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<!-- | ||
Licensed to the Apache Software Foundation (ASF) under one or more | ||
contributor license agreements. See the NOTICE file distributed with | ||
this work for additional information regarding copyright ownership. | ||
The ASF licenses this file to You under the Apache License, Version 2.0 | ||
(the "License"); you may not use this file except in compliance with | ||
the License. You may obtain a copy of the License at | ||
http://www.apache.org/licenses/LICENSE-2.0 | ||
Unless required by applicable law or agreed to in writing, software | ||
distributed under the License is distributed on an "AS IS" BASIS, | ||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
See the License for the specific language governing permissions and | ||
limitations under the License. | ||
--> | ||
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Helm Charts for Apache PredictionIO | ||
============================ | ||
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## Overview | ||
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Helm Charts are packages of pre-configured Kubernetes resources. | ||
Using charts, you can install and manage PredictionIO in the Kubernetes. | ||
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## Usage | ||
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### Install PredictionIO with PostgreSQL | ||
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To install PostgreSQL and PredictionIO, run `helm install` command: | ||
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``` | ||
helm install --name my-postgresql stable/postgresql -f postgresql.yaml | ||
helm install --name my-pio ./predictionio -f predictionio_postgresql.yaml | ||
``` | ||
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`postgresql.yaml` and `predictionio_postgresql.yaml` are configuration files for charts. | ||
To access Jupyter for PredictionIO, run `kubectl port-forward` and then open `http://localhost:8888/`. | ||
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``` | ||
export POD_NAME=$(kubectl get pods --namespace default -l "app.kubernetes.io/name=predictionio,app.kubernetes.io/instance=my-pio" -o jsonpath="{.items[0].metadata.name}") | ||
kubectl port-forward $POD_NAME 8888:8888 | ||
``` | ||
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### Install Spark Cluster | ||
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To install Spark cluster, run the following command: | ||
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``` | ||
helm install --name my-spark ./spark | ||
``` | ||
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To train a model, run `pio train` as below: | ||
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``` | ||
pio train -- --master spark://my-spark-master:7077 | ||
``` | ||
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one or more | ||
# contributor license agreements. See the NOTICE file distributed with | ||
# this work for additional information regarding copyright ownership. | ||
# The ASF licenses this file to You under the Apache License, Version 2.0 | ||
# (the "License"); you may not use this file except in compliance with | ||
# the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
postgresqlUsername: pio | ||
postgresqlPassword: pio | ||
postgresqlDatabase: pio | ||
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# for testing | ||
persistence: | ||
enabled: false |
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one or more | ||
# contributor license agreements. See the NOTICE file distributed with | ||
# this work for additional information regarding copyright ownership. | ||
# The ASF licenses this file to You under the Apache License, Version 2.0 | ||
# (the "License"); you may not use this file except in compliance with | ||
# the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
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# Patterns to ignore when building packages. | ||
# This supports shell glob matching, relative path matching, and | ||
# negation (prefixed with !). Only one pattern per line. | ||
.DS_Store | ||
# Common VCS dirs | ||
.git/ | ||
.gitignore | ||
.bzr/ | ||
.bzrignore | ||
.hg/ | ||
.hgignore | ||
.svn/ | ||
# Common backup files | ||
*.swp | ||
*.bak | ||
*.tmp | ||
*~ | ||
# Various IDEs | ||
.project | ||
.idea/ | ||
