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{{- /*
Copyright Broadcom, Inc. All Rights Reserved.
SPDX-License-Identifier: APACHE-2.0
*/}}
{{- if .Values.run.enabled }}
apiVersion: {{ ternary "batch/v1" "apps/v1" .Values.run.useJob }}
kind: {{ ternary "Job" "Deployment" .Values.run.useJob }}
metadata:
name: {{ include "mlflow.v0.run.fullname" . }}
namespace: {{ include "common.names.namespace" . | quote }}
{{- $labels := include "common.tplvalues.merge" ( dict "values" ( list .Values.run.labels .Values.commonLabels ) "context" . ) }}
labels: {{- include "common.labels.standard" ( dict "customLabels" $labels "context" $ ) | nindent 4 }}
app.kubernetes.io/part-of: mlflow
app.kubernetes.io/component: run
{{- if or .Values.run.annotations .Values.commonAnnotations }}
{{- $annotations := include "common.tplvalues.merge" ( dict "values" ( list .Values.run.annotations .Values.commonAnnotations ) "context" . ) }}
annotations: {{- include "common.tplvalues.render" ( dict "value" $annotations "context" $) | nindent 4 }}
{{- end }}
spec:
{{- $podLabels := include "common.tplvalues.merge" ( dict "values" ( list .Values.run.podLabels .Values.commonLabels ) "context" . ) }}
{{- if not .Values.run.useJob }}
selector:
matchLabels: {{- include "common.labels.matchLabels" ( dict "customLabels" $podLabels "context" $ ) | nindent 6 }}
app.kubernetes.io/part-of: mlflow
app.kubernetes.io/component: run
{{- end }}
{{- if .Values.run.useJob }}
backoffLimit: {{ .Values.run.backoffLimit }}
{{- else }}
{{- if .Values.run.updateStrategy }}
strategy: {{- toYaml .Values.run.updateStrategy | nindent 4 }}
{{- end }}
{{- end }}
template:
metadata:
annotations:
checksum/source: {{ include (print $.Template.BasePath "/run/source-configmap.yaml") . | sha256sum }}
{{- if or .Values.run.podAnnotations .Values.commonAnnotations }}
{{- $annotations := include "common.tplvalues.merge" ( dict "values" ( list .Values.run.podAnnotations .Values.commonAnnotations ) "context" . ) }}
{{- include "common.tplvalues.render" ( dict "value" $annotations "context" $) | nindent 8 }}
{{- end }}
labels: {{- include "common.labels.standard" ( dict "customLabels" $podLabels "context" $ ) | nindent 8 }}
app.kubernetes.io/part-of: mlflow
app.kubernetes.io/component: run
spec:
{{- include "mlflow.v0.imagePullSecrets" . | nindent 6 }}
serviceAccountName: {{ template "mlflow.v0.run.serviceAccountName" . }}
automountServiceAccountToken: {{ .Values.run.automountServiceAccountToken }}
{{- if .Values.run.hostAliases }}
hostAliases: {{- include "common.tplvalues.render" (dict "value" .Values.run.hostAliases "context" $) | nindent 8 }}
{{- end }}
{{- if .Values.run.useJob }}
restartPolicy: {{ .Values.run.restartPolicy }}
{{- end }}
{{- if .Values.run.affinity }}
affinity: {{- include "common.tplvalues.render" (dict "value" .Values.run.affinity "context" $) | nindent 8 }}
{{- else }}
affinity:
podAffinity: {{- include "common.affinities.pods" (dict "type" .Values.run.podAffinityPreset "component" "run" "customLabels" $podLabels "context" $) | nindent 10 }}
podAntiAffinity: {{- include "common.affinities.pods" (dict "type" .Values.run.podAntiAffinityPreset "component" "run" "customLabels" $podLabels "context" $) | nindent 10 }}
nodeAffinity: {{- include "common.affinities.nodes" (dict "type" .Values.run.nodeAffinityPreset.type "key" .Values.run.nodeAffinityPreset.key "values" .Values.run.nodeAffinityPreset.values) | nindent 10 }}
{{- end }}
{{- if .Values.run.nodeSelector }}
