First Opportunities – “Get Your Foot in the Door”
Modern deep learning infrastructure often requires transferring large amounts of data between GPUs across machines. At Perplexity, we encountered a unique technical challenge: efficiently transferring non-contiguous GPU memory regions between machines at maximum possible speed. Our target platform, AWS p5 instances, offers an impressive 3200 Gbps of network bandwidth through 32 network cards. This article […]
High-Performance GPU Memory Transfer on AWS Sage maker Hyperope
Modern deep learning infrastructure often requires transferring large amounts of data between GPUs across machines. At Perplexity, we encountered a unique technical challenge: efficiently transferring non-contiguous GPU memory regions between machines at maximum possible speed. Our target platform, AWS p5 instances, offers an impressive 3200 Gbps of network bandwidth through 32 network cards. This article […]
Personal Finance
Modern deep learning infrastructure often requires transferring large amounts of data between GPUs across machines. At Perplexity, we encountered a unique technical challenge: efficiently transferring non-contiguous GPU memory regions between machines at maximum possible speed. Our target platform, AWS p5 instances, offers an impressive 3200 Gbps of network bandwidth through 32 network cards. This article […]
How to Improve Current Situation – “Ask for Raise or Promotion”
Modern deep learning infrastructure often requires transferring large amounts of data between GPUs across machines. At Perplexity, we encountered a unique technical challenge: efficiently transferring non-contiguous GPU memory regions between machines at maximum possible speed. Our target platform, AWS p5 instances, offers an impressive 3200 Gbps of network bandwidth through 32 network cards. This article […]