*.tmproj |
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one or more | ||
# contributor license agreements. See the NOTICE file distributed with | ||
# this work for additional information regarding copyright ownership. | ||
# The ASF licenses this file to You under the Apache License, Version 2.0 | ||
# (the "License"); you may not use this file except in compliance with | ||
# the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
name: predictionio | ||
version: 0.1.0 | ||
appVersion: 0.13.0 | ||
description: Machine learning server | ||
home: http://predictionio.apache.org | ||
icon: http://predictionio.apache.org/images/logos/logo-ee2b9bb3.png | ||
sources: | ||
- https://github.com/apache/predictionio | ||
maintainers: | ||
- name: Shinsuke Sugaya | ||
email: shinsuke@apache.org |
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{{/* | ||
* Licensed to the Apache Software Foundation (ASF) under one or more | ||
* contributor license agreements. See the NOTICE file distributed with | ||
* this work for additional information regarding copyright ownership. | ||
* The ASF licenses this file to You under the Apache License, Version 2.0 | ||
* (the "License"); you may not use this file except in compliance with | ||
* the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/}} | ||
1. Get the application URL by running these commands: | ||
{{- if contains "NodePort" .Values.pio.service.type }} | ||
export NODE_PORT=$(kubectl get --namespace {{ .Release.Namespace }} -o jsonpath="{.spec.ports[0].nodePort}" services {{ include "predictionio.fullname" . }}) | ||
export NODE_IP=$(kubectl get nodes --namespace {{ .Release.Namespace }} -o jsonpath="{.items[0].status.addresses[0].address}") | ||
echo http://$NODE_IP:$NODE_PORT | ||
{{- else if contains "LoadBalancer" .Values.pio.service.type }} | ||
NOTE: It may take a few minutes for the LoadBalancer IP to be available. | ||
You can watch the status of by running 'kubectl get svc -w {{ include "predictionio.fullname" . }}' | ||
export SERVICE_IP=$(kubectl get svc --namespace {{ .Release.Namespace }} {{ include "predictionio.fullname" . }} -o jsonpath='{.status.loadBalancer.ingress[0].ip}') | ||
echo http://$SERVICE_IP:{{ .Values.pio.service.port }} | ||
{{- else if contains "ClusterIP" .Values.pio.service.type }} | ||
export POD_NAME=$(kubectl get pods --namespace {{ .Release.Namespace }} -l "app.kubernetes.io/name={{ include "predictionio.name" . }},app.kubernetes.io/instance={{ .Release.Name }}" -o jsonpath="{.items[0].metadata.name}") | ||
echo "Visit http://127.0.0.1:8888 to use your application" | ||
kubectl port-forward $POD_NAME 8888:8888 | ||
{{- end }} |
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{{/* | ||
* Licensed to the Apache Software Foundation (ASF) under one or more | ||
* contributor license agreements. See the NOTICE file distributed with | ||
* this work for additional information regarding copyright ownership. | ||
* The ASF licenses this file to You under the Apache License, Version 2.0 | ||
* (the "License"); you may not use this file except in compliance with | ||
* the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/}} | ||
{{- define "predictionio.name" -}} | ||
{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" -}} | ||
{{- end -}} | ||
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{{- define "predictionio.fullname" -}} | ||
{{- if .Values.fullnameOverride -}} | ||
{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" -}} | ||
{{- else -}} | ||
{{- $name := default .Chart.Name .Values.nameOverride -}} | ||
{{- if contains $name .Release.Name -}} | ||
{{- .Release.Name | trunc 63 | trimSuffix "-" -}} | ||
{{- else -}} | ||
{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" -}} | ||
{{- end -}} | ||
{{- end -}} | ||
{{- end -}} | ||
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{{- define "predictionio.chart" -}} | ||
{{- printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" | trunc 63 | trimSuffix "-" -}} | ||
{{- end -}} |
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one or more | ||
# contributor license agreements. See the NOTICE file distributed with | ||
# this work for additional information regarding copyright ownership. | ||
# The ASF licenses this file to You under the Apache License, Version 2.0 | ||
# (the "License"); you may not use this file except in compliance with | ||
# the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
apiVersion: apps/v1beta2 | ||
