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AWS Machine Learning Blog

Fault tolerant distributed training on Amazon EKS using NVRx

Integrate NVIDIA Resiliency Extension (NVRx) into PyTorch FSDP training on Amazon EKS to overlap checkpoint I/O with training and recover from GPU faults in seconds. This post covers async checkpointing, in-process restart, and ft_launcher in-job restart, with H100 benchmarks at 2 to 8 nodes showing 99%+ training efficiency and second-scale recovery.

Advanced (300)Amazon Elastic Kubernetes ServiceTechnical How-to
AWS Machine Learning BlogRead original
ExternalTechnology Trends
The Verge Tech

Resident Evil is a comedy first and a thrilling nightmare second

When Paul W.S. Anderson's Resident Evil hit theaters in 2002, video game movies were largely seen as a niche. Films like Mortal Kombat and Tomb Raider had proven that big-screen game adaptations could be successful, but the commercial and critical failure of projects like the 1993 Super Mario Bros. still cast a long shadow. And while Anderson's vision of Raccoon City might have captivated audiences on the whole, many hardcore fans of Capcom's games were left disappointed by the way the original

The Verge TechRead original

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