Computer Arithmetic in Deep Learning

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• ~48% of peak using 8 GPUs in one node • This scalability key to large models & large datasets 1 2 4 8 16 32 64 128 256 512 1 2 4 8 16 32 64 128 TFLOP/s Number of GPUs Typical training run one node multi node . Bryan Catanzaro Computer Arithmetic for training • Standard practice: FP32 • But big efficiency gains from smaller arithmetic • e.g. NVIDIA GP100 has 21 Tflops 16-bit FP, but ...


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