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LEAF: LUT-aware Efficient Attention on FPGAs

Cox, Arianna et al.
arXiv (All) · Papers
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high-energy-physics-experimentmachine-learning
We introduce Lookup-table (LUT)-aware Efficient Attention on FPGAs (LEAF). LEAF is the first nanosecond-scale LUT-aware transformer for FPGAs. Deploying transformers that are large enough to perform well, small enough to fit on an FPGA, and fast enough to meet the sub-microsecond timescales required
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