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Infrastructure

TPU

TPU
Infrastructure· Intermediate

Definition

Tensor Processing Unit — Google's custom application-specific integrated circuit (ASIC) designed specifically for neural network workloads. TPUs offer higher throughput and energy efficiency than GPUs for training large models, particularly transformers. Available via Google Cloud.

Enterprise Context

Enterprises training large models at scale evaluate TPUs vs. GPUs vs. custom ASICs for total cost and throughput. TPUs are particularly efficient for JAX-based training workloads.

Tags

#hardware#compute#training
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