geocrop-platform./k8s/base/mlflow.yaml

84 lines
1.9 KiB
YAML

apiVersion: apps/v1
kind: Deployment
metadata:
name: mlflow
namespace: geocrop
spec:
replicas: 1
selector:
matchLabels:
app: mlflow
template:
metadata:
labels:
app: mlflow
spec:
containers:
- name: mlflow
image: ghcr.io/mlflow/mlflow:v2.10.2
command:
- mlflow
- server
- --host=0.0.0.0
- --port=5000
- --backend-store-uri=postgresql://postgres:$(DB_PASSWORD)@geocrop-db:5433/geocrop_gis
- --default-artifact-root=s3://geocrop-models/mlflow-artifacts
env:
- name: DB_PASSWORD
valueFrom:
secretKeyRef:
name: geocrop-db-secret
key: password
- name: AWS_ACCESS_KEY_ID
valueFrom:
secretKeyRef:
name: geocrop-secrets
key: minio-access-key
- name: AWS_SECRET_ACCESS_KEY
valueFrom:
secretKeyRef:
name: geocrop-secrets
key: minio-secret-key
- name: MLFLOW_S3_ENDPOINT_URL
value: http://minio.geocrop.svc.cluster.local:9000
ports:
- containerPort: 5000
# No resource limits defined to allow maximum utilization during heavy training syncs
---
apiVersion: v1
kind: Service
metadata:
name: mlflow
namespace: geocrop
spec:
ports:
- port: 5000
targetPort: 5000
selector:
app: mlflow
---
apiVersion: networking.k8s.io/v1
kind: Ingress
metadata:
name: mlflow-ingress
namespace: geocrop
annotations:
cert-manager.io/cluster-issuer: "letsencrypt-prod"
spec:
ingressClassName: nginx
tls:
- hosts:
- ml.techarvest.co.zw
secretName: mlflow-tls
rules:
- host: ml.techarvest.co.zw
http:
paths:
- path: /
pathType: Prefix
backend:
service:
name: mlflow
port:
number: 5000