{{- /* Copyright Broadcom, Inc. All Rights Reserved. SPDX-License-Identifier: APACHE-2.0 */}} {{- if .Values.tracking.enabled }} apiVersion: apps/v1 kind: Deployment metadata: name: {{ template "mlflow.v0.tracking.fullname" . }} namespace: {{ include "common.names.namespace" . | quote }} labels: {{- include "common.labels.standard" ( dict "customLabels" .Values.commonLabels "context" $ ) | nindent 4 }} app.kubernetes.io/part-of: mlflow app.kubernetes.io/component: tracking {{- if .Values.commonAnnotations }} annotations: {{- include "common.tplvalues.render" ( dict "value" .Values.commonAnnotations "context" $ ) | nindent 4 }} {{- end }} spec: {{- if not .Values.tracking.autoscaling.hpa.enabled }} replicas: {{ .Values.tracking.replicaCount }} {{- end }} {{- if .Values.tracking.updateStrategy }} strategy: {{- toYaml .Values.tracking.updateStrategy | nindent 4 }} {{- end }} {{- $podLabels := include "common.tplvalues.merge" (dict "values" (list .Values.tracking.podLabels .Values.commonLabels) "context" .) | fromYaml }} selector: matchLabels: {{- include "common.labels.matchLabels" ( dict "customLabels" $podLabels "context" $ ) | nindent 6 }} app.kubernetes.io/part-of: mlflow app.kubernetes.io/component: tracking template: metadata: {{- if or .Values.tracking.podAnnotations .Values.tracking.auth.enabled }} annotations: {{- if .Values.tracking.podAnnotations }} {{- include "common.tplvalues.render" (dict "value" .Values.tracking.podAnnotations "context" $) | nindent 8 }} {{- end }} {{- if .Values.tracking.auth.enabled }} checksum/auth: {{ include (print $.Template.BasePath "/tracking/configmap-overrides.yaml") . | sha256sum }} {{- end }} {{- end }} labels: {{- include "common.labels.standard" ( dict "customLabels" $podLabels "context" $ ) | nindent 8 }} app.kubernetes.io/part-of: mlflow app.kubernetes.io/component: tracking spec: serviceAccountName: {{ include "mlflow.v0.tracking.serviceAccountName" . }} {{- include "mlflow.v0.imagePullSecrets" . | nindent 6 }} automountServiceAccountToken: {{ .Values.tracking.automountServiceAccountToken }} {{- if .Values.tracking.hostAliases }} hostAliases: {{- include "common.tplvalues.render" (dict "value" .Values.tracking.hostAliases "context" $) | nindent 8 }} {{- end }} {{- if .Values.tracking.affinity }} affinity: {{- include "common.tplvalues.render" ( dict "value" .Values.tracking.affinity "context" $) | nindent 8 }} {{- else }} affinity: podAffinity: {{- include "common.affinities.pods" (dict "type" .Values.tracking.podAffinityPreset "component" "mlflow" "customLabels" $podLabels "context" $) | nindent 10 }} podAntiAffinity: {{- include "common.affinities.pods" (dict "type" .Values.tracking.podAntiAffinityPreset "component" "mlflow" "customLabels" $podLabels "context" $) | nindent 10 }} nodeAffinity: {{- include "common.affinities.nodes" (dict "type" .Values.tracking.nodeAffinityPreset.type "key" .Values.tracking.nodeAffinityPreset.key "values" .Values.tracking.nodeAffinityPreset.values) | nindent 10 }} {{- end }} {{- if .Values.tracking.nodeSelector }} nodeSelector: {{- include "common.tplvalues.render" ( dict "value" .Values.tracking.nodeSelector "context" $) | nindent 8 }} {{- end }} {{- if .Values.tracking.tolerations }} tolerations: {{- include "common.tplvalues.render" (dict "value" .Values.tracking.tolerations "context" .) | nindent 8 }} {{- end }} {{- if .Values.tracking.priorityClassName }} priorityClassName: {{ .Values.tracking.priorityClassName | quote }} {{- end }} {{- if .Values.tracking.schedulerName }} schedulerName: {{ .Values.tracking.schedulerName | quote }} {{- end }} {{- if .Values.tracking.topologySpreadConstraints }} topologySpreadConstraints: {{- include "common.tplvalues.render" (dict "value" .Values.tracking.topologySpreadConstraints "context" .) | nindent 8 }} {{- end }} {{- if .Values.tracking.podSecurityContext.enabled }} securityContext: {{- include "common.compatibility.renderSecurityContext" (dict "secContext" .Values.tracking.podSecurityContext "context" $) | nindent 8 }} {{- end }} {{- if .Values.tracking.terminationGracePeriodSeconds }} terminationGracePeriodSeconds: {{ .Values.tracking.terminationGracePeriodSeconds }} {{- end }} initContainers: {{- if .Values.tracking.enableDefaultInitContainers }} {{- if .Values.tracking.tls.enabled }} {{- include "mlflow.v0.tracking.copyCertsInitContainer" . | nindent 8 }} {{- end }} {{- if and (include "mlflow.v0.database.enabled" .) }} # Init container for PostgreSQL {{- include "mlflow.v0.waitForServiceInitContainer" (dict "target" "database" "host" (include "mlflow.v0.database.host" .) "port" (include "mlflow.v0.database.port" .) "context" $) | nindent 8 }} {{- if .Values.tracking.runUpgradeDB }} # Perform upgrade of the Database {{- include "mlflow.v0.tracking.upgradeDBInitContainer" . | nindent 8 }} {{- end }} {{- if .Values.tracking.auth.enabled }} # Render basic auth configuration {{- include "mlflow.v0.tracking.renderAuthConfInitContainer" . | nindent 8 }} # Perform upgrade of the Auth Database {{- include "mlflow.v0.tracking.upgradeDBAuthInitContainer" . | nindent 8 }} {{- end }} {{- if (include "mlflow.v0.s3.enabled" .) }} # Wait for S3 backend to be ready {{- include "mlflow.v0.waitForServiceInitContainer" (dict "target" "s3" "host" (include "mlflow.v0.s3.host" .) "port" (include "mlflow.v0.s3.port" .) "context" $) | nindent 8 }} {{- end }} {{- end }} {{- if and .Values.volumePermissions.enabled .Values.tracking.persistence.enabled }} # Adjust volume permissions {{- include "mlflow.v0.volumePermissionsInitContainer" . | nindent 8 }} {{- end }} {{- end }} {{- if .Values.tracking.initContainers }} {{- include "common.tplvalues.render" (dict "value" .Values.tracking.initContainers "context" $) | nindent 8 }} {{- end }} containers: - name: mlflow image: {{ include "mlflow.v0.image" . }} imagePullPolicy: {{ .Values.image.pullPolicy }} {{- if .Values.tracking.containerSecurityContext.enabled }} securityContext: {{- include "common.compatibility.renderSecurityContext" (dict "secContext" .Values.tracking.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.tracking.command }} command: {{- include "common.tplvalues.render" (dict "value" .Values.tracking.command "context" $) | nindent 12 }} {{- else }} command: - mlflow {{- end }} {{- if .Values.diagnosticMode.enabled }} args: {{- include "common.tplvalues.render" (dict "value" .Values.diagnosticMode.args "context" $) | nindent 12 }} {{- else if .Values.tracking.args }} args: {{- include "common.tplvalues.render" (dict "value" .Values.tracking.args "context" $) | nindent 12 }} {{- else }} args: - server {{- if .Values.tracking.tls.enabled }} - --gunicorn-opts - --certfile {{ include "mlflow.v0.tracking.tlsCert" . }} --keyfile {{ include "mlflow.v0.tracking.tlsCertKey" . }} {{- if (include "mlflow.v0.tracking.tlsCACert" .)