initcron

# .github/workflows/mlops-pipeline.yml
name: MLOps Pipeline

on:
  push:
    branches: [ main ]
    tags: [ 'v*.*.*' ]
  pull_request:
    branches: [ main ]
    

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model:
  best_model: GradientBoosting
  feature_sets:
    rfe:
    - '0'
    - '1'
    - '2'
    - '3'
    - '4'
    - '5'

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apiVersion: apps/v1
kind: DaemonSet
metadata:
  name: vote
  labels:
    role: vote
  namespace: demo
spec:
  minReadySeconds: 20
  selector:

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Create and switch to instavote namespace

kubectl create namespace instavote
kubectl config set-context --current --namespace=instavote

switch to project directory

cd k8s-code/projects/instavote/dev

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{
  "title": "ML Model API - Full Observability Dashboard",
  "timezone": "browser",
  "refresh": "10s",
  "schemaVersion": 30,
  "version": 1,
  "panels": [
    {
      "type": "timeseries",
      "title": "Request Rate (Total per Endpoint)",

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{
  "title": "FastAPI Prometheus Metrics Dashboard",
  "timezone": "browser",
  "refresh": "10s",
  "schemaVersion": 30,
  "version": 1,
  "panels": [
    {
      "type": "timeseries",
      "title": "Request Rate (Total)",

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apiVersion: v1
kind: Service
metadata:
  name: {{ include "vote.fullname" . }}
  labels:
    {{- include "vote.labels" . | nindent 4 }}
spec:
  type: {{ .Values.service.type }}
  ports:
    - port: {{ .Values.service.port }}

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Set up Nginx Ingress Controller for Traffic Routing

Install helm to setup Nginx Ingress Controller. To install helm version 3 on Linux or MacOS, you can follow following instructions.

curl https://raw.githubusercontent.com/helm/helm/master/scripts/get-helm-3 | bash

You could further refer to Official HELM Install Instructions for alternative options.

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---
apiVersion: networking.k8s.io/v1
kind: Ingress
metadata:
  name: vote
  namespace: instavote
spec:
  ingressClassName: nginx
  rules:
  - host: vote.example.com

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apiVersion: apps/v1
kind: Deployment
metadata:
  name: vote
  labels:
    role: vote
spec:
  minReadySeconds: 20
  replicas: 4
  strategy: