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docs: Example to install feast on local computer using Kind (feast-de…
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…v#4528)

* Simple deployment on Kind

Signed-off-by: Daniele Martinoli <[email protected]>

* updated notebooks output

Signed-off-by: Daniele Martinoli <[email protected]>

* added missing README

Signed-off-by: Daniele Martinoli <[email protected]>

* typo

Signed-off-by: Daniele Martinoli <[email protected]>

---------

Signed-off-by: Daniele Martinoli <[email protected]>
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dmartinol authored Sep 23, 2024
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932 changes: 932 additions & 0 deletions examples/kind-quickstart/01-Install.ipynb

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606 changes: 606 additions & 0 deletions examples/kind-quickstart/02-Client.ipynb

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120 changes: 120 additions & 0 deletions examples/kind-quickstart/03-Uninstall.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Uninstall deployment\n",
"Use Helm to uninstall all the previous deployments"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"release \"feast-online\" uninstalled\n",
"release \"feast-offline\" uninstalled\n",
"release \"feast-registry\" uninstalled\n",
"NAME\tNAMESPACE\tREVISION\tUPDATED\tSTATUS\tCHART\tAPP VERSION\n"
]
}
],
"source": [
"!helm uninstall feast-online\n",
"!helm uninstall feast-offline\n",
"!helm uninstall feast-registry\n",
"!helm list"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Delete the PostgreSQL deployment."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"secret \"postgres-secret\" deleted\n",
"persistentvolume \"postgres-volume\" deleted\n",
"persistentvolumeclaim \"postgres-volume-claim\" deleted\n",
"deployment.apps \"postgres\" deleted\n",
"service \"postgres\" deleted\n"
]
}
],
"source": [
"!kubectl delete -f postgres/postgres.yaml"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No resources found in feast namespace.\n",
"No resources found in feast namespace.\n",
"NAME READY STATUS RESTARTS AGE\n",
"feast-apply-job-tzscd 0/1 Completed 0 2m40s\n"
]
}
],
"source": [
"!kubectl get svc\n",
"!kubectl get deployments\n",
"!kubectl get pods"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "feast3.11",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
7 changes: 7 additions & 0 deletions examples/kind-quickstart/README.md
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# Install and run Feast with Kind

The following notebooks will guide you through an end-to-end journey to install and validate a simple Feast feature store in a
Kind Kubernetes cluster:
* [01-Install.ipynb](./01-Install.ipynb): Install and configure the cluster, then the Feast components.
* [02-Client.ipynb](./02-Client.ipynb): Validate the feature store with a remote test application runnning on the notebook.
* [03-Uninstall.ipynb](./03-Uninstall.ipynb): Clear the installed deployments.
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14 changes: 14 additions & 0 deletions examples/kind-quickstart/client/feature_store.yaml
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project: sample
registry:
path: localhost:8001
registry_type: remote
offline_store:
host: localhost
port: 8002
type: remote
online_store:
path: http://localhost:8003
type: remote
entity_key_serialization_version: 2
auth:
type: no_auth
31 changes: 31 additions & 0 deletions examples/kind-quickstart/init-job.yaml
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apiVersion: batch/v1
kind: Job
metadata:
name: feast-apply-job
spec:
template:
spec:
containers:
- name: feast-apply
image: feastdev/feature-server:0.40.1
command: ["/bin/sh", "-c"]
args:
- |
echo "Starting feast initialization job...";
mkdir /tmp/sample;
cd /tmp/sample;
cp /sample/* .;
sed -i 's/localhost/postgres/' feature_store.yaml;
feast apply;
CURRENT_TIME=$(date -u +"%Y-%m-%dT%H:%M:%S");
feast materialize-incremental $CURRENT_TIME;
echo "Feast initialization completed successfully.";
volumeMounts:
- name: sample-repo-files
mountPath: /sample
restartPolicy: Never
volumes:
- name: sample-repo-files
configMap:
name: sample-repo
backoffLimit: 1
83 changes: 83 additions & 0 deletions examples/kind-quickstart/postgres/postgres.yaml
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#https://www.digitalocean.com/community/tutorials/how-to-deploy-postgres-to-kubernetes-cluster
apiVersion: v1
kind: Secret
metadata:
name: postgres-secret
labels:
app: postgres
stringData:
POSTGRES_DB: feast
POSTGRES_USER: feast
POSTGRES_PASSWORD: feast
---
apiVersion: v1
kind: PersistentVolume
metadata:
name: postgres-volume
labels:
type: local
app: postgres
spec:
capacity:
storage: 1Gi
accessModes:
- ReadWriteOnce
hostPath:
path: /data/postgresql
---
apiVersion: v1
kind: PersistentVolumeClaim
metadata:
name: postgres-volume-claim
labels:
app: postgres
spec:
accessModes:
- ReadWriteOnce
resources:
requests:
storage: 1Gi
---
apiVersion: apps/v1
kind: Deployment
metadata:
name: postgres
spec:
replicas: 1
selector:
matchLabels:
app: postgres
template:
metadata:
labels:
app: postgres
spec:
containers:
- name: postgres
image: 'postgres:15-alpine'
imagePullPolicy: IfNotPresent
ports:
- containerPort: 5432
envFrom:
- secretRef:
name: postgres-secret
volumeMounts:
- mountPath: /var/lib/postgresql/data
name: postgresdata
volumes:
- name: postgresdata
persistentVolumeClaim:
claimName: postgres-volume-claim
---
apiVersion: v1
kind: Service
metadata:
name: postgres
labels:
app: postgres
spec:
type: NodePort
ports:
- port: 5432
selector:
app: postgres
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12 changes: 12 additions & 0 deletions examples/kind-quickstart/src/utils.py
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import subprocess

def port_forward(service, external_port, local_port=80) :
"""
Run a background process to forward port 80 of the given `service` service to the given `external_port` port.
Returns: the process instance
"""
command = ["kubectl", "port-forward", f"service/{service}", f"{external_port}:{local_port}"]
process = subprocess.Popen(command)
print(f"Port-forwarding {service} with process ID: {process.pid}")
return process

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