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Tim Dettmers
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TPUs vs GPUs for Transformers (BERT) — Tim Dettmers
https://timdettmers.com/2018/10/17/tpus-vs-gpus-for-transformers-bert/
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hardware
gpu
accelerators
matrix multiplication
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Here I develop a theoretical model of TPUs vs GPUs for transformers as used by BERT and show that current GPUs are about 32% to 54% slower for this task.