{{- /* 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 }}