nodeSelector: {{- include "common.tplvalues.render" (dict "value" .Values.run.nodeSelector "context" $) | nindent 8 }}
{{- end }}
{{- if .Values.run.runtimeClassName }}
runtimeClassName: {{ .Values.run.runtimeClassName | quote }}
{{- end }}
{{- if .Values.run.podSecurityContext.enabled }}
securityContext: {{- include "common.compatibility.renderSecurityContext" (dict "secContext" .Values.run.podSecurityContext "context" $) | nindent 8 }}
{{- end }}
{{- if .Values.run.tolerations }}
tolerations: {{- include "common.tplvalues.render" (dict "value" .Values.run.tolerations "context" .) | nindent 8 }}
{{- end }}
{{- if .Values.run.priorityClassName }}
priorityClassName: {{ .Values.run.priorityClassName | quote }}
{{- end }}
{{- if .Values.run.schedulerName }}
schedulerName: {{ .Values.run.schedulerName | quote }}
{{- end }}
{{- if .Values.run.topologySpreadConstraints }}
topologySpreadConstraints: {{- include "common.tplvalues.render" (dict "value" .Values.run.topologySpreadConstraints "context" .) | nindent 8 }}
{{- end }}
{{- if .Values.run.terminationGracePeriodSeconds }}
terminationGracePeriodSeconds: {{ .Values.run.terminationGracePeriodSeconds }}
{{- end }}
initContainers:
{{- if .Values.run.enableDefaultInitContainers }}
{{- if eq .Values.run.source.type "git" }}
# Clone git repository
{{- include "mlflow.v0.git.cloneInitContainer" $ | nindent 8 }}
{{- end }}
{{- if and .Values.volumePermissions.enabled .Values.run.persistence.enabled }}
# Adjust volume permissions
{{- include "mlflow.v0.volumePermissionsInitContainer" (dict "component" "run" "context" $) | nindent 8 }}
{{- end }}
{{- if and .Values.tracking.auth.enabled }}
# Wait for tracking service
{{- include "mlflow.v0.waitForServiceInitContainer" (dict "target" "tracking" "host" (include "mlflow.v0.tracking.fullname" .) "port" (include "mlflow.v0.tracking.port" .) "context" $) | nindent 8 }}
{{- end }}
{{- end }}
{{- if .Values.run.initContainers }}
{{- include "common.tplvalues.render" (dict "value" .Values.run.initContainers "context" $) | nindent 8}}
{{- end }}
containers:
- name: mlflow
image: {{ include "mlflow.v0.image" . }}
imagePullPolicy: {{ .Values.image.pullPolicy | quote }}
{{- if .Values.run.containerSecurityContext.enabled }}
securityContext: {{- include "common.compatibility.renderSecurityContext" (dict "secContext" .Values.run.containerSecurityContext "context" $) | nindent 12 }}
{{- end }}
{{- if .Values.diagnosticMode.enabled }}
command: {{- include "common.tplvalues.render" (dict "value" .Values.diagnosticMode.command "context" $) | nindent 12 }}
{{- else if .Values.run.command }}
command: {{- include "common.tplvalues.render" (dict "value" .Values.run.command "context" $) | nindent 12 }}
{{- else }}
command:
- bash
{{- end }}
{{- if .Values.diagnosticMode.enabled }}
args: {{- include "common.tplvalues.render" (dict "value" .Values.diagnosticMode.args "context" $) | nindent 12 }}
{{- else if .Values.run.args }}
args: {{- include "common.tplvalues.render" (dict "value" .Values.run.args "context" $) | nindent 12 }}
{{- else }}
args:
- -ec
- |
#!/bin/bash
{{- if .Values.run.source.launchCommand }}
{{- include "common.tplvalues.render" (dict "value" .Values.run.source.launchCommand "context" $) | nindent 14 }}
{{- end }}
{{- if not .Values.run.useJob }}
sleep infinity
{{- end }}
{{- end }}
env:
- name: BITNAMI_DEBUG
value: {{ ternary "true" "false" (or .Values.image.debug .Values.diagnosticMode.enabled) | quote }}
{{- if .Values.tracking.enabled }}
- name: MLFLOW_TRACKING_URI
