Shuhai is a benchmarking-memory tool that allows FPGA programmers to demystify all the underlying details of memories, e.g., HBM and DDR4, on a Xilinx FPGA
In terms of benchmarking memory, it can be done better on FPGA, rather than on CPU/GPU. When benchmarking memory on an FPGA, the benchmarking hardware engine can directly attach to the memory such that there is no noise between the targeted memory and the benchmarking engine.
With Shuhai, before implementing the concrete application that contains a particular memory access pattern on the FPGA, we are able to benchmark the corresponding memory access pattern to make sure that the memory side will not be the bottleneck.
Links:
📄 https://ieeexplore.ieee.org/document/9114755
💾 https://github.com/RC4ML/Shuhai
#memory #ddr #hbm #benchmark
@fpgasic
In terms of benchmarking memory, it can be done better on FPGA, rather than on CPU/GPU. When benchmarking memory on an FPGA, the benchmarking hardware engine can directly attach to the memory such that there is no noise between the targeted memory and the benchmarking engine.
With Shuhai, before implementing the concrete application that contains a particular memory access pattern on the FPGA, we are able to benchmark the corresponding memory access pattern to make sure that the memory side will not be the bottleneck.
Links:
📄 https://ieeexplore.ieee.org/document/9114755
💾 https://github.com/RC4ML/Shuhai
#memory #ddr #hbm #benchmark
@fpgasic