GPUs vs FPGAs: Which one is better in DL and Data Centers applications

Performance of NVIDIA V100 and NVIDIA T4 versus NPU on the Intel Stratix 10 NX FPGA at various batch sizes. Reference: A. Boutros et al. ”Beyond Peak Performance: Comparing the Real Performance of AI-Optimized FPGAs and GPUs, FPT 2020
Project Catapult: source: Adrian M. Caulfield et al. “A Cloud-Scale Acceleration Architecture”
Redshift AQUA in-line processing using FPGAs and ASICs
docker inaccel run -e PWD -t inaccel/apps:xilinx gzip-compression

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