value: {{ include "mlflow.v0.tracking.uri" . | quote }}
{{- if and .Values.tracking.tls.enabled .Values.tracking.tls.autoGenerated }}
- name: MLFLOW_TRACKING_INSECURE_TLS
value: "true"
{{- end }}
{{- if .Values.tracking.auth.enabled }}
- name: MLFLOW_TRACKING_USERNAME
valueFrom:
secretKeyRef:
name: {{ include "mlflow.v0.tracking.secretName" . }}
key: {{ include "mlflow.v0.tracking.userKey" . | quote }}
- name: MLFLOW_TRACKING_PASSWORD
valueFrom:
secretKeyRef:
name: {{ include "mlflow.v0.tracking.secretName" . }}
key: {{ include "mlflow.v0.tracking.passwordKey" . | quote }}
{{- end }}
{{- end }}
{{- if .Values.run.extraEnvVars }}
{{- include "common.tplvalues.render" (dict "value" .Values.run.extraEnvVars "context" $) | nindent 12 }}
{{- end }}
envFrom:
{{- if .Values.run.extraEnvVarsCM }}
- configMapRef:
name: {{ include "common.tplvalues.render" (dict "value" .Values.run.extraEnvVarsCM "context" $) }}
{{- end }}
{{- if .Values.run.extraEnvVarsSecret }}
- secretRef:
name: {{ include "common.tplvalues.render" (dict "value" .Values.run.extraEnvVarsSecret "context" $) }}
{{- end }}
{{- if .Values.run.resources }}
resources: {{- toYaml .Values.run.resources | nindent 12 }}
{{- else if ne .Values.run.resourcesPreset "none" }}
resources: {{- include "common.resources.preset" (dict "type" .Values.run.resourcesPreset) | nindent 12 }}
{{- end }}
{{- if not .Values.diagnosticMode.enabled }}
{{- if .Values.run.customLivenessProbe }}
livenessProbe: {{- include "common.tplvalues.render" (dict "value" .Values.run.customLivenessProbe "context" $) | nindent 12 }}
{{- end }}
{{- if .Values.run.customReadinessProbe }}
readinessProbe: {{- include "common.tplvalues.render" (dict "value" .Values.run.customReadinessProbe "context" $) | nindent 12 }}
{{- end }}
{{- if .Values.run.customStartupProbe }}
startupProbe: {{- include "common.tplvalues.render" (dict "value" .Values.run.customStartupProbe "context" $) | nindent 12 }}
{{- end }}
{{- end }}
{{- if .Values.run.lifecycleHooks }}
lifecycle: {{- include "common.tplvalues.render" (dict "value" .Values.run.lifecycleHooks "context" $) | nindent 12 }}
{{- end }}
volumeMounts:
- name: source
mountPath: /app
- name: tmp
mountPath: /tmp
- name: mlruns
mountPath: /app/mlruns
- name: mlartifacts
mountPath: /app/mlartifacts
{{- if .Values.run.persistence.enabled }}
- name: data
mountPath: {{ .Values.run.persistence.mountPath }}
{{- if .Values.run.persistence.subPath }}
subPath: {{ .Values.run.persistence.subPath }}
{{- end }}
{{- end }}
{{- if .Values.run.extraVolumeMounts }}
{{- include "common.tplvalues.render" (dict "value" .Values.run.extraVolumeMounts "context" $) | nindent 12 }}
{{- end }}
{{- if .Values.run.sidecars }}
{{- include "common.tplvalues.render" (dict "value" .Values.run.sidecars "context" $) | nindent 8 }}
{{- end }}
volumes:
- name: tmp
emptyDir: {}
- name: mlruns
emptyDir: {}
- name: mlartifacts
emptyDir: {}
- name: source
{{- if or (.Values.run.source.existingConfigMap) (include "mlflow.v0.run.source.createConfigMap" .) }}
configMap:
name: {{ include "mlflow.v0.run.source.configMapName" . }}
{{- else }}
emptyDir: {}
{{- end }}
- name: data
{{- if .Values.run.persistence.enabled }}
persistentVolumeClaim:
claimName: {{ .Values.run.persistence.existingClaim | default (include "mlflow.v0.run.fullname" .) }}
{{- else }}
emptyDir: {}
{{- end }}
{{- if .Values.run.extraVolumes }}
{{- include "common.tplvalues.render" (dict "value" .Values.run.extraVolumes "context" $) | nindent 8 }}
{{- end }}
{{- end }}