Automate MLOps With Terraform: A Game-changer For Your Workflow

Today, we have an exciting topic to delve into. We'll discuss What is Terraform by HashiCorp and how to use it for MLOps.

Examples Below
Getting Started Example
provider "aws" {
region = "us-west-2"
}

resource "aws_instance" "example" {
ami = "ami-0c55b159cbfafe1f0"
instance_type = "t2.micro"
}

Snapshots and State Files Example
terraform {
backend "s3" {
bucket = "my-terraform-state"
key = "global/s3/terraform.tfstate"
region = "us-west-2"
}
}

Rolling Update Example
resource "aws_autoscaling_group" "example" {
launch_configuration = "${aws_launch_configuration.example.id}"
min_size = 1
max_size = 3
desired_capacity = 2

tag {
key = "Name"
value = "example-instance"
propagate_at_launch = true
}

lifecycle {
create_before_destroy = true
}
}

resource "aws_launch_configuration" "example" {
image_id = "ami-0c55b159cbfafe1f0"
instance_type = "t2.micro"
key_name = "my-key"
security_groups = ["sg-123456"]
}