}} --ca-certs {{ include "mlflow.v0.tracking.tlsCACert" . }}{{- end }} {{- end }} {{- if (include "mlflow.v0.database.enabled" .) }} - --backend-store-uri={{ include "mlflow.v0.database.uri" . }} {{- else }} - --backend-store-uri={{ .Values.tracking.persistence.mountPath }}/mlruns {{- end }} {{- if (include "mlflow.v0.s3.enabled" .) }} - --artifacts-destination=s3://{{ include "mlflow.v0.s3.bucket" . }} {{- else if (include "mlflow.v0.gcs.enabled" .) }} - --artifacts-destination=gs://{{ .Values.externalGCS.bucket }} {{- else }} - --artifacts-destination={{ .Values.tracking.persistence.mountPath }}/mlartifacts {{- end }} {{- if and (not (include "mlflow.v0.s3.serveArtifacts" .)) (include "mlflow.v0.s3.enabled" .) }} - --default-artifact-root=s3://{{ include "mlflow.v0.s3.bucket" . }} - --no-serve-artifacts {{- else if and (not .Values.externalGCS.serveArtifacts) (include "mlflow.v0.gcs.enabled" .) }} - --default-artifact-root=gs://{{ .Values.externalGCS.bucket }} - --no-serve-artifacts {{ else }} - --serve-artifacts {{- end }} - --host={{ .Values.tracking.host }} - --port={{ .Values.tracking.containerPorts.http }} {{- if .Values.tracking.metrics.enabled }} - --expose-prometheus={{ .Values.tracking.persistence.mountPath }}/metrics {{- end }} {{- if .Values.tracking.auth.enabled }} - --app-name=basic-auth {{- end }} {{- if .Values.tracking.extraArgs }} {{- include "common.tplvalues.render" (dict "value" .Values.tracking.extraArgs "context" $) | nindent 12 }} {{- end }} {{- end }} env: - name: BITNAMI_DEBUG value: {{ ternary "true" "false" (or .Values.image.debug .Values.diagnosticMode.enabled) | quote }} {{- if (include "mlflow.v0.database.enabled" .) }} - name: MLFLOW_DATABASE_PASSWORD valueFrom: secretKeyRef: name: {{ include "mlflow.v0.database.secretName" . }} key: {{ include "mlflow.v0.database.passwordKey" . | quote }} {{- end }} {{- if (include "mlflow.v0.s3.enabled" .) }} {{- if .Values.externalS3.useCredentialsInSecret }} - name: AWS_ACCESS_KEY_ID valueFrom: secretKeyRef: name: {{ include "mlflow.v0.s3.secretName" . }} key: {{ include "mlflow.v0.s3.accessKeyIDKey" . | quote }} - name: AWS_SECRET_ACCESS_KEY valueFrom: secretKeyRef: name: {{ include "mlflow.v0.s3.secretName" . }} key: {{ include "mlflow.v0.s3.secretAccessKeyKey" . | quote }} {{- end }} {{- end }} {{- if (include "mlflow.v0.s3.enabled" .) }} - name: MLFLOW_S3_ENDPOINT_URL value: {{ printf "%s://%s:%v" (include "mlflow.v0.s3.protocol" .) (include "mlflow.v0.s3.host" .) (include "mlflow.v0.s3.port" .) | quote }} {{- end }} {{- if (include "mlflow.v0.gcs.enabled" .) }} {{- if .Values.externalGCS.useCredentialsInSecret }} - name: GOOGLE_APPLICATION_CREDENTIALS value: /bitnami/gcs/key.json {{- end }} {{- if .Values.externalGCS.googleCloudProject }} - name: GOOGLE_CLOUD_PROJECT value: {{ .Values.externalGCS.googleCloudProject }} {{- end }} {{- end }} {{- if .Values.tracking.extraEnvVars }} {{- include "common.tplvalues.render" (dict "value" .Values.tracking.extraEnvVars "context" $) | nindent 12 }} {{- end }} envFrom: {{- if .Values.tracking.extraEnvVarsCM }} - configMapRef: name: {{ include "common.tplvalues.render" (dict "value" .Values.tracking.extraEnvVarsCM "context" $) }} {{- end }} {{- if .Values.tracking.extraEnvVarsSecret }} - secretRef: name: {{ include "common.tplvalues.render" (dict "value" .Values.tracking.extraEnvVarsSecret "context" $) }} {{- end }} {{- if .Values.tracking.resources }} resources: {{- toYaml .Values.tracking.resources | nindent 12 }} {{- else if ne .Values.tracking.resourcesPreset "none" }} resources: {{- include "common.resources.preset" (dict "type" .Values.tracking.resourcesPreset) | nindent 12 }} {{- end }} ports: - name: {{ include "mlflow.v0.tracking.portName" . }} containerPort: {{ .Values.tracking.containerPorts.http }} {{- if not .Values.diagnosticMode.enabled }} {{- if .Values.tracking.customLivenessProbe }} livenessProbe: {{- include "common.tplvalues.render" (dict "value" .Values.tracking.customLivenessProbe "context" $) | nindent 12 }} {{- else if .Values.tracking.livenessProbe.enabled }} livenessProbe: {{- include "common.tplvalues.render" (dict "value" (omit .Values.tracking.livenessProbe "enabled") "context" $) | nindent 12 }} exec: command: - pgrep - -f - mlflow.server {{- end }} {{- if .Values.tracking.customReadinessProbe }} readinessProbe: {{- include "common.tplvalues.render" (dict "value" .Values.tracking.customReadinessProbe "context" $) | nindent 12 }} {{- else if .Values.tracking.readinessProbe.enabled }} readinessProbe: {{- include "common.tplvalues.render" (dict "value" (omit .Values.tracking.readinessProbe "enabled") "context" $) | nindent 12 }} {{- if .Values.tracking.auth.enabled }} tcpSocket: port: {{ include "mlflow.v0.tracking.portName" . }} {{- else }} httpGet: path: / port: {{ include "mlflow.v0.tracking.portName" . }} {{- end }} {{- end }} {{- if .Values.tracking.customStartupProbe }} startupProbe: {{- include "common.tplvalues.render" (dict "value" .Values.tracking.customStartupProbe "context" $) | nindent 12 }} {{- else if .Values.tracking.startupProbe.enabled }} startupProbe: {{- include "common.tplvalues.render" (dict "value" (omit .Values.tracking.startupProbe "enabled") "context" $) | nindent 12 }} {{- if .Values.tracking.auth.enabled }} tcpSocket: port: {{ include "mlflow.v0.tracking.portName" . }} {{- else }} httpGet: path: / port: {{ include "mlflow.v0.tracking.portName" . }} {{- end }} {{- end }} {{- end }} {{- if .Values.tracking.lifecycleHooks }} lifecycle: {{- include "common.tplvalues.render" (dict "value" .Values.tracking.lifecycleHooks "context" $) | nindent 12 }} {{- end }} volumeMounts: - name: tmp mountPath: /tmp - name: mlruns mountPath: /app/mlruns - name: mlartifacts mountPath: /app/mlartifacts {{- if .Values.tracking.tls.enabled }} - name: mlflow-certificates mountPath: /bitnami/mlflow/certs readOnly: true {{- end }} {{- if .Values.tracking.auth.enabled }} - name: rendered-basic-auth mountPath: /bitnami/mlflow-basic-auth/basic_auth.ini subPath: basic_auth.ini {{- end }} - name: data mountPath: {{ .Values.tracking.persistence.mountPath }} {{- if .Values.tracking.persistence.subPath }} subPath: {{ .Values.tracking.persistence.subPath }} {{- end }} {{- if and (include "mlflow.v0.gcs.enabled" .) .Values.externalGCS.useCredentialsInSecret }} - name: gcs-key mountPath: /bitnami/gcs/key.json subPath: key.json {{- end }} {{- if .Values.tracking.extraVolumeMounts }} {{- include "common.tplvalues.render" (dict "value" .Values.tracking.extraVolumeMounts "context" $) | nindent 12 }} {{- end }} {{- if .Values.tracking.sidecars }} {{- include "common.tplvalues.render" ( dict "value" .Values.tracking.sidecars "context" $) | nindent 8 }} {{- end }} volumes: - name: tmp emptyDir: {} - name: mlruns emptyDir: {} - name: mlartifacts emptyDir: {} {{- if .Values.tracking.tls.enabled }} - name: raw-certificates secret: secretName: {{ include "mlflow.v0.tracking.tlsSecretName" . }} - name: mlflow-certificates emptyDir: {} {{- end }} {{- if .Values.tracking.auth.enabled }} - name: basic-auth-overrides configMap: name: {{ include "mlflow.v0.tracking.auth.overridesConfigMapName" . }} - name: rendered-basic-auth emptyDir: {} {{- end }} - name: data {{- if .Values.tracking.persistence.enabled }} persistentVolumeClaim: claimName: {{ .Values.tracking.persistence.existingClaim | default (include "mlflow.v0.tracking.fullname" .) }} {{- else }} emptyDir: {} {{- end }} {{- if .Values.tracking.extraVolumes }} {{- include "common.tplvalues.render" (dict "value" .Values.tracking.extraVolumes "context" $) | nindent 8 }} {{- end }} {{- if and (include "mlflow.v0.gcs.enabled" .) .Values.externalGCS.useCredentialsInSecret }} - name: gcs-key secret: secretName: {{ .Values.externalGCS.existingSecret }} items: - key: {{ .Values.externalGCS.existingSecretKey }} path: key.json {{- end }} {{- end }}