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What is Amazon EC2 UltraClusters?

Amazon EC2 UltraClusters provide the ability to scale up to thousands of GPUs or specialized machine learning accelerators such as AWS Trainium, offering immediate access to performance comparable to supercomputing. They democratize advanced computing for developers working in machine learning, generative AI, and high-performance computing through a straightforward pay-as-you-go model, which removes the burden of setup and maintenance costs. These UltraClusters consist of numerous accelerated EC2 instances that are optimally organized within a particular AWS Availability Zone and interconnected through Elastic Fabric Adapter (EFA) networking over a petabit-scale nonblocking network. This cutting-edge arrangement ensures enhanced networking performance and includes access to Amazon FSx for Lustre, a fully managed shared storage system that is based on a high-performance parallel file system, enabling the efficient processing of large datasets with latencies in the sub-millisecond range. Additionally, EC2 UltraClusters support greater scalability for distributed machine learning training and seamlessly integrated high-performance computing tasks, thereby significantly reducing the time required for training. This infrastructure not only meets but exceeds the requirements for the most demanding computational applications, making it an essential tool for modern developers. With such capabilities, organizations can tackle complex challenges with confidence and efficiency.

What is AWS Trainium?

AWS Trainium is a cutting-edge machine learning accelerator engineered for training deep learning models that have more than 100 billion parameters. Each Trn1 instance of Amazon Elastic Compute Cloud (EC2) can leverage up to 16 AWS Trainium accelerators, making it an efficient and budget-friendly option for cloud-based deep learning training. With the surge in demand for advanced deep learning solutions, many development teams often grapple with financial limitations that hinder their ability to conduct frequent training required for refining their models and applications. The EC2 Trn1 instances featuring Trainium help mitigate this challenge by significantly reducing training times while delivering up to 50% cost savings in comparison to other similar Amazon EC2 instances. This technological advancement empowers teams to fully utilize their resources and enhance their machine learning capabilities without incurring the substantial costs that usually accompany extensive training endeavors. As a result, teams can not only improve their models but also stay competitive in an ever-evolving landscape.

Media

Media

Integrations Supported

AWS Neuron
Amazon EC2
Amazon EC2 Capacity Blocks for ML
Amazon EC2 G5 Instances
Amazon EC2 Inf1 Instances
Amazon EC2 P4 Instances
Amazon EC2 P5 Instances
Amazon EC2 Trn1 Instances
Amazon EC2 Trn2 Instances
AWS Trainium
Amazon EC2 Auto Scaling
Amazon EKS
Amazon Elastic Container Service (Amazon ECS)
Amazon FSx
Amazon Web Services (AWS)
PyTorch

Integrations Supported

AWS Neuron
Amazon EC2
Amazon EC2 Capacity Blocks for ML
Amazon EC2 G5 Instances
Amazon EC2 Inf1 Instances
Amazon EC2 P4 Instances
Amazon EC2 P5 Instances
Amazon EC2 Trn1 Instances
Amazon EC2 Trn2 Instances
AWS AI Factories
AWS Parallel Computing Service
Amazon EC2 UltraClusters
Anyscale

API Availability

API Availability

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
Web-Based Support

Training Options

Documentation Hub
Webinars
On-Site Training

Training Options

Documentation Hub

Company Facts

Organization Name

Amazon

Date Founded

1994

Company Location

United States

Company Website

aws.amazon.com/ec2/ultraclusters/

Company Facts

Organization Name

Amazon Web Services

Date Founded

2006

Company Location

United States

Company Website

aws.amazon.com/machine-learning/trainium/

Categories and Features

Cloud GPU

Not specified

HPC

Not specified

Machine Learning

Not specified

Categories and Features

AI Infrastructure

Not specified

Machine Learning

Not specified

Popular Alternatives

Popular Alternatives

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AWS Neuron

Amazon Web Services