kind: Deployment | ||
metadata: | ||
name: {{ include "predictionio.fullname" . }} | ||
labels: | ||
app.kubernetes.io/name: {{ include "predictionio.name" . }} | ||
helm.sh/chart: {{ include "predictionio.chart" . }} | ||
app.kubernetes.io/instance: {{ .Release.Name }} | ||
app.kubernetes.io/managed-by: {{ .Release.Service }} | ||
spec: | ||
replicas: {{ .Values.pio.replicas }} | ||
selector: | ||
matchLabels: | ||
app.kubernetes.io/name: {{ include "predictionio.name" . }} | ||
app.kubernetes.io/instance: {{ .Release.Name }} | ||
template: | ||
metadata: | ||
labels: | ||
app.kubernetes.io/name: {{ include "predictionio.name" . }} | ||
app.kubernetes.io/instance: {{ .Release.Name }} | ||
spec: | ||
containers: | ||
- name: {{ .Chart.Name }} | ||
image: "{{ .Values.pio.image.repository }}:{{ .Values.pio.image.tag }}" | ||
imagePullPolicy: {{ .Values.pio.image.pullPolicy }} | ||
env: | ||
{{ toYaml .Values.pio.env | indent 12 }} | ||
ports: | ||
- name: event | ||
containerPort: 7070 | ||
protocol: TCP | ||
- name: predict | ||
containerPort: 8000 | ||
protocol: TCP | ||
- name: jupyter | ||
containerPort: 8888 | ||
protocol: TCP | ||
livenessProbe: | ||
httpGet: | ||
path: / | ||
port: 7070 | ||
readinessProbe: | ||
httpGet: | ||
path: / | ||
port: 7070 | ||
resources: | ||
{{ toYaml .Values.pio.resources | indent 12 }} | ||
{{- with .Values.pio.nodeSelector }} | ||
nodeSelector: | ||
{{ toYaml . | indent 8 }} | ||
{{- end }} | ||
{{- with .Values.pio.affinity }} | ||
affinity: | ||
{{ toYaml . | indent 8 }} | ||
{{- end }} | ||
{{- with .Values.pio.tolerations }} | ||
tolerations: | ||
{{ toYaml . | indent 8 }} | ||
{{- end }} |
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one or more | ||
# contributor license agreements. See the NOTICE file distributed with | ||
# this work for additional information regarding copyright ownership. | ||
# The ASF licenses this file to You under the Apache License, Version 2.0 | ||
# (the "License"); you may not use this file except in compliance with | ||
# the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
apiVersion: v1 | ||
kind: Service | ||
metadata: | ||
name: {{ include "predictionio.fullname" . }} | ||
labels: | ||
app.kubernetes.io/name: {{ include "predictionio.name" . }} | ||
helm.sh/chart: {{ include "predictionio.chart" . }} | ||
app.kubernetes.io/instance: {{ .Release.Name }} | ||
app.kubernetes.io/managed-by: {{ .Release.Service }} | ||
spec: | ||
type: {{ .Values.pio.service.type }} | ||
ports: | ||
- port: {{ .Values.pio.service.port }} | ||
targetPort: 8888 | ||
protocol: TCP | ||
name: jupyter | ||
selector: | ||
app.kubernetes.io/name: {{ include "predictionio.name" . }} | ||
app.kubernetes.io/instance: {{ .Release.Name }} |
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one or more | ||
# contributor license agreements. See the NOTICE file distributed with | ||
# this work for additional information regarding copyright ownership. | ||
# The ASF licenses this file to You under the Apache License, Version 2.0 | ||
# (the "License"); you may not use this file except in compliance with | ||
# the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
pio: | ||
replicas: 1 | ||
image: | ||
repository: predictionio/pio-jupyter | ||
tag: latest | ||
pullPolicy: IfNotPresent | ||
service: | ||
type: ClusterIP | ||
port: 8888 | ||
env: | ||
- name: PIO_STORAGE_SOURCES_PGSQL_TYPE | ||
value: jdbc | ||
- name: PIO_STORAGE_SOURCES_PGSQL_URL | ||
value: "jdbc:postgresql://postgresql/pio" | ||
- name: PIO_STORAGE_SOURCES_PGSQL_USERNAME | ||
value: pio | ||
- name: PIO_STORAGE_SOURCES_PGSQL_PASSWORD | ||
value: pio | ||
- name: PIO_STORAGE_REPOSITORIES_MODELDATA_NAME | ||
value: pio_model | ||
- name: PIO_STORAGE_REPOSITORIES_MODELDATA_SOURCE | ||
value: PGSQL | ||
- name: PIO_STORAGE_REPOSITORIES_METADATA_NAME | ||
value: pio_meta | ||
- name: PIO_STORAGE_REPOSITORIES_METADATA_SOURCE | ||
value: PGSQL | ||
- name: PIO_STORAGE_REPOSITORIES_EVENTDATA_NAME | ||
value: pio_event | ||
- name: PIO_STORAGE_REPOSITORIES_EVENTDATA_SOURCE | ||
value: PGSQL | ||
- name: PYSPARK_DRIVER_PYTHON_OPTS | ||
value: "notebook --NotebookApp.token=''" | ||
resources: {} | ||
nodeSelector: {} | ||
tolerations: [] | ||
affinity: {} | ||
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