init ai-starter-kit
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@ -43,3 +43,7 @@ cscope.*
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/bazel-*
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*.pyc
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# Helm chart dependecies cache
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**/Chart.lock
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**/charts/*.tgz
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@ -0,0 +1,17 @@
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lint:
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helm lint helm-chart/ai-starter-kit
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dep_update:
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helm dependency update helm-chart/ai-starter-kit
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install:
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helm upgrade --install ai-starter-kit helm-chart/ai-starter-kit --timeout 10m
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start:
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minikube start --cpus 4 --memory 8192
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uninstall:
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helm uninstall ai-starter-kit
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destroy:
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minikube delete
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@ -0,0 +1,23 @@
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# Patterns to ignore when building packages.
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# This supports shell glob matching, relative path matching, and
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# negation (prefixed with !). Only one pattern per line.
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.DS_Store
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# Common VCS dirs
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.git/
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.gitignore
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.bzr/
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.bzrignore
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.hg/
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.hgignore
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.svn/
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# Common backup files
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*.swp
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*.bak
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*.tmp
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*.orig
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*~
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# Various IDEs
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.project
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.idea/
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*.tmproj
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.vscode/
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@ -0,0 +1,39 @@
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apiVersion: v2
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name: ai-starter-kit
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description: A Helm chart for Kubernetes
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# A chart can be either an 'application' or a 'library' chart.
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#
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# Application charts are a collection of templates that can be packaged into versioned archives
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# to be deployed.
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#
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# Library charts provide useful utilities or functions for the chart developer. They're included as
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# a dependency of application charts to inject those utilities and functions into the rendering
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# pipeline. Library charts do not define any templates and therefore cannot be deployed.
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type: application
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# This is the chart version. This version number should be incremented each time you make changes
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# to the chart and its templates, including the app version.
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# Versions are expected to follow Semantic Versioning (https://semver.org/)
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version: 0.1.0
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# This is the version number of the application being deployed. This version number should be
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# incremented each time you make changes to the application. Versions are not expected to
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# follow Semantic Versioning. They should reflect the version the application is using.
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# It is recommended to use it with quotes.
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appVersion: "1.16.0"
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dependencies:
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- name: kuberay-operator
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version: "1.3.0"
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repository: "https://ray-project.github.io/kuberay-helm"
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- name: ray-cluster
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version: "1.3.0"
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repository: "https://ray-project.github.io/kuberay-helm"
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- name: jupyterhub
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version: "9.0.16"
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repository: "https://charts.bitnami.com/bitnami"
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- name: mlflow
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version: "4.0.4"
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repository: "https://charts.bitnami.com/bitnami"
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@ -0,0 +1 @@
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AI Starter Kit installed. Enjoy
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@ -0,0 +1,62 @@
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{{/*
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Expand the name of the chart.
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*/}}
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{{- define "ai-starter-kit.name" -}}
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{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" }}
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{{- end }}
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{{/*
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Create a default fully qualified app name.
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We truncate at 63 chars because some Kubernetes name fields are limited to this (by the DNS naming spec).
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If release name contains chart name it will be used as a full name.
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*/}}
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{{- define "ai-starter-kit.fullname" -}}
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{{- if .Values.fullnameOverride }}
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{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" }}
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{{- else }}
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{{- $name := default .Chart.Name .Values.nameOverride }}
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{{- if contains $name .Release.Name }}
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{{- .Release.Name | trunc 63 | trimSuffix "-" }}
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{{- else }}
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{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" }}
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{{- end }}
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{{- end }}
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{{- end }}
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{{/*
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Create chart name and version as used by the chart label.
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*/}}
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{{- define "ai-starter-kit.chart" -}}
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{{- printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" | trunc 63 | trimSuffix "-" }}
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{{- end }}
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{{/*
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Common labels
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*/}}
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{{- define "ai-starter-kit.labels" -}}
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helm.sh/chart: {{ include "ai-starter-kit.chart" . }}
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{{ include "ai-starter-kit.selectorLabels" . }}
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{{- if .Chart.AppVersion }}
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app.kubernetes.io/version: {{ .Chart.AppVersion | quote }}
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{{- end }}
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app.kubernetes.io/managed-by: {{ .Release.Service }}
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{{- end }}
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{{/*
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Selector labels
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*/}}
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{{- define "ai-starter-kit.selectorLabels" -}}
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app.kubernetes.io/name: {{ include "ai-starter-kit.name" . }}
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app.kubernetes.io/instance: {{ .Release.Name }}
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{{- end }}
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{{/*
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Create the name of the service account to use
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*/}}
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{{- define "ai-starter-kit.serviceAccountName" -}}
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{{- if .Values.serviceAccount.create }}
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{{- default (include "ai-starter-kit.fullname" .) .Values.serviceAccount.name }}
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{{- else }}
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{{- default "default" .Values.serviceAccount.name }}
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{{- end }}
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{{- end }}
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@ -0,0 +1,40 @@
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jupyterhub:
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nameOverride: "jupyterhub"
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postgresql:
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nameOverride: "jupyterhub-postgresql"
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enabled: true
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auth:
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password: "changeme"
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singleuser:
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extraEnvVars:
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RAY_ADDRESS: "{{ tpl .Release.Name $ }}-kuberay-head-svc:6379"
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MLFLOW_TRACKING_URI: "http://{{ tpl .Release.Name $ }}-mlflow-tracking"
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JUPYTERLAB_DIR: "/opt"
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hub:
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password: "sneakypass"
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extraEnvVars:
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- name: "RAY_ADDRESS"
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value: "{{ tpl .Release.Name $ }}-kuberay-head-svc"
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- name: "MLFLOW_TRACKING_URI"
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value: "http://{{ tpl .Release.Name $ }}-mlflow-tracking"
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ray-cluster:
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head:
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serviceType: ClusterIP
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resources:
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limits:
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memory: "8G"
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mlflow:
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postgresql:
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auth:
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password: "changeme"
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minio:
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auth:
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rootPassword: "somepassword"
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tracking:
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auth:
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password: "changemeibegyou"
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flaskServerSecretKey: "noneedtochangethisone"
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@ -0,0 +1,12 @@
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!pip install ray
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from ray.job_submission import JobSubmissionClient
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# If using a remote cluster, replace 127.0.0.1 with the head node's IP address or set up port forwarding.
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client = JobSubmissionClient()
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job_id = client.submit_job(
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# Entrypoint shell command to execute
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entrypoint="python script.py",
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# Path to the local directory that contains the script.py file
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runtime_env={"working_dir": "./","excludes": ["/.cache","/.local"]}
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)
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print(job_id)
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