This document describes the steps to create standalone virtual machine (VM) instances that use A4X accelerator-optimized machine types. To learn more about the machine type, see A4X series in the Compute Engine documentation.
To learn about VM and cluster creation options, see Deployment options overview page.
Before you begin
Before creating VMs, if you haven't already done so, complete the following steps:
- Choose a consumption option : the option that you pick determines how you want to get and use GPU resources.
- Obtain capacity : to learn how to obtain capacity for your consumption option.
To learn more, see Choose a consumption option .
To learn more, see Capacity overview .
Select the tab for how you plan to use the samples on this page:
Console
When you use the Google Cloud console to access Google Cloud services and APIs, you don't need to set up authentication.
gcloud
In the Google Cloud console, activate Cloud Shell.
At the bottom of the Google Cloud console, a Cloud Shell session starts and displays a command-line prompt. Cloud Shell is a shell environment with the Google Cloud CLI already installed and with values already set for your current project. It can take a few seconds for the session to initialize.
REST
To use the REST API samples on this page in a local development environment, you use the credentials you provide to the gcloud CLI.
Install the Google Cloud CLI. After installation, initialize the Google Cloud CLI by running the following command:
gcloud init
If you're using an external identity provider (IdP), you must first sign in to the gcloud CLI with your federated identity .
For more information, see Authenticate for using REST in the Google Cloud authentication documentation.
Required roles
To get the permissions that
you need to create VMs,
ask your administrator to grant you the Compute Instance Admin (v1)
( roles/compute.instanceAdmin.v1
)
IAM role on the project.
For more information about granting roles, see Manage access to projects, folders, and organizations
.
This predefined role contains the permissions required to create VMs. To see the exact permissions that are required, expand the Required permissionssection:
Required permissions
The following permissions are required to create VMs:
-
compute.instances.create
on the project - To use a custom image to create the VM:
compute.images.useReadOnly
on the image - To use a snapshot to create the VM:
compute.snapshots.useReadOnly
on the snapshot - To use an instance template to create the VM:
compute.instanceTemplates.useReadOnly
on the instance template - To assign a legacy network
to the VM:
compute.networks.use
on the project - To specify a static IP address for the VM:
compute.addresses.use
on the project - To assign an external IP address to the VM when using a legacy network:
compute.networks.useExternalIp
on the project - To specify a subnet for your VM:
compute.subnetworks.use
on the project or on the chosen subnet - To assign an external IP address to the VM when using a VPC network:
compute.subnetworks.useExternalIp
on the project or on the chosen subnet - To set VM instance metadata for the VM:
compute.instances.setMetadata
on the project - To set tags for the VM:
compute.instances.setTags
on the VM - To set labels for the VM:
compute.instances.setLabels
on the VM - To set a service account for the VM to use:
compute.instances.setServiceAccount
on the VM - To create a new disk for the VM:
compute.disks.create
on the project - To attach an existing disk in read-only or read-write mode:
compute.disks.use
on the disk - To attach an existing disk in read-only mode:
compute.disks.useReadOnly
on the disk
You might also be able to get these permissions with custom roles or other predefined roles .
A4X fundamentals
An A4X cluster is organized into a hierarchy of blocks and subblocks to facilitate large-scale, non-blocking network performance. Understanding this topology is key when reserving capacity and deploying workloads.
- A4X instance
- An A4X instance is a single A4X machine type that has 4 GPUs attached.
- NVLink domain or subblock
- An NVLink domain, also referred to as a subblock, is the fundamental unit of A4X capacity. An
NVLink domain consists of 18 A4X instances (72 GPUs) connected using a multi-node NVLink
system. You create an A4X NVLink domain or a subblock by applying a compact placement policy that specifies a
1x72
topology. - Block
- An A4X block is composed of 25 subblocks (NVLink domains), totalling up to 450 A4X instances (1,800 GPUs). The subblocks are rail-aligned for efficient scaling. Each subblock requires a compact placement policy. Therefore, for a single A4X block, you can create 25 compact placement policies.
The following table shows the supported topology options for A4X instances:
Topology ( gpuTopology
) |
Number of GPUs | Number of instances |
---|---|---|
1x72
|
72 | 18 |
Overview
Creating an instance with A4X machine type includes the following steps:
Create VPC networks
To set up the network for A4X machine type, create three VPC networks for the following network interfaces:
- 2 VPC networks for the gVNIC network interfaces (NIC). These are used for host to host communication.
- 1 VPC network with the RDMA network profile is required for the CX-7 NICs when creating multiple A4X subblocks. This VPC network needs to have 4 subnets, one subnet for each CX-7 NIC. These NICs use RDMA over Converged Ethernet (RoCE), providing the high-bandwidth, low-latency communication that's essential for scaling out to multiple A4X subblocks. For a single A4X subblock, you can skip this VPC network because within a single subblock, direct GPU to GPU communication is handled by the multi-node NVLink.
For more information about NIC arrangement, see Review network bandwidth and NIC arrangement .
Create the networks either manually by following the instruction guides or automatically by using the provided script.
Instruction guides
To create the networks, you can use the following instructions:
- To create the VPC networks for the gVNICs, see Create and manage Virtual Private Cloud networks .
- To create the VPC network with the RDMA network profile, see Create a Virtual Private Cloud network for RDMA NICs .
For these VPC networks, we recommend setting the maximum transmission unit (MTU)
to a larger value.
For A4X machine type, the recommended MTU is 8896
bytes.
To review the recommended MTU settings for other GPU machine types, see MTU settings for GPU machine types
.
Script
To create the networks, follow these steps.
For these VPC networks, we recommend setting the maximum transmission unit (MTU)
to a larger value.
For A4X machine type, the recommended MTU is 8896
bytes.
To review the recommended MTU settings for other GPU machine types, see MTU settings for GPU machine types
.
-
Use the following script to create VPC networks for the gVNICs.
#!/bin/bash # Create standard VPCs (network and subnets) for the gVNICs for N in $(seq 0 1); do gcloud compute networks create GVNIC_NAME_PREFIX -net-$N \ --subnet-mode=custom \ --mtu=8896 gcloud compute networks subnets create GVNIC_NAME_PREFIX -sub-$N \ --network= GVNIC_NAME_PREFIX -net-$N \ --region= REGION \ --range=192.168.$N.0/24 gcloud compute firewall-rules create GVNIC_NAME_PREFIX -internal-$N \ --network= GVNIC_NAME_PREFIX -net-$N \ --action=ALLOW \ --rules=tcp:0-65535,udp:0-65535,icmp \ --source-ranges=192.168.0.0/16 done # Create SSH firewall rules gcloud compute firewall-rules create GVNIC_NAME_PREFIX -ssh \ --network= GVNIC_NAME_PREFIX -net-0 \ --action=ALLOW \ --rules=tcp:22 \ --source-ranges= IP_RANGE # Assumes that an external IP is only created for vNIC 0 gcloud compute firewall-rules create GVNIC_NAME_PREFIX -allow-ping-net-0 \ --network= GVNIC_NAME_PREFIX -net-0 \ --action=ALLOW \ --rules=icmp \ --source-ranges= IP_RANGE
-
If you require multiple A4X subblocks, use the following script to create the VPC network and subnets for the four CX-7 NICs on each A4X instance.
# List and make sure network profiles exist in the machine type's zone gcloud compute network-profiles list --filter "location.name= ZONE " # Create network for CX-7 gcloud compute networks create RDMA_NAME_PREFIX -mrdma \ --network-profile= ZONE -vpc-roce \ --subnet-mode custom \ --mtu=8896 # Create subnets for N in $(seq 0 3); do gcloud compute networks subnets create RDMA_NAME_PREFIX -mrdma-sub-$N \ --network= RDMA_NAME_PREFIX -mrdma \ --region= REGION \ --range=192.168.$((N+2)).0/24 & # offset to avoid overlap with gVNICs done
Replace the following:
-
GVNIC_NAME_PREFIX
: the custom name prefix to use for the standard VPC networks and subnets for the gVNICs. -
RDMA_NAME_PREFIX
: the custom name prefix to use for the VPC network and subnets with the RDMA network profile for the CX-7 NICs. -
ZONE
: specify a zone in which the machine type that you want to use is available, such asus-central1-a
. For information about regions, see GPU availability by regions and zones . -
REGION
: the region where you want to create the subnets. This region must correspond to the zone specified. For example, if your zone isus-central1-a
, then your region isus-central1
. -
IP_RANGE
: the IP range to use for the SSH firewall rules .
-
- Optional: To verify that the VPC network resources are created successfully, check the network settings in the Google Cloud console:
- In the Google Cloud console, go to the VPC networks page.
- Search the list for the networks that you created in the previous step.
- To view the subnets, firewall rules, and other network settings, click the name of the network.
Create a compact placement policy
To create a compact placement policy, select one of the following options:gcloud
To create a compact placement policy, use the gcloud beta compute resource-policies create group-placement
command
:
gcloud beta compute resource-policies create group-placement POLICY_NAME \ --collocation=collocated \ --gpu-topology=1x72 \ --region= REGION
Replace the following:
-
POLICY_NAME
: the name of the compact placement policy. -
REGION
: the region where you want to create the compact placement policy. Specify a region in which the machine type that you want to use is available. For information about regions, see GPU availability by regions and zones .
REST
To create a compact placement policy, make a POST
request to the beta resourcePolicies.insert
method
.
POST https://compute.googleapis.com/compute/beta/projects/ PROJECT_ID /regions/ REGION /resourcePolicies { "name": " POLICY_NAME ", "groupPlacementPolicy": { "collocation": "COLLOCATED", "gpuTopology": "1x72" } }
Replace the following:
-
PROJECT_ID
: your project ID -
POLICY_NAME
: the name of the compact placement policy. -
REGION
: the region where you want to create the compact placement policy. Specify a region in which the machine type that you want to use is available. For information about regions, see GPU availability by regions and zones .
Create an A4X instance
To obtain a GPU topology of 1x72
, create
18 instances. When you create the instances, apply the compact placement policy that specifies the gpuTopology
field. Applying the policy ensures that Compute Engine creates all 18 instances in one
subblock to use an NVLink domain.
If a subblock lacks capacity for an instance, then the request to create the instance fails.
To create an A4X instance, select one of the following options.
The following commands also set the access scope for your instances. To simplify permissions management, Google recommends that you set the access scope on an instance tocloud-platform
access and then use IAM roles to define what services the instance can
access. For more information, see Scopes best practice
. gcloud
To create the VM, use the gcloud compute instances create
command
.
gcloud compute instances create VM_NAME \ --machine-type=a4x-highgpu-4g \ --image-family= IMAGE_FAMILY \ --image-project= IMAGE_PROJECT \ --zone= ZONE \ --boot-disk-type=hyperdisk-balanced \ --boot-disk-size= DISK_SIZE \ --scopes=cloud-platform \ --network-interface=nic-type=GVNIC,network= GVNIC_NAME_PREFIX -net-0,subnet= GVNIC_NAME_PREFIX -sub-0 \ --network-interface=nic-type=GVNIC,network= GVNIC_NAME_PREFIX -net-1,subnet= GVNIC_NAME_PREFIX -sub-1,no-address \ --network-interface=nic-type=MRDMA,network= RDMA_NAME_PREFIX -mrdma,subnet= RDMA_NAME_PREFIX -mrdma-sub-0,no-address \ --network-interface=nic-type=MRDMA,network= RDMA_NAME_PREFIX -mrdma,subnet= RDMA_NAME_PREFIX -mrdma-sub-1,no-address \ --network-interface=nic-type=MRDMA,network= RDMA_NAME_PREFIX -mrdma,subnet= RDMA_NAME_PREFIX -mrdma-sub-2,no-address \ --network-interface=nic-type=MRDMA,network= RDMA_NAME_PREFIX -mrdma,subnet= RDMA_NAME_PREFIX -mrdma-sub-3,no-address \ --reservation-affinity=specific \ --reservation= RESERVATION \ --provisioning-model=RESERVATION_BOUND \ --instance-termination-action= TERMINATION_ACTION \ --maintenance-policy=TERMINATE \ --resource-policies= POLICY_NAME
Replace the following:
-
VM_NAME
: the name of the VM. -
IMAGE_FAMILY
: the image family of the OS image that you want to use. For a list of supported operating systems, see Operating system details . -
IMAGE_PROJECT
: the project ID of the OS image. -
ZONE
: the zone in which the machine type that you want to use is available. You must use a zone in the same region as the compact placement policy. For information about regions, see GPU availability by regions and zones . -
DISK_SIZE
: the size of the boot disk in GB. -
GVNIC_NAME_PREFIX
: the name prefix that you specified when creating the standard VPC networks and subnets that use gVNICs. -
RDMA_NAME_PREFIX
: the name prefix that you specified when creating the VPC networks and subnets that use RDMA NICs. -
RESERVATION
: the reservation name, a block, or a subblock within a reservation. To get the reservation name or the available blocks, see View reserved capacity . Based on your requirements for instance placement, choose one of the following:- To create the instances on any single block:
projects/ RESERVATION_OWNER_PROJECT_ID /reservations/ RESERVATION_NAME
- To create the instances on a specific block:
projects/ RESERVATION_OWNER_PROJECT_ID /reservations/ RESERVATION_NAME /reservationBlocks/ RESERVATION_BLOCK_NAME
- To create the instances in a specific subblock:
projects/ RESERVATION_OWNER_PROJECT_ID /reservations/ RESERVATION_NAME /reservationBlocks/ RESERVATION_BLOCK_NAME /subblock/ RESERVATION_SUBBLOCK_NAME
- To create the instances on any single block:
-
TERMINATION_ACTION
: whether Compute Engine stops (STOP
) or deletes (DELETE
) the VM at the end of the reservation period. -
POLICY_NAME
: the name of the compact placement policy.
REST
To create the VM, make a POST
request to the instances.insert
method
.
POST https://compute.googleapis.com/compute/v1/projects/ PROJECT_ID /zones/ ZONE /instances { "machineType":"projects/ PROJECT_ID /zones/ ZONE /machineTypes/a4x-highgpu-4g", "name":" VM_NAME ", "disks":[ { "boot":true, "initializeParams":{ "diskSizeGb":" DISK_SIZE ", "diskType":"hyperdisk-balanced", "sourceImage":"projects/ IMAGE_PROJECT /global/images/family/ IMAGE_FAMILY " }, "mode":"READ_WRITE", "type":"PERSISTENT" } ], "serviceAccounts": [ { "email": "default", "scopes": [ "https://www.googleapis.com/auth/cloud-platform" ] } ], "networkInterfaces": [ { "accessConfigs": [ { "name": "external-nat", "type": "ONE_TO_ONE_NAT" } ], "network": "projects/ NETWORK_PROJECT_ID /global/networks/ GVNIC_NAME_PREFIX -net-0", "nicType": "GVNIC", "subnetwork": "projects/ NETWORK_PROJECT_ID /region/ REGION /subnetworks/ GVNIC_NAME_PREFIX -sub-0" }, { "network": "projects/ NETWORK_PROJECT_ID /global/networks/ GVNIC_NAME_PREFIX -net-1", "nicType": "GVNIC", "subnetwork": "projects/ NETWORK_PROJECT_ID /region/ REGION /subnetworks/ GVNIC_NAME_PREFIX -sub-1" }, { "network": "projects/ NETWORK_PROJECT_ID /global/networks/ RDMA_NAME_PREFIX -mrdma", "nicType": "MRDMA", "subnetwork": "projects/ NETWORK_PROJECT_ID /region/ REGION /subnetworks/ RDMA_NAME_PREFIX -mrdma-sub-0" }, { "network": "projects/ NETWORK_PROJECT_ID /global/networks/ RDMA_NAME_PREFIX -mrdma", "nicType": "MRDMA", "subnetwork": "projects/ NETWORK_PROJECT_ID /region/ REGION /subnetworks/ RDMA_NAME_PREFIX -mrdma-sub-1" }, { "network": "projects/ NETWORK_PROJECT_ID /global/networks/ RDMA_NAME_PREFIX -mrdma", "nicType": "MRDMA", "subnetwork": "projects/ NETWORK_PROJECT_ID /region/ REGION /subnetworks/ RDMA_NAME_PREFIX -mrdma-sub-2" }, { "network": "projects/ NETWORK_PROJECT_ID /global/networks/ RDMA_NAME_PREFIX -mrdma", "nicType": "MRDMA", "subnetwork": "projects/ NETWORK_PROJECT_ID /region/ REGION /subnetworks/ RDMA_NAME_PREFIX -mrdma-sub-3" } ], "reservationAffinity":{ "consumeReservationType":"SPECIFIC_RESERVATION", "key":"compute.googleapis.com/reservation-name", "values":[ " RESERVATION " ] }, "scheduling":{ "provisioningModel":"RESERVATION_BOUND", "instanceTerminationAction":" TERMINATION_ACTION ", "onHostMaintenance": "TERMINATE", "automaticRestart":true }, "resourcePolicies": [ "projects/ PROJECT_ID /regions/ REGION /resourcePolicies/ POLICY_NAME " ] }
Replace the following:
-
PROJECT_ID
: the project ID of the project where you want to create the VM. -
ZONE
: the zone in which the machine type that you want to use is available. You must use a zone in the same region as the compact placement policy. For information about regions, see GPU availability by regions and zones . -
VM_NAME
: the name of the VM. -
DISK_SIZE
: the size of the boot disk in GB. -
IMAGE_PROJECT
: the project ID of the OS image. -
IMAGE_FAMILY
: the image family of the OS image that you want to use. For a list of supported operating systems, see Operating system details . -
NETWORK_PROJECT_ID
: the project ID of the network. -
GVNIC_NAME_PREFIX
: the name prefix that you specified when creating the standard VPC networks and subnets that use gVNICs. -
REGION
: the region of the subnetwork. -
RDMA_NAME_PREFIX
: the name prefix that you specified when creating the VPC networks and subnets that use RDMA NICs. -
RESERVATION
: the reservation name, a block, or a subblock within a reservation. To get the reservation name or the available blocks, see View reserved capacity . Based on your requirements for instance placement, choose one of the following:- To create the instances on any single block:
projects/ RESERVATION_OWNER_PROJECT_ID /reservations/ RESERVATION_NAME
- To create the instances on a specific block:
projects/ RESERVATION_OWNER_PROJECT_ID /reservations/ RESERVATION_NAME /reservationBlocks/ RESERVATION_BLOCK_NAME
- To create the instances in a specific subblock:
projects/ RESERVATION_OWNER_PROJECT_ID /reservations/ RESERVATION_NAME /reservationBlocks/ RESERVATION_BLOCK_NAME /subblock/ RESERVATION_SUBBLOCK_NAME
- To create the instances on any single block:
-
TERMINATION_ACTION
: whether Compute Engine stops (STOP
) or deletes (DELETE
) the VM at the end of the reservation period. -
PROJECT_ID
: the project ID of the compact placement policy. -
REGION
: the region of the compact placement policy. -
POLICY_NAME
: the name of the compact placement policy.