Compute · AI accelerators (GPU/TPU)

AWS Trainium vs ND/NC-series GPU VMs vs Cloud TPU

AI accelerators (GPU/TPU), side by side on AWS, Azure and Google Cloud. The overlap is only partial, so compare features carefully before migrating.

Compute

AI accelerators (GPU/TPU)

Partial match

AWS

AWS Trainium
AWS Inferentia
EC2 GPU instances

Azure

ND/NC-series GPU VMs

Google Cloud

Cloud TPU
GPU VMs (A3/A4)

What's different

All three rent NVIDIA GPUs. AWS (Trainium/Inferentia) and Google (TPU) also sell their own chips. Microsoft's Maia chips are mostly used internally for Azure AI services.

Quick answers

What is the Azure equivalent of AWS Trainium?
The Azure equivalent of AWS Trainium is ND/NC-series GPU VMs. The overlap is only partial, so compare features carefully before migrating.
What is the Google Cloud equivalent of AWS Trainium?
The Google Cloud equivalent of AWS Trainium is Cloud TPU and GPU VMs (A3/A4). The overlap is only partial, so compare features carefully before migrating.
What is the AWS equivalent of ND/NC-series GPU VMs?
The AWS equivalent of ND/NC-series GPU VMs is AWS Trainium, AWS Inferentia and EC2 GPU instances. The overlap is only partial, so compare features carefully before migrating.
What is the Google Cloud equivalent of ND/NC-series GPU VMs?
The Google Cloud equivalent of ND/NC-series GPU VMs is Cloud TPU and GPU VMs (A3/A4). The overlap is only partial, so compare features carefully before migrating.
What is the AWS equivalent of Cloud TPU?
The AWS equivalent of Cloud TPU is AWS Trainium, AWS Inferentia and EC2 GPU instances. The overlap is only partial, so compare features carefully before migrating.
What is the Azure equivalent of Cloud TPU?
The Azure equivalent of Cloud TPU is ND/NC-series GPU VMs. The overlap is only partial, so compare features carefully before migrating.