syncMode }}
- name: code-sync
emptyDir: {}
{{- end}}
{{- if gt (int $gpuCount) 0}}
{{- if .Values.nvidiaPath }}
- hostPath:
path: "{{ .Values.nvidiaPath }}"
name: nvidia
{{- end }}
{{- end }}
{{- if .Values.dataset }}
{{- range $pvcName, $destPath := .Values.dataset }}
- name: "{{ $pvcName }}"
persistentVolumeClaim:
claimName: "{{ $pvcName }}"
{{- end }}
{{- end }}
{{- if $dataDirs }}
{{- range $dataDirs }}
- hostPath:
path: {{ .hostPath }}
name: {{ .name }}
{{- end }}
{{- end }}
{{- if .Values.syncMode }}
initContainers:
- name: init-code
{{- if .Values.syncImage }}
image: "{{ .Values.syncImage }}"
{{- else }}
{{- if eq .Values.syncMode "rsync" }}
image: "{{ .Values.rsyncImage }}"
{{- end }}
{{- if eq .Values.syncMode "git" }}
image: "{{ .Values.gitImage }}"
{{- end }}
{{- end }}
imagePullPolicy: {{ .Values.imagePullPolicy }}
{{- if eq "rsync" $syncMode }}
command: ["rsync", "-avP", "{{ .Values.syncSource}}", "/code"]
{{- end }}
resources:
requests:
{{- if .Values.chiefCPU }}
cpu: {{ .Values.chiefCPU | quote }}
{{- end}}
{{- if .Values.chiefMemory }}
memory: {{ .Values.chiefMemory | quote }}
{{- end}}
limits:
{{- if .Values.chiefCPULimit }}
cpu: {{ .Values.chiefCPULimit | quote }}
{{- else if .Values.chiefCPU }}
cpu: {{ .Values.chiefCPU | quote }}
{{- end}}
{{- if .Values.chiefMemoryLimit }}
memory: {{ .Values.chiefMemoryLimit | quote }}
{{- else if .Values.chiefMemory }}
memory: {{ .Values.chiefMemory | quote }}
{{- end}}
env:
{{- range $key, $value := .Values.envs }}
- name: "{{ $key }}"
value: "{{ $value }}"
{{- end }}
{{- if eq "git" $syncMode }}
- name: GIT_SYNC_REPO
value: {{ .Values.syncSource}}
- name: GIT_SYNC_DEST
value: {{ .Values.syncGitProjectName}}
- name: GIT_SYNC_ROOT
value: /code
- name: GIT_SYNC_ONE_TIME
value: "true"
{{- end }}
volumeMounts:
- name: code-sync
mountPath: /code
{{- end}}
{{- if ne (len .Values.imagePullSecrets) 0 }}
imagePullSecrets:
{{- range $imagePullSecret := .Values.imagePullSecrets }}
- name: "{{ $imagePullSecret }}"
{{- end }}
{{- end }}
containers:
- name: tensorflow
image: {{ .Values.workerImage }}
imagePullPolicy: {{ .Values.imagePullPolicy }}
{{- if .Values.workingDir }}
workingDir: {{ .Values.workingDir }}
{{- end }}
{{- if .Values.privileged }}
securityContext:
privileged: true
{{- else if .Values.enableRDMA }}
securityContext:
capabilities:
add:
- IPC_LOCK
{{- end }}
resources:
requests:
{{- if gt (int $gpuCount) 0}}
{{- if .Values.nvidiaPath }}
alpha.kubernetes.io/nvidia-gpu: {{ $gpuCount | quote }}
{{- else}}
nvidia.com/gpu: {{ $gpuCount | quote }}
{{- end}}
{{- end}}
{{- if .Values.chiefCPU }}
cpu: {{ .Values.chiefCPU | quote }}
{{- end}}
{{- if .Values.chiefMemory }}
memory: {{ .Values.chiefMemory | quote }}
{{- end}}
{{- if .Values.enableRDMA }}
rdma/hca: "1"
{{- end}}
limits:
{{- if gt (int $gpuCount) 0}}
{{- if .Values.nvidiaPath }}
alpha.kubernetes.io/nvidia-gpu: {{ $gpuCount | quote }}
{{- else}}
nvidia.com/gpu: {{ $gpuCount | quote }}
{{- end}}
{{- end}}
{{- if .Values.chiefCPULimit }}
cpu: {{ .Values.chiefCPULimit | quote }}
{{- else if .Values.chiefCPU }}
cpu: {{ .Values.chiefCPU | quote }}
{{- end}}
{{- if .Values.chiefMemoryLimit }}
memory: {{ .Values.chiefMemoryLimit | quote }}
{{- else if .Values.chiefMemory }}
memory: {{ .Values.chiefMemory | quote }}
{{- end}}
{{- if .Values.enableRDMA }}
rdma/hca: "1"
{{- end}}
{{- if .Values.chiefPort }}
ports:
- containerPort: {{ .Values.chiefPort }}
name: tfjob-port
{{- end}}
command:
- "{{ .Values.shell }}"
- "-c"
- {{ .Values.command }}
env:
{{- range $key, $value := .Values.envs }}
- name: "{{ $key }}"
value: "{{ $value }}"
{{- end }}
volumeMounts:
{{- if ne (len .Values.configFiles) 0 }}
{{- $releaseName := .Release.Name }}
{{- range $containerPathKey,$configFileInfos := .Values.configFiles }}
{{- $visit := "false" }}
{{- range $cofigFileKey,$configFileInfo := $configFileInfos }}
{{- if eq "false" $visit }}
- mountPath: {{ $configFileInfo.containerFilePath }}