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- W4383749557 abstract "Existing implementations of transformer networks by field-programmable gate array (FPGA) focus only on attention computation, or suffer from fixed model structure without flexibility. In this article, we propose an FPGA-based overlay processor, named Transformer-OPU for general accelerations of transformer networks. Experimental result shows that our Transformer-OPU achieves 5.19-15.06× and 1.14-2.89× speedup compared with CPU and GPU, respectively. We also observe 1.10-2.47× better latency compared with previously customized FPGA accelerators, and is 1.45× faster than NPE." @default.
- W4383749557 created "2023-07-11" @default.
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- W4383749557 date "2023-05-01" @default.
- W4383749557 modified "2023-09-27" @default.
- W4383749557 title "Transformer-OPU: An FPGA-based Overlay Processor for Transformer Networks" @default.
- W4383749557 cites W2979455536 @default.
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- W4383749557 doi "https://doi.org/10.1109/fccm57271.2023.00049" @default.
- W4383749557 hasPublicationYear "2023" @default.
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