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docs: Example to install feast on local computer using Kind (feast-de…
…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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{ | ||
"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 | ||
} |
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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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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 |
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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 |
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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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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 |