(Deprecated) Deploy a Milvus Cluster on EC2
This topic describes how to deploy a Milvus cluster on Amazon EC2 with Terraform and Ansible.
This topic is outdated and will be removed soon. You are advised to refer to Deploy a Milvus Cluster on EKS instead.
Provision a Milvus cluster
This section describes how to use Terraform to provision a Milvus cluster.
Terraform is an infrastructure as code (IaC) software tool. With Terraform, you can provision infrastructure by using declarative configuration files.
Prerequisites
Prepare configuration
You can download template configuration files at Google Drive.
main.tf
This file contains the configuration for provisioning a Milvus cluster.
variables.tf
This file allows quick editing of variables used to set up or update a Milvus cluster.
output.tf
andinventory.tmpl
These files store the metadata of a Milvus cluster. The metadata used in this topic is the
public_ip
for each node instance,private_ip
for each node instance, and all EC2 instance IDs.
Prepare variables.tf
This section describes the configuration that a variables.tf
file that contains.
Number of nodes
The following template declares an
index_count
variable used to set the number of index nodes.The value ofindex_count
must be greater than or equal to one.variable "index_count" { description = "Amount of index instances to run" type = number default = 5 }
Instance type for a node type
The following template declares an
index_ec2_type
variable used to set the instance type for index nodes.variable "index_ec2_type" { description = "Which server type" type = string default = "c5.2xlarge" }
Access permission
The following template declares a
key_name
variable and amy_ip
variable. Thekey_name
variable represents the AWS access key. Themy_ip
variable represents the IP address range for a security group.variable "key_name" { description = "Which aws key to use for access into instances, needs to be uploaded already" type = string default = "" } variable "my_ip" { description = "my_ip for security group. used so that ansible and terraform can ssh in" type = string default = "x.x.x.x/32" }
Prepare main.tf
This section describes the configurations that a main.tf
file that contains.
Cloud provider and region
The following template uses the
us-east-2
region. See Available Regions for more information.provider "aws" { profile = "default" region = "us-east-2" }
Security group
The following template declares a security group that allows incoming traffic from the CIDR address range represented by
my_ip
declared invariables.tf
.resource "aws_security_group" "cluster_sg" { name = "cluster_sg" description = "Allows only me to access" vpc_id = aws_vpc.cluster_vpc.id ingress { description = "All ports from my IP" from_port = 0 to_port = 65535 protocol = "tcp" cidr_blocks = [var.my_ip] } ingress { description = "Full subnet communication" from_port = 0 to_port = 65535 protocol = "all" self = true } egress { from_port = 0 to_port = 0 protocol = "-1" cidr_blocks = ["0.0.0.0/0"] ipv6_cidr_blocks = ["::/0"] } tags = { Name = "cluster_sg" } }
VPC
The following template specifies a VPC with the 10.0.0.0/24 CIDR block on a Milvus cluster.
resource "aws_vpc" "cluster_vpc" { cidr_block = "10.0.0.0/24" tags = { Name = "cluster_vpc" } } resource "aws_internet_gateway" "cluster_gateway" { vpc_id = aws_vpc.cluster_vpc.id tags = { Name = "cluster_gateway" } }
Subnets (Optional)
The following template declares a subnet whose traffic is routed to an internet gateway. In this case, the size of the subnet’s CIDR block is the same as the VPC’s CIDR block.
resource "aws_subnet" "cluster_subnet" { vpc_id = aws_vpc.cluster_vpc.id cidr_block = "10.0.0.0/24" map_public_ip_on_launch = true tags = { Name = "cluster_subnet" } } resource "aws_route_table" "cluster_subnet_gateway_route" { vpc_id = aws_vpc.cluster_vpc.id route { cidr_block = "0.0.0.0/0" gateway_id = aws_internet_gateway.cluster_gateway.id } tags = { Name = "cluster_subnet_gateway_route" } } resource "aws_route_table_association" "cluster_subnet_add_gateway" { subnet_id = aws_subnet.cluster_subnet.id route_table_id = aws_route_table.cluster_subnet_gateway_route.id }
Node instances (Nodes)
The following template declares a MinIO node instance. The
main.tf
template file declares nodes of 11 node types. For some node types, you need to setroot_block_device
. See EBS, Ephemeral, and Root Block Devices for more information.resource "aws_instance" "minio_node" { count = var.minio_count ami = "ami-0d8d212151031f51c" instance_type = var.minio_ec2_type key_name = var.key_name subnet_id = aws_subnet.cluster_subnet.id vpc_security_group_ids = [aws_security_group.cluster_sg.id] root_block_device { volume_type = "gp2" volume_size = 1000 } tags = { Name = "minio-${count.index + 1}" } }
Apply the configuration
Open a terminal and navigate to the folder that stores
main.tf
.To initialize the configuration, run
terraform init
.To apply the configuration, run
terraform apply
and enteryes
when prompted.
You have now provisioned a Milvus cluster with Terraform.
Start the Milvus cluster
This section describes how to use Ansible to start the Milvus cluster that you have provisioned.
Ansible is a configuration management tool used to automate cloud provisioning and configuration management.
Prerequisites
- Ansible Controller is installed.
Download Ansible Milvus node deployment Playbook
Clone Milvus repository from GitHub to download the Ansible Milvus node deployment Playbook.
git clone https://github.com/milvus-io/milvus.git
Configure installation files
The inventory.ini
and ansible.cfg
files are used to control the environment variables and log-in verification methods in Ansible playbook. In the inventory.ini
file, the dockernodes
section defines all the servers of docker engines. The ansible.cfg
section defines all the servers of Milvus coordinators. The node
section defines all the servers of Milvus nodes.
Enter the local path to the Playbook and configure the installation files.
$ cd ./milvus/deployments/docker/cluster-distributed-deployment
inventory.ini
Configure inventory.ini
to divide hosts in groups in accordance with their roles in the Milvus system.
Add host names, and define docker
group and vars
.
[dockernodes] #Add docker host names.
dockernode01
dockernode02
dockernode03
[admin] #Add Ansible controller name.
ansible-controller
[coords] #Add the host names of Milvus coordinators.
; Take note the IP of this host VM, and replace 10.170.0.17 with it.
dockernode01
[nodes] #Add the host names of Milvus nodes.
dockernode02
[dependencies] #Add the host names of Milvus dependencies.
; dependencies node will host etcd, minio, pulsar, these 3 roles are the foundation of Milvus.
; Take note the IP of this host VM, and replace 10.170.0.19 with it.
dockernode03
[docker:children]
dockernodes
coords
nodes
dependencies
[docker:vars]
ansible_python_interpreter= /usr/bin/python3
StrictHostKeyChecking= no
; Setup variables to control what type of network to use when creating containers.
dependencies_network= host
nodes_network= host
; Setup varibale to control what version of Milvus image to use.
image= milvusdb/milvus-dev:master-20220412-4781db8a
; Setup static IP addresses of the docker hosts as variable for container environment variable config.
; Before running the playbook, below 4 IP addresses need to be replaced with the IP of your host VM
; on which the etcd, minio, pulsar, coordinators will be hosted.
etcd_ip= 10.170.0.19
minio_ip= 10.170.0.19
pulsar_ip= 10.170.0.19
coords_ip= 10.170.0.17
; Setup container environment which later will be used in container creation.
ETCD_ENDPOINTS= {{etcd_ip}}:2379
MINIO_ADDRESS= {{minio_ip}}:9000
PULSAR_ADDRESS= pulsar://{{pulsar_ip}}:6650
QUERY_COORD_ADDRESS= {{coords_ip}}:19531
DATA_COORD_ADDRESS= {{coords_ip}}:13333
ROOT_COORD_ADDRESS= {{coords_ip}}:53100
INDEX_COORD_ADDRESS= {{coords_ip}}:31000
ansible.cfg
ansible.cfg
controls the action of the playbook, for example, SSH key, etc. Do not set up passphrase via the SSH key on docker hosts. Otherwise, the Ansible SSH connection will fail. We recommend setting up the same username and SSH key on the three hosts and setting up the new user account to execute sudo without a password. Otherwise, you will receive errors that the user name does not match the password or you are not granted elevated privileges when running Ansible playbook.
[defaults]
host_key_checking = False
inventory = inventory.ini # Specify the Inventory file
private_key_file=~/.my_ssh_keys/gpc_sshkey # Specify the SSH key that Ansible uses to access Docker host
deploy-docker.yml
deploy-docker.yml
defines the tasks during the installation of Docker. See the code comments in the file for details.
---
- name: setup pre-requisites # Install prerequisite
hosts: all
become: yes
become_user: root
roles:
- install-modules
- configure-hosts-file
- name: install docker
become: yes
become_user: root
hosts: dockernodes
roles:
- docker-installation
Test Ansible connectivity
Test the connectivity to Ansible.
$ ansible all -m ping
Add -i
in the command to specify the path to the inventory file if you did not specify it in ansible.cfg
, otherwise Ansible uses /etc/ansible/hosts
.
The terminal returns as follow:
dockernode01 | SUCCESS => {
"changed": false,
"ping": "pong"
}
ansible-controller | SUCCESS => {
"ansible_facts": {
"discovered_interpreter_python": "/usr/bin/python3"
},
"changed": false,
"ping": "pong"
}
dockernode03 | SUCCESS => {
"changed": false,
"ping": "pong"
}
dockernode02 | SUCCESS => {
"changed": false,
"ping": "pong"
}
Check the Playbook Syntax
Check the syntax of the Playbook.
$ ansible-playbook deploy-docker.yml --syntax-check
Normally, the terminal returns as follow:
playbook: deploy-docker.yml
Install Docker
Install Docker with the Playbook.
$ ansible-playbook deploy-docker.yml
If Docker is successfully installed on the three hosts, the terminal returns as follow:
TASK [docker-installation : Install Docker-CE] *******************************************************************
ok: [dockernode01]
ok: [dockernode03]
ok: [dockernode02]
TASK [docker-installation : Install python3-docker] **************************************************************
ok: [dockernode01]
ok: [dockernode02]
ok: [dockernode03]
TASK [docker-installation : Install docker-compose python3 library] **********************************************
changed: [dockernode01]
changed: [dockernode03]
changed: [dockernode02]
PLAY RECAP *******************************************************************************************************
ansible-controller : ok=3 changed=0 unreachable=0 failed=0 skipped=0 rescued=0 ignored=0
dockernode01 : ok=10 changed=1 unreachable=0 failed=0 skipped=0 rescued=0 ignored=0
dockernode02 : ok=10 changed=1 unreachable=0 failed=0 skipped=0 rescued=0 ignored=0
dockernode03 : ok=10 changed=1 unreachable=0 failed=0 skipped=0 rescued=0 ignored=0
Verify the installation
Log in to the three hosts with the SSH key, and verify the installation on the hosts.
- For root host:
$ docker -v
- For non-root hosts:
$ sudo docker -v
Normally, the terminal returns as follow:
Docker version 20.10.14, build a224086
Check the running status of the containers.
$ docker ps
Check the Syntax
Check the Syntax of deploy-milvus.yml
.
$ ansible-playbook deploy-milvus.yml --syntax-check
Normally, the terminal returns as follow:
playbook: deploy-milvus.yml
Create Milvus container
The tasks to create Milvus container are defined in deploy-milvus.yml
.
$ ansible-playbook deploy-milvus.yml
The terminal returns:
PLAY [Create milvus-etcd, minio, pulsar] *****************************************************************
TASK [Gathering Facts] ********************************************************************************************
ok: [dockernode03]
TASK [etcd] *******************************************************************************************************
changed: [dockernode03]
TASK [pulsar] *****************************************************************************************************
changed: [dockernode03]
TASK [minio] ******************************************************************************************************
changed: [dockernode03]
PLAY [Create milvus nodes] ****************************************************************************************
TASK [Gathering Facts] ********************************************************************************************
ok: [dockernode02]
TASK [querynode] **************************************************************************************************
changed: [dockernode02]
TASK [datanode] ***************************************************************************************************
changed: [dockernode02]
TASK [indexnode] **************************************************************************************************
changed: [dockernode02]
PLAY [Create milvus coords] ***************************************************************************************
TASK [Gathering Facts] ********************************************************************************************
ok: [dockernode01]
TASK [rootcoord] **************************************************************************************************
changed: [dockernode01]
TASK [datacoord] **************************************************************************************************
changed: [dockernode01]
TASK [querycoord] *************************************************************************************************
changed: [dockernode01]
TASK [indexcoord] *************************************************************************************************
changed: [dockernode01]
TASK [proxy] ******************************************************************************************************
changed: [dockernode01]
PLAY RECAP ********************************************************************************************************
dockernode01 : ok=6 changed=5 unreachable=0 failed=0 skipped=0 rescued=0 ignored=0
dockernode02 : ok=4 changed=3 unreachable=0 failed=0 skipped=0 rescued=0 ignored=0
dockernode03 : ok=4 changed=3 unreachable=0 failed=0 skipped=0 rescued=0 ignored=0
Now you have Milvus deployed on the three hosts.
Stop nodes
You can stop all nodes after you do not need a Milvus cluster any longer.
terraform
binary is available on your PATH
. Run
terraform destroy
and enteryes
when prompted.If successful, all node instances are stopped.
What’s next
If you want to learn how to deploy Milvus on other clouds: