AWS Compute Blog

Category: Amazon EC2

Scaling RL rollouts with Firecracker on Amazon EC2 metal

Scaling RL rollouts with Firecracker on Amazon EC2 metal

Reinforcement learning at scale runs thousands of isolated rollout sandboxes in parallel, and packing more of them onto each host lowers your cost per training step. This post shows how to tune Firecracker microVM density on Amazon EC2 metal, and introduces labsweep, a harness for mapping your own latency and density curve.

Simplify AMI discovery with Amazon EC2 and SSM Parameter Store

Simplify AMI discovery with Amazon EC2 and SSM Parameter Store

Managing Amazon EC2 AMIs at scale means constantly mapping AMI IDs to their AWS Systems Manager parameter paths by hand. A recent enhancement to the DescribeImages API returns the associated SSM parameter directly. This post shows how to use it across the AWS CLI, AWS CloudFormation, Terraform, and Auto Scaling launch templates.

Multi-modal autoscaling with Amazon EC2 Auto Scaling: adding signals for faster, more reliable scaling

Multi-modal autoscaling with Amazon EC2 Auto Scaling: adding signals for faster, more reliable scaling

Multi-modal autoscaling with Amazon EC2 Auto Scaling combines infrastructure metrics like CPU with application-level signals, so a group scales on the demand its users create. In this post, we show you how to implement it, with code samples and results from a controlled test.

Accelerate multiplayer game hosting with AWS m8azn instances

Online multiplayer gaming continues to grow, with players demanding lower latency, higher concurrency, and more immersive experiences than ever before. For game studios hosting dedicated multiplayer servers on AWS, infrastructure decisions directly impact player experience and retention, server tick rates, and ultimately, revenue. Games are becoming more computationally demanding while offering richer gameplay experiences. Studios […]

Uncover new performance insights using Amazon detailed performance statistics on Windows

The primary storage solutions for EC2 Windows instances, Amazon EC2 Instance Store and Amazon Elastic Block Store (Amazon EBS) , now provide detailed performance statistics for real-time monitoring. Real-time monitoring enables you to gain visibility into key performance metrics, such as latency, throughput, and IOPS, allowing you to detect and address potential bottlenecks